{
 "metadata": {
  "name": "",
  "signature": "sha256:54b5f277802ddacd2ea1d361760a27ac78401cf305e9c93fae459aac3ee8c7b9"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import os\n",
      "import numpy as np\n",
      "import scipy.stats\n",
      "\n",
      "from sklearn.metrics import roc_auc_score, average_precision_score\n",
      "\n",
      "import pmf"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "train_tracks = list()\n",
      "with open('train_tracks.txt', 'rb') as f:\n",
      "    for line in f:\n",
      "        train_tracks.append(line.strip())\n",
      "        \n",
      "test_tracks = list()\n",
      "with open('test_tracks.txt', 'rb') as f:\n",
      "    for line in f:\n",
      "        test_tracks.append(line.strip())\n",
      "        \n",
      "tags = list()\n",
      "with open('voc.txt', 'rb') as f:\n",
      "    for line in f:\n",
      "        tags.append(line.strip())"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def construct_pred_mask(tags_predicted, predictat):\n",
      "    n_samples, n_tags = tags_predicted.shape\n",
      "    rankings = np.argsort(-tags_predicted, axis=1)[:, :predictat]\n",
      "    tags_predicted_binary = np.zeros_like(tags_predicted, dtype=bool)\n",
      "    for i in xrange(n_samples):\n",
      "        tags_predicted_binary[i, rankings[i]] = 1\n",
      "    return tags_predicted_binary\n",
      "\n",
      "def per_tag_prec_recall(tags_predicted_binary, tags_true_binary):\n",
      "    mask = np.logical_and(tags_predicted_binary, tags_true_binary)\n",
      "    prec = mask.sum(axis=0) / (tags_predicted_binary.sum(axis=0) + np.spacing(1))\n",
      "    tags_true_count = tags_true_binary.sum(axis=0).astype(float)\n",
      "    idx = (tags_true_count > 0)\n",
      "    recall = mask.sum(axis=0)[idx] / tags_true_count[idx]\n",
      "    return prec, recall\n",
      "\n",
      "\n",
      "def aroc_ap(tags_true_binary, tags_predicted):\n",
      "    n_tags = tags_true_binary.shape[1]\n",
      "    \n",
      "    auc = list()\n",
      "    aprec = list()\n",
      "    for i in xrange(n_tags):\n",
      "        if np.sum(tags_true_binary[:, i]) != 0:\n",
      "            auc.append(roc_auc_score(tags_true_binary[:, i], tags_predicted[:, i]))\n",
      "            aprec.append(average_precision_score(tags_true_binary[:, i], tags_predicted[:, i]))\n",
      "    return auc, aprec\n",
      "\n",
      "\n",
      "def print_out_metrics(tags_true_binary, tags_predicted, predictat):\n",
      "    tags_predicted_binary = construct_pred_mask(tags_predicted, predictat)\n",
      "    prec, recall = per_tag_prec_recall(tags_predicted_binary, tags_true_binary)\n",
      "    mprec, mrecall = np.mean(prec), np.mean(recall)\n",
      "    \n",
      "    print 'Precision = %.3f (%.3f)' % (mprec, np.std(prec) / sqrt(prec.size))\n",
      "    print 'Recall = %.3f (%.3f)' % (mrecall, np.std(recall) / sqrt(recall.size))\n",
      "    print 'F-score = %.3f' % (2 * mprec * mrecall / (mprec + mrecall))\n",
      "\n",
      "    auc, aprec = aroc_ap(tags_true_binary, tags_predicted)\n",
      "    print 'AROC = %.3f (%.3f)' % (np.mean(auc), np.std(auc) / sqrt(len(auc)))\n",
      "    print 'AP = %.3f (%.3f)' % (np.mean(aprec), np.std(aprec) / sqrt(len(aprec)))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# take tracks with at least 20 tags \n",
      "y_test = None\n",
      "\n",
      "test_tracks_selected = list()\n",
      "\n",
      "for tid in test_tracks:\n",
      "    tdir = os.path.join('vq_hist', '/'.join(tid[2:5]))\n",
      "    bot = np.load(os.path.join(tdir, '%s_BoT.npy' % tid))\n",
      "    if (bot > 0).sum() >= 20:\n",
      "        test_tracks_selected.append(tid)\n",
      "        if y_test is None:\n",
      "            y_test = bot\n",
      "        else:\n",
      "            y_test = np.vstack((y_test, bot))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "hist(np.sum( (y_test > 0), axis=1), bins=50)\n",
      "pass"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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i9Xov+/xBB/ypU6cmrlq16i87dux4fNKkSZ2992mapvcMu/St731bLlivHGxTAGBcsNls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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x413b3d0>"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Batch inference on 10K subset"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "K = 512"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "n_subset = 10000\n",
      "\n",
      "np.random.seed(98765)\n",
      "train_tracks_subset = np.random.choice(train_tracks, size=n_subset, replace=False)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "D = K + len(tags)\n",
      "\n",
      "X = np.empty((n_subset, D), dtype=np.int16)\n",
      "\n",
      "for (i, tid) in enumerate(train_tracks_subset):\n",
      "    tdir = os.path.join('vq_hist', '/'.join(tid[2:5]))\n",
      "    vq = np.load(os.path.join(tdir, '%s_K%d.npy' % (tid, K))).ravel()\n",
      "    bot = np.load(os.path.join(tdir, '%s_BoT.npy' % tid))\n",
      "    bot[bot > 0] = 1\n",
      "    X[i] = np.hstack((vq, bot))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "bar(np.arange(D), X[1000])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 9,
       "text": [
        "<Container object of 1073 artists>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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QGSt7P/JmtX6jFedgXoXe6v/bYJ4DoD/4vOxLS0sfiI2NrZk4ceKpwsLCVb6+//5it9v7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\nkABlDwASoOwBQAKUPQBI4P8BXRNa7HvfsHoAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x5bb1fd0>"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "X_test = np.empty((len(test_tracks_selected), K), dtype=int16)\n",
      "\n",
      "for (i, tid) in enumerate(test_tracks_selected):\n",
      "    tdir = os.path.join('vq_hist', '/'.join(tid[2:5]))\n",
      "    vq = np.load(os.path.join(tdir, '%s_K%d.npy' % (tid, K))).ravel()\n",
      "    X_test[i] = vq"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "n_components = 100\n",
      "coder = pmf.PoissonMF(n_components=n_components, random_state=98765, verbose=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 11
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "coder.fit(X)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 0\tObjective: -1837599.41\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: -1824387.99\tOld objective: -1837599.41\tImprovement: 0.00719"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: -1790432.18\tOld objective: -1824387.99\tImprovement: 0.01861"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: -1689224.52\tOld objective: -1790432.18\tImprovement: 0.05653"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: -1353029.09\tOld objective: -1689224.52\tImprovement: 0.19902"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: -362252.56\tOld objective: -1353029.09\tImprovement: 0.73227"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1454655.32\tOld objective: -362252.56\tImprovement: 5.01558"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 3497325.41\tOld objective: 1454655.32\tImprovement: 1.40423"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 5182305.56\tOld objective: 3497325.41\tImprovement: 0.48179"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 6457471.19\tOld objective: 5182305.56\tImprovement: 0.24606"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 7458585.14\tOld objective: 6457471.19\tImprovement: 0.15503"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 8242097.66\tOld objective: 7458585.14\tImprovement: 0.10505"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 8826148.07\tOld objective: 8242097.66\tImprovement: 0.07086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 9248655.90\tOld objective: 8826148.07\tImprovement: 0.04787"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 9556558.97\tOld objective: 9248655.90\tImprovement: 0.03329"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 9786833.38\tOld objective: 9556558.97\tImprovement: 0.02410"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 9963064.62\tOld objective: 9786833.38\tImprovement: 0.01801"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 10100383.17\tOld objective: 9963064.62\tImprovement: 0.01378"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 10208966.27\tOld objective: 10100383.17\tImprovement: 0.01075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 10295442.03\tOld objective: 10208966.27\tImprovement: 0.00847"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 10364797.67\tOld objective: 10295442.03\tImprovement: 0.00674"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 10420822.62\tOld objective: 10364797.67\tImprovement: 0.00541"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 10466635.37\tOld objective: 10420822.62\tImprovement: 0.00440"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 10504629.52\tOld objective: 10466635.37\tImprovement: 0.00363"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 10536399.05\tOld objective: 10504629.52\tImprovement: 0.00302"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 25\tObjective: 10563267.35\tOld objective: 10536399.05\tImprovement: 0.00255"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 26\tObjective: 10586239.87\tOld objective: 10563267.35\tImprovement: 0.00217"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 27\tObjective: 10606054.41\tOld objective: 10586239.87\tImprovement: 0.00187"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 28\tObjective: 10623271.16\tOld objective: 10606054.41\tImprovement: 0.00162"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 29\tObjective: 10638343.53\tOld objective: 10623271.16\tImprovement: 0.00142"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 30\tObjective: 10651626.95\tOld objective: 10638343.53\tImprovement: 0.00125"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 31\tObjective: 10663368.78\tOld objective: 10651626.95\tImprovement: 0.00110"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 32\tObjective: 10673806.28\tOld objective: 10663368.78\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 33\tObjective: 10683177.91\tOld objective: 10673806.28\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 34\tObjective: 10691617.68\tOld objective: 10683177.91\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 35\tObjective: 10699231.13\tOld objective: 10691617.68\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 36\tObjective: 10706129.27\tOld objective: 10699231.13\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 37\tObjective: 10712399.10\tOld objective: 10706129.27\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 38\tObjective: 10718086.16\tOld objective: 10712399.10\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 39\tObjective: 10723270.57\tOld objective: 10718086.16\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "pmf.py:164: RuntimeWarning: invalid value encountered in double_scalars\n",
        "  improvement = (bound - old_bd) / abs(old_bd)\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 12,
       "text": [
        "PoissonMF(max_iter=100, n_components=100, random_state=98765, smoothness=100,\n",
        "     tol=0.0005, verbose=True)"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# randomly plot 30 \"topics\"\n",
      "indices = np.random.choice(n_components, size=30, replace=False)\n",
      "figure(figsize=(45, 15))\n",
      "for i in xrange(30):\n",
      "    subplot(10, 3, i+1)\n",
      "    topic = coder.Eb[indices[i]].copy()\n",
      "    # properly normalize the BoT dimensions for visualization purposes\n",
      "    topic[K:] /= topic[K:].max()\n",
      "    topic[K:] *= topic[:K].max()\n",
      "    bar(np.arange(D), topic)\n",
      "    axvline(x=K, color='red')\n",
      "    title('Component #%d' % indices[i])\n",
      "#savefig('dict.eps')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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TKYQQmZmZyilTpmy0dZlcjb19p+4qWt/vxn33au12Tzg2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\nF3fsKC8vD8rPzx8iy7Korq726tu37w8FBQX9Fix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6AAAg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\nV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mteXt74mpoaN5FIpH3//fffe+KJJ3bHxsZmXrp0abCP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\nD3EdMIKCgn5/++23P6ytrXXt27fvzaysrKnh4eFHO2vLaw+xH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pZk6LoCAOiD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\nPvH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9Jbr3cigmJuYg1+2vt7d3o75NiLu73xvNkAsd9zCh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\nPfXUU/9Yt27dcm6ao0ePPsQwTOe5c+fCWJalefPmbff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P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\nA8q6/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46D4aFgKsYODaV/bxBCvmF/rXmoKIb9/ZXc935j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\n4sWLV3p6elb16NHj2k033XRF94siT0/Pqra6Eq+oqFBIk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fvFu/f/74jp53lUPXPONBs63lbS9rzh/Wsb1+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\n7DNBQUGXqqqqQpm/L168ODAoKOiSrdusrq4OYf7f2dnpUVN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       "text": [
        "<matplotlib.figure.Figure at 0x72ffd90>"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "tagger = pmf.PoissonMF(n_components=n_components, random_state=98765, verbose=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "tagger.set_components(coder.gamma_b[:, :K], coder.rho_b)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 15,
       "text": [
        "PoissonMF(max_iter=100, n_components=100, random_state=98765, smoothness=100,\n",
        "     tol=0.0005, verbose=True)"
       ]
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Et = tagger.transform(X_test)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 0\tObjective: 2371398.03\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 2887409.96\tOld objective: 2371398.03\tImprovement: 0.21760"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 3068531.80\tOld objective: 2887409.96\tImprovement: 0.06273"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 3153520.54\tOld objective: 3068531.80\tImprovement: 0.02770"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 3200638.35\tOld objective: 3153520.54\tImprovement: 0.01494"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 3229770.10\tOld objective: 3200638.35\tImprovement: 0.00910"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 3249150.71\tOld objective: 3229770.10\tImprovement: 0.00600"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 3262818.68\tOld objective: 3249150.71\tImprovement: 0.00421"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 3272854.36\tOld objective: 3262818.68\tImprovement: 0.00308"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 3280471.22\tOld objective: 3272854.36\tImprovement: 0.00233"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 3286429.82\tOld objective: 3280471.22\tImprovement: 0.00182"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 3291208.97\tOld objective: 3286429.82\tImprovement: 0.00145"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 3295087.70\tOld objective: 3291208.97\tImprovement: 0.00118"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 3298284.62\tOld objective: 3295087.70\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 3300963.08\tOld objective: 3298284.62\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 3303230.95\tOld objective: 3300963.08\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 3305173.18\tOld objective: 3303230.95\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 3306843.06\tOld objective: 3305173.18\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 3308281.25\tOld objective: 3306843.06\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Et /= Et.sum(axis=1, keepdims=True)\n",
      "\n",
      "tags_predicted = Et.dot(coder.Eb[:, K:])\n",
      "print tags_predicted.min(), tags_predicted.max()\n",
      "\n",
      "div_factor = 3\n",
      "tags_predicted = tags_predicted - div_factor * np.mean(tags_predicted, axis=0)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "0.000949887065626 1.37936269595\n"
       ]
      }
     ],
     "prompt_number": 17
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "predictat = 20\n",
      "tags_true_binary = (y_test > 0)\n",
      "\n",
      "print_out_metrics(tags_true_binary, tags_predicted, predictat)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Precision = 0.111 (0.007)\n",
        "Recall = 0.108 (0.006)\n",
        "F-score = 0.109\n",
        "AROC = 0.645 (0.005)"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "AP = 0.098 (0.005)\n"
       ]
      }
     ],
     "prompt_number": 18
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Stochastic inference on 10K subset"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "n_components = 100\n",
      "online_coder = pmf.OnlinePoissonMF(n_components=n_components, batch_size=500, n_pass=1, \n",
      "                                   random_state=98765, verbose=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 19
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "online_coder.fit(X, est_total=len(train_tracks))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Iteration 0: passing through the data...\n",
        "\tMinibatch 1:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: -589049.45\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: -588689.09\tOld objective: -589049.45\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: -588315.03\tOld objective: -588689.09\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: -587893.07\tOld objective: -588315.03\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: -587411.53\tOld objective: -587893.07\tImprovement: 0.00082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: -586856.47\tOld objective: -587411.53\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: -586222.54\tOld objective: -586856.47\tImprovement: 0.00108"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: -585510.22\tOld objective: -586222.54\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: -584716.97\tOld objective: -585510.22\tImprovement: 0.00135"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: -583829.50\tOld objective: -584716.97\tImprovement: 0.00152"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: -582830.36\tOld objective: -583829.50\tImprovement: 0.00171"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: -581714.16\tOld objective: -582830.36\tImprovement: 0.00192"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: -580472.12\tOld objective: -581714.16\tImprovement: 0.00214"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: -579099.52\tOld objective: -580472.12\tImprovement: 0.00236"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: -577585.88\tOld objective: -579099.52\tImprovement: 0.00261"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: -575948.40\tOld objective: -577585.88\tImprovement: 0.00284"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: -574207.39\tOld objective: -575948.40\tImprovement: 0.00302"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: -572363.89\tOld objective: -574207.39\tImprovement: 0.00321"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: -570411.64\tOld objective: -572363.89\tImprovement: 0.00341"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: -568373.31\tOld objective: -570411.64\tImprovement: 0.00357"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: -566269.60\tOld objective: -568373.31\tImprovement: 0.00370"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: -564074.11\tOld objective: -566269.60\tImprovement: 0.00388"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: -561816.53\tOld objective: -564074.11\tImprovement: 0.00400"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: -559536.31\tOld objective: -561816.53\tImprovement: 0.00406"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: -557231.41\tOld objective: -559536.31\tImprovement: 0.00412"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 25\tObjective: -554899.44\tOld objective: -557231.41\tImprovement: 0.00418"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 26\tObjective: -552556.32\tOld objective: -554899.44\tImprovement: 0.00422"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 27\tObjective: -550214.26\tOld objective: -552556.32\tImprovement: 0.00424"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 28\tObjective: -547906.34\tOld objective: -550214.26\tImprovement: 0.00419"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 29\tObjective: -545638.47\tOld objective: -547906.34\tImprovement: 0.00414"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 30\tObjective: -543395.63\tOld objective: -545638.47\tImprovement: 0.00411"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 31\tObjective: -541182.48\tOld objective: -543395.63\tImprovement: 0.00407"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 32\tObjective: -538995.83\tOld objective: -541182.48\tImprovement: 0.00404"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 33\tObjective: -536856.37\tOld objective: -538995.83\tImprovement: 0.00397"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 34\tObjective: -534783.00\tOld objective: -536856.37\tImprovement: 0.00386"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 35\tObjective: -532770.77\tOld objective: -534783.00\tImprovement: 0.00376"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 36\tObjective: -530811.19\tOld objective: -532770.77\tImprovement: 0.00368"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 37\tObjective: -528897.96\tOld objective: -530811.19\tImprovement: 0.00360"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 38\tObjective: -527029.48\tOld objective: -528897.96\tImprovement: 0.00353"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 39\tObjective: -525214.86\tOld objective: -527029.48\tImprovement: 0.00344"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 40\tObjective: -523456.49\tOld objective: -525214.86\tImprovement: 0.00335"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 41\tObjective: -521747.44\tOld objective: -523456.49\tImprovement: 0.00326"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 42\tObjective: -520091.86\tOld objective: -521747.44\tImprovement: 0.00317"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 43\tObjective: -518487.88\tOld objective: -520091.86\tImprovement: 0.00308"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 44\tObjective: -516958.75\tOld objective: -518487.88\tImprovement: 0.00295"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 45\tObjective: -515484.56\tOld objective: -516958.75\tImprovement: 0.00285"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 46\tObjective: -514062.28\tOld objective: -515484.56\tImprovement: 0.00276"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 47\tObjective: -512696.39\tOld objective: -514062.28\tImprovement: 0.00266"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 48\tObjective: -511378.83\tOld objective: -512696.39\tImprovement: 0.00257"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 49\tObjective: -510091.83\tOld objective: -511378.83\tImprovement: 0.00252"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 50\tObjective: -508843.95\tOld objective: -510091.83\tImprovement: 0.00245"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 51\tObjective: -507623.82\tOld objective: -508843.95\tImprovement: 0.00240"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 52\tObjective: -506431.49\tOld objective: -507623.82\tImprovement: 0.00235"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 53\tObjective: -505285.99\tOld objective: -506431.49\tImprovement: 0.00226"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 54\tObjective: -504184.21\tOld objective: -505285.99\tImprovement: 0.00218"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 55\tObjective: -503129.56\tOld objective: -504184.21\tImprovement: 0.00209"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 56\tObjective: -502121.94\tOld objective: -503129.56\tImprovement: 0.00200"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 57\tObjective: -501149.17\tOld objective: -502121.94\tImprovement: 0.00194"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 58\tObjective: -500199.81\tOld objective: -501149.17\tImprovement: 0.00189"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 59\tObjective: -499263.30\tOld objective: -500199.81\tImprovement: 0.00187"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 60\tObjective: -498357.04\tOld objective: -499263.30\tImprovement: 0.00182"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 61\tObjective: -497496.97\tOld objective: -498357.04\tImprovement: 0.00173"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 62\tObjective: -496670.57\tOld objective: -497496.97\tImprovement: 0.00166"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 63\tObjective: -495878.95\tOld objective: -496670.57\tImprovement: 0.00159"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 64\tObjective: -495115.27\tOld objective: -495878.95\tImprovement: 0.00154"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 65\tObjective: -494380.50\tOld objective: -495115.27\tImprovement: 0.00148"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 66\tObjective: -493671.75\tOld objective: -494380.50\tImprovement: 0.00143"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 67\tObjective: -492987.96\tOld objective: -493671.75\tImprovement: 0.00139"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 68\tObjective: -492326.13\tOld objective: -492987.96\tImprovement: 0.00134"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 69\tObjective: -491680.11\tOld objective: -492326.13\tImprovement: 0.00131"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 70\tObjective: -491047.74\tOld objective: -491680.11\tImprovement: 0.00129"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 71\tObjective: -490427.09\tOld objective: -491047.74\tImprovement: 0.00126"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 72\tObjective: -489824.28\tOld objective: -490427.09\tImprovement: 0.00123"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 73\tObjective: -489243.13\tOld objective: -489824.28\tImprovement: 0.00119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 74\tObjective: -488682.66\tOld objective: -489243.13\tImprovement: 0.00115"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 75\tObjective: -488139.74\tOld objective: -488682.66\tImprovement: 0.00111"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 76\tObjective: -487618.47\tOld objective: -488139.74\tImprovement: 0.00107"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 77\tObjective: -487115.95\tOld objective: -487618.47\tImprovement: 0.00103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 78\tObjective: -486633.20\tOld objective: -487115.95\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 79\tObjective: -486160.62\tOld objective: -486633.20\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 80\tObjective: -485694.93\tOld objective: -486160.62\tImprovement: 0.00096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 81\tObjective: -485241.39\tOld objective: -485694.93\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 82\tObjective: -484796.69\tOld objective: -485241.39\tImprovement: 0.00092"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 83\tObjective: -484353.81\tOld objective: -484796.69\tImprovement: 0.00091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 84\tObjective: -483920.75\tOld objective: -484353.81\tImprovement: 0.00089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 85\tObjective: -483502.06\tOld objective: -483920.75\tImprovement: 0.00087"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 86\tObjective: -483100.54\tOld objective: -483502.06\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 87\tObjective: -482707.19\tOld objective: -483100.54\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 88\tObjective: -482329.95\tOld objective: -482707.19\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 89\tObjective: -481971.08\tOld objective: -482329.95\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 90\tObjective: -481618.68\tOld objective: -481971.08\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 91\tObjective: -481270.60\tOld objective: -481618.68\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 92\tObjective: -480928.35\tOld objective: -481270.60\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 93\tObjective: -480594.05\tOld objective: -480928.35\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 94\tObjective: -480280.22\tOld objective: -480594.05\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 95\tObjective: -479980.52\tOld objective: -480280.22\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 96\tObjective: -479692.12\tOld objective: -479980.52\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 97\tObjective: -479413.06\tOld objective: -479692.12\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 98\tObjective: -479135.19\tOld objective: -479413.06\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 99\tObjective: -478860.33\tOld objective: -479135.19\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\tMinibatch 2:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: -207425.44\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: -133082.26\tOld objective: -207425.44\tImprovement: 0.35841"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: -82827.24\tOld objective: -133082.26\tImprovement: 0.37762"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: -47393.27\tOld objective: -82827.24\tImprovement: 0.42781"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: -21491.25\tOld objective: -47393.27\tImprovement: 0.54653"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: -2073.16\tOld objective: -21491.25\tImprovement: 0.90353"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 12771.35\tOld objective: -2073.16\tImprovement: 7.16033"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 24306.63\tOld objective: 12771.35\tImprovement: 0.90321"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 33362.68\tOld objective: 24306.63\tImprovement: 0.37258"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 40571.58\tOld objective: 33362.68\tImprovement: 0.21608"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 46385.49\tOld objective: 40571.58\tImprovement: 0.14330"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 51118.07\tOld objective: 46385.49\tImprovement: 0.10203"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 55009.92\tOld objective: 51118.07\tImprovement: 0.07613"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 58272.11\tOld objective: 55009.92\tImprovement: 0.05930"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 61007.70\tOld objective: 58272.11\tImprovement: 0.04695"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 63320.47\tOld objective: 61007.70\tImprovement: 0.03791"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 65311.77\tOld objective: 63320.47\tImprovement: 0.03145"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 67034.92\tOld objective: 65311.77\tImprovement: 0.02638"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 68518.14\tOld objective: 67034.92\tImprovement: 0.02213"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 69804.18\tOld objective: 68518.14\tImprovement: 0.01877"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 70927.82\tOld objective: 69804.18\tImprovement: 0.01610"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 71906.71\tOld objective: 70927.82\tImprovement: 0.01380"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 72766.23\tOld objective: 71906.71\tImprovement: 0.01195"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 73524.21\tOld objective: 72766.23\tImprovement: 0.01042"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 74193.48\tOld objective: 73524.21\tImprovement: 0.00910"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 25\tObjective: 74792.77\tOld objective: 74193.48\tImprovement: 0.00808"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 26\tObjective: 75334.23\tOld objective: 74792.77\tImprovement: 0.00724"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 27\tObjective: 75821.14\tOld objective: 75334.23\tImprovement: 0.00646"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 28\tObjective: 76253.85\tOld objective: 75821.14\tImprovement: 0.00571"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 29\tObjective: 76651.55\tOld objective: 76253.85\tImprovement: 0.00522"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 30\tObjective: 77022.98\tOld objective: 76651.55\tImprovement: 0.00485"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 31\tObjective: 77364.64\tOld objective: 77022.98\tImprovement: 0.00444"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 32\tObjective: 77674.99\tOld objective: 77364.64\tImprovement: 0.00401"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 33\tObjective: 77963.04\tOld objective: 77674.99\tImprovement: 0.00371"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 34\tObjective: 78228.88\tOld objective: 77963.04\tImprovement: 0.00341"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 35\tObjective: 78472.09\tOld objective: 78228.88\tImprovement: 0.00311"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 36\tObjective: 78695.42\tOld objective: 78472.09\tImprovement: 0.00285"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 37\tObjective: 78906.51\tOld objective: 78695.42\tImprovement: 0.00268"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 38\tObjective: 79100.78\tOld objective: 78906.51\tImprovement: 0.00246"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 39\tObjective: 79278.42\tOld objective: 79100.78\tImprovement: 0.00225"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 40\tObjective: 79439.96\tOld objective: 79278.42\tImprovement: 0.00204"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 41\tObjective: 79593.68\tOld objective: 79439.96\tImprovement: 0.00194"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 42\tObjective: 79738.19\tOld objective: 79593.68\tImprovement: 0.00182"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 43\tObjective: 79869.82\tOld objective: 79738.19\tImprovement: 0.00165"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 44\tObjective: 79994.99\tOld objective: 79869.82\tImprovement: 0.00157"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 45\tObjective: 80111.75\tOld objective: 79994.99\tImprovement: 0.00146"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 46\tObjective: 80222.73\tOld objective: 80111.75\tImprovement: 0.00139"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 47\tObjective: 80327.61\tOld objective: 80222.73\tImprovement: 0.00131"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 48\tObjective: 80427.90\tOld objective: 80327.61\tImprovement: 0.00125"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 49\tObjective: 80523.29\tOld objective: 80427.90\tImprovement: 0.00119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 50\tObjective: 80614.98\tOld objective: 80523.29\tImprovement: 0.00114"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 51\tObjective: 80702.37\tOld objective: 80614.98\tImprovement: 0.00108"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 52\tObjective: 80785.22\tOld objective: 80702.37\tImprovement: 0.00103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 53\tObjective: 80862.06\tOld objective: 80785.22\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 54\tObjective: 80932.75\tOld objective: 80862.06\tImprovement: 0.00087"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 55\tObjective: 80998.74\tOld objective: 80932.75\tImprovement: 0.00082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 56\tObjective: 81064.48\tOld objective: 80998.74\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 57\tObjective: 81132.55\tOld objective: 81064.48\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 58\tObjective: 81202.06\tOld objective: 81132.55\tImprovement: 0.00086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 59\tObjective: 81271.30\tOld objective: 81202.06\tImprovement: 0.00085"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 60\tObjective: 81336.41\tOld objective: 81271.30\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 61\tObjective: 81397.86\tOld objective: 81336.41\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 62\tObjective: 81454.75\tOld objective: 81397.86\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 63\tObjective: 81507.53\tOld objective: 81454.75\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 64\tObjective: 81557.68\tOld objective: 81507.53\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 65\tObjective: 81605.00\tOld objective: 81557.68\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 66\tObjective: 81651.97\tOld objective: 81605.00\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 67\tObjective: 81696.50\tOld objective: 81651.97\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 68\tObjective: 81739.34\tOld objective: 81696.50\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 69\tObjective: 81783.50\tOld objective: 81739.34\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 70\tObjective: 81827.09\tOld objective: 81783.50\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 71\tObjective: 81869.52\tOld objective: 81827.09\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 72\tObjective: 81908.86\tOld objective: 81869.52\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\tMinibatch 3:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: -91825.60\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 12229.18\tOld objective: -91825.60\tImprovement: 1.13318"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 73130.04\tOld objective: 12229.18\tImprovement: 4.97997"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 111375.04\tOld objective: 73130.04\tImprovement: 0.52297"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 136837.28\tOld objective: 111375.04\tImprovement: 0.22862"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 154574.30\tOld objective: 136837.28\tImprovement: 0.12962"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 167334.06\tOld objective: 154574.30\tImprovement: 0.08255"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 176773.97\tOld objective: 167334.06\tImprovement: 0.05641"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 183886.50\tOld objective: 176773.97\tImprovement: 0.04024"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 189343.04\tOld objective: 183886.50\tImprovement: 0.02967"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 193589.26\tOld objective: 189343.04\tImprovement: 0.02243"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 196933.28\tOld objective: 193589.26\tImprovement: 0.01727"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 199631.71\tOld objective: 196933.28\tImprovement: 0.01370"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 201842.89\tOld objective: 199631.71\tImprovement: 0.01108"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 203668.70\tOld objective: 201842.89\tImprovement: 0.00905"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 205181.94\tOld objective: 203668.70\tImprovement: 0.00743"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 206446.53\tOld objective: 205181.94\tImprovement: 0.00616"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 207520.14\tOld objective: 206446.53\tImprovement: 0.00520"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 208436.03\tOld objective: 207520.14\tImprovement: 0.00441"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 209217.71\tOld objective: 208436.03\tImprovement: 0.00375"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 209897.92\tOld objective: 209217.71\tImprovement: 0.00325"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 210489.91\tOld objective: 209897.92\tImprovement: 0.00282"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 211014.49\tOld objective: 210489.91\tImprovement: 0.00249"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 211486.63\tOld objective: 211014.49\tImprovement: 0.00224"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 211919.57\tOld objective: 211486.63\tImprovement: 0.00205"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 25\tObjective: 212314.61\tOld objective: 211919.57\tImprovement: 0.00186"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 26\tObjective: 212663.86\tOld objective: 212314.61\tImprovement: 0.00164"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 27\tObjective: 212975.28\tOld objective: 212663.86\tImprovement: 0.00146"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 28\tObjective: 213259.63\tOld objective: 212975.28\tImprovement: 0.00134"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 29\tObjective: 213510.66\tOld objective: 213259.63\tImprovement: 0.00118"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 30\tObjective: 213739.27\tOld objective: 213510.66\tImprovement: 0.00107"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 31\tObjective: 213950.39\tOld objective: 213739.27\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 32\tObjective: 214140.34\tOld objective: 213950.39\tImprovement: 0.00089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 33\tObjective: 214323.01\tOld objective: 214140.34\tImprovement: 0.00085"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 34\tObjective: 214497.31\tOld objective: 214323.01\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 35\tObjective: 214662.14\tOld objective: 214497.31\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 36\tObjective: 214815.19\tOld objective: 214662.14\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 37\tObjective: 214955.59\tOld objective: 214815.19\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 38\tObjective: 215084.49\tOld objective: 214955.59\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 39\tObjective: 215209.33\tOld objective: 215084.49\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 40\tObjective: 215327.13\tOld objective: 215209.33\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 41\tObjective: 215431.73\tOld objective: 215327.13\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\tMinibatch 4:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: -8080.79\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 113604.87\tOld objective: -8080.79\tImprovement: 15.05864"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 179657.68\tOld objective: 113604.87\tImprovement: 0.58143"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 218873.47\tOld objective: 179657.68\tImprovement: 0.21828"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 243936.88\tOld objective: 218873.47\tImprovement: 0.11451"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 260887.74\tOld objective: 243936.88\tImprovement: 0.06949"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 272891.40\tOld objective: 260887.74\tImprovement: 0.04601"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 281621.34\tOld objective: 272891.40\tImprovement: 0.03199"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 288090.41\tOld objective: 281621.34\tImprovement: 0.02297"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 292966.23\tOld objective: 288090.41\tImprovement: 0.01692"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 296718.70\tOld objective: 292966.23\tImprovement: 0.01281"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 299635.57\tOld objective: 296718.70\tImprovement: 0.00983"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 301946.92\tOld objective: 299635.57\tImprovement: 0.00771"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 303821.73\tOld objective: 301946.92\tImprovement: 0.00621"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 305357.97\tOld objective: 303821.73\tImprovement: 0.00506"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 306614.46\tOld objective: 305357.97\tImprovement: 0.00411"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 307668.01\tOld objective: 306614.46\tImprovement: 0.00344"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 308569.01\tOld objective: 307668.01\tImprovement: 0.00293"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 309343.36\tOld objective: 308569.01\tImprovement: 0.00251"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 310010.00\tOld objective: 309343.36\tImprovement: 0.00216"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 310588.30\tOld objective: 310010.00\tImprovement: 0.00187"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 311094.20\tOld objective: 310588.30\tImprovement: 0.00163"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 311531.38\tOld objective: 311094.20\tImprovement: 0.00141"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 311922.37\tOld objective: 311531.38\tImprovement: 0.00126"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 312278.09\tOld objective: 311922.37\tImprovement: 0.00114"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 25\tObjective: 312597.67\tOld objective: 312278.09\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 26\tObjective: 312885.23\tOld objective: 312597.67\tImprovement: 0.00092"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 27\tObjective: 313139.90\tOld objective: 312885.23\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 28\tObjective: 313364.65\tOld objective: 313139.90\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 29\tObjective: 313565.78\tOld objective: 313364.65\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 30\tObjective: 313750.42\tOld objective: 313565.78\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 31\tObjective: 313921.03\tOld objective: 313750.42\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 32\tObjective: 314081.70\tOld objective: 313921.03\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 33\tObjective: 314231.33\tOld objective: 314081.70\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\tMinibatch 5:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 17359.76\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 138294.36\tOld objective: 17359.76\tImprovement: 6.96637"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 200578.74\tOld objective: 138294.36\tImprovement: 0.45038"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 236525.77\tOld objective: 200578.74\tImprovement: 0.17922"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 259095.91\tOld objective: 236525.77\tImprovement: 0.09542"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 274185.09\tOld objective: 259095.91\tImprovement: 0.05824"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 284728.98\tOld objective: 274185.09\tImprovement: 0.03846"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 292312.02\tOld objective: 284728.98\tImprovement: 0.02663"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 297866.31\tOld objective: 292312.02\tImprovement: 0.01900"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 302011.78\tOld objective: 297866.31\tImprovement: 0.01392"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 305163.22\tOld objective: 302011.78\tImprovement: 0.01043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 307593.55\tOld objective: 305163.22\tImprovement: 0.00796"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 309522.66\tOld objective: 307593.55\tImprovement: 0.00627"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 311071.59\tOld objective: 309522.66\tImprovement: 0.00500"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 312328.13\tOld objective: 311071.59\tImprovement: 0.00404"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 313360.23\tOld objective: 312328.13\tImprovement: 0.00330"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 314214.69\tOld objective: 313360.23\tImprovement: 0.00273"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 314932.11\tOld objective: 314214.69\tImprovement: 0.00228"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 315547.48\tOld objective: 314932.11\tImprovement: 0.00195"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 316069.95\tOld objective: 315547.48\tImprovement: 0.00166"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 316526.22\tOld objective: 316069.95\tImprovement: 0.00144"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 316935.13\tOld objective: 316526.22\tImprovement: 0.00129"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 317303.71\tOld objective: 316935.13\tImprovement: 0.00116"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 317639.18\tOld objective: 317303.71\tImprovement: 0.00106"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 317943.09\tOld objective: 317639.18\tImprovement: 0.00096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 25\tObjective: 318217.20\tOld objective: 317943.09\tImprovement: 0.00086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 26\tObjective: 318464.91\tOld objective: 318217.20\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 27\tObjective: 318689.88\tOld objective: 318464.91\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 28\tObjective: 318890.75\tOld objective: 318689.88\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 29\tObjective: 319068.87\tOld objective: 318890.75\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 30\tObjective: 319233.27\tOld objective: 319068.87\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 31\tObjective: 319391.74\tOld objective: 319233.27\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\tMinibatch 6:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 24474.00\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 142494.78\tOld objective: 24474.00\tImprovement: 4.82229"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 200826.05\tOld objective: 142494.78\tImprovement: 0.40936"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 233815.34\tOld objective: 200826.05\tImprovement: 0.16427"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 254350.16\tOld objective: 233815.34\tImprovement: 0.08782"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 267945.81\tOld objective: 254350.16\tImprovement: 0.05345"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 277340.64\tOld objective: 267945.81\tImprovement: 0.03506"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 284048.75\tOld objective: 277340.64\tImprovement: 0.02419"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 288986.57\tOld objective: 284048.75\tImprovement: 0.01738"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 292681.23\tOld objective: 288986.57\tImprovement: 0.01278"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 295486.32\tOld objective: 292681.23\tImprovement: 0.00958"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 297662.32\tOld objective: 295486.32\tImprovement: 0.00736"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 299397.85\tOld objective: 297662.32\tImprovement: 0.00583"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 300809.47\tOld objective: 299397.85\tImprovement: 0.00471"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 301968.46\tOld objective: 300809.47\tImprovement: 0.00385"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 302926.44\tOld objective: 301968.46\tImprovement: 0.00317"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 303726.45\tOld objective: 302926.44\tImprovement: 0.00264"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 304411.59\tOld objective: 303726.45\tImprovement: 0.00226"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 305010.11\tOld objective: 304411.59\tImprovement: 0.00197"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 305524.05\tOld objective: 305010.11\tImprovement: 0.00169"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 305965.61\tOld objective: 305524.05\tImprovement: 0.00145"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 306358.86\tOld objective: 305965.61\tImprovement: 0.00129"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 306703.74\tOld objective: 306358.86\tImprovement: 0.00113"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 307002.72\tOld objective: 306703.74\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 307265.69\tOld objective: 307002.72\tImprovement: 0.00086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 25\tObjective: 307503.74\tOld objective: 307265.69\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 26\tObjective: 307726.02\tOld objective: 307503.74\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 27\tObjective: 307930.44\tOld objective: 307726.02\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 28\tObjective: 308118.04\tOld objective: 307930.44\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 29\tObjective: 308288.47\tOld objective: 308118.04\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 30\tObjective: 308445.50\tOld objective: 308288.47\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 31\tObjective: 308588.24\tOld objective: 308445.50\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\tMinibatch 7:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 52298.23\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 173182.59\tOld objective: 52298.23\tImprovement: 2.31144"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 231144.45\tOld objective: 173182.59\tImprovement: 0.33469"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 263103.18\tOld objective: 231144.45\tImprovement: 0.13826"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 282639.06\tOld objective: 263103.18\tImprovement: 0.07425"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 295450.62\tOld objective: 282639.06\tImprovement: 0.04533"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 304216.88\tOld objective: 295450.62\tImprovement: 0.02967"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 310375.39\tOld objective: 304216.88\tImprovement: 0.02024"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 314829.57\tOld objective: 310375.39\tImprovement: 0.01435"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 318168.82\tOld objective: 314829.57\tImprovement: 0.01061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 320711.04\tOld objective: 318168.82\tImprovement: 0.00799"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 322668.51\tOld objective: 320711.04\tImprovement: 0.00610"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 324224.51\tOld objective: 322668.51\tImprovement: 0.00482"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 325471.93\tOld objective: 324224.51\tImprovement: 0.00385"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 326493.90\tOld objective: 325471.93\tImprovement: 0.00314"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 327337.72\tOld objective: 326493.90\tImprovement: 0.00258"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 328040.63\tOld objective: 327337.72\tImprovement: 0.00215"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 328637.72\tOld objective: 328040.63\tImprovement: 0.00182"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 329152.41\tOld objective: 328637.72\tImprovement: 0.00157"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 329609.86\tOld objective: 329152.41\tImprovement: 0.00139"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 330019.40\tOld objective: 329609.86\tImprovement: 0.00124"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 330369.40\tOld objective: 330019.40\tImprovement: 0.00106"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 330673.05\tOld objective: 330369.40\tImprovement: 0.00092"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 330942.74\tOld objective: 330673.05\tImprovement: 0.00082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 331187.16\tOld objective: 330942.74\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 25\tObjective: 331415.39\tOld objective: 331187.16\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 26\tObjective: 331626.08\tOld objective: 331415.39\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 27\tObjective: 331811.46\tOld objective: 331626.08\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 28\tObjective: 331977.98\tOld objective: 331811.46\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 29\tObjective: 332127.23\tOld objective: 331977.98\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\tMinibatch 8:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 65054.11\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 182185.71\tOld objective: 65054.11\tImprovement: 1.80053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 237247.71\tOld objective: 182185.71\tImprovement: 0.30223"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 267483.19\tOld objective: 237247.71\tImprovement: 0.12744"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 285909.46\tOld objective: 267483.19\tImprovement: 0.06889"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 297951.05\tOld objective: 285909.46\tImprovement: 0.04212"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 306224.64\tOld objective: 297951.05\tImprovement: 0.02777"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 312118.69\tOld objective: 306224.64\tImprovement: 0.01925"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 316411.69\tOld objective: 312118.69\tImprovement: 0.01375"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 319574.11\tOld objective: 316411.69\tImprovement: 0.00999"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 321957.08\tOld objective: 319574.11\tImprovement: 0.00746"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 323795.77\tOld objective: 321957.08\tImprovement: 0.00571"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 325246.00\tOld objective: 323795.77\tImprovement: 0.00448"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 326413.98\tOld objective: 325246.00\tImprovement: 0.00359"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 327373.91\tOld objective: 326413.98\tImprovement: 0.00294"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 328169.06\tOld objective: 327373.91\tImprovement: 0.00243"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 328842.25\tOld objective: 328169.06\tImprovement: 0.00205"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 329413.70\tOld objective: 328842.25\tImprovement: 0.00174"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 329909.04\tOld objective: 329413.70\tImprovement: 0.00150"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 330340.24\tOld objective: 329909.04\tImprovement: 0.00131"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 330722.50\tOld objective: 330340.24\tImprovement: 0.00116"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 331062.68\tOld objective: 330722.50\tImprovement: 0.00103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 331361.76\tOld objective: 331062.68\tImprovement: 0.00090"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 331618.99\tOld objective: 331361.76\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 331846.01\tOld objective: 331618.99\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 25\tObjective: 332046.94\tOld objective: 331846.01\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 26\tObjective: 332222.46\tOld objective: 332046.94\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 27\tObjective: 332379.38\tOld objective: 332222.46\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\tMinibatch 9:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 87862.45\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 204128.15\tOld objective: 87862.45\tImprovement: 1.32327"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 256105.33\tOld objective: 204128.15\tImprovement: 0.25463"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 284013.97\tOld objective: 256105.33\tImprovement: 0.10897"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 300848.19\tOld objective: 284013.97\tImprovement: 0.05927"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 311786.44\tOld objective: 300848.19\tImprovement: 0.03636"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 319219.89\tOld objective: 311786.44\tImprovement: 0.02384"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 324425.15\tOld objective: 319219.89\tImprovement: 0.01631"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 328164.50\tOld objective: 324425.15\tImprovement: 0.01153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 330934.69\tOld objective: 328164.50\tImprovement: 0.00844"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 333067.00\tOld objective: 330934.69\tImprovement: 0.00644"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 334736.07\tOld objective: 333067.00\tImprovement: 0.00501"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 336076.22\tOld objective: 334736.07\tImprovement: 0.00400"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 337156.63\tOld objective: 336076.22\tImprovement: 0.00321"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 338029.56\tOld objective: 337156.63\tImprovement: 0.00259"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 338755.31\tOld objective: 338029.56\tImprovement: 0.00215"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 339367.45\tOld objective: 338755.31\tImprovement: 0.00181"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 339887.63\tOld objective: 339367.45\tImprovement: 0.00153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 340330.85\tOld objective: 339887.63\tImprovement: 0.00130"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 340717.75\tOld objective: 340330.85\tImprovement: 0.00114"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 341054.47\tOld objective: 340717.75\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 341356.30\tOld objective: 341054.47\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 341623.73\tOld objective: 341356.30\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 341856.27\tOld objective: 341623.73\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 342061.93\tOld objective: 341856.27\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 25\tObjective: 342247.48\tOld objective: 342061.93\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 26\tObjective: 342418.70\tOld objective: 342247.48\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 27\tObjective: 342570.22\tOld objective: 342418.70\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\tMinibatch 10:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 88470.55\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 203047.04\tOld objective: 88470.55\tImprovement: 1.29508"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 253108.12\tOld objective: 203047.04\tImprovement: 0.24655"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 279635.98\tOld objective: 253108.12\tImprovement: 0.10481"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 295371.29\tOld objective: 279635.98\tImprovement: 0.05627"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 305370.31\tOld objective: 295371.29\tImprovement: 0.03385"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 312059.61\tOld objective: 305370.31\tImprovement: 0.02191"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 316766.70\tOld objective: 312059.61\tImprovement: 0.01508"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 320188.58\tOld objective: 316766.70\tImprovement: 0.01080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 322715.02\tOld objective: 320188.58\tImprovement: 0.00789"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 324626.37\tOld objective: 322715.02\tImprovement: 0.00592"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 326101.85\tOld objective: 324626.37\tImprovement: 0.00455"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 327283.14\tOld objective: 326101.85\tImprovement: 0.00362"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 328251.13\tOld objective: 327283.14\tImprovement: 0.00296"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 329050.64\tOld objective: 328251.13\tImprovement: 0.00244"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 329716.43\tOld objective: 329050.64\tImprovement: 0.00202"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 330280.47\tOld objective: 329716.43\tImprovement: 0.00171"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 330763.26\tOld objective: 330280.47\tImprovement: 0.00146"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 331171.82\tOld objective: 330763.26\tImprovement: 0.00124"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 331524.61\tOld objective: 331171.82\tImprovement: 0.00107"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 331832.58\tOld objective: 331524.61\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 332105.73\tOld objective: 331832.58\tImprovement: 0.00082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 332340.83\tOld objective: 332105.73\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 332552.70\tOld objective: 332340.83\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 332746.45\tOld objective: 332552.70\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 25\tObjective: 332924.65\tOld objective: 332746.45\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 26\tObjective: 333090.29\tOld objective: 332924.65\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\tMinibatch 11:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 149457.42\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 267892.63\tOld objective: 149457.42\tImprovement: 0.79243"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 319043.48\tOld objective: 267892.63\tImprovement: 0.19094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 345672.99\tOld objective: 319043.48\tImprovement: 0.08347"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 361248.70\tOld objective: 345672.99\tImprovement: 0.04506"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 371088.25\tOld objective: 361248.70\tImprovement: 0.02724"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 377653.92\tOld objective: 371088.25\tImprovement: 0.01769"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 382218.24\tOld objective: 377653.92\tImprovement: 0.01209"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 385490.11\tOld objective: 382218.24\tImprovement: 0.00856"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 387914.60\tOld objective: 385490.11\tImprovement: 0.00629"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 389779.50\tOld objective: 387914.60\tImprovement: 0.00481"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 391232.23\tOld objective: 389779.50\tImprovement: 0.00373"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 392401.25\tOld objective: 391232.23\tImprovement: 0.00299"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 393336.24\tOld objective: 392401.25\tImprovement: 0.00238"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 394102.91\tOld objective: 393336.24\tImprovement: 0.00195"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 394750.35\tOld objective: 394102.91\tImprovement: 0.00164"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 395291.97\tOld objective: 394750.35\tImprovement: 0.00137"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 395753.90\tOld objective: 395291.97\tImprovement: 0.00117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 396165.65\tOld objective: 395753.90\tImprovement: 0.00104"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 396538.58\tOld objective: 396165.65\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 396862.67\tOld objective: 396538.58\tImprovement: 0.00082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 397137.70\tOld objective: 396862.67\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 397377.59\tOld objective: 397137.70\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 397594.60\tOld objective: 397377.59\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 397796.71\tOld objective: 397594.60\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 25\tObjective: 397977.49\tOld objective: 397796.71\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\tMinibatch 12:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 169556.55\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 288096.77\tOld objective: 169556.55\tImprovement: 0.69912"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 338204.63\tOld objective: 288096.77\tImprovement: 0.17393"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 364080.59\tOld objective: 338204.63\tImprovement: 0.07651"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 379133.80\tOld objective: 364080.59\tImprovement: 0.04135"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 388618.99\tOld objective: 379133.80\tImprovement: 0.02502"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 394958.32\tOld objective: 388618.99\tImprovement: 0.01631"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 399361.90\tOld objective: 394958.32\tImprovement: 0.01115"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 402525.87\tOld objective: 399361.90\tImprovement: 0.00792"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 404872.29\tOld objective: 402525.87\tImprovement: 0.00583"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 406691.19\tOld objective: 404872.29\tImprovement: 0.00449"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 408120.32\tOld objective: 406691.19\tImprovement: 0.00351"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 409266.12\tOld objective: 408120.32\tImprovement: 0.00281"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 410200.81\tOld objective: 409266.12\tImprovement: 0.00228"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 410974.15\tOld objective: 410200.81\tImprovement: 0.00189"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 411620.10\tOld objective: 410974.15\tImprovement: 0.00157"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 412166.85\tOld objective: 411620.10\tImprovement: 0.00133"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 412639.95\tOld objective: 412166.85\tImprovement: 0.00115"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 413051.61\tOld objective: 412639.95\tImprovement: 0.00100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 413408.75\tOld objective: 413051.61\tImprovement: 0.00086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 413720.67\tOld objective: 413408.75\tImprovement: 0.00075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 414003.67\tOld objective: 413720.67\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 414258.50\tOld objective: 414003.67\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 414486.38\tOld objective: 414258.50\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 414687.27\tOld objective: 414486.38\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\tMinibatch 13:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 151263.54\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 265949.30\tOld objective: 151263.54\tImprovement: 0.75819"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 314221.50\tOld objective: 265949.30\tImprovement: 0.18151"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 339067.29\tOld objective: 314221.50\tImprovement: 0.07907"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 353545.09\tOld objective: 339067.29\tImprovement: 0.04270"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 362726.45\tOld objective: 353545.09\tImprovement: 0.02597"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 368850.53\tOld objective: 362726.45\tImprovement: 0.01688"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 373111.91\tOld objective: 368850.53\tImprovement: 0.01155"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 376164.76\tOld objective: 373111.91\tImprovement: 0.00818"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 378409.44\tOld objective: 376164.76\tImprovement: 0.00597"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 380123.77\tOld objective: 378409.44\tImprovement: 0.00453"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 381482.37\tOld objective: 380123.77\tImprovement: 0.00357"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 382569.74\tOld objective: 381482.37\tImprovement: 0.00285"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 383455.80\tOld objective: 382569.74\tImprovement: 0.00232"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 384196.27\tOld objective: 383455.80\tImprovement: 0.00193"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 384814.87\tOld objective: 384196.27\tImprovement: 0.00161"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 385348.55\tOld objective: 384814.87\tImprovement: 0.00139"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 385827.27\tOld objective: 385348.55\tImprovement: 0.00124"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 386234.07\tOld objective: 385827.27\tImprovement: 0.00105"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 386568.97\tOld objective: 386234.07\tImprovement: 0.00087"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 386855.18\tOld objective: 386568.97\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 387116.77\tOld objective: 386855.18\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 387352.15\tOld objective: 387116.77\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 387560.34\tOld objective: 387352.15\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 387744.02\tOld objective: 387560.34\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\tMinibatch 14:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 165987.65\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 279487.76\tOld objective: 165987.65\tImprovement: 0.68379"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 325882.40\tOld objective: 279487.76\tImprovement: 0.16600"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 349405.24\tOld objective: 325882.40\tImprovement: 0.07218"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 362965.52\tOld objective: 349405.24\tImprovement: 0.03881"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 371476.43\tOld objective: 362965.52\tImprovement: 0.02345"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 377128.01\tOld objective: 371476.43\tImprovement: 0.01521"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 381027.49\tOld objective: 377128.01\tImprovement: 0.01034"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 383869.49\tOld objective: 381027.49\tImprovement: 0.00746"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 386005.22\tOld objective: 383869.49\tImprovement: 0.00556"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 387636.91\tOld objective: 386005.22\tImprovement: 0.00423"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 388925.15\tOld objective: 387636.91\tImprovement: 0.00332"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 389948.58\tOld objective: 388925.15\tImprovement: 0.00263"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 390785.15\tOld objective: 389948.58\tImprovement: 0.00215"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 391491.72\tOld objective: 390785.15\tImprovement: 0.00181"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 392092.99\tOld objective: 391491.72\tImprovement: 0.00154"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 392610.81\tOld objective: 392092.99\tImprovement: 0.00132"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 393057.34\tOld objective: 392610.81\tImprovement: 0.00114"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 393445.54\tOld objective: 393057.34\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 393773.81\tOld objective: 393445.54\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 394059.73\tOld objective: 393773.81\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 394319.92\tOld objective: 394059.73\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 394556.73\tOld objective: 394319.92\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 394760.36\tOld objective: 394556.73\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 394930.86\tOld objective: 394760.36\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\tMinibatch 15:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 167365.08\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 275648.69\tOld objective: 167365.08\tImprovement: 0.64699"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 319586.19\tOld objective: 275648.69\tImprovement: 0.15940"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 341809.00\tOld objective: 319586.19\tImprovement: 0.06954"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 354652.24\tOld objective: 341809.00\tImprovement: 0.03757"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 362739.48\tOld objective: 354652.24\tImprovement: 0.02280"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 368110.59\tOld objective: 362739.48\tImprovement: 0.01481"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 371840.12\tOld objective: 368110.59\tImprovement: 0.01013"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 374552.20\tOld objective: 371840.12\tImprovement: 0.00729"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 376596.88\tOld objective: 374552.20\tImprovement: 0.00546"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 378175.46\tOld objective: 376596.88\tImprovement: 0.00419"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 379423.95\tOld objective: 378175.46\tImprovement: 0.00330"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 380438.44\tOld objective: 379423.95\tImprovement: 0.00267"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 381264.27\tOld objective: 380438.44\tImprovement: 0.00217"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 381943.21\tOld objective: 381264.27\tImprovement: 0.00178"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 382521.08\tOld objective: 381943.21\tImprovement: 0.00151"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 383024.91\tOld objective: 382521.08\tImprovement: 0.00132"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 383462.16\tOld objective: 383024.91\tImprovement: 0.00114"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 383844.24\tOld objective: 383462.16\tImprovement: 0.00100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 384181.90\tOld objective: 383844.24\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 384477.83\tOld objective: 384181.90\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 384737.83\tOld objective: 384477.83\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 384973.81\tOld objective: 384737.83\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 385183.56\tOld objective: 384973.81\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 385362.00\tOld objective: 385183.56\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\tMinibatch 16:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 226993.57\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 337331.61\tOld objective: 226993.57\tImprovement: 0.48608"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 380344.07\tOld objective: 337331.61\tImprovement: 0.12751"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 401698.01\tOld objective: 380344.07\tImprovement: 0.05614"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 413850.58\tOld objective: 401698.01\tImprovement: 0.03025"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 421403.43\tOld objective: 413850.58\tImprovement: 0.01825"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 426410.85\tOld objective: 421403.43\tImprovement: 0.01188"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 429900.17\tOld objective: 426410.85\tImprovement: 0.00818"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 432460.23\tOld objective: 429900.17\tImprovement: 0.00596"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 434387.96\tOld objective: 432460.23\tImprovement: 0.00446"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 435885.84\tOld objective: 434387.96\tImprovement: 0.00345"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 437081.21\tOld objective: 435885.84\tImprovement: 0.00274"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 438047.50\tOld objective: 437081.21\tImprovement: 0.00221"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 438836.31\tOld objective: 438047.50\tImprovement: 0.00180"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 439494.59\tOld objective: 438836.31\tImprovement: 0.00150"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 440053.23\tOld objective: 439494.59\tImprovement: 0.00127"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 440530.19\tOld objective: 440053.23\tImprovement: 0.00108"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 440938.27\tOld objective: 440530.19\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 441298.39\tOld objective: 440938.27\tImprovement: 0.00082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 441604.74\tOld objective: 441298.39\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 441875.41\tOld objective: 441604.74\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 442115.38\tOld objective: 441875.41\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 442326.58\tOld objective: 442115.38\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\tMinibatch 17:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 204372.30\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 312488.94\tOld objective: 204372.30\tImprovement: 0.52902"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 355050.07\tOld objective: 312488.94\tImprovement: 0.13620"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 376145.48\tOld objective: 355050.07\tImprovement: 0.05942"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 388138.43\tOld objective: 376145.48\tImprovement: 0.03188"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 395600.77\tOld objective: 388138.43\tImprovement: 0.01923"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 400552.01\tOld objective: 395600.77\tImprovement: 0.01252"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 404011.10\tOld objective: 400552.01\tImprovement: 0.00864"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 406538.06\tOld objective: 404011.10\tImprovement: 0.00625"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 408452.96\tOld objective: 406538.06\tImprovement: 0.00471"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 409950.91\tOld objective: 408452.96\tImprovement: 0.00367"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 411141.27\tOld objective: 409950.91\tImprovement: 0.00290"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 412093.02\tOld objective: 411141.27\tImprovement: 0.00231"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 412891.58\tOld objective: 412093.02\tImprovement: 0.00194"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 413567.42\tOld objective: 412891.58\tImprovement: 0.00164"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 414134.50\tOld objective: 413567.42\tImprovement: 0.00137"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 414614.38\tOld objective: 414134.50\tImprovement: 0.00116"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 415020.15\tOld objective: 414614.38\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 415374.04\tOld objective: 415020.15\tImprovement: 0.00085"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 415692.75\tOld objective: 415374.04\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 415975.63\tOld objective: 415692.75\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 416220.81\tOld objective: 415975.63\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 416430.74\tOld objective: 416220.81\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 416617.39\tOld objective: 416430.74\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\tMinibatch 18:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 261320.24\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 370865.74\tOld objective: 261320.24\tImprovement: 0.41920"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 412553.05\tOld objective: 370865.74\tImprovement: 0.11241"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 433003.81\tOld objective: 412553.05\tImprovement: 0.04957"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 444560.98\tOld objective: 433003.81\tImprovement: 0.02669"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 451715.41\tOld objective: 444560.98\tImprovement: 0.01609"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 456470.17\tOld objective: 451715.41\tImprovement: 0.01053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 459770.70\tOld objective: 456470.17\tImprovement: 0.00723"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 462175.43\tOld objective: 459770.70\tImprovement: 0.00523"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 463990.69\tOld objective: 462175.43\tImprovement: 0.00393"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 465395.98\tOld objective: 463990.69\tImprovement: 0.00303"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 466512.54\tOld objective: 465395.98\tImprovement: 0.00240"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 467411.09\tOld objective: 466512.54\tImprovement: 0.00193"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 468136.40\tOld objective: 467411.09\tImprovement: 0.00155"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 468739.35\tOld objective: 468136.40\tImprovement: 0.00129"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 469255.21\tOld objective: 468739.35\tImprovement: 0.00110"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 469691.26\tOld objective: 469255.21\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 470065.73\tOld objective: 469691.26\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 470386.73\tOld objective: 470065.73\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 470671.30\tOld objective: 470386.73\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 470925.10\tOld objective: 470671.30\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 471153.75\tOld objective: 470925.10\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\tMinibatch 19:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 235849.43\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 345341.10\tOld objective: 235849.43\tImprovement: 0.46424"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 386994.54\tOld objective: 345341.10\tImprovement: 0.12062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 407364.25\tOld objective: 386994.54\tImprovement: 0.05264"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 418856.54\tOld objective: 407364.25\tImprovement: 0.02821"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 425947.16\tOld objective: 418856.54\tImprovement: 0.01693"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 430637.08\tOld objective: 425947.16\tImprovement: 0.01101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 433929.99\tOld objective: 430637.08\tImprovement: 0.00765"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 436354.14\tOld objective: 433929.99\tImprovement: 0.00559"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 438197.09\tOld objective: 436354.14\tImprovement: 0.00422"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 439629.19\tOld objective: 438197.09\tImprovement: 0.00327"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 440760.26\tOld objective: 439629.19\tImprovement: 0.00257"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 441681.22\tOld objective: 440760.26\tImprovement: 0.00209"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 442443.35\tOld objective: 441681.22\tImprovement: 0.00173"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 443075.98\tOld objective: 442443.35\tImprovement: 0.00143"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 443609.05\tOld objective: 443075.98\tImprovement: 0.00120"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 444065.21\tOld objective: 443609.05\tImprovement: 0.00103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 444461.77\tOld objective: 444065.21\tImprovement: 0.00089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 444816.00\tOld objective: 444461.77\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 445121.03\tOld objective: 444816.00\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 445377.52\tOld objective: 445121.03\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 445595.57\tOld objective: 445377.52\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\tMinibatch 20:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 262861.79\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 371563.76\tOld objective: 262861.79\tImprovement: 0.41353"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 412504.14\tOld objective: 371563.76\tImprovement: 0.11018"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 432402.82\tOld objective: 412504.14\tImprovement: 0.04824"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 443553.95\tOld objective: 432402.82\tImprovement: 0.02579"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 450424.48\tOld objective: 443553.95\tImprovement: 0.01549"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 454969.00\tOld objective: 450424.48\tImprovement: 0.01009"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 458153.43\tOld objective: 454969.00\tImprovement: 0.00700"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 460491.04\tOld objective: 458153.43\tImprovement: 0.00510"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 462258.75\tOld objective: 460491.04\tImprovement: 0.00384"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 463623.45\tOld objective: 462258.75\tImprovement: 0.00295"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 464703.30\tOld objective: 463623.45\tImprovement: 0.00233"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 465577.98\tOld objective: 464703.30\tImprovement: 0.00188"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 466289.69\tOld objective: 465577.98\tImprovement: 0.00153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 466888.81\tOld objective: 466289.69\tImprovement: 0.00128"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 467390.83\tOld objective: 466888.81\tImprovement: 0.00108"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 467824.10\tOld objective: 467390.83\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 468199.89\tOld objective: 467824.10\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 468523.79\tOld objective: 468199.89\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 468805.64\tOld objective: 468523.79\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 469057.28\tOld objective: 468805.64\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 469278.29\tOld objective: 469057.28\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 20,
       "text": [
        "OnlinePoissonMF(batch_size=500, max_iter=100, n_components=100, n_pass=1,\n",
        "        random_state=98765, shuffle=True, smoothness=100, tol=0.0005,\n",
        "        verbose=True)"
       ]
      }
     ],
     "prompt_number": 20
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot(online_coder.bound)\n",
      "pass"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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/2kazsrIGCCE0dRO6JUwmIDCQCZ2IqCWarKnv3r37gU8++eTxPn36HNLr9SYA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\nUiciUhEmdSIiFfl/oUJKLmu99/EAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x37a6f450>"
       ]
      }
     ],
     "prompt_number": 21
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ents = np.zeros((n_components, ))\n",
      "\n",
      "for k in xrange(n_components):\n",
      "    ents[k] = scipy.stats.entropy(online_coder.Eb[k])   "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 22
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "idx = np.argsort(-ents)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 23
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot(ents[idx], '-o')\n",
      "pass"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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RVZXr0jdI0QAAWMCubXPo0Cuc9A27ZyyL21Z2n01HMIoGAMBGti19IB08WPqR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\nAOChEOABADwUAjwAgIf6/2Fdc+0SOKFKAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x37a64750>"
       ]
      }
     ],
     "prompt_number": 24
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "tagger = pmf.PoissonMF(n_components=n_components, random_state=98765, verbose=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 25
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "tagger.set_components(online_coder.gamma_b[:, :K], online_coder.rho_b[:, :K])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 26,
       "text": [
        "PoissonMF(max_iter=100, n_components=100, random_state=98765, smoothness=100,\n",
        "     tol=0.0005, verbose=True)"
       ]
      }
     ],
     "prompt_number": 26
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Et = tagger.transform(X_test)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 0\tObjective: 1925220.46\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 2520142.83\tOld objective: 1925220.46\tImprovement: 0.30902"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 2747293.17\tOld objective: 2520142.83\tImprovement: 0.09013"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 2858372.68\tOld objective: 2747293.17\tImprovement: 0.04043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 2920923.44\tOld objective: 2858372.68\tImprovement: 0.02188"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 2959815.86\tOld objective: 2920923.44\tImprovement: 0.01332"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 2985794.93\tOld objective: 2959815.86\tImprovement: 0.00878"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 3004131.33\tOld objective: 2985794.93\tImprovement: 0.00614"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 3017612.92\tOld objective: 3004131.33\tImprovement: 0.00449"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 3027867.14\tOld objective: 3017612.92\tImprovement: 0.00340"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 3035841.34\tOld objective: 3027867.14\tImprovement: 0.00263"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 3042143.84\tOld objective: 3035841.34\tImprovement: 0.00208"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 3047225.91\tOld objective: 3042143.84\tImprovement: 0.00167"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 3051401.33\tOld objective: 3047225.91\tImprovement: 0.00137"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 3054894.42\tOld objective: 3051401.33\tImprovement: 0.00114"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 3057863.92\tOld objective: 3054894.42\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 3060390.09\tOld objective: 3057863.92\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 3062550.27\tOld objective: 3060390.09\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 3064425.32\tOld objective: 3062550.27\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 3066061.10\tOld objective: 3064425.32\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 3067502.43\tOld objective: 3066061.10\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      }
     ],
     "prompt_number": 27
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Et /= Et.sum(axis=1, keepdims=True)\n",
      "\n",
      "tags_predicted = Et.dot(online_coder.Eb[:, K:])\n",
      "n_samples, n_tags = tags_predicted.shape\n",
      "\n",
      "print tags_predicted.min(), tags_predicted.max()\n",
      "\n",
      "div_factor = 3\n",
      "tags_predicted = tags_predicted - div_factor * np.mean(tags_predicted, axis=0)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "5.36941053794e-05 1.09076726478\n"
       ]
      }
     ],
     "prompt_number": 28
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "predictat = 20\n",
      "tags_true_binary = (y_test > 0)\n",
      "\n",
      "print_out_metrics(tags_true_binary, tags_predicted, predictat)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Precision = 0.116 (0.007)\n",
        "Recall = 0.131 (0.007)\n",
        "F-score = 0.123\n",
        "AROC = 0.687 (0.005)"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "AP = 0.110 (0.006)\n"
       ]
      }
     ],
     "prompt_number": 29
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Stochastic inference on the full set"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# very naive implementation of out-of-core fit for stochastic PMF\n",
      "def ooc_fit(obj, train_tracks, K, n_feats):\n",
      "    n_samples = len(train_tracks)\n",
      "    obj._scale = float(n_samples) / obj.batch_size\n",
      "    obj._init_components(n_feats)\n",
      "    obj.bound = list()\n",
      "\n",
      "    for count in xrange(obj.n_pass):\n",
      "        print 'Iteration %d: passing through the data...' % count\n",
      "        indices = np.arange(n_samples)\n",
      "        if obj.shuffle:\n",
      "            np.random.shuffle(indices)\n",
      "        for (i, istart) in enumerate(xrange(0, n_samples,\n",
      "                                            obj.batch_size), 1):\n",
      "            print 'Mini-batch %d:' % i\n",
      "            iend = min(istart + obj.batch_size, n_samples)\n",
      "            obj.set_learning_rate(iter=i)\n",
      "            mini_batch = np.zeros((iend - istart, n_feats))\n",
      "            for s in xrange(iend - istart):\n",
      "                tid = train_tracks[indices[istart + s]]\n",
      "                #print '\\tRead in track: %s' % tid\n",
      "                tdir = os.path.join('vq_hist', '/'.join(tid[2:5]))\n",
      "                vq = np.load(os.path.join(tdir, '%s_K%d.npy' % (tid, K))).ravel()\n",
      "                bot = np.load(os.path.join(tdir, '%s_BoT.npy' % tid))\n",
      "                bot[bot > 0] = 1               \n",
      "                mini_batch[s] = np.hstack((vq, bot))\n",
      "            obj.partial_fit(mini_batch)\n",
      "            obj.bound.append(obj._stoch_bound(mini_batch))\n",
      "    return obj"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 30
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "n_components = 100\n",
      "batch_size = 1000\n",
      "online_coder_full = pmf.OnlinePoissonMF(n_components=n_components, batch_size=batch_size, n_pass=1, \n",
      "                                        random_state=98765, verbose=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 31
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "online_coder_full = ooc_fit(online_coder_full, train_tracks, K, D)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Iteration 0: passing through the data...\n",
        "Mini-batch 1:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: -1055928.27\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: -1055233.70\tOld objective: -1055928.27\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: -1054504.41\tOld objective: -1055233.70\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: -1053664.57\tOld objective: -1054504.41\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: -1052686.67\tOld objective: -1053664.57\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: -1051550.88\tOld objective: -1052686.67\tImprovement: 0.00108"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: -1050247.97\tOld objective: -1051550.88\tImprovement: 0.00124"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: -1048772.99\tOld objective: -1050247.97\tImprovement: 0.00140"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: -1047124.94\tOld objective: -1048772.99\tImprovement: 0.00157"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: -1045294.15\tOld objective: -1047124.94\tImprovement: 0.00175"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: -1043253.88\tOld objective: -1045294.15\tImprovement: 0.00195"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: -1040982.79\tOld objective: -1043253.88\tImprovement: 0.00218"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: -1038476.72\tOld objective: -1040982.79\tImprovement: 0.00241"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: -1035745.29\tOld objective: -1038476.72\tImprovement: 0.00263"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: -1032787.56\tOld objective: -1035745.29\tImprovement: 0.00286"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: -1029615.48\tOld objective: -1032787.56\tImprovement: 0.00307"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: -1026211.78\tOld objective: -1029615.48\tImprovement: 0.00331"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: -1022584.71\tOld objective: -1026211.78\tImprovement: 0.00353"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: -1018759.19\tOld objective: -1022584.71\tImprovement: 0.00374"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: -1014738.78\tOld objective: -1018759.19\tImprovement: 0.00395"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: -1010575.80\tOld objective: -1014738.78\tImprovement: 0.00410"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: -1006308.90\tOld objective: -1010575.80\tImprovement: 0.00422"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: -1001915.69\tOld objective: -1006308.90\tImprovement: 0.00437"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: -997453.86\tOld objective: -1001915.69\tImprovement: 0.00445"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: -992943.91\tOld objective: -997453.86\tImprovement: 0.00452"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 25\tObjective: -988383.93\tOld objective: -992943.91\tImprovement: 0.00459"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 26\tObjective: -983811.99\tOld objective: -988383.93\tImprovement: 0.00463"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 27\tObjective: -979277.74\tOld objective: -983811.99\tImprovement: 0.00461"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 28\tObjective: -974774.96\tOld objective: -979277.74\tImprovement: 0.00460"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 29\tObjective: -970325.59\tOld objective: -974774.96\tImprovement: 0.00456"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 30\tObjective: -965942.96\tOld objective: -970325.59\tImprovement: 0.00452"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 31\tObjective: -961620.78\tOld objective: -965942.96\tImprovement: 0.00447"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 32\tObjective: -957412.89\tOld objective: -961620.78\tImprovement: 0.00438"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 33\tObjective: -953333.96\tOld objective: -957412.89\tImprovement: 0.00426"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 34\tObjective: -949318.23\tOld objective: -953333.96\tImprovement: 0.00421"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 35\tObjective: -945384.50\tOld objective: -949318.23\tImprovement: 0.00414"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 36\tObjective: -941556.80\tOld objective: -945384.50\tImprovement: 0.00405"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 37\tObjective: -937830.71\tOld objective: -941556.80\tImprovement: 0.00396"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 38\tObjective: -934204.96\tOld objective: -937830.71\tImprovement: 0.00387"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 39\tObjective: -930670.05\tOld objective: -934204.96\tImprovement: 0.00378"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 40\tObjective: -927228.01\tOld objective: -930670.05\tImprovement: 0.00370"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 41\tObjective: -923903.05\tOld objective: -927228.01\tImprovement: 0.00359"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 42\tObjective: -920715.86\tOld objective: -923903.05\tImprovement: 0.00345"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 43\tObjective: -917646.18\tOld objective: -920715.86\tImprovement: 0.00333"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 44\tObjective: -914640.94\tOld objective: -917646.18\tImprovement: 0.00327"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 45\tObjective: -911721.09\tOld objective: -914640.94\tImprovement: 0.00319"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 46\tObjective: -908900.77\tOld objective: -911721.09\tImprovement: 0.00309"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 47\tObjective: -906184.57\tOld objective: -908900.77\tImprovement: 0.00299"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 48\tObjective: -903575.99\tOld objective: -906184.57\tImprovement: 0.00288"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 49\tObjective: -901052.68\tOld objective: -903575.99\tImprovement: 0.00279"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 50\tObjective: -898601.01\tOld objective: -901052.68\tImprovement: 0.00272"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 51\tObjective: -896231.99\tOld objective: -898601.01\tImprovement: 0.00264"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 52\tObjective: -893963.45\tOld objective: -896231.99\tImprovement: 0.00253"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 53\tObjective: -891767.61\tOld objective: -893963.45\tImprovement: 0.00246"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 54\tObjective: -889633.96\tOld objective: -891767.61\tImprovement: 0.00239"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 55\tObjective: -887576.59\tOld objective: -889633.96\tImprovement: 0.00231"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 56\tObjective: -885577.19\tOld objective: -887576.59\tImprovement: 0.00225"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 57\tObjective: -883620.81\tOld objective: -885577.19\tImprovement: 0.00221"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 58\tObjective: -881714.63\tOld objective: -883620.81\tImprovement: 0.00216"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 59\tObjective: -879861.63\tOld objective: -881714.63\tImprovement: 0.00210"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 60\tObjective: -878089.44\tOld objective: -879861.63\tImprovement: 0.00201"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 61\tObjective: -876399.52\tOld objective: -878089.44\tImprovement: 0.00192"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 62\tObjective: -874768.13\tOld objective: -876399.52\tImprovement: 0.00186"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 63\tObjective: -873171.57\tOld objective: -874768.13\tImprovement: 0.00183"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 64\tObjective: -871611.39\tOld objective: -873171.57\tImprovement: 0.00179"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 65\tObjective: -870109.51\tOld objective: -871611.39\tImprovement: 0.00172"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 66\tObjective: -868667.25\tOld objective: -870109.51\tImprovement: 0.00166"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 67\tObjective: -867291.23\tOld objective: -868667.25\tImprovement: 0.00158"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 68\tObjective: -865957.74\tOld objective: -867291.23\tImprovement: 0.00154"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 69\tObjective: -864666.61\tOld objective: -865957.74\tImprovement: 0.00149"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 70\tObjective: -863412.41\tOld objective: -864666.61\tImprovement: 0.00145"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 71\tObjective: -862191.60\tOld objective: -863412.41\tImprovement: 0.00141"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 72\tObjective: -860993.26\tOld objective: -862191.60\tImprovement: 0.00139"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 73\tObjective: -859832.44\tOld objective: -860993.26\tImprovement: 0.00135"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 74\tObjective: -858704.45\tOld objective: -859832.44\tImprovement: 0.00131"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 75\tObjective: -857608.60\tOld objective: -858704.45\tImprovement: 0.00128"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 76\tObjective: -856538.63\tOld objective: -857608.60\tImprovement: 0.00125"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 77\tObjective: -855492.25\tOld objective: -856538.63\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 78\tObjective: -854479.89\tOld objective: -855492.25\tImprovement: 0.00118"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 79\tObjective: -853512.69\tOld objective: -854479.89\tImprovement: 0.00113"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 80\tObjective: -852586.23\tOld objective: -853512.69\tImprovement: 0.00109"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 81\tObjective: -851680.43\tOld objective: -852586.23\tImprovement: 0.00106"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 82\tObjective: -850791.97\tOld objective: -851680.43\tImprovement: 0.00104"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 83\tObjective: -849928.07\tOld objective: -850791.97\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 84\tObjective: -849094.96\tOld objective: -849928.07\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 85\tObjective: -848265.77\tOld objective: -849094.96\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 86\tObjective: -847456.75\tOld objective: -848265.77\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 87\tObjective: -846672.97\tOld objective: -847456.75\tImprovement: 0.00092"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 88\tObjective: -845917.16\tOld objective: -846672.97\tImprovement: 0.00089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 89\tObjective: -845186.47\tOld objective: -845917.16\tImprovement: 0.00086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 90\tObjective: -844475.70\tOld objective: -845186.47\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 91\tObjective: -843793.24\tOld objective: -844475.70\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 92\tObjective: -843128.26\tOld objective: -843793.24\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 93\tObjective: -842466.85\tOld objective: -843128.26\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 94\tObjective: -841826.05\tOld objective: -842466.85\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 95\tObjective: -841220.37\tOld objective: -841826.05\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 96\tObjective: -840639.66\tOld objective: -841220.37\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 97\tObjective: -840076.31\tOld objective: -840639.66\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 98\tObjective: -839520.23\tOld objective: -840076.31\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 99\tObjective: -838968.48\tOld objective: -839520.23\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 2:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: -250833.84\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: -125807.63\tOld objective: -250833.84\tImprovement: 0.49844"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: -30184.48\tOld objective: -125807.63\tImprovement: 0.76007"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 42671.54\tOld objective: -30184.48\tImprovement: 2.41369"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 98289.67\tOld objective: 42671.54\tImprovement: 1.30340"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 140966.20\tOld objective: 98289.67\tImprovement: 0.43419"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 174062.78\tOld objective: 140966.20\tImprovement: 0.23478"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 199962.78\tOld objective: 174062.78\tImprovement: 0.14880"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 220499.32\tOld objective: 199962.78\tImprovement: 0.10270"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 236946.21\tOld objective: 220499.32\tImprovement: 0.07459"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 250261.01\tOld objective: 236946.21\tImprovement: 0.05619"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 261157.44\tOld objective: 250261.01\tImprovement: 0.04354"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 270152.15\tOld objective: 261157.44\tImprovement: 0.03444"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 277645.54\tOld objective: 270152.15\tImprovement: 0.02774"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 283950.35\tOld objective: 277645.54\tImprovement: 0.02271"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 289289.31\tOld objective: 283950.35\tImprovement: 0.01880"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 293872.79\tOld objective: 289289.31\tImprovement: 0.01584"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 297827.42\tOld objective: 293872.79\tImprovement: 0.01346"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 301248.23\tOld objective: 297827.42\tImprovement: 0.01149"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 304195.58\tOld objective: 301248.23\tImprovement: 0.00978"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 306766.61\tOld objective: 304195.58\tImprovement: 0.00845"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 309049.42\tOld objective: 306766.61\tImprovement: 0.00744"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 311064.56\tOld objective: 309049.42\tImprovement: 0.00652"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 312820.68\tOld objective: 311064.56\tImprovement: 0.00565"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 314386.74\tOld objective: 312820.68\tImprovement: 0.00501"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 25\tObjective: 315800.90\tOld objective: 314386.74\tImprovement: 0.00450"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 26\tObjective: 317080.12\tOld objective: 315800.90\tImprovement: 0.00405"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 27\tObjective: 318237.89\tOld objective: 317080.12\tImprovement: 0.00365"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 28\tObjective: 319272.90\tOld objective: 318237.89\tImprovement: 0.00325"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 29\tObjective: 320200.86\tOld objective: 319272.90\tImprovement: 0.00291"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 30\tObjective: 321049.96\tOld objective: 320200.86\tImprovement: 0.00265"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 31\tObjective: 321830.80\tOld objective: 321049.96\tImprovement: 0.00243"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 32\tObjective: 322551.57\tOld objective: 321830.80\tImprovement: 0.00224"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 33\tObjective: 323216.68\tOld objective: 322551.57\tImprovement: 0.00206"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 34\tObjective: 323827.61\tOld objective: 323216.68\tImprovement: 0.00189"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 35\tObjective: 324387.96\tOld objective: 323827.61\tImprovement: 0.00173"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 36\tObjective: 324906.74\tOld objective: 324387.96\tImprovement: 0.00160"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 37\tObjective: 325387.04\tOld objective: 324906.74\tImprovement: 0.00148"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 38\tObjective: 325826.75\tOld objective: 325387.04\tImprovement: 0.00135"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 39\tObjective: 326241.20\tOld objective: 325826.75\tImprovement: 0.00127"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 40\tObjective: 326637.70\tOld objective: 326241.20\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 41\tObjective: 327012.61\tOld objective: 326637.70\tImprovement: 0.00115"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 42\tObjective: 327363.38\tOld objective: 327012.61\tImprovement: 0.00107"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 43\tObjective: 327685.63\tOld objective: 327363.38\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 44\tObjective: 327988.16\tOld objective: 327685.63\tImprovement: 0.00092"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 45\tObjective: 328277.95\tOld objective: 327988.16\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 46\tObjective: 328557.95\tOld objective: 328277.95\tImprovement: 0.00085"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 47\tObjective: 328831.11\tOld objective: 328557.95\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 48\tObjective: 329088.99\tOld objective: 328831.11\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 49\tObjective: 329325.23\tOld objective: 329088.99\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 50\tObjective: 329544.02\tOld objective: 329325.23\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 51\tObjective: 329746.31\tOld objective: 329544.02\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 52\tObjective: 329938.23\tOld objective: 329746.31\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 53\tObjective: 330123.37\tOld objective: 329938.23\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 54\tObjective: 330293.21\tOld objective: 330123.37\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 55\tObjective: 330451.59\tOld objective: 330293.21\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 3:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: -70390.47\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 128799.09\tOld objective: -70390.47\tImprovement: 2.82978"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 252749.38\tOld objective: 128799.09\tImprovement: 0.96235"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 332926.69\tOld objective: 252749.38\tImprovement: 0.31722"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 386930.20\tOld objective: 332926.69\tImprovement: 0.16221"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 424664.33\tOld objective: 386930.20\tImprovement: 0.09752"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 451808.62\tOld objective: 424664.33\tImprovement: 0.06392"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 471835.49\tOld objective: 451808.62\tImprovement: 0.04433"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 486932.50\tOld objective: 471835.49\tImprovement: 0.03200"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 498532.85\tOld objective: 486932.50\tImprovement: 0.02382"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 507584.97\tOld objective: 498532.85\tImprovement: 0.01816"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 514730.96\tOld objective: 507584.97\tImprovement: 0.01408"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 520450.61\tOld objective: 514730.96\tImprovement: 0.01111"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 525102.42\tOld objective: 520450.61\tImprovement: 0.00894"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 528945.23\tOld objective: 525102.42\tImprovement: 0.00732"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 532151.24\tOld objective: 528945.23\tImprovement: 0.00606"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 534843.49\tOld objective: 532151.24\tImprovement: 0.00506"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 537116.30\tOld objective: 534843.49\tImprovement: 0.00425"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 539077.23\tOld objective: 537116.30\tImprovement: 0.00365"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 540776.56\tOld objective: 539077.23\tImprovement: 0.00315"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 542254.86\tOld objective: 540776.56\tImprovement: 0.00273"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 543542.67\tOld objective: 542254.86\tImprovement: 0.00237"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 544684.10\tOld objective: 543542.67\tImprovement: 0.00210"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 545712.76\tOld objective: 544684.10\tImprovement: 0.00189"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 546612.83\tOld objective: 545712.76\tImprovement: 0.00165"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 25\tObjective: 547394.59\tOld objective: 546612.83\tImprovement: 0.00143"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 26\tObjective: 548105.01\tOld objective: 547394.59\tImprovement: 0.00130"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 27\tObjective: 548754.29\tOld objective: 548105.01\tImprovement: 0.00118"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 28\tObjective: 549335.12\tOld objective: 548754.29\tImprovement: 0.00106"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 29\tObjective: 549859.24\tOld objective: 549335.12\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 30\tObjective: 550338.11\tOld objective: 549859.24\tImprovement: 0.00087"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 31\tObjective: 550781.79\tOld objective: 550338.11\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 32\tObjective: 551195.56\tOld objective: 550781.79\tImprovement: 0.00075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 33\tObjective: 551579.10\tOld objective: 551195.56\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 34\tObjective: 551939.70\tOld objective: 551579.10\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 35\tObjective: 552277.09\tOld objective: 551939.70\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 36\tObjective: 552586.51\tOld objective: 552277.09\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 37\tObjective: 552867.14\tOld objective: 552586.51\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 38\tObjective: 553125.94\tOld objective: 552867.14\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 4:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 30369.46\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 250768.17\tOld objective: 30369.46\tImprovement: 7.25725"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 375222.65\tOld objective: 250768.17\tImprovement: 0.49629"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 450649.35\tOld objective: 375222.65\tImprovement: 0.20102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 499245.46\tOld objective: 450649.35\tImprovement: 0.10784"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 532096.47\tOld objective: 499245.46\tImprovement: 0.06580"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 555169.95\tOld objective: 532096.47\tImprovement: 0.04336"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 571834.20\tOld objective: 555169.95\tImprovement: 0.03002"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 584212.23\tOld objective: 571834.20\tImprovement: 0.02165"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 593618.74\tOld objective: 584212.23\tImprovement: 0.01610"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 600908.66\tOld objective: 593618.74\tImprovement: 0.01228"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 606646.84\tOld objective: 600908.66\tImprovement: 0.00955"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 611239.23\tOld objective: 606646.84\tImprovement: 0.00757"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 614935.45\tOld objective: 611239.23\tImprovement: 0.00605"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 617963.48\tOld objective: 614935.45\tImprovement: 0.00492"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 620487.22\tOld objective: 617963.48\tImprovement: 0.00408"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 622610.31\tOld objective: 620487.22\tImprovement: 0.00342"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 624402.06\tOld objective: 622610.31\tImprovement: 0.00288"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 625929.71\tOld objective: 624402.06\tImprovement: 0.00245"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 627257.39\tOld objective: 625929.71\tImprovement: 0.00212"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 628415.12\tOld objective: 627257.39\tImprovement: 0.00185"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 629433.33\tOld objective: 628415.12\tImprovement: 0.00162"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 630327.48\tOld objective: 629433.33\tImprovement: 0.00142"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 631124.79\tOld objective: 630327.48\tImprovement: 0.00126"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 631836.60\tOld objective: 631124.79\tImprovement: 0.00113"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 25\tObjective: 632478.51\tOld objective: 631836.60\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 26\tObjective: 633060.09\tOld objective: 632478.51\tImprovement: 0.00092"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 27\tObjective: 633578.95\tOld objective: 633060.09\tImprovement: 0.00082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 28\tObjective: 634043.50\tOld objective: 633578.95\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 29\tObjective: 634469.06\tOld objective: 634043.50\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 30\tObjective: 634859.41\tOld objective: 634469.06\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 31\tObjective: 635217.73\tOld objective: 634859.41\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 32\tObjective: 635556.16\tOld objective: 635217.73\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 33\tObjective: 635871.16\tOld objective: 635556.16\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 5:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 99826.84\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 334662.78\tOld objective: 99826.84\tImprovement: 2.35243"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 458982.25\tOld objective: 334662.78\tImprovement: 0.37148"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 530982.23\tOld objective: 458982.25\tImprovement: 0.15687"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 576027.87\tOld objective: 530982.23\tImprovement: 0.08483"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 605826.82\tOld objective: 576027.87\tImprovement: 0.05173"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 626422.62\tOld objective: 605826.82\tImprovement: 0.03400"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 641184.89\tOld objective: 626422.62\tImprovement: 0.02357"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 652079.60\tOld objective: 641184.89\tImprovement: 0.01699"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 660344.01\tOld objective: 652079.60\tImprovement: 0.01267"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 666713.93\tOld objective: 660344.01\tImprovement: 0.00965"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 671660.37\tOld objective: 666713.93\tImprovement: 0.00742"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 675571.58\tOld objective: 671660.37\tImprovement: 0.00582"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 678749.14\tOld objective: 675571.58\tImprovement: 0.00470"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 681368.31\tOld objective: 678749.14\tImprovement: 0.00386"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 683536.31\tOld objective: 681368.31\tImprovement: 0.00318"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 685366.16\tOld objective: 683536.31\tImprovement: 0.00268"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 686920.06\tOld objective: 685366.16\tImprovement: 0.00227"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 688247.49\tOld objective: 686920.06\tImprovement: 0.00193"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 689391.90\tOld objective: 688247.49\tImprovement: 0.00166"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 690380.20\tOld objective: 689391.90\tImprovement: 0.00143"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 691245.29\tOld objective: 690380.20\tImprovement: 0.00125"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 692012.41\tOld objective: 691245.29\tImprovement: 0.00111"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 692710.57\tOld objective: 692012.41\tImprovement: 0.00101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 693329.27\tOld objective: 692710.57\tImprovement: 0.00089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 25\tObjective: 693865.11\tOld objective: 693329.27\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 26\tObjective: 694343.94\tOld objective: 693865.11\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 27\tObjective: 694782.30\tOld objective: 694343.94\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 28\tObjective: 695182.00\tOld objective: 694782.30\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 29\tObjective: 695546.55\tOld objective: 695182.00\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 30\tObjective: 695878.24\tOld objective: 695546.55\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 6:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 190174.37\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 429404.81\tOld objective: 190174.37\tImprovement: 1.25795"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 549384.68\tOld objective: 429404.81\tImprovement: 0.27941"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 617252.69\tOld objective: 549384.68\tImprovement: 0.12353"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 659015.40\tOld objective: 617252.69\tImprovement: 0.06766"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 686489.75\tOld objective: 659015.40\tImprovement: 0.04169"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 705516.40\tOld objective: 686489.75\tImprovement: 0.02772"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 719102.04\tOld objective: 705516.40\tImprovement: 0.01926"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 729067.13\tOld objective: 719102.04\tImprovement: 0.01386"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 736517.50\tOld objective: 729067.13\tImprovement: 0.01022"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 742224.99\tOld objective: 736517.50\tImprovement: 0.00775"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 746707.44\tOld objective: 742224.99\tImprovement: 0.00604"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 750278.89\tOld objective: 746707.44\tImprovement: 0.00478"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 753177.86\tOld objective: 750278.89\tImprovement: 0.00386"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 755555.01\tOld objective: 753177.86\tImprovement: 0.00316"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 757529.75\tOld objective: 755555.01\tImprovement: 0.00261"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 759206.89\tOld objective: 757529.75\tImprovement: 0.00221"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 760630.11\tOld objective: 759206.89\tImprovement: 0.00187"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 761864.11\tOld objective: 760630.11\tImprovement: 0.00162"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 762937.29\tOld objective: 761864.11\tImprovement: 0.00141"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 763879.81\tOld objective: 762937.29\tImprovement: 0.00124"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 764709.50\tOld objective: 763879.81\tImprovement: 0.00109"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 765445.84\tOld objective: 764709.50\tImprovement: 0.00096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 766100.99\tOld objective: 765445.84\tImprovement: 0.00086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 766673.83\tOld objective: 766100.99\tImprovement: 0.00075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 25\tObjective: 767194.39\tOld objective: 766673.83\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 26\tObjective: 767665.61\tOld objective: 767194.39\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 27\tObjective: 768087.58\tOld objective: 767665.61\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 28\tObjective: 768466.09\tOld objective: 768087.58\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 7:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 189142.89\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 425769.77\tOld objective: 189142.89\tImprovement: 1.25105"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 540163.70\tOld objective: 425769.77\tImprovement: 0.26868"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 603173.75\tOld objective: 540163.70\tImprovement: 0.11665"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 641369.43\tOld objective: 603173.75\tImprovement: 0.06332"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 666245.36\tOld objective: 641369.43\tImprovement: 0.03879"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 683353.55\tOld objective: 666245.36\tImprovement: 0.02568"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 695548.22\tOld objective: 683353.55\tImprovement: 0.01785"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 704459.22\tOld objective: 695548.22\tImprovement: 0.01281"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 711125.42\tOld objective: 704459.22\tImprovement: 0.00946"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 716223.90\tOld objective: 711125.42\tImprovement: 0.00717"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 720222.56\tOld objective: 716223.90\tImprovement: 0.00558"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 723430.07\tOld objective: 720222.56\tImprovement: 0.00445"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 726025.26\tOld objective: 723430.07\tImprovement: 0.00359"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 728126.12\tOld objective: 726025.26\tImprovement: 0.00289"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 729848.99\tOld objective: 728126.12\tImprovement: 0.00237"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 731309.37\tOld objective: 729848.99\tImprovement: 0.00200"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 732559.14\tOld objective: 731309.37\tImprovement: 0.00171"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 733629.05\tOld objective: 732559.14\tImprovement: 0.00146"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 734568.12\tOld objective: 733629.05\tImprovement: 0.00128"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 735397.15\tOld objective: 734568.12\tImprovement: 0.00113"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 736121.93\tOld objective: 735397.15\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 736765.61\tOld objective: 736121.93\tImprovement: 0.00087"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 737339.46\tOld objective: 736765.61\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 737844.98\tOld objective: 737339.46\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 25\tObjective: 738304.74\tOld objective: 737844.98\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 26\tObjective: 738729.13\tOld objective: 738304.74\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 27\tObjective: 739118.06\tOld objective: 738729.13\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 28\tObjective: 739469.91\tOld objective: 739118.06\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 8:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 286042.89\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 531916.67\tOld objective: 286042.89\tImprovement: 0.85957"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 646112.15\tOld objective: 531916.67\tImprovement: 0.21469"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 707493.46\tOld objective: 646112.15\tImprovement: 0.09500"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 744192.48\tOld objective: 707493.46\tImprovement: 0.05187"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 767902.22\tOld objective: 744192.48\tImprovement: 0.03186"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 784117.79\tOld objective: 767902.22\tImprovement: 0.02112"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 795624.00\tOld objective: 784117.79\tImprovement: 0.01467"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 803978.49\tOld objective: 795624.00\tImprovement: 0.01050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 810252.66\tOld objective: 803978.49\tImprovement: 0.00780"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 815048.62\tOld objective: 810252.66\tImprovement: 0.00592"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 818782.87\tOld objective: 815048.62\tImprovement: 0.00458"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 821755.21\tOld objective: 818782.87\tImprovement: 0.00363"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 824191.19\tOld objective: 821755.21\tImprovement: 0.00296"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 826205.64\tOld objective: 824191.19\tImprovement: 0.00244"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 827867.78\tOld objective: 826205.64\tImprovement: 0.00201"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 829274.59\tOld objective: 827867.78\tImprovement: 0.00170"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 830465.30\tOld objective: 829274.59\tImprovement: 0.00144"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 831494.50\tOld objective: 830465.30\tImprovement: 0.00124"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 832389.80\tOld objective: 831494.50\tImprovement: 0.00108"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 833177.38\tOld objective: 832389.80\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 833867.79\tOld objective: 833177.38\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 834487.50\tOld objective: 833867.79\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 835035.78\tOld objective: 834487.50\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 835519.89\tOld objective: 835035.78\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 25\tObjective: 835954.64\tOld objective: 835519.89\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 26\tObjective: 836343.78\tOld objective: 835954.64\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 9:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 322817.47\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 564378.53\tOld objective: 322817.47\tImprovement: 0.74829"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 673002.89\tOld objective: 564378.53\tImprovement: 0.19247"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 730802.27\tOld objective: 673002.89\tImprovement: 0.08588"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 765376.36\tOld objective: 730802.27\tImprovement: 0.04731"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 787722.01\tOld objective: 765376.36\tImprovement: 0.02920"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 803020.97\tOld objective: 787722.01\tImprovement: 0.01942"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 813891.40\tOld objective: 803020.97\tImprovement: 0.01354"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 821823.55\tOld objective: 813891.40\tImprovement: 0.00975"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 827750.30\tOld objective: 821823.55\tImprovement: 0.00721"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 832292.75\tOld objective: 827750.30\tImprovement: 0.00549"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 835839.67\tOld objective: 832292.75\tImprovement: 0.00426"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 838693.14\tOld objective: 835839.67\tImprovement: 0.00341"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 841026.83\tOld objective: 838693.14\tImprovement: 0.00278"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 842943.95\tOld objective: 841026.83\tImprovement: 0.00228"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 844518.90\tOld objective: 842943.95\tImprovement: 0.00187"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 845836.23\tOld objective: 844518.90\tImprovement: 0.00156"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 846948.57\tOld objective: 845836.23\tImprovement: 0.00132"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 847919.15\tOld objective: 846948.57\tImprovement: 0.00115"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 848772.43\tOld objective: 847919.15\tImprovement: 0.00101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 849519.05\tOld objective: 848772.43\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 850188.41\tOld objective: 849519.05\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 850794.47\tOld objective: 850188.41\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 851324.04\tOld objective: 850794.47\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 851794.57\tOld objective: 851324.04\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 25\tObjective: 852227.48\tOld objective: 851794.57\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 26\tObjective: 852619.10\tOld objective: 852227.48\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 10:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 308506.23\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 541731.90\tOld objective: 308506.23\tImprovement: 0.75598"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 646629.21\tOld objective: 541731.90\tImprovement: 0.19363"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 702518.22\tOld objective: 646629.21\tImprovement: 0.08643"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 735980.92\tOld objective: 702518.22\tImprovement: 0.04763"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 757626.88\tOld objective: 735980.92\tImprovement: 0.02941"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 772352.87\tOld objective: 757626.88\tImprovement: 0.01944"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 782749.73\tOld objective: 772352.87\tImprovement: 0.01346"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 790282.47\tOld objective: 782749.73\tImprovement: 0.00962"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 795918.95\tOld objective: 790282.47\tImprovement: 0.00713"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 800260.88\tOld objective: 795918.95\tImprovement: 0.00546"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 803691.55\tOld objective: 800260.88\tImprovement: 0.00429"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 806424.04\tOld objective: 803691.55\tImprovement: 0.00340"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 808648.35\tOld objective: 806424.04\tImprovement: 0.00276"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 810500.17\tOld objective: 808648.35\tImprovement: 0.00229"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 812044.00\tOld objective: 810500.17\tImprovement: 0.00190"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 813350.64\tOld objective: 812044.00\tImprovement: 0.00161"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 814482.09\tOld objective: 813350.64\tImprovement: 0.00139"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 815452.00\tOld objective: 814482.09\tImprovement: 0.00119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 816277.30\tOld objective: 815452.00\tImprovement: 0.00101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 816991.41\tOld objective: 816277.30\tImprovement: 0.00087"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 817607.15\tOld objective: 816991.41\tImprovement: 0.00075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 818150.53\tOld objective: 817607.15\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 818640.63\tOld objective: 818150.53\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 819082.19\tOld objective: 818640.63\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 25\tObjective: 819482.01\tOld objective: 819082.19\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 11:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 344837.17\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 580028.45\tOld objective: 344837.17\tImprovement: 0.68204"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 682588.57\tOld objective: 580028.45\tImprovement: 0.17682"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 736245.37\tOld objective: 682588.57\tImprovement: 0.07861"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 768079.29\tOld objective: 736245.37\tImprovement: 0.04324"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 788493.78\tOld objective: 768079.29\tImprovement: 0.02658"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 802221.18\tOld objective: 788493.78\tImprovement: 0.01741"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 811795.05\tOld objective: 802221.18\tImprovement: 0.01193"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 818741.44\tOld objective: 811795.05\tImprovement: 0.00856"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 823949.06\tOld objective: 818741.44\tImprovement: 0.00636"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 827959.46\tOld objective: 823949.06\tImprovement: 0.00487"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 831113.92\tOld objective: 827959.46\tImprovement: 0.00381"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 833631.81\tOld objective: 831113.92\tImprovement: 0.00303"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 835655.26\tOld objective: 833631.81\tImprovement: 0.00243"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 837322.52\tOld objective: 835655.26\tImprovement: 0.00200"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 838726.38\tOld objective: 837322.52\tImprovement: 0.00168"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 839924.52\tOld objective: 838726.38\tImprovement: 0.00143"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 840950.78\tOld objective: 839924.52\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 841830.98\tOld objective: 840950.78\tImprovement: 0.00105"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 842591.29\tOld objective: 841830.98\tImprovement: 0.00090"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 843252.66\tOld objective: 842591.29\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 843839.21\tOld objective: 843252.66\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 844359.70\tOld objective: 843839.21\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 844814.10\tOld objective: 844359.70\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 845208.45\tOld objective: 844814.10\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 12:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 366176.13\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 595902.66\tOld objective: 366176.13\tImprovement: 0.62737"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 693257.90\tOld objective: 595902.66\tImprovement: 0.16337"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 743606.00\tOld objective: 693257.90\tImprovement: 0.07263"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 773218.99\tOld objective: 743606.00\tImprovement: 0.03982"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 792014.50\tOld objective: 773218.99\tImprovement: 0.02431"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 804646.48\tOld objective: 792014.50\tImprovement: 0.01595"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 813556.94\tOld objective: 804646.48\tImprovement: 0.01107"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 820057.35\tOld objective: 813556.94\tImprovement: 0.00799"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 824937.30\tOld objective: 820057.35\tImprovement: 0.00595"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 828690.65\tOld objective: 824937.30\tImprovement: 0.00455"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 831662.74\tOld objective: 828690.65\tImprovement: 0.00359"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 834031.26\tOld objective: 831662.74\tImprovement: 0.00285"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 835936.35\tOld objective: 834031.26\tImprovement: 0.00228"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 837495.71\tOld objective: 835936.35\tImprovement: 0.00187"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 838820.98\tOld objective: 837495.71\tImprovement: 0.00158"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 839953.59\tOld objective: 838820.98\tImprovement: 0.00135"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 840920.41\tOld objective: 839953.59\tImprovement: 0.00115"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 841760.15\tOld objective: 840920.41\tImprovement: 0.00100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 842478.85\tOld objective: 841760.15\tImprovement: 0.00085"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 843113.58\tOld objective: 842478.85\tImprovement: 0.00075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 843675.33\tOld objective: 843113.58\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 844184.14\tOld objective: 843675.33\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 844642.22\tOld objective: 844184.14\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 845044.81\tOld objective: 844642.22\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 13:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 353834.03\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 575647.31\tOld objective: 353834.03\tImprovement: 0.62689"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 669387.16\tOld objective: 575647.31\tImprovement: 0.16284"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 717993.89\tOld objective: 669387.16\tImprovement: 0.07261"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 746506.51\tOld objective: 717993.89\tImprovement: 0.03971"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 764575.72\tOld objective: 746506.51\tImprovement: 0.02421"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 776728.36\tOld objective: 764575.72\tImprovement: 0.01589"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 785312.16\tOld objective: 776728.36\tImprovement: 0.01105"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 791561.80\tOld objective: 785312.16\tImprovement: 0.00796"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 796258.30\tOld objective: 791561.80\tImprovement: 0.00593"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 799903.56\tOld objective: 796258.30\tImprovement: 0.00458"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 802794.47\tOld objective: 799903.56\tImprovement: 0.00361"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 805105.04\tOld objective: 802794.47\tImprovement: 0.00288"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 806979.45\tOld objective: 805105.04\tImprovement: 0.00233"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 808532.64\tOld objective: 806979.45\tImprovement: 0.00192"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 809846.65\tOld objective: 808532.64\tImprovement: 0.00163"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 810985.77\tOld objective: 809846.65\tImprovement: 0.00141"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 811959.69\tOld objective: 810985.77\tImprovement: 0.00120"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 812795.37\tOld objective: 811959.69\tImprovement: 0.00103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 813518.89\tOld objective: 812795.37\tImprovement: 0.00089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 814157.99\tOld objective: 813518.89\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 814727.53\tOld objective: 814157.99\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 815227.86\tOld objective: 814727.53\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 815666.91\tOld objective: 815227.86\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 816059.30\tOld objective: 815666.91\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 14:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 345444.30\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 563427.31\tOld objective: 345444.30\tImprovement: 0.63102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 654462.16\tOld objective: 563427.31\tImprovement: 0.16157"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 701144.61\tOld objective: 654462.16\tImprovement: 0.07133"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 728200.96\tOld objective: 701144.61\tImprovement: 0.03859"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 745262.15\tOld objective: 728200.96\tImprovement: 0.02343"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 756733.59\tOld objective: 745262.15\tImprovement: 0.01539"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 764830.14\tOld objective: 756733.59\tImprovement: 0.01070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 770737.59\tOld objective: 764830.14\tImprovement: 0.00772"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 775163.14\tOld objective: 770737.59\tImprovement: 0.00574"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 778604.44\tOld objective: 775163.14\tImprovement: 0.00444"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 781329.91\tOld objective: 778604.44\tImprovement: 0.00350"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 783513.07\tOld objective: 781329.91\tImprovement: 0.00279"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 785306.68\tOld objective: 783513.07\tImprovement: 0.00229"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 786804.39\tOld objective: 785306.68\tImprovement: 0.00191"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 788082.11\tOld objective: 786804.39\tImprovement: 0.00162"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 789174.46\tOld objective: 788082.11\tImprovement: 0.00139"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 790121.40\tOld objective: 789174.46\tImprovement: 0.00120"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 790929.30\tOld objective: 790121.40\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 791625.27\tOld objective: 790929.30\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 792232.29\tOld objective: 791625.27\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 792767.77\tOld objective: 792232.29\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 793246.61\tOld objective: 792767.77\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 793680.55\tOld objective: 793246.61\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 24\tObjective: 794065.94\tOld objective: 793680.55\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 15:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 508882.43\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 740580.89\tOld objective: 508882.43\tImprovement: 0.45531"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 835056.33\tOld objective: 740580.89\tImprovement: 0.12757"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 882676.52\tOld objective: 835056.33\tImprovement: 0.05703"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 909922.45\tOld objective: 882676.52\tImprovement: 0.03087"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 926995.93\tOld objective: 909922.45\tImprovement: 0.01876"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 938412.27\tOld objective: 926995.93\tImprovement: 0.01232"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 946428.51\tOld objective: 938412.27\tImprovement: 0.00854"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 952254.59\tOld objective: 946428.51\tImprovement: 0.00616"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 956612.77\tOld objective: 952254.59\tImprovement: 0.00458"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 959985.64\tOld objective: 956612.77\tImprovement: 0.00353"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 962679.59\tOld objective: 959985.64\tImprovement: 0.00281"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 964858.45\tOld objective: 962679.59\tImprovement: 0.00226"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 966628.63\tOld objective: 964858.45\tImprovement: 0.00183"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 968089.16\tOld objective: 966628.63\tImprovement: 0.00151"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 969310.18\tOld objective: 968089.16\tImprovement: 0.00126"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 970342.95\tOld objective: 969310.18\tImprovement: 0.00107"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 971233.39\tOld objective: 970342.95\tImprovement: 0.00092"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 972005.56\tOld objective: 971233.39\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 972669.58\tOld objective: 972005.56\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 973258.75\tOld objective: 972669.58\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 973796.11\tOld objective: 973258.75\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 974278.44\tOld objective: 973796.11\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 16:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 457786.14\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 677809.13\tOld objective: 457786.14\tImprovement: 0.48062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 766174.92\tOld objective: 677809.13\tImprovement: 0.13037"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 810365.70\tOld objective: 766174.92\tImprovement: 0.05768"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 835635.89\tOld objective: 810365.70\tImprovement: 0.03118"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 851540.24\tOld objective: 835635.89\tImprovement: 0.01903"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 862205.94\tOld objective: 851540.24\tImprovement: 0.01253"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 869722.57\tOld objective: 862205.94\tImprovement: 0.00872"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 875210.71\tOld objective: 869722.57\tImprovement: 0.00631"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 879333.18\tOld objective: 875210.71\tImprovement: 0.00471"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 882518.41\tOld objective: 879333.18\tImprovement: 0.00362"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 885059.90\tOld objective: 882518.41\tImprovement: 0.00288"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 887103.70\tOld objective: 885059.90\tImprovement: 0.00231"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 888792.37\tOld objective: 887103.70\tImprovement: 0.00190"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 890202.09\tOld objective: 888792.37\tImprovement: 0.00159"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 891386.94\tOld objective: 890202.09\tImprovement: 0.00133"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 892381.67\tOld objective: 891386.94\tImprovement: 0.00112"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 893229.58\tOld objective: 892381.67\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 893971.99\tOld objective: 893229.58\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 894614.81\tOld objective: 893971.99\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 895176.65\tOld objective: 894614.81\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 895683.12\tOld objective: 895176.65\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 896143.46\tOld objective: 895683.12\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 896549.23\tOld objective: 896143.46\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 17:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 432722.69\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 650342.49\tOld objective: 432722.69\tImprovement: 0.50291"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 737194.56\tOld objective: 650342.49\tImprovement: 0.13355"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 780411.83\tOld objective: 737194.56\tImprovement: 0.05862"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 805118.71\tOld objective: 780411.83\tImprovement: 0.03166"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 820612.85\tOld objective: 805118.71\tImprovement: 0.01924"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 830963.00\tOld objective: 820612.85\tImprovement: 0.01261"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 838184.10\tOld objective: 830963.00\tImprovement: 0.00869"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 843427.00\tOld objective: 838184.10\tImprovement: 0.00626"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 847365.34\tOld objective: 843427.00\tImprovement: 0.00467"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 850428.28\tOld objective: 847365.34\tImprovement: 0.00361"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 852855.41\tOld objective: 850428.28\tImprovement: 0.00285"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 854806.32\tOld objective: 852855.41\tImprovement: 0.00229"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 856379.94\tOld objective: 854806.32\tImprovement: 0.00184"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 857689.98\tOld objective: 856379.94\tImprovement: 0.00153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 858797.17\tOld objective: 857689.98\tImprovement: 0.00129"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 859747.83\tOld objective: 858797.17\tImprovement: 0.00111"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 860570.38\tOld objective: 859747.83\tImprovement: 0.00096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 861290.91\tOld objective: 860570.38\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 861926.32\tOld objective: 861290.91\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 862480.03\tOld objective: 861926.32\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 862961.57\tOld objective: 862480.03\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 863382.90\tOld objective: 862961.57\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 18:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 462619.93\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 674874.65\tOld objective: 462619.93\tImprovement: 0.45881"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 758864.28\tOld objective: 674874.65\tImprovement: 0.12445"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 800729.40\tOld objective: 758864.28\tImprovement: 0.05517"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 824740.46\tOld objective: 800729.40\tImprovement: 0.02999"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 839883.27\tOld objective: 824740.46\tImprovement: 0.01836"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 850024.67\tOld objective: 839883.27\tImprovement: 0.01207"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 857129.84\tOld objective: 850024.67\tImprovement: 0.00836"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 862319.30\tOld objective: 857129.84\tImprovement: 0.00605"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 866257.05\tOld objective: 862319.30\tImprovement: 0.00457"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 869327.73\tOld objective: 866257.05\tImprovement: 0.00354"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 871766.05\tOld objective: 869327.73\tImprovement: 0.00280"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 873735.25\tOld objective: 871766.05\tImprovement: 0.00226"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 875344.38\tOld objective: 873735.25\tImprovement: 0.00184"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 876668.94\tOld objective: 875344.38\tImprovement: 0.00151"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 877779.12\tOld objective: 876668.94\tImprovement: 0.00127"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 878721.13\tOld objective: 877779.12\tImprovement: 0.00107"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 879519.58\tOld objective: 878721.13\tImprovement: 0.00091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 880207.63\tOld objective: 879519.58\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 880811.22\tOld objective: 880207.63\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 881356.41\tOld objective: 880811.22\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 881856.55\tOld objective: 881356.41\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 882306.14\tOld objective: 881856.55\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 23\tObjective: 882706.00\tOld objective: 882306.14\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 19:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 473163.86\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 686957.27\tOld objective: 473163.86\tImprovement: 0.45184"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 770791.79\tOld objective: 686957.27\tImprovement: 0.12204"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 812245.18\tOld objective: 770791.79\tImprovement: 0.05378"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 835958.47\tOld objective: 812245.18\tImprovement: 0.02919"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 850829.99\tOld objective: 835958.47\tImprovement: 0.01779"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 860726.74\tOld objective: 850829.99\tImprovement: 0.01163"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 867618.45\tOld objective: 860726.74\tImprovement: 0.00801"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 872630.00\tOld objective: 867618.45\tImprovement: 0.00578"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 876408.67\tOld objective: 872630.00\tImprovement: 0.00433"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 879354.06\tOld objective: 876408.67\tImprovement: 0.00336"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 881724.85\tOld objective: 879354.06\tImprovement: 0.00270"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 883634.45\tOld objective: 881724.85\tImprovement: 0.00217"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 885184.01\tOld objective: 883634.45\tImprovement: 0.00175"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 886476.41\tOld objective: 885184.01\tImprovement: 0.00146"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 887551.14\tOld objective: 886476.41\tImprovement: 0.00121"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 888463.88\tOld objective: 887551.14\tImprovement: 0.00103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 889254.38\tOld objective: 888463.88\tImprovement: 0.00089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 889945.35\tOld objective: 889254.38\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 890547.12\tOld objective: 889945.35\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 891073.56\tOld objective: 890547.12\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 891550.33\tOld objective: 891073.56\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 22\tObjective: 891975.51\tOld objective: 891550.33\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 20:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 519146.81\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 728280.68\tOld objective: 519146.81\tImprovement: 0.40284"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 809111.74\tOld objective: 728280.68\tImprovement: 0.11099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 848921.60\tOld objective: 809111.74\tImprovement: 0.04920"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 871552.38\tOld objective: 848921.60\tImprovement: 0.02666"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 885669.15\tOld objective: 871552.38\tImprovement: 0.01620"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 895055.43\tOld objective: 885669.15\tImprovement: 0.01060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 901641.63\tOld objective: 895055.43\tImprovement: 0.00736"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 906459.77\tOld objective: 901641.63\tImprovement: 0.00534"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 910119.52\tOld objective: 906459.77\tImprovement: 0.00404"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 912998.62\tOld objective: 910119.52\tImprovement: 0.00316"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 915307.62\tOld objective: 912998.62\tImprovement: 0.00253"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 917163.52\tOld objective: 915307.62\tImprovement: 0.00203"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 918687.45\tOld objective: 917163.52\tImprovement: 0.00166"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 919955.28\tOld objective: 918687.45\tImprovement: 0.00138"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 921032.96\tOld objective: 919955.28\tImprovement: 0.00117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 921944.78\tOld objective: 921032.96\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 922716.35\tOld objective: 921944.78\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 923391.04\tOld objective: 922716.35\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 923995.72\tOld objective: 923391.04\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 924517.78\tOld objective: 923995.72\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 924968.90\tOld objective: 924517.78\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 21:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 538626.70\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 751886.31\tOld objective: 538626.70\tImprovement: 0.39593"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 833606.16\tOld objective: 751886.31\tImprovement: 0.10869"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 873628.32\tOld objective: 833606.16\tImprovement: 0.04801"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 896152.82\tOld objective: 873628.32\tImprovement: 0.02578"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 910095.31\tOld objective: 896152.82\tImprovement: 0.01556"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 919354.51\tOld objective: 910095.31\tImprovement: 0.01017"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 925822.18\tOld objective: 919354.51\tImprovement: 0.00704"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 930514.00\tOld objective: 925822.18\tImprovement: 0.00507"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 934064.56\tOld objective: 930514.00\tImprovement: 0.00382"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 936830.77\tOld objective: 934064.56\tImprovement: 0.00296"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 939029.10\tOld objective: 936830.77\tImprovement: 0.00235"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 940816.83\tOld objective: 939029.10\tImprovement: 0.00190"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 942297.31\tOld objective: 940816.83\tImprovement: 0.00157"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 943535.20\tOld objective: 942297.31\tImprovement: 0.00131"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 944580.91\tOld objective: 943535.20\tImprovement: 0.00111"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 945466.02\tOld objective: 944580.91\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 946224.13\tOld objective: 945466.02\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 946889.38\tOld objective: 946224.13\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 947468.94\tOld objective: 946889.38\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 947972.97\tOld objective: 947468.94\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 948423.94\tOld objective: 947972.97\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 22:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 468835.73\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 670155.30\tOld objective: 468835.73\tImprovement: 0.42940"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 746878.53\tOld objective: 670155.30\tImprovement: 0.11449"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 784378.68\tOld objective: 746878.53\tImprovement: 0.05021"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 805581.70\tOld objective: 784378.68\tImprovement: 0.02703"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 818776.92\tOld objective: 805581.70\tImprovement: 0.01638"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 827572.55\tOld objective: 818776.92\tImprovement: 0.01074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 833770.84\tOld objective: 827572.55\tImprovement: 0.00749"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 838322.33\tOld objective: 833770.84\tImprovement: 0.00546"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 841759.56\tOld objective: 838322.33\tImprovement: 0.00410"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 844436.22\tOld objective: 841759.56\tImprovement: 0.00318"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 846558.97\tOld objective: 844436.22\tImprovement: 0.00251"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 848272.11\tOld objective: 846558.97\tImprovement: 0.00202"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 849687.52\tOld objective: 848272.11\tImprovement: 0.00167"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 850883.24\tOld objective: 849687.52\tImprovement: 0.00141"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 851903.70\tOld objective: 850883.24\tImprovement: 0.00120"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 852769.56\tOld objective: 851903.70\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 853526.34\tOld objective: 852769.56\tImprovement: 0.00089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 854192.51\tOld objective: 853526.34\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 854765.26\tOld objective: 854192.51\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 855254.13\tOld objective: 854765.26\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 855681.70\tOld objective: 855254.13\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 23:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 588646.59\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 795270.19\tOld objective: 588646.59\tImprovement: 0.35101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 872592.36\tOld objective: 795270.19\tImprovement: 0.09723"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 909850.16\tOld objective: 872592.36\tImprovement: 0.04270"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 930792.13\tOld objective: 909850.16\tImprovement: 0.02302"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 943790.48\tOld objective: 930792.13\tImprovement: 0.01396"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 952431.24\tOld objective: 943790.48\tImprovement: 0.00916"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 958505.34\tOld objective: 952431.24\tImprovement: 0.00638"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 962959.19\tOld objective: 958505.34\tImprovement: 0.00465"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 966333.58\tOld objective: 962959.19\tImprovement: 0.00350"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 968954.07\tOld objective: 966333.58\tImprovement: 0.00271"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 971041.64\tOld objective: 968954.07\tImprovement: 0.00215"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 972727.79\tOld objective: 971041.64\tImprovement: 0.00174"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 974123.05\tOld objective: 972727.79\tImprovement: 0.00143"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 975294.02\tOld objective: 974123.05\tImprovement: 0.00120"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 976296.37\tOld objective: 975294.02\tImprovement: 0.00103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 977165.37\tOld objective: 976296.37\tImprovement: 0.00089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 977901.23\tOld objective: 977165.37\tImprovement: 0.00075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 978535.64\tOld objective: 977901.23\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 979086.64\tOld objective: 978535.64\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 979569.87\tOld objective: 979086.64\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 24:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 570979.46\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 776330.89\tOld objective: 570979.46\tImprovement: 0.35965"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 852849.92\tOld objective: 776330.89\tImprovement: 0.09856"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 889713.36\tOld objective: 852849.92\tImprovement: 0.04322"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 910480.03\tOld objective: 889713.36\tImprovement: 0.02334"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 923399.29\tOld objective: 910480.03\tImprovement: 0.01419"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 932041.49\tOld objective: 923399.29\tImprovement: 0.00936"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 938115.88\tOld objective: 932041.49\tImprovement: 0.00652"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 942565.70\tOld objective: 938115.88\tImprovement: 0.00474"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 945942.29\tOld objective: 942565.70\tImprovement: 0.00358"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 948551.56\tOld objective: 945942.29\tImprovement: 0.00276"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 950629.02\tOld objective: 948551.56\tImprovement: 0.00219"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 952329.79\tOld objective: 950629.02\tImprovement: 0.00179"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 953716.55\tOld objective: 952329.79\tImprovement: 0.00146"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 954873.14\tOld objective: 953716.55\tImprovement: 0.00121"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 955876.91\tOld objective: 954873.14\tImprovement: 0.00105"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 956733.07\tOld objective: 955876.91\tImprovement: 0.00090"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 957464.19\tOld objective: 956733.07\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 958093.41\tOld objective: 957464.19\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 958629.32\tOld objective: 958093.41\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 959114.87\tOld objective: 958629.32\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 959566.25\tOld objective: 959114.87\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 25:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 580994.77\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 787415.94\tOld objective: 580994.77\tImprovement: 0.35529"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 863159.78\tOld objective: 787415.94\tImprovement: 0.09619"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 899386.65\tOld objective: 863159.78\tImprovement: 0.04197"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 919622.99\tOld objective: 899386.65\tImprovement: 0.02250"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 932183.31\tOld objective: 919622.99\tImprovement: 0.01366"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 940536.19\tOld objective: 932183.31\tImprovement: 0.00896"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 946404.57\tOld objective: 940536.19\tImprovement: 0.00624"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 950736.64\tOld objective: 946404.57\tImprovement: 0.00458"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 953988.59\tOld objective: 950736.64\tImprovement: 0.00342"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 956518.86\tOld objective: 953988.59\tImprovement: 0.00265"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 958537.46\tOld objective: 956518.86\tImprovement: 0.00211"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 960182.45\tOld objective: 958537.46\tImprovement: 0.00172"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 961531.75\tOld objective: 960182.45\tImprovement: 0.00141"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 962650.52\tOld objective: 961531.75\tImprovement: 0.00116"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 963592.14\tOld objective: 962650.52\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 964406.07\tOld objective: 963592.14\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 965116.99\tOld objective: 964406.07\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 965727.12\tOld objective: 965116.99\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 966257.28\tOld objective: 965727.12\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 966727.63\tOld objective: 966257.28\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 26:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 546274.77\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 746438.39\tOld objective: 546274.77\tImprovement: 0.36642"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 820354.51\tOld objective: 746438.39\tImprovement: 0.09903"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 856098.66\tOld objective: 820354.51\tImprovement: 0.04357"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 876206.90\tOld objective: 856098.66\tImprovement: 0.02349"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 888741.84\tOld objective: 876206.90\tImprovement: 0.01431"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 897149.76\tOld objective: 888741.84\tImprovement: 0.00946"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 903072.60\tOld objective: 897149.76\tImprovement: 0.00660"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 907423.44\tOld objective: 903072.60\tImprovement: 0.00482"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 910718.62\tOld objective: 907423.44\tImprovement: 0.00363"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 913299.45\tOld objective: 910718.62\tImprovement: 0.00283"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 915359.98\tOld objective: 913299.45\tImprovement: 0.00226"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 917034.22\tOld objective: 915359.98\tImprovement: 0.00183"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 918423.67\tOld objective: 917034.22\tImprovement: 0.00152"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 919585.03\tOld objective: 918423.67\tImprovement: 0.00126"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 920569.67\tOld objective: 919585.03\tImprovement: 0.00107"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 921407.50\tOld objective: 920569.67\tImprovement: 0.00091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 922112.17\tOld objective: 921407.50\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 922720.60\tOld objective: 922112.17\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 923263.36\tOld objective: 922720.60\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 923751.42\tOld objective: 923263.36\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 21\tObjective: 924176.66\tOld objective: 923751.42\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 27:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 580343.27\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 781196.18\tOld objective: 580343.27\tImprovement: 0.34609"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 854733.18\tOld objective: 781196.18\tImprovement: 0.09413"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 890028.66\tOld objective: 854733.18\tImprovement: 0.04129"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 909831.42\tOld objective: 890028.66\tImprovement: 0.02225"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 922163.76\tOld objective: 909831.42\tImprovement: 0.01355"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 930386.21\tOld objective: 922163.76\tImprovement: 0.00892"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 936143.13\tOld objective: 930386.21\tImprovement: 0.00619"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 940349.76\tOld objective: 936143.13\tImprovement: 0.00449"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 943523.76\tOld objective: 940349.76\tImprovement: 0.00338"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 945976.68\tOld objective: 943523.76\tImprovement: 0.00260"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 947923.38\tOld objective: 945976.68\tImprovement: 0.00206"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 949505.35\tOld objective: 947923.38\tImprovement: 0.00167"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 950816.52\tOld objective: 949505.35\tImprovement: 0.00138"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 951917.81\tOld objective: 950816.52\tImprovement: 0.00116"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 952836.20\tOld objective: 951917.81\tImprovement: 0.00096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 953613.98\tOld objective: 952836.20\tImprovement: 0.00082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 954276.06\tOld objective: 953613.98\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 954842.77\tOld objective: 954276.06\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 955350.94\tOld objective: 954842.77\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 955808.82\tOld objective: 955350.94\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 28:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 562115.71\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 761134.37\tOld objective: 562115.71\tImprovement: 0.35405"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 833357.76\tOld objective: 761134.37\tImprovement: 0.09489"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 868103.66\tOld objective: 833357.76\tImprovement: 0.04169"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 887638.11\tOld objective: 868103.66\tImprovement: 0.02250"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 899817.99\tOld objective: 887638.11\tImprovement: 0.01372"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 907958.30\tOld objective: 899817.99\tImprovement: 0.00905"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 913665.51\tOld objective: 907958.30\tImprovement: 0.00629"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 917870.98\tOld objective: 913665.51\tImprovement: 0.00460"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 921076.00\tOld objective: 917870.98\tImprovement: 0.00349"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 923564.00\tOld objective: 921076.00\tImprovement: 0.00270"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 925525.26\tOld objective: 923564.00\tImprovement: 0.00212"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 927092.70\tOld objective: 925525.26\tImprovement: 0.00169"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 928384.81\tOld objective: 927092.70\tImprovement: 0.00139"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 929484.89\tOld objective: 928384.81\tImprovement: 0.00118"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 930423.04\tOld objective: 929484.89\tImprovement: 0.00101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 931224.90\tOld objective: 930423.04\tImprovement: 0.00086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 931913.77\tOld objective: 931224.90\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 932495.09\tOld objective: 931913.77\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 932984.50\tOld objective: 932495.09\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 933417.55\tOld objective: 932984.50\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 29:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 565860.90\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 763369.05\tOld objective: 565860.90\tImprovement: 0.34904"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 835336.21\tOld objective: 763369.05\tImprovement: 0.09428"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 869958.79\tOld objective: 835336.21\tImprovement: 0.04145"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 889393.88\tOld objective: 869958.79\tImprovement: 0.02234"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 901493.51\tOld objective: 889393.88\tImprovement: 0.01360"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 909575.07\tOld objective: 901493.51\tImprovement: 0.00896"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 915255.02\tOld objective: 909575.07\tImprovement: 0.00624"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 919404.22\tOld objective: 915255.02\tImprovement: 0.00453"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 922561.17\tOld objective: 919404.22\tImprovement: 0.00343"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 925036.24\tOld objective: 922561.17\tImprovement: 0.00268"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 927009.07\tOld objective: 925036.24\tImprovement: 0.00213"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 928604.67\tOld objective: 927009.07\tImprovement: 0.00172"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 929915.84\tOld objective: 928604.67\tImprovement: 0.00141"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 931006.38\tOld objective: 929915.84\tImprovement: 0.00117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 931935.10\tOld objective: 931006.38\tImprovement: 0.00100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 932723.03\tOld objective: 931935.10\tImprovement: 0.00085"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 933403.09\tOld objective: 932723.03\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 933996.41\tOld objective: 933403.09\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 934510.41\tOld objective: 933996.41\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 934965.92\tOld objective: 934510.41\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 30:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 557292.92\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 754367.19\tOld objective: 557292.92\tImprovement: 0.35363"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 825470.95\tOld objective: 754367.19\tImprovement: 0.09426"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 859623.96\tOld objective: 825470.95\tImprovement: 0.04137"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 878794.93\tOld objective: 859623.96\tImprovement: 0.02230"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 890688.37\tOld objective: 878794.93\tImprovement: 0.01353"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 898650.84\tOld objective: 890688.37\tImprovement: 0.00894"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 904266.59\tOld objective: 898650.84\tImprovement: 0.00625"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 908379.93\tOld objective: 904266.59\tImprovement: 0.00455"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 911459.37\tOld objective: 908379.93\tImprovement: 0.00339"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 913831.00\tOld objective: 911459.37\tImprovement: 0.00260"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 915689.95\tOld objective: 913831.00\tImprovement: 0.00203"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 917197.76\tOld objective: 915689.95\tImprovement: 0.00165"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 918456.97\tOld objective: 917197.76\tImprovement: 0.00137"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 919528.87\tOld objective: 918456.97\tImprovement: 0.00117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 920445.53\tOld objective: 919528.87\tImprovement: 0.00100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 921214.70\tOld objective: 920445.53\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 921875.10\tOld objective: 921214.70\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 922446.13\tOld objective: 921875.10\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 922950.94\tOld objective: 922446.13\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 923400.92\tOld objective: 922950.94\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 31:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 640604.24\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 843824.40\tOld objective: 640604.24\tImprovement: 0.31723"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 915657.68\tOld objective: 843824.40\tImprovement: 0.08513"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 949643.42\tOld objective: 915657.68\tImprovement: 0.03712"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 968562.02\tOld objective: 949643.42\tImprovement: 0.01992"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 980213.20\tOld objective: 968562.02\tImprovement: 0.01203"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 987933.82\tOld objective: 980213.20\tImprovement: 0.00788"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 993350.35\tOld objective: 987933.82\tImprovement: 0.00548"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 997331.92\tOld objective: 993350.35\tImprovement: 0.00401"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1000345.45\tOld objective: 997331.92\tImprovement: 0.00302"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1002681.92\tOld objective: 1000345.45\tImprovement: 0.00234"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1004536.45\tOld objective: 1002681.92\tImprovement: 0.00185"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1006039.12\tOld objective: 1004536.45\tImprovement: 0.00150"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1007277.03\tOld objective: 1006039.12\tImprovement: 0.00123"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1008321.79\tOld objective: 1007277.03\tImprovement: 0.00104"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1009220.05\tOld objective: 1008321.79\tImprovement: 0.00089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1009974.41\tOld objective: 1009220.05\tImprovement: 0.00075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1010605.92\tOld objective: 1009974.41\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 1011153.42\tOld objective: 1010605.92\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 1011637.22\tOld objective: 1011153.42\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 32:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 568848.16\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 759848.00\tOld objective: 568848.16\tImprovement: 0.33577"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 827241.43\tOld objective: 759848.00\tImprovement: 0.08869"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 859430.92\tOld objective: 827241.43\tImprovement: 0.03891"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 877510.56\tOld objective: 859430.92\tImprovement: 0.02104"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 888780.55\tOld objective: 877510.56\tImprovement: 0.01284"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 896318.91\tOld objective: 888780.55\tImprovement: 0.00848"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 901626.80\tOld objective: 896318.91\tImprovement: 0.00592"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 905522.16\tOld objective: 901626.80\tImprovement: 0.00432"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 908473.23\tOld objective: 905522.16\tImprovement: 0.00326"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 910765.52\tOld objective: 908473.23\tImprovement: 0.00252"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 912579.33\tOld objective: 910765.52\tImprovement: 0.00199"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 914044.24\tOld objective: 912579.33\tImprovement: 0.00161"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 915254.31\tOld objective: 914044.24\tImprovement: 0.00132"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 916263.00\tOld objective: 915254.31\tImprovement: 0.00110"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 917095.47\tOld objective: 916263.00\tImprovement: 0.00091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 917806.47\tOld objective: 917095.47\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 918434.65\tOld objective: 917806.47\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 918996.58\tOld objective: 918434.65\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 919490.85\tOld objective: 918996.58\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 20\tObjective: 919927.35\tOld objective: 919490.85\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 33:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 621051.72\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 818976.68\tOld objective: 621051.72\tImprovement: 0.31869"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 888864.55\tOld objective: 818976.68\tImprovement: 0.08534"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 922164.55\tOld objective: 888864.55\tImprovement: 0.03746"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 940807.09\tOld objective: 922164.55\tImprovement: 0.02022"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 952370.62\tOld objective: 940807.09\tImprovement: 0.01229"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 960076.95\tOld objective: 952370.62\tImprovement: 0.00809"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 965512.72\tOld objective: 960076.95\tImprovement: 0.00566"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 969513.34\tOld objective: 965512.72\tImprovement: 0.00414"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 972525.42\tOld objective: 969513.34\tImprovement: 0.00311"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 974867.56\tOld objective: 972525.42\tImprovement: 0.00241"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 976734.35\tOld objective: 974867.56\tImprovement: 0.00191"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 978259.64\tOld objective: 976734.35\tImprovement: 0.00156"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 979495.76\tOld objective: 978259.64\tImprovement: 0.00126"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 980514.78\tOld objective: 979495.76\tImprovement: 0.00104"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 981375.45\tOld objective: 980514.78\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 982123.53\tOld objective: 981375.45\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 982789.64\tOld objective: 982123.53\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 983359.24\tOld objective: 982789.64\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 983848.50\tOld objective: 983359.24\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 34:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 646579.74\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 847775.17\tOld objective: 646579.74\tImprovement: 0.31117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 918116.17\tOld objective: 847775.17\tImprovement: 0.08297"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 951324.63\tOld objective: 918116.17\tImprovement: 0.03617"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 969820.62\tOld objective: 951324.63\tImprovement: 0.01944"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 981239.66\tOld objective: 969820.62\tImprovement: 0.01177"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 988771.57\tOld objective: 981239.66\tImprovement: 0.00768"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 994012.02\tOld objective: 988771.57\tImprovement: 0.00530"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 997865.33\tOld objective: 994012.02\tImprovement: 0.00388"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1000775.61\tOld objective: 997865.33\tImprovement: 0.00292"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1003042.26\tOld objective: 1000775.61\tImprovement: 0.00226"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1004841.31\tOld objective: 1003042.26\tImprovement: 0.00179"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1006308.33\tOld objective: 1004841.31\tImprovement: 0.00146"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1007536.50\tOld objective: 1006308.33\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1008574.36\tOld objective: 1007536.50\tImprovement: 0.00103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1009444.61\tOld objective: 1008574.36\tImprovement: 0.00086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1010181.86\tOld objective: 1009444.61\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1010820.16\tOld objective: 1010181.86\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 1011374.01\tOld objective: 1010820.16\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 1011851.79\tOld objective: 1011374.01\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 35:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 583886.70\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 780452.80\tOld objective: 583886.70\tImprovement: 0.33665"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 849714.26\tOld objective: 780452.80\tImprovement: 0.08875"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 882684.41\tOld objective: 849714.26\tImprovement: 0.03880"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 901101.60\tOld objective: 882684.41\tImprovement: 0.02086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 912495.06\tOld objective: 901101.60\tImprovement: 0.01264"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 920082.75\tOld objective: 912495.06\tImprovement: 0.00832"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 925422.08\tOld objective: 920082.75\tImprovement: 0.00580"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 929355.87\tOld objective: 925422.08\tImprovement: 0.00425"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 932345.19\tOld objective: 929355.87\tImprovement: 0.00322"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 934666.21\tOld objective: 932345.19\tImprovement: 0.00249"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 936496.89\tOld objective: 934666.21\tImprovement: 0.00196"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 937984.00\tOld objective: 936496.89\tImprovement: 0.00159"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 939212.71\tOld objective: 937984.00\tImprovement: 0.00131"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 940253.47\tOld objective: 939212.71\tImprovement: 0.00111"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 941112.83\tOld objective: 940253.47\tImprovement: 0.00091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 941820.06\tOld objective: 941112.83\tImprovement: 0.00075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 942435.16\tOld objective: 941820.06\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 942977.35\tOld objective: 942435.16\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 943447.83\tOld objective: 942977.35\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 36:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 593301.83\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 789737.10\tOld objective: 593301.83\tImprovement: 0.33109"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 858571.20\tOld objective: 789737.10\tImprovement: 0.08716"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 891130.09\tOld objective: 858571.20\tImprovement: 0.03792"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 909163.59\tOld objective: 891130.09\tImprovement: 0.02024"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 920235.21\tOld objective: 909163.59\tImprovement: 0.01218"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 927619.55\tOld objective: 920235.21\tImprovement: 0.00802"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 932796.41\tOld objective: 927619.55\tImprovement: 0.00558"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 936569.86\tOld objective: 932796.41\tImprovement: 0.00405"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 939407.96\tOld objective: 936569.86\tImprovement: 0.00303"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 941620.63\tOld objective: 939407.96\tImprovement: 0.00236"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 943405.11\tOld objective: 941620.63\tImprovement: 0.00190"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 944852.19\tOld objective: 943405.11\tImprovement: 0.00153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 946024.70\tOld objective: 944852.19\tImprovement: 0.00124"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 947002.71\tOld objective: 946024.70\tImprovement: 0.00103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 947840.41\tOld objective: 947002.71\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 948557.89\tOld objective: 947840.41\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 949182.44\tOld objective: 948557.89\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 949724.08\tOld objective: 949182.44\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 950197.67\tOld objective: 949724.08\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 37:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 633981.95\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 832977.62\tOld objective: 633981.95\tImprovement: 0.31388"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 901811.39\tOld objective: 832977.62\tImprovement: 0.08264"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 934181.85\tOld objective: 901811.39\tImprovement: 0.03589"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 952165.90\tOld objective: 934181.85\tImprovement: 0.01925"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 963257.48\tOld objective: 952165.90\tImprovement: 0.01165"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 970599.42\tOld objective: 963257.48\tImprovement: 0.00762"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 975695.35\tOld objective: 970599.42\tImprovement: 0.00525"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 979431.33\tOld objective: 975695.35\tImprovement: 0.00383"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 982256.95\tOld objective: 979431.33\tImprovement: 0.00288"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 984460.08\tOld objective: 982256.95\tImprovement: 0.00224"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 986201.88\tOld objective: 984460.08\tImprovement: 0.00177"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 987591.42\tOld objective: 986201.88\tImprovement: 0.00141"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 988744.90\tOld objective: 987591.42\tImprovement: 0.00117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 989723.61\tOld objective: 988744.90\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 990552.91\tOld objective: 989723.61\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 991263.52\tOld objective: 990552.91\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 991874.68\tOld objective: 991263.52\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 992395.29\tOld objective: 991874.68\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 992837.84\tOld objective: 992395.29\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 38:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 625369.54\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 823012.19\tOld objective: 625369.54\tImprovement: 0.31604"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 891301.51\tOld objective: 823012.19\tImprovement: 0.08297"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 923313.30\tOld objective: 891301.51\tImprovement: 0.03592"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 941052.27\tOld objective: 923313.30\tImprovement: 0.01921"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 951975.03\tOld objective: 941052.27\tImprovement: 0.01161"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 959227.78\tOld objective: 951975.03\tImprovement: 0.00762"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 964298.08\tOld objective: 959227.78\tImprovement: 0.00529"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 967999.91\tOld objective: 964298.08\tImprovement: 0.00384"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 970792.49\tOld objective: 967999.91\tImprovement: 0.00288"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 972964.22\tOld objective: 970792.49\tImprovement: 0.00224"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 974699.21\tOld objective: 972964.22\tImprovement: 0.00178"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 976074.93\tOld objective: 974699.21\tImprovement: 0.00141"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 977204.30\tOld objective: 976074.93\tImprovement: 0.00116"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 978157.61\tOld objective: 977204.30\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 978972.32\tOld objective: 978157.61\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 979674.95\tOld objective: 978972.32\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 980288.21\tOld objective: 979674.95\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 980827.19\tOld objective: 980288.21\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 981298.24\tOld objective: 980827.19\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 39:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 641981.17\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 837379.62\tOld objective: 641981.17\tImprovement: 0.30437"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 904735.71\tOld objective: 837379.62\tImprovement: 0.08044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 936317.44\tOld objective: 904735.71\tImprovement: 0.03491"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 953865.43\tOld objective: 936317.44\tImprovement: 0.01874"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 964694.92\tOld objective: 953865.43\tImprovement: 0.01135"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 971888.54\tOld objective: 964694.92\tImprovement: 0.00746"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 976940.64\tOld objective: 971888.54\tImprovement: 0.00520"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 980683.15\tOld objective: 976940.64\tImprovement: 0.00383"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 983526.19\tOld objective: 980683.15\tImprovement: 0.00290"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 985716.83\tOld objective: 983526.19\tImprovement: 0.00223"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 987451.67\tOld objective: 985716.83\tImprovement: 0.00176"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 988850.89\tOld objective: 987451.67\tImprovement: 0.00142"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 990021.74\tOld objective: 988850.89\tImprovement: 0.00118"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 991005.70\tOld objective: 990021.74\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 991832.38\tOld objective: 991005.70\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 992530.97\tOld objective: 991832.38\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 993139.36\tOld objective: 992530.97\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 993681.70\tOld objective: 993139.36\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 994155.85\tOld objective: 993681.70\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 40:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 592239.46\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 788489.07\tOld objective: 592239.46\tImprovement: 0.33137"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 855621.50\tOld objective: 788489.07\tImprovement: 0.08514"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 887084.68\tOld objective: 855621.50\tImprovement: 0.03677"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 904527.38\tOld objective: 887084.68\tImprovement: 0.01966"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 915276.29\tOld objective: 904527.38\tImprovement: 0.01188"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 922409.00\tOld objective: 915276.29\tImprovement: 0.00779"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 927412.45\tOld objective: 922409.00\tImprovement: 0.00542"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 931097.03\tOld objective: 927412.45\tImprovement: 0.00397"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 933898.03\tOld objective: 931097.03\tImprovement: 0.00301"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 936060.12\tOld objective: 933898.03\tImprovement: 0.00232"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 937784.42\tOld objective: 936060.12\tImprovement: 0.00184"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 939194.54\tOld objective: 937784.42\tImprovement: 0.00150"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 940357.55\tOld objective: 939194.54\tImprovement: 0.00124"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 941316.56\tOld objective: 940357.55\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 942101.63\tOld objective: 941316.56\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 942756.89\tOld objective: 942101.63\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 943320.11\tOld objective: 942756.89\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 943814.25\tOld objective: 943320.11\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 944250.43\tOld objective: 943814.25\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 41:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 610182.99\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 802050.14\tOld objective: 610182.99\tImprovement: 0.31444"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 867263.46\tOld objective: 802050.14\tImprovement: 0.08131"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 897686.54\tOld objective: 867263.46\tImprovement: 0.03508"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 914523.46\tOld objective: 897686.54\tImprovement: 0.01876"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 924854.66\tOld objective: 914523.46\tImprovement: 0.01130"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 931659.50\tOld objective: 924854.66\tImprovement: 0.00736"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 936414.34\tOld objective: 931659.50\tImprovement: 0.00510"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 939892.47\tOld objective: 936414.34\tImprovement: 0.00371"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 942514.55\tOld objective: 939892.47\tImprovement: 0.00279"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 944515.36\tOld objective: 942514.55\tImprovement: 0.00212"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 946103.96\tOld objective: 944515.36\tImprovement: 0.00168"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 947407.07\tOld objective: 946103.96\tImprovement: 0.00138"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 948494.09\tOld objective: 947407.07\tImprovement: 0.00115"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 949397.80\tOld objective: 948494.09\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 950149.91\tOld objective: 949397.80\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 950785.36\tOld objective: 950149.91\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 951338.42\tOld objective: 950785.36\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 951816.84\tOld objective: 951338.42\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 952229.46\tOld objective: 951816.84\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 42:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 643528.49\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 839460.68\tOld objective: 643528.49\tImprovement: 0.30447"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 905519.75\tOld objective: 839460.68\tImprovement: 0.07869"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 936281.84\tOld objective: 905519.75\tImprovement: 0.03397"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 953282.92\tOld objective: 936281.84\tImprovement: 0.01816"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 963729.33\tOld objective: 953282.92\tImprovement: 0.01096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 970668.21\tOld objective: 963729.33\tImprovement: 0.00720"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 975528.08\tOld objective: 970668.21\tImprovement: 0.00501"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 979074.38\tOld objective: 975528.08\tImprovement: 0.00364"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 981774.97\tOld objective: 979074.38\tImprovement: 0.00276"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 983880.50\tOld objective: 981774.97\tImprovement: 0.00214"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 985552.87\tOld objective: 983880.50\tImprovement: 0.00170"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 986893.25\tOld objective: 985552.87\tImprovement: 0.00136"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 988005.63\tOld objective: 986893.25\tImprovement: 0.00113"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 988938.05\tOld objective: 988005.63\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 989707.27\tOld objective: 988938.05\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 990352.89\tOld objective: 989707.27\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 990905.65\tOld objective: 990352.89\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 991395.34\tOld objective: 990905.65\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 43:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 628749.40\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 825175.21\tOld objective: 628749.40\tImprovement: 0.31241"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 891988.30\tOld objective: 825175.21\tImprovement: 0.08097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 923080.17\tOld objective: 891988.30\tImprovement: 0.03486"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 940225.54\tOld objective: 923080.17\tImprovement: 0.01857"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 950794.50\tOld objective: 940225.54\tImprovement: 0.01124"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 957798.19\tOld objective: 950794.50\tImprovement: 0.00737"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 962699.32\tOld objective: 957798.19\tImprovement: 0.00512"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 966277.47\tOld objective: 962699.32\tImprovement: 0.00372"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 968977.58\tOld objective: 966277.47\tImprovement: 0.00279"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 971073.88\tOld objective: 968977.58\tImprovement: 0.00216"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 972755.59\tOld objective: 971073.88\tImprovement: 0.00173"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 974120.30\tOld objective: 972755.59\tImprovement: 0.00140"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 975220.60\tOld objective: 974120.30\tImprovement: 0.00113"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 976146.46\tOld objective: 975220.60\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 976934.74\tOld objective: 976146.46\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 977600.82\tOld objective: 976934.74\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 978172.66\tOld objective: 977600.82\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 978678.59\tOld objective: 978172.66\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 979112.73\tOld objective: 978678.59\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 44:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 667669.36\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 866837.56\tOld objective: 667669.36\tImprovement: 0.29830"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 934372.02\tOld objective: 866837.56\tImprovement: 0.07791"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 965706.39\tOld objective: 934372.02\tImprovement: 0.03354"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 982992.69\tOld objective: 965706.39\tImprovement: 0.01790"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 993573.63\tOld objective: 982992.69\tImprovement: 0.01076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1000561.32\tOld objective: 993573.63\tImprovement: 0.00703"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1005500.18\tOld objective: 1000561.32\tImprovement: 0.00494"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1009136.96\tOld objective: 1005500.18\tImprovement: 0.00362"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1011866.81\tOld objective: 1009136.96\tImprovement: 0.00271"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1013974.22\tOld objective: 1011866.81\tImprovement: 0.00208"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1015655.12\tOld objective: 1013974.22\tImprovement: 0.00166"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1017045.22\tOld objective: 1015655.12\tImprovement: 0.00137"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1018205.26\tOld objective: 1017045.22\tImprovement: 0.00114"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1019152.27\tOld objective: 1018205.26\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1019931.97\tOld objective: 1019152.27\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1020594.59\tOld objective: 1019931.97\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1021176.08\tOld objective: 1020594.59\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 1021684.05\tOld objective: 1021176.08\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 45:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 617904.58\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 812599.59\tOld objective: 617904.58\tImprovement: 0.31509"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 878310.31\tOld objective: 812599.59\tImprovement: 0.08086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 908817.95\tOld objective: 878310.31\tImprovement: 0.03473"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 925698.68\tOld objective: 908817.95\tImprovement: 0.01857"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 936094.48\tOld objective: 925698.68\tImprovement: 0.01123"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 942972.42\tOld objective: 936094.48\tImprovement: 0.00735"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 947795.36\tOld objective: 942972.42\tImprovement: 0.00511"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 951315.10\tOld objective: 947795.36\tImprovement: 0.00371"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 953960.33\tOld objective: 951315.10\tImprovement: 0.00278"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 956023.54\tOld objective: 953960.33\tImprovement: 0.00216"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 957672.40\tOld objective: 956023.54\tImprovement: 0.00172"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 959014.26\tOld objective: 957672.40\tImprovement: 0.00140"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 960109.14\tOld objective: 959014.26\tImprovement: 0.00114"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 961026.08\tOld objective: 960109.14\tImprovement: 0.00096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 961812.74\tOld objective: 961026.08\tImprovement: 0.00082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 962495.14\tOld objective: 961812.74\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 963086.97\tOld objective: 962495.14\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 963590.83\tOld objective: 963086.97\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 964037.28\tOld objective: 963590.83\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 46:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 649215.99\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 844900.71\tOld objective: 649215.99\tImprovement: 0.30142"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 910945.29\tOld objective: 844900.71\tImprovement: 0.07817"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 941418.00\tOld objective: 910945.29\tImprovement: 0.03345"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 958167.28\tOld objective: 941418.00\tImprovement: 0.01779"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 968443.21\tOld objective: 958167.28\tImprovement: 0.01072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 975241.54\tOld objective: 968443.21\tImprovement: 0.00702"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 980006.49\tOld objective: 975241.54\tImprovement: 0.00489"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 983498.28\tOld objective: 980006.49\tImprovement: 0.00356"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 986140.47\tOld objective: 983498.28\tImprovement: 0.00269"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 988182.86\tOld objective: 986140.47\tImprovement: 0.00207"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 989800.75\tOld objective: 988182.86\tImprovement: 0.00164"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 991132.73\tOld objective: 989800.75\tImprovement: 0.00135"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 992239.69\tOld objective: 991132.73\tImprovement: 0.00112"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 993155.16\tOld objective: 992239.69\tImprovement: 0.00092"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 993920.82\tOld objective: 993155.16\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 994576.71\tOld objective: 993920.82\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 995151.11\tOld objective: 994576.71\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 995649.74\tOld objective: 995151.11\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 996080.71\tOld objective: 995649.74\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 47:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 661817.00\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 858141.48\tOld objective: 661817.00\tImprovement: 0.29664"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 923694.94\tOld objective: 858141.48\tImprovement: 0.07639"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 953815.84\tOld objective: 923694.94\tImprovement: 0.03261"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 970364.29\tOld objective: 953815.84\tImprovement: 0.01735"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 980562.89\tOld objective: 970364.29\tImprovement: 0.01051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 987325.14\tOld objective: 980562.89\tImprovement: 0.00690"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 992073.34\tOld objective: 987325.14\tImprovement: 0.00481"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 995545.75\tOld objective: 992073.34\tImprovement: 0.00350"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 998139.92\tOld objective: 995545.75\tImprovement: 0.00261"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1000123.12\tOld objective: 998139.92\tImprovement: 0.00199"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1001694.25\tOld objective: 1000123.12\tImprovement: 0.00157"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1002976.52\tOld objective: 1001694.25\tImprovement: 0.00128"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1004021.53\tOld objective: 1002976.52\tImprovement: 0.00104"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1004874.23\tOld objective: 1004021.53\tImprovement: 0.00085"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1005581.31\tOld objective: 1004874.23\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1006192.67\tOld objective: 1005581.31\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1006727.54\tOld objective: 1006192.67\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 1007201.75\tOld objective: 1006727.54\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 48:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 621834.53\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 814048.55\tOld objective: 621834.53\tImprovement: 0.30911"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 878917.32\tOld objective: 814048.55\tImprovement: 0.07969"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 908988.22\tOld objective: 878917.32\tImprovement: 0.03421"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 925702.19\tOld objective: 908988.22\tImprovement: 0.01839"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 936033.26\tOld objective: 925702.19\tImprovement: 0.01116"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 942882.67\tOld objective: 936033.26\tImprovement: 0.00732"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 947671.59\tOld objective: 942882.67\tImprovement: 0.00508"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 951181.29\tOld objective: 947671.59\tImprovement: 0.00370"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 953848.49\tOld objective: 951181.29\tImprovement: 0.00280"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 955937.39\tOld objective: 953848.49\tImprovement: 0.00219"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 957592.69\tOld objective: 955937.39\tImprovement: 0.00173"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 958921.20\tOld objective: 957592.69\tImprovement: 0.00139"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 960011.77\tOld objective: 958921.20\tImprovement: 0.00114"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 960913.29\tOld objective: 960011.77\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 961671.56\tOld objective: 960913.29\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 962321.31\tOld objective: 961671.56\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 962885.24\tOld objective: 962321.31\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 963378.24\tOld objective: 962885.24\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 963821.48\tOld objective: 963378.24\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 49:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 633021.24\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 827466.42\tOld objective: 633021.24\tImprovement: 0.30717"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 892972.93\tOld objective: 827466.42\tImprovement: 0.07917"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 923175.24\tOld objective: 892972.93\tImprovement: 0.03382"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 939828.20\tOld objective: 923175.24\tImprovement: 0.01804"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 950068.22\tOld objective: 939828.20\tImprovement: 0.01090"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 956859.03\tOld objective: 950068.22\tImprovement: 0.00715"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 961616.75\tOld objective: 956859.03\tImprovement: 0.00497"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 965088.85\tOld objective: 961616.75\tImprovement: 0.00361"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 967717.90\tOld objective: 965088.85\tImprovement: 0.00272"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 969756.72\tOld objective: 967717.90\tImprovement: 0.00211"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 971370.02\tOld objective: 969756.72\tImprovement: 0.00166"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 972683.39\tOld objective: 971370.02\tImprovement: 0.00135"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 973768.29\tOld objective: 972683.39\tImprovement: 0.00112"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 974654.65\tOld objective: 973768.29\tImprovement: 0.00091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 975408.91\tOld objective: 974654.65\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 976058.18\tOld objective: 975408.91\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 976616.29\tOld objective: 976058.18\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 977100.85\tOld objective: 976616.29\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 50:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 689027.11\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 886009.75\tOld objective: 689027.11\tImprovement: 0.28589"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 952331.14\tOld objective: 886009.75\tImprovement: 0.07485"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 982996.87\tOld objective: 952331.14\tImprovement: 0.03220"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 999910.54\tOld objective: 982996.87\tImprovement: 0.01721"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1010326.07\tOld objective: 999910.54\tImprovement: 0.01042"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1017251.72\tOld objective: 1010326.07\tImprovement: 0.00685"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1022093.03\tOld objective: 1017251.72\tImprovement: 0.00476"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1025601.40\tOld objective: 1022093.03\tImprovement: 0.00343"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1028268.63\tOld objective: 1025601.40\tImprovement: 0.00260"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1030328.88\tOld objective: 1028268.63\tImprovement: 0.00200"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1031951.94\tOld objective: 1030328.88\tImprovement: 0.00158"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1033274.29\tOld objective: 1031951.94\tImprovement: 0.00128"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1034375.33\tOld objective: 1033274.29\tImprovement: 0.00107"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1035305.66\tOld objective: 1034375.33\tImprovement: 0.00090"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1036096.27\tOld objective: 1035305.66\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1036765.16\tOld objective: 1036096.27\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1037336.13\tOld objective: 1036765.16\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 1037832.34\tOld objective: 1037336.13\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 51:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 680706.59\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 873985.93\tOld objective: 680706.59\tImprovement: 0.28394"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 938080.45\tOld objective: 873985.93\tImprovement: 0.07334"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 967439.59\tOld objective: 938080.45\tImprovement: 0.03130"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 983588.71\tOld objective: 967439.59\tImprovement: 0.01669"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 993462.60\tOld objective: 983588.71\tImprovement: 0.01004"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 999938.74\tOld objective: 993462.60\tImprovement: 0.00652"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1004498.08\tOld objective: 999938.74\tImprovement: 0.00456"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1007830.47\tOld objective: 1004498.08\tImprovement: 0.00332"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1010342.92\tOld objective: 1007830.47\tImprovement: 0.00249"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1012298.52\tOld objective: 1010342.92\tImprovement: 0.00194"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1013845.97\tOld objective: 1012298.52\tImprovement: 0.00153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1015079.65\tOld objective: 1013845.97\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1016096.81\tOld objective: 1015079.65\tImprovement: 0.00100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1016950.55\tOld objective: 1016096.81\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1017663.84\tOld objective: 1016950.55\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1018278.42\tOld objective: 1017663.84\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1018816.05\tOld objective: 1018278.42\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 1019284.29\tOld objective: 1018816.05\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 52:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 624689.52\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 812939.03\tOld objective: 624689.52\tImprovement: 0.30135"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 876062.95\tOld objective: 812939.03\tImprovement: 0.07765"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 905066.10\tOld objective: 876062.95\tImprovement: 0.03311"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 921045.18\tOld objective: 905066.10\tImprovement: 0.01766"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 930857.13\tOld objective: 921045.18\tImprovement: 0.01065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 937368.00\tOld objective: 930857.13\tImprovement: 0.00699"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 941960.26\tOld objective: 937368.00\tImprovement: 0.00490"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 945326.37\tOld objective: 941960.26\tImprovement: 0.00357"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 947884.02\tOld objective: 945326.37\tImprovement: 0.00271"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 949870.74\tOld objective: 947884.02\tImprovement: 0.00210"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 951455.93\tOld objective: 949870.74\tImprovement: 0.00167"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 952734.99\tOld objective: 951455.93\tImprovement: 0.00134"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 953783.48\tOld objective: 952734.99\tImprovement: 0.00110"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 954649.68\tOld objective: 953783.48\tImprovement: 0.00091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 955378.82\tOld objective: 954649.68\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 956007.20\tOld objective: 955378.82\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 956552.35\tOld objective: 956007.20\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 957031.01\tOld objective: 956552.35\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 957454.85\tOld objective: 957031.01\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 53:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 598728.34\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 787421.27\tOld objective: 598728.34\tImprovement: 0.31516"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 850742.67\tOld objective: 787421.27\tImprovement: 0.08042"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 879841.72\tOld objective: 850742.67\tImprovement: 0.03420"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 895884.46\tOld objective: 879841.72\tImprovement: 0.01823"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 905764.10\tOld objective: 895884.46\tImprovement: 0.01103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 912310.61\tOld objective: 905764.10\tImprovement: 0.00723"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 916903.83\tOld objective: 912310.61\tImprovement: 0.00503"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 920271.55\tOld objective: 916903.83\tImprovement: 0.00367"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 922806.22\tOld objective: 920271.55\tImprovement: 0.00275"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 924748.30\tOld objective: 922806.22\tImprovement: 0.00210"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 926266.49\tOld objective: 924748.30\tImprovement: 0.00164"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 927503.24\tOld objective: 926266.49\tImprovement: 0.00134"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 928528.64\tOld objective: 927503.24\tImprovement: 0.00111"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 929392.54\tOld objective: 928528.64\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 930127.33\tOld objective: 929392.54\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 930757.65\tOld objective: 930127.33\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 931307.78\tOld objective: 930757.65\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 931787.92\tOld objective: 931307.78\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 19\tObjective: 932207.71\tOld objective: 931787.92\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 54:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 697562.84\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 895270.88\tOld objective: 697562.84\tImprovement: 0.28343"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 960926.14\tOld objective: 895270.88\tImprovement: 0.07334"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 990945.03\tOld objective: 960926.14\tImprovement: 0.03124"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1007451.86\tOld objective: 990945.03\tImprovement: 0.01666"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1017565.37\tOld objective: 1007451.86\tImprovement: 0.01004"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1024261.01\tOld objective: 1017565.37\tImprovement: 0.00658"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1028953.16\tOld objective: 1024261.01\tImprovement: 0.00458"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1032367.04\tOld objective: 1028953.16\tImprovement: 0.00332"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1034901.74\tOld objective: 1032367.04\tImprovement: 0.00246"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1036852.76\tOld objective: 1034901.74\tImprovement: 0.00189"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1038407.63\tOld objective: 1036852.76\tImprovement: 0.00150"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1039672.54\tOld objective: 1038407.63\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1040726.97\tOld objective: 1039672.54\tImprovement: 0.00101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1041603.19\tOld objective: 1040726.97\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1042340.00\tOld objective: 1041603.19\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1042963.82\tOld objective: 1042340.00\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1043509.42\tOld objective: 1042963.82\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 1043985.60\tOld objective: 1043509.42\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 55:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 713070.19\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 907849.94\tOld objective: 713070.19\tImprovement: 0.27316"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 972886.52\tOld objective: 907849.94\tImprovement: 0.07164"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1002615.09\tOld objective: 972886.52\tImprovement: 0.03056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1018945.70\tOld objective: 1002615.09\tImprovement: 0.01629"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1028939.48\tOld objective: 1018945.70\tImprovement: 0.00981"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1035558.56\tOld objective: 1028939.48\tImprovement: 0.00643"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1040193.17\tOld objective: 1035558.56\tImprovement: 0.00448"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1043545.31\tOld objective: 1040193.17\tImprovement: 0.00322"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1046083.44\tOld objective: 1043545.31\tImprovement: 0.00243"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1048051.75\tOld objective: 1046083.44\tImprovement: 0.00188"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1049623.86\tOld objective: 1048051.75\tImprovement: 0.00150"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1050898.79\tOld objective: 1049623.86\tImprovement: 0.00121"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1051947.00\tOld objective: 1050898.79\tImprovement: 0.00100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1052820.86\tOld objective: 1051947.00\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1053554.86\tOld objective: 1052820.86\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1054169.84\tOld objective: 1053554.86\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1054681.95\tOld objective: 1054169.84\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 56:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 614083.66\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 804501.27\tOld objective: 614083.66\tImprovement: 0.31008"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 867686.92\tOld objective: 804501.27\tImprovement: 0.07854"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 896400.72\tOld objective: 867686.92\tImprovement: 0.03309"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 912081.09\tOld objective: 896400.72\tImprovement: 0.01749"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 921707.23\tOld objective: 912081.09\tImprovement: 0.01055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 928116.45\tOld objective: 921707.23\tImprovement: 0.00695"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 932587.34\tOld objective: 928116.45\tImprovement: 0.00482"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 935828.14\tOld objective: 932587.34\tImprovement: 0.00348"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 938273.08\tOld objective: 935828.14\tImprovement: 0.00261"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 940179.36\tOld objective: 938273.08\tImprovement: 0.00203"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 941718.53\tOld objective: 940179.36\tImprovement: 0.00164"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 942972.50\tOld objective: 941718.53\tImprovement: 0.00133"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 943998.40\tOld objective: 942972.50\tImprovement: 0.00109"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 944854.77\tOld objective: 943998.40\tImprovement: 0.00091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 945575.84\tOld objective: 944854.77\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 946189.25\tOld objective: 945575.84\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 946717.33\tOld objective: 946189.25\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 947185.90\tOld objective: 946717.33\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 57:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 630269.01\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 819249.04\tOld objective: 630269.01\tImprovement: 0.29984"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 882046.84\tOld objective: 819249.04\tImprovement: 0.07665"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 910769.73\tOld objective: 882046.84\tImprovement: 0.03256"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 926602.71\tOld objective: 910769.73\tImprovement: 0.01738"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 936309.69\tOld objective: 926602.71\tImprovement: 0.01048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 942741.99\tOld objective: 936309.69\tImprovement: 0.00687"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 947261.74\tOld objective: 942741.99\tImprovement: 0.00479"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 950559.15\tOld objective: 947261.74\tImprovement: 0.00348"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 953046.46\tOld objective: 950559.15\tImprovement: 0.00262"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 954992.30\tOld objective: 953046.46\tImprovement: 0.00204"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 956550.93\tOld objective: 954992.30\tImprovement: 0.00163"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 957812.03\tOld objective: 956550.93\tImprovement: 0.00132"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 958840.15\tOld objective: 957812.03\tImprovement: 0.00107"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 959712.53\tOld objective: 958840.15\tImprovement: 0.00091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 960463.37\tOld objective: 959712.53\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 961094.05\tOld objective: 960463.37\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 961625.79\tOld objective: 961094.05\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 962078.55\tOld objective: 961625.79\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 58:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 623313.63\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 812944.03\tOld objective: 623313.63\tImprovement: 0.30423"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 875591.65\tOld objective: 812944.03\tImprovement: 0.07706"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 904054.27\tOld objective: 875591.65\tImprovement: 0.03251"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 919639.51\tOld objective: 904054.27\tImprovement: 0.01724"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 929154.26\tOld objective: 919639.51\tImprovement: 0.01035"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 935443.52\tOld objective: 929154.26\tImprovement: 0.00677"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 939863.16\tOld objective: 935443.52\tImprovement: 0.00472"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 943142.86\tOld objective: 939863.16\tImprovement: 0.00349"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 945623.95\tOld objective: 943142.86\tImprovement: 0.00263"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 947538.17\tOld objective: 945623.95\tImprovement: 0.00202"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 949051.82\tOld objective: 947538.17\tImprovement: 0.00160"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 950277.54\tOld objective: 949051.82\tImprovement: 0.00129"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 951299.66\tOld objective: 950277.54\tImprovement: 0.00108"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 952147.85\tOld objective: 951299.66\tImprovement: 0.00089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 952855.21\tOld objective: 952147.85\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 953463.99\tOld objective: 952855.21\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 953988.60\tOld objective: 953463.99\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 954449.56\tOld objective: 953988.60\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 59:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 701900.77\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 891484.34\tOld objective: 701900.77\tImprovement: 0.27010"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 954006.86\tOld objective: 891484.34\tImprovement: 0.07013"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 982503.86\tOld objective: 954006.86\tImprovement: 0.02987"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 998142.41\tOld objective: 982503.86\tImprovement: 0.01592"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1007705.76\tOld objective: 998142.41\tImprovement: 0.00958"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1014036.59\tOld objective: 1007705.76\tImprovement: 0.00628"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1018510.85\tOld objective: 1014036.59\tImprovement: 0.00441"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1021802.72\tOld objective: 1018510.85\tImprovement: 0.00323"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1024278.10\tOld objective: 1021802.72\tImprovement: 0.00242"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1026184.53\tOld objective: 1024278.10\tImprovement: 0.00186"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1027704.36\tOld objective: 1026184.53\tImprovement: 0.00148"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1028937.33\tOld objective: 1027704.36\tImprovement: 0.00120"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1029937.49\tOld objective: 1028937.33\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1030757.28\tOld objective: 1029937.49\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1031442.54\tOld objective: 1030757.28\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1032038.09\tOld objective: 1031442.54\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1032560.56\tOld objective: 1032038.09\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 1033015.34\tOld objective: 1032560.56\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 60:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 623813.88\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 810069.78\tOld objective: 623813.88\tImprovement: 0.29858"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 871891.56\tOld objective: 810069.78\tImprovement: 0.07632"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 900021.46\tOld objective: 871891.56\tImprovement: 0.03226"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 915465.51\tOld objective: 900021.46\tImprovement: 0.01716"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 924947.49\tOld objective: 915465.51\tImprovement: 0.01036"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 931196.72\tOld objective: 924947.49\tImprovement: 0.00676"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 935579.58\tOld objective: 931196.72\tImprovement: 0.00471"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 938812.10\tOld objective: 935579.58\tImprovement: 0.00346"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 941274.93\tOld objective: 938812.10\tImprovement: 0.00262"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 943181.14\tOld objective: 941274.93\tImprovement: 0.00203"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 944686.58\tOld objective: 943181.14\tImprovement: 0.00160"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 945897.27\tOld objective: 944686.58\tImprovement: 0.00128"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 946892.27\tOld objective: 945897.27\tImprovement: 0.00105"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 947727.06\tOld objective: 946892.27\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 948429.97\tOld objective: 947727.06\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 949033.39\tOld objective: 948429.97\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 949565.39\tOld objective: 949033.39\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 950030.86\tOld objective: 949565.39\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 61:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 675403.47\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 865357.69\tOld objective: 675403.47\tImprovement: 0.28125"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 927838.48\tOld objective: 865357.69\tImprovement: 0.07220"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 956147.22\tOld objective: 927838.48\tImprovement: 0.03051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 971607.01\tOld objective: 956147.22\tImprovement: 0.01617"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 981072.43\tOld objective: 971607.01\tImprovement: 0.00974"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 987352.65\tOld objective: 981072.43\tImprovement: 0.00640"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 991754.74\tOld objective: 987352.65\tImprovement: 0.00446"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 994962.81\tOld objective: 991754.74\tImprovement: 0.00323"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 997397.90\tOld objective: 994962.81\tImprovement: 0.00245"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 999292.19\tOld objective: 997397.90\tImprovement: 0.00190"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1000797.40\tOld objective: 999292.19\tImprovement: 0.00151"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1002017.98\tOld objective: 1000797.40\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1003017.26\tOld objective: 1002017.98\tImprovement: 0.00100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1003842.64\tOld objective: 1003017.26\tImprovement: 0.00082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1004539.49\tOld objective: 1003842.64\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1005136.24\tOld objective: 1004539.49\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1005648.49\tOld objective: 1005136.24\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 1006097.61\tOld objective: 1005648.49\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 62:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 679167.95\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 869989.76\tOld objective: 679167.95\tImprovement: 0.28096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 932541.67\tOld objective: 869989.76\tImprovement: 0.07190"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 960783.67\tOld objective: 932541.67\tImprovement: 0.03028"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 976225.26\tOld objective: 960783.67\tImprovement: 0.01607"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 985667.54\tOld objective: 976225.26\tImprovement: 0.00967"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 991923.37\tOld objective: 985667.54\tImprovement: 0.00635"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 996304.51\tOld objective: 991923.37\tImprovement: 0.00442"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 999476.31\tOld objective: 996304.51\tImprovement: 0.00318"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1001868.44\tOld objective: 999476.31\tImprovement: 0.00239"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1003725.02\tOld objective: 1001868.44\tImprovement: 0.00185"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1005198.86\tOld objective: 1003725.02\tImprovement: 0.00147"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1006405.64\tOld objective: 1005198.86\tImprovement: 0.00120"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1007409.18\tOld objective: 1006405.64\tImprovement: 0.00100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1008240.94\tOld objective: 1007409.18\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1008945.32\tOld objective: 1008240.94\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1009545.88\tOld objective: 1008945.32\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1010063.96\tOld objective: 1009545.88\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 1010524.60\tOld objective: 1010063.96\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 63:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 633436.81\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 820570.58\tOld objective: 633436.81\tImprovement: 0.29543"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 882342.27\tOld objective: 820570.58\tImprovement: 0.07528"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 910343.50\tOld objective: 882342.27\tImprovement: 0.03174"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 925732.37\tOld objective: 910343.50\tImprovement: 0.01690"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 935209.75\tOld objective: 925732.37\tImprovement: 0.01024"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 941519.15\tOld objective: 935209.75\tImprovement: 0.00675"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 945924.05\tOld objective: 941519.15\tImprovement: 0.00468"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 949118.01\tOld objective: 945924.05\tImprovement: 0.00338"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 951519.78\tOld objective: 949118.01\tImprovement: 0.00253"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 953381.57\tOld objective: 951519.78\tImprovement: 0.00196"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 954864.53\tOld objective: 953381.57\tImprovement: 0.00156"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 956079.93\tOld objective: 954864.53\tImprovement: 0.00127"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 957092.74\tOld objective: 956079.93\tImprovement: 0.00106"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 957939.16\tOld objective: 957092.74\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 958637.66\tOld objective: 957939.16\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 959229.29\tOld objective: 958637.66\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 959740.15\tOld objective: 959229.29\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 960181.94\tOld objective: 959740.15\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 64:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 672839.47\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 862797.31\tOld objective: 672839.47\tImprovement: 0.28232"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 926076.28\tOld objective: 862797.31\tImprovement: 0.07334"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 954757.41\tOld objective: 926076.28\tImprovement: 0.03097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 970423.38\tOld objective: 954757.41\tImprovement: 0.01641"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 979990.51\tOld objective: 970423.38\tImprovement: 0.00986"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 986328.69\tOld objective: 979990.51\tImprovement: 0.00647"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 990757.94\tOld objective: 986328.69\tImprovement: 0.00449"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 993999.54\tOld objective: 990757.94\tImprovement: 0.00327"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 996442.79\tOld objective: 993999.54\tImprovement: 0.00246"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 998344.49\tOld objective: 996442.79\tImprovement: 0.00191"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 999866.57\tOld objective: 998344.49\tImprovement: 0.00152"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1001110.88\tOld objective: 999866.57\tImprovement: 0.00124"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1002132.77\tOld objective: 1001110.88\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1002976.61\tOld objective: 1002132.77\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1003688.36\tOld objective: 1002976.61\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1004290.43\tOld objective: 1003688.36\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1004814.24\tOld objective: 1004290.43\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 1005279.89\tOld objective: 1004814.24\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 65:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 673866.53\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 865881.92\tOld objective: 673866.53\tImprovement: 0.28495"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 928806.82\tOld objective: 865881.92\tImprovement: 0.07267"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 957104.78\tOld objective: 928806.82\tImprovement: 0.03047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 972558.85\tOld objective: 957104.78\tImprovement: 0.01615"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 981989.71\tOld objective: 972558.85\tImprovement: 0.00970"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 988187.00\tOld objective: 981989.71\tImprovement: 0.00631"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 992506.05\tOld objective: 988187.00\tImprovement: 0.00437"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 995655.63\tOld objective: 992506.05\tImprovement: 0.00317"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 998022.61\tOld objective: 995655.63\tImprovement: 0.00238"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 999851.27\tOld objective: 998022.61\tImprovement: 0.00183"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1001303.64\tOld objective: 999851.27\tImprovement: 0.00145"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1002484.03\tOld objective: 1001303.64\tImprovement: 0.00118"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1003443.10\tOld objective: 1002484.03\tImprovement: 0.00096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1004243.21\tOld objective: 1003443.10\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1004930.48\tOld objective: 1004243.21\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1005520.16\tOld objective: 1004930.48\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1006024.37\tOld objective: 1005520.16\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 1006458.92\tOld objective: 1006024.37\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 66:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 694287.12\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 885403.48\tOld objective: 694287.12\tImprovement: 0.27527"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 948166.41\tOld objective: 885403.48\tImprovement: 0.07089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 976404.57\tOld objective: 948166.41\tImprovement: 0.02978"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 991816.30\tOld objective: 976404.57\tImprovement: 0.01578"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1001217.78\tOld objective: 991816.30\tImprovement: 0.00948"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1007418.44\tOld objective: 1001217.78\tImprovement: 0.00619"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1011743.41\tOld objective: 1007418.44\tImprovement: 0.00429"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1014891.68\tOld objective: 1011743.41\tImprovement: 0.00311"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1017268.56\tOld objective: 1014891.68\tImprovement: 0.00234"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1019122.23\tOld objective: 1017268.56\tImprovement: 0.00182"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1020595.90\tOld objective: 1019122.23\tImprovement: 0.00145"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1021798.39\tOld objective: 1020595.90\tImprovement: 0.00118"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1022795.66\tOld objective: 1021798.39\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1023625.53\tOld objective: 1022795.66\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1024331.30\tOld objective: 1023625.53\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1024937.24\tOld objective: 1024331.30\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1025452.39\tOld objective: 1024937.24\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 1025903.07\tOld objective: 1025452.39\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 67:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 660622.17\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 846524.84\tOld objective: 660622.17\tImprovement: 0.28141"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 907674.28\tOld objective: 846524.84\tImprovement: 0.07224"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 935278.58\tOld objective: 907674.28\tImprovement: 0.03041"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 950441.91\tOld objective: 935278.58\tImprovement: 0.01621"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 959787.32\tOld objective: 950441.91\tImprovement: 0.00983"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 965972.29\tOld objective: 959787.32\tImprovement: 0.00644"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 970286.35\tOld objective: 965972.29\tImprovement: 0.00447"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 973452.68\tOld objective: 970286.35\tImprovement: 0.00326"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 975850.22\tOld objective: 973452.68\tImprovement: 0.00246"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 977704.96\tOld objective: 975850.22\tImprovement: 0.00190"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 979166.41\tOld objective: 977704.96\tImprovement: 0.00149"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 980351.97\tOld objective: 979166.41\tImprovement: 0.00121"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 981348.71\tOld objective: 980351.97\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 982191.81\tOld objective: 981348.71\tImprovement: 0.00086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 982897.63\tOld objective: 982191.81\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 983492.42\tOld objective: 982897.63\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 983998.63\tOld objective: 983492.42\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 984433.06\tOld objective: 983998.63\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 68:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 696033.44\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 886904.11\tOld objective: 696033.44\tImprovement: 0.27423"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 948990.04\tOld objective: 886904.11\tImprovement: 0.07000"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 976708.70\tOld objective: 948990.04\tImprovement: 0.02921"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 991788.90\tOld objective: 976708.70\tImprovement: 0.01544"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1001007.64\tOld objective: 991788.90\tImprovement: 0.00930"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1007101.02\tOld objective: 1001007.64\tImprovement: 0.00609"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1011355.96\tOld objective: 1007101.02\tImprovement: 0.00422"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1014450.57\tOld objective: 1011355.96\tImprovement: 0.00306"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1016790.86\tOld objective: 1014450.57\tImprovement: 0.00231"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1018613.79\tOld objective: 1016790.86\tImprovement: 0.00179"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1020055.96\tOld objective: 1018613.79\tImprovement: 0.00142"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1021212.57\tOld objective: 1020055.96\tImprovement: 0.00113"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1022167.34\tOld objective: 1021212.57\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1022972.77\tOld objective: 1022167.34\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1023650.92\tOld objective: 1022972.77\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1024232.46\tOld objective: 1023650.92\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1024722.72\tOld objective: 1024232.46\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 69:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 717950.68\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 909850.86\tOld objective: 717950.68\tImprovement: 0.26729"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 972633.64\tOld objective: 909850.86\tImprovement: 0.06900"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1000704.27\tOld objective: 972633.64\tImprovement: 0.02886"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1015962.64\tOld objective: 1000704.27\tImprovement: 0.01525"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1025249.64\tOld objective: 1015962.64\tImprovement: 0.00914"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1031369.83\tOld objective: 1025249.64\tImprovement: 0.00597"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1035638.10\tOld objective: 1031369.83\tImprovement: 0.00414"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1038774.58\tOld objective: 1035638.10\tImprovement: 0.00303"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1041153.39\tOld objective: 1038774.58\tImprovement: 0.00229"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1042977.59\tOld objective: 1041153.39\tImprovement: 0.00175"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1044407.57\tOld objective: 1042977.59\tImprovement: 0.00137"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1045583.69\tOld objective: 1044407.57\tImprovement: 0.00113"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1046560.45\tOld objective: 1045583.69\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1047387.88\tOld objective: 1046560.45\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1048093.50\tOld objective: 1047387.88\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1048676.28\tOld objective: 1048093.50\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1049168.83\tOld objective: 1048676.28\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 70:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 619944.88\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 805107.99\tOld objective: 619944.88\tImprovement: 0.29868"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 865516.87\tOld objective: 805107.99\tImprovement: 0.07503"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 892461.85\tOld objective: 865516.87\tImprovement: 0.03113"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 907094.04\tOld objective: 892461.85\tImprovement: 0.01640"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 916005.36\tOld objective: 907094.04\tImprovement: 0.00982"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 921889.14\tOld objective: 916005.36\tImprovement: 0.00642"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 925985.85\tOld objective: 921889.14\tImprovement: 0.00444"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 928973.91\tOld objective: 925985.85\tImprovement: 0.00323"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 931233.81\tOld objective: 928973.91\tImprovement: 0.00243"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 933003.78\tOld objective: 931233.81\tImprovement: 0.00190"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 934402.77\tOld objective: 933003.78\tImprovement: 0.00150"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 935533.20\tOld objective: 934402.77\tImprovement: 0.00121"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 936471.61\tOld objective: 935533.20\tImprovement: 0.00100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 937248.77\tOld objective: 936471.61\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 937899.36\tOld objective: 937248.77\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 938463.63\tOld objective: 937899.36\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 938955.50\tOld objective: 938463.63\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 939387.34\tOld objective: 938955.50\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 71:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 690758.36\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 878729.32\tOld objective: 690758.36\tImprovement: 0.27212"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 940503.10\tOld objective: 878729.32\tImprovement: 0.07030"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 968444.79\tOld objective: 940503.10\tImprovement: 0.02971"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 983767.44\tOld objective: 968444.79\tImprovement: 0.01582"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 993128.21\tOld objective: 983767.44\tImprovement: 0.00952"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 999292.46\tOld objective: 993128.21\tImprovement: 0.00621"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1003624.77\tOld objective: 999292.46\tImprovement: 0.00434"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1006806.24\tOld objective: 1003624.77\tImprovement: 0.00317"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1009208.44\tOld objective: 1006806.24\tImprovement: 0.00239"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1011075.52\tOld objective: 1009208.44\tImprovement: 0.00185"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1012579.02\tOld objective: 1011075.52\tImprovement: 0.00149"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1013803.68\tOld objective: 1012579.02\tImprovement: 0.00121"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1014811.59\tOld objective: 1013803.68\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1015649.14\tOld objective: 1014811.59\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1016349.54\tOld objective: 1015649.14\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1016947.48\tOld objective: 1016349.54\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1017460.27\tOld objective: 1016947.48\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 1017890.59\tOld objective: 1017460.27\tImprovement: 0.00042"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 72:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 755570.93\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 946400.98\tOld objective: 755570.93\tImprovement: 0.25256"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1008303.46\tOld objective: 946400.98\tImprovement: 0.06541"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1035870.40\tOld objective: 1008303.46\tImprovement: 0.02734"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1050868.89\tOld objective: 1035870.40\tImprovement: 0.01448"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1060043.05\tOld objective: 1050868.89\tImprovement: 0.00873"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1066101.79\tOld objective: 1060043.05\tImprovement: 0.00572"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1070335.37\tOld objective: 1066101.79\tImprovement: 0.00397"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1073440.83\tOld objective: 1070335.37\tImprovement: 0.00290"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1075790.12\tOld objective: 1073440.83\tImprovement: 0.00219"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1077585.83\tOld objective: 1075790.12\tImprovement: 0.00167"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1078996.05\tOld objective: 1077585.83\tImprovement: 0.00131"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1080149.63\tOld objective: 1078996.05\tImprovement: 0.00107"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1081097.23\tOld objective: 1080149.63\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1081874.87\tOld objective: 1081097.23\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1082523.91\tOld objective: 1081874.87\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1083076.20\tOld objective: 1082523.91\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1083556.84\tOld objective: 1083076.20\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 73:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 680804.05\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 868081.56\tOld objective: 680804.05\tImprovement: 0.27508"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 929232.11\tOld objective: 868081.56\tImprovement: 0.07044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 956642.45\tOld objective: 929232.11\tImprovement: 0.02950"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 971565.50\tOld objective: 956642.45\tImprovement: 0.01560"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 980695.65\tOld objective: 971565.50\tImprovement: 0.00940"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 986703.35\tOld objective: 980695.65\tImprovement: 0.00613"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 990863.97\tOld objective: 986703.35\tImprovement: 0.00422"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 993912.04\tOld objective: 990863.97\tImprovement: 0.00308"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 996194.26\tOld objective: 993912.04\tImprovement: 0.00230"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 997951.36\tOld objective: 996194.26\tImprovement: 0.00176"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 999352.11\tOld objective: 997951.36\tImprovement: 0.00140"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1000486.30\tOld objective: 999352.11\tImprovement: 0.00113"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1001421.99\tOld objective: 1000486.30\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1002209.90\tOld objective: 1001421.99\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1002871.31\tOld objective: 1002209.90\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1003433.21\tOld objective: 1002871.31\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1003922.28\tOld objective: 1003433.21\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 74:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 718074.18\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 907244.66\tOld objective: 718074.18\tImprovement: 0.26344"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 968640.29\tOld objective: 907244.66\tImprovement: 0.06767"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 996077.39\tOld objective: 968640.29\tImprovement: 0.02833"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1010982.75\tOld objective: 996077.39\tImprovement: 0.01496"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1020060.26\tOld objective: 1010982.75\tImprovement: 0.00898"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1026036.14\tOld objective: 1020060.26\tImprovement: 0.00586"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1030227.02\tOld objective: 1026036.14\tImprovement: 0.00408"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1033301.06\tOld objective: 1030227.02\tImprovement: 0.00298"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1035604.13\tOld objective: 1033301.06\tImprovement: 0.00223"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1037389.33\tOld objective: 1035604.13\tImprovement: 0.00172"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1038830.93\tOld objective: 1037389.33\tImprovement: 0.00139"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1040025.43\tOld objective: 1038830.93\tImprovement: 0.00115"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1041018.52\tOld objective: 1040025.43\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1041842.26\tOld objective: 1041018.52\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1042533.51\tOld objective: 1041842.26\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1043121.90\tOld objective: 1042533.51\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1043622.76\tOld objective: 1043121.90\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 75:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 652620.54\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 839788.24\tOld objective: 652620.54\tImprovement: 0.28679"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 900560.56\tOld objective: 839788.24\tImprovement: 0.07237"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 927628.70\tOld objective: 900560.56\tImprovement: 0.03006"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 942345.83\tOld objective: 927628.70\tImprovement: 0.01587"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 951272.42\tOld objective: 942345.83\tImprovement: 0.00947"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 957172.72\tOld objective: 951272.42\tImprovement: 0.00620"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 961297.57\tOld objective: 957172.72\tImprovement: 0.00431"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 964305.21\tOld objective: 961297.57\tImprovement: 0.00313"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 966594.38\tOld objective: 964305.21\tImprovement: 0.00237"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 968372.28\tOld objective: 966594.38\tImprovement: 0.00184"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 969780.80\tOld objective: 968372.28\tImprovement: 0.00145"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 970915.13\tOld objective: 969780.80\tImprovement: 0.00117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 971835.26\tOld objective: 970915.13\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 972599.10\tOld objective: 971835.26\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 973254.90\tOld objective: 972599.10\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 973833.57\tOld objective: 973254.90\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 974338.72\tOld objective: 973833.57\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 974777.54\tOld objective: 974338.72\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 76:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 697911.73\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 886173.20\tOld objective: 697911.73\tImprovement: 0.26975"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 946459.87\tOld objective: 886173.20\tImprovement: 0.06803"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 973147.90\tOld objective: 946459.87\tImprovement: 0.02820"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 987612.25\tOld objective: 973147.90\tImprovement: 0.01486"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 996426.70\tOld objective: 987612.25\tImprovement: 0.00893"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1002231.54\tOld objective: 996426.70\tImprovement: 0.00583"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1006283.99\tOld objective: 1002231.54\tImprovement: 0.00404"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1009213.70\tOld objective: 1006283.99\tImprovement: 0.00291"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1011412.41\tOld objective: 1009213.70\tImprovement: 0.00218"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1013116.14\tOld objective: 1011412.41\tImprovement: 0.00168"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1014484.35\tOld objective: 1013116.14\tImprovement: 0.00135"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1015593.94\tOld objective: 1014484.35\tImprovement: 0.00109"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1016511.26\tOld objective: 1015593.94\tImprovement: 0.00090"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1017284.57\tOld objective: 1016511.26\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1017934.94\tOld objective: 1017284.57\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1018472.21\tOld objective: 1017934.94\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1018929.83\tOld objective: 1018472.21\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 77:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 658786.72\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 844399.06\tOld objective: 658786.72\tImprovement: 0.28175"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 904629.85\tOld objective: 844399.06\tImprovement: 0.07133"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 931497.62\tOld objective: 904629.85\tImprovement: 0.02970"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 946153.92\tOld objective: 931497.62\tImprovement: 0.01573"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 955087.01\tOld objective: 946153.92\tImprovement: 0.00944"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 960953.23\tOld objective: 955087.01\tImprovement: 0.00614"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 965012.49\tOld objective: 960953.23\tImprovement: 0.00422"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 967982.11\tOld objective: 965012.49\tImprovement: 0.00308"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 970218.91\tOld objective: 967982.11\tImprovement: 0.00231"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 971964.89\tOld objective: 970218.91\tImprovement: 0.00180"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 973372.85\tOld objective: 971964.89\tImprovement: 0.00145"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 974523.21\tOld objective: 973372.85\tImprovement: 0.00118"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 975462.46\tOld objective: 974523.21\tImprovement: 0.00096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 976254.41\tOld objective: 975462.46\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 976910.30\tOld objective: 976254.41\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 977465.20\tOld objective: 976910.30\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 977949.65\tOld objective: 977465.20\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 78:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 736503.14\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 929348.39\tOld objective: 736503.14\tImprovement: 0.26184"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 991465.92\tOld objective: 929348.39\tImprovement: 0.06684"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1018944.68\tOld objective: 991465.92\tImprovement: 0.02772"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1033834.19\tOld objective: 1018944.68\tImprovement: 0.01461"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1042885.34\tOld objective: 1033834.19\tImprovement: 0.00875"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1048855.28\tOld objective: 1042885.34\tImprovement: 0.00572"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1053042.83\tOld objective: 1048855.28\tImprovement: 0.00399"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1056096.19\tOld objective: 1053042.83\tImprovement: 0.00290"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1058412.89\tOld objective: 1056096.19\tImprovement: 0.00219"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1060220.48\tOld objective: 1058412.89\tImprovement: 0.00171"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1061637.31\tOld objective: 1060220.48\tImprovement: 0.00134"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1062768.57\tOld objective: 1061637.31\tImprovement: 0.00107"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1063687.99\tOld objective: 1062768.57\tImprovement: 0.00087"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1064451.94\tOld objective: 1063687.99\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1065099.47\tOld objective: 1064451.94\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1065660.94\tOld objective: 1065099.47\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1066141.66\tOld objective: 1065660.94\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 79:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 651026.78\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 834814.59\tOld objective: 651026.78\tImprovement: 0.28230"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 894644.10\tOld objective: 834814.59\tImprovement: 0.07167"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 921547.42\tOld objective: 894644.10\tImprovement: 0.03007"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 936206.02\tOld objective: 921547.42\tImprovement: 0.01591"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 945162.88\tOld objective: 936206.02\tImprovement: 0.00957"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 951117.88\tOld objective: 945162.88\tImprovement: 0.00630"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 955303.87\tOld objective: 951117.88\tImprovement: 0.00440"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 958339.90\tOld objective: 955303.87\tImprovement: 0.00318"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 960635.21\tOld objective: 958339.90\tImprovement: 0.00240"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 962423.16\tOld objective: 960635.21\tImprovement: 0.00186"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 963858.51\tOld objective: 962423.16\tImprovement: 0.00149"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 965030.36\tOld objective: 963858.51\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 965996.17\tOld objective: 965030.36\tImprovement: 0.00100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 966808.80\tOld objective: 965996.17\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 967498.45\tOld objective: 966808.80\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 968076.19\tOld objective: 967498.45\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 968573.76\tOld objective: 968076.19\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 969007.97\tOld objective: 968573.76\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 80:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 667331.63\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 853551.51\tOld objective: 667331.63\tImprovement: 0.27905"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 914758.85\tOld objective: 853551.51\tImprovement: 0.07171"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 942157.47\tOld objective: 914758.85\tImprovement: 0.02995"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 957073.15\tOld objective: 942157.47\tImprovement: 0.01583"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 966164.80\tOld objective: 957073.15\tImprovement: 0.00950"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 972168.71\tOld objective: 966164.80\tImprovement: 0.00621"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 976382.05\tOld objective: 972168.71\tImprovement: 0.00433"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 979444.70\tOld objective: 976382.05\tImprovement: 0.00314"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 981751.81\tOld objective: 979444.70\tImprovement: 0.00236"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 983549.19\tOld objective: 981751.81\tImprovement: 0.00183"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 984976.23\tOld objective: 983549.19\tImprovement: 0.00145"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 986127.57\tOld objective: 984976.23\tImprovement: 0.00117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 987089.94\tOld objective: 986127.57\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 987900.88\tOld objective: 987089.94\tImprovement: 0.00082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 988585.36\tOld objective: 987900.88\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 989171.16\tOld objective: 988585.36\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 989666.39\tOld objective: 989171.16\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 18\tObjective: 990091.70\tOld objective: 989666.39\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 81:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 690631.69\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 877596.71\tOld objective: 690631.69\tImprovement: 0.27072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 938364.05\tOld objective: 877596.71\tImprovement: 0.06924"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 965512.62\tOld objective: 938364.05\tImprovement: 0.02893"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 980290.87\tOld objective: 965512.62\tImprovement: 0.01531"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 989286.96\tOld objective: 980290.87\tImprovement: 0.00918"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 995205.81\tOld objective: 989286.96\tImprovement: 0.00598"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 999369.01\tOld objective: 995205.81\tImprovement: 0.00418"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1002413.53\tOld objective: 999369.01\tImprovement: 0.00305"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1004704.41\tOld objective: 1002413.53\tImprovement: 0.00229"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1006480.66\tOld objective: 1004704.41\tImprovement: 0.00177"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1007886.79\tOld objective: 1006480.66\tImprovement: 0.00140"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1009037.70\tOld objective: 1007886.79\tImprovement: 0.00114"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1009995.57\tOld objective: 1009037.70\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1010802.97\tOld objective: 1009995.57\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1011482.89\tOld objective: 1010802.97\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1012060.69\tOld objective: 1011482.89\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1012554.69\tOld objective: 1012060.69\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 82:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 755522.63\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 943061.43\tOld objective: 755522.63\tImprovement: 0.24822"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1003171.15\tOld objective: 943061.43\tImprovement: 0.06374"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1029795.80\tOld objective: 1003171.15\tImprovement: 0.02654"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1044202.09\tOld objective: 1029795.80\tImprovement: 0.01399"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1052962.09\tOld objective: 1044202.09\tImprovement: 0.00839"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1058744.83\tOld objective: 1052962.09\tImprovement: 0.00549"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1062789.98\tOld objective: 1058744.83\tImprovement: 0.00382"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1065731.59\tOld objective: 1062789.98\tImprovement: 0.00277"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1067954.25\tOld objective: 1065731.59\tImprovement: 0.00209"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1069686.87\tOld objective: 1067954.25\tImprovement: 0.00162"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1071061.04\tOld objective: 1069686.87\tImprovement: 0.00128"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1072175.88\tOld objective: 1071061.04\tImprovement: 0.00104"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1073095.05\tOld objective: 1072175.88\tImprovement: 0.00086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1073856.85\tOld objective: 1073095.05\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1074507.87\tOld objective: 1073856.85\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1075070.57\tOld objective: 1074507.87\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1075548.13\tOld objective: 1075070.57\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 83:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 700164.40\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 884329.89\tOld objective: 700164.40\tImprovement: 0.26303"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 943273.30\tOld objective: 884329.89\tImprovement: 0.06665"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 969282.55\tOld objective: 943273.30\tImprovement: 0.02757"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 983290.12\tOld objective: 969282.55\tImprovement: 0.01445"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 991773.80\tOld objective: 983290.12\tImprovement: 0.00863"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 997320.97\tOld objective: 991773.80\tImprovement: 0.00559"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1001184.69\tOld objective: 997320.97\tImprovement: 0.00387"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1003994.63\tOld objective: 1001184.69\tImprovement: 0.00281"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1006123.81\tOld objective: 1003994.63\tImprovement: 0.00212"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1007790.21\tOld objective: 1006123.81\tImprovement: 0.00166"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1009108.59\tOld objective: 1007790.21\tImprovement: 0.00131"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1010171.81\tOld objective: 1009108.59\tImprovement: 0.00105"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1011051.92\tOld objective: 1010171.81\tImprovement: 0.00087"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1011786.57\tOld objective: 1011051.92\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1012399.74\tOld objective: 1011786.57\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1012917.77\tOld objective: 1012399.74\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1013357.05\tOld objective: 1012917.77\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 84:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 640712.44\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 821977.20\tOld objective: 640712.44\tImprovement: 0.28291"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 880636.48\tOld objective: 821977.20\tImprovement: 0.07136"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 906677.38\tOld objective: 880636.48\tImprovement: 0.02957"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 920815.31\tOld objective: 906677.38\tImprovement: 0.01559"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 929446.86\tOld objective: 920815.31\tImprovement: 0.00937"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 935130.07\tOld objective: 929446.86\tImprovement: 0.00611"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 939109.53\tOld objective: 935130.07\tImprovement: 0.00426"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 942059.00\tOld objective: 939109.53\tImprovement: 0.00314"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 944289.78\tOld objective: 942059.00\tImprovement: 0.00237"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 946021.08\tOld objective: 944289.78\tImprovement: 0.00183"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 947389.78\tOld objective: 946021.08\tImprovement: 0.00145"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 948501.33\tOld objective: 947389.78\tImprovement: 0.00117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 949410.71\tOld objective: 948501.33\tImprovement: 0.00096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 950162.22\tOld objective: 949410.71\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 950795.70\tOld objective: 950162.22\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 951341.39\tOld objective: 950795.70\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 951811.85\tOld objective: 951341.39\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 85:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 726636.90\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 910289.88\tOld objective: 726636.90\tImprovement: 0.25274"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 968889.33\tOld objective: 910289.88\tImprovement: 0.06437"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 994811.45\tOld objective: 968889.33\tImprovement: 0.02675"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1008865.29\tOld objective: 994811.45\tImprovement: 0.01413"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1017405.00\tOld objective: 1008865.29\tImprovement: 0.00846"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1023017.58\tOld objective: 1017405.00\tImprovement: 0.00552"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1026945.28\tOld objective: 1023017.58\tImprovement: 0.00384"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1029825.36\tOld objective: 1026945.28\tImprovement: 0.00280"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1031982.75\tOld objective: 1029825.36\tImprovement: 0.00209"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1033667.38\tOld objective: 1031982.75\tImprovement: 0.00163"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1035006.31\tOld objective: 1033667.38\tImprovement: 0.00130"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1036093.28\tOld objective: 1035006.31\tImprovement: 0.00105"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1036990.52\tOld objective: 1036093.28\tImprovement: 0.00087"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1037745.84\tOld objective: 1036990.52\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1038383.92\tOld objective: 1037745.84\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1038916.34\tOld objective: 1038383.92\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1039373.30\tOld objective: 1038916.34\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 86:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 718872.49\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 906610.54\tOld objective: 718872.49\tImprovement: 0.26116"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 967504.43\tOld objective: 906610.54\tImprovement: 0.06717"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 994568.17\tOld objective: 967504.43\tImprovement: 0.02797"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1009234.14\tOld objective: 994568.17\tImprovement: 0.01475"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1018139.15\tOld objective: 1009234.14\tImprovement: 0.00882"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1024000.95\tOld objective: 1018139.15\tImprovement: 0.00576"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1028071.76\tOld objective: 1024000.95\tImprovement: 0.00398"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1031030.16\tOld objective: 1028071.76\tImprovement: 0.00288"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1033282.64\tOld objective: 1031030.16\tImprovement: 0.00218"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1035060.97\tOld objective: 1033282.64\tImprovement: 0.00172"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1036473.83\tOld objective: 1035060.97\tImprovement: 0.00137"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1037618.05\tOld objective: 1036473.83\tImprovement: 0.00110"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1038547.46\tOld objective: 1037618.05\tImprovement: 0.00090"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1039317.95\tOld objective: 1038547.46\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1039979.75\tOld objective: 1039317.95\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1040543.29\tOld objective: 1039979.75\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1041026.72\tOld objective: 1040543.29\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 87:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 667828.97\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 851017.64\tOld objective: 667828.97\tImprovement: 0.27430"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 910178.04\tOld objective: 851017.64\tImprovement: 0.06952"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 936404.82\tOld objective: 910178.04\tImprovement: 0.02882"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 950629.63\tOld objective: 936404.82\tImprovement: 0.01519"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 959333.65\tOld objective: 950629.63\tImprovement: 0.00916"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 965098.13\tOld objective: 959333.65\tImprovement: 0.00601"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 969124.23\tOld objective: 965098.13\tImprovement: 0.00417"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 972058.31\tOld objective: 969124.23\tImprovement: 0.00303"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 974278.82\tOld objective: 972058.31\tImprovement: 0.00228"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 975994.68\tOld objective: 974278.82\tImprovement: 0.00176"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 977347.15\tOld objective: 975994.68\tImprovement: 0.00139"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 978461.22\tOld objective: 977347.15\tImprovement: 0.00114"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 979383.47\tOld objective: 978461.22\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 980140.26\tOld objective: 979383.47\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 980783.20\tOld objective: 980140.26\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 981337.39\tOld objective: 980783.20\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 981806.83\tOld objective: 981337.39\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 88:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 665485.31\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 851217.44\tOld objective: 665485.31\tImprovement: 0.27909"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 911388.99\tOld objective: 851217.44\tImprovement: 0.07069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 938167.16\tOld objective: 911388.99\tImprovement: 0.02938"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 952741.95\tOld objective: 938167.16\tImprovement: 0.01554"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 961628.42\tOld objective: 952741.95\tImprovement: 0.00933"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 967478.95\tOld objective: 961628.42\tImprovement: 0.00608"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 971531.56\tOld objective: 967478.95\tImprovement: 0.00419"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 974479.86\tOld objective: 971531.56\tImprovement: 0.00303"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 976727.34\tOld objective: 974479.86\tImprovement: 0.00231"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 978481.01\tOld objective: 976727.34\tImprovement: 0.00180"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 979869.38\tOld objective: 978481.01\tImprovement: 0.00142"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 980983.75\tOld objective: 979869.38\tImprovement: 0.00114"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 981897.47\tOld objective: 980983.75\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 982677.78\tOld objective: 981897.47\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 983347.67\tOld objective: 982677.78\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 983922.09\tOld objective: 983347.67\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 984409.75\tOld objective: 983922.09\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 89:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 662351.10\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 844918.31\tOld objective: 662351.10\tImprovement: 0.27564"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 903910.87\tOld objective: 844918.31\tImprovement: 0.06982"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 929977.40\tOld objective: 903910.87\tImprovement: 0.02884"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 944080.86\tOld objective: 929977.40\tImprovement: 0.01517"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 952660.55\tOld objective: 944080.86\tImprovement: 0.00909"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 958283.53\tOld objective: 952660.55\tImprovement: 0.00590"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 962211.10\tOld objective: 958283.53\tImprovement: 0.00410"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 965079.56\tOld objective: 962211.10\tImprovement: 0.00298"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 967242.32\tOld objective: 965079.56\tImprovement: 0.00224"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 968934.77\tOld objective: 967242.32\tImprovement: 0.00175"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 970286.84\tOld objective: 968934.77\tImprovement: 0.00140"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 971376.75\tOld objective: 970286.84\tImprovement: 0.00112"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 972263.13\tOld objective: 971376.75\tImprovement: 0.00091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 972996.95\tOld objective: 972263.13\tImprovement: 0.00075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 973610.82\tOld objective: 972996.95\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 974136.58\tOld objective: 973610.82\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 974591.89\tOld objective: 974136.58\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 90:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 726108.24\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 912197.92\tOld objective: 726108.24\tImprovement: 0.25628"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 971681.09\tOld objective: 912197.92\tImprovement: 0.06521"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 997882.66\tOld objective: 971681.09\tImprovement: 0.02697"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1012052.77\tOld objective: 997882.66\tImprovement: 0.01420"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1020636.27\tOld objective: 1012052.77\tImprovement: 0.00848"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1026294.88\tOld objective: 1020636.27\tImprovement: 0.00554"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1030226.75\tOld objective: 1026294.88\tImprovement: 0.00383"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1033074.96\tOld objective: 1030226.75\tImprovement: 0.00276"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1035224.63\tOld objective: 1033074.96\tImprovement: 0.00208"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1036913.68\tOld objective: 1035224.63\tImprovement: 0.00163"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1038241.76\tOld objective: 1036913.68\tImprovement: 0.00128"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1039316.45\tOld objective: 1038241.76\tImprovement: 0.00104"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1040202.81\tOld objective: 1039316.45\tImprovement: 0.00085"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1040946.09\tOld objective: 1040202.81\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1041571.23\tOld objective: 1040946.09\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1042111.95\tOld objective: 1041571.23\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1042582.16\tOld objective: 1042111.95\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 91:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 752845.04\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 939696.85\tOld objective: 752845.04\tImprovement: 0.24819"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 999629.62\tOld objective: 939696.85\tImprovement: 0.06378"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1026170.93\tOld objective: 999629.62\tImprovement: 0.02655"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1040630.50\tOld objective: 1026170.93\tImprovement: 0.01409"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1049425.09\tOld objective: 1040630.50\tImprovement: 0.00845"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1055185.98\tOld objective: 1049425.09\tImprovement: 0.00549"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1059224.77\tOld objective: 1055185.98\tImprovement: 0.00383"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1062181.88\tOld objective: 1059224.77\tImprovement: 0.00279"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1064423.27\tOld objective: 1062181.88\tImprovement: 0.00211"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1066162.54\tOld objective: 1064423.27\tImprovement: 0.00163"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1067547.62\tOld objective: 1066162.54\tImprovement: 0.00130"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1068670.04\tOld objective: 1067547.62\tImprovement: 0.00105"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1069596.03\tOld objective: 1068670.04\tImprovement: 0.00087"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1070367.77\tOld objective: 1069596.03\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1071017.56\tOld objective: 1070367.77\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1071567.77\tOld objective: 1071017.56\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1072026.12\tOld objective: 1071567.77\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 92:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 724829.15\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 911208.42\tOld objective: 724829.15\tImprovement: 0.25714"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 970680.43\tOld objective: 911208.42\tImprovement: 0.06527"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 996807.59\tOld objective: 970680.43\tImprovement: 0.02692"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1010831.08\tOld objective: 996807.59\tImprovement: 0.01407"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1019328.96\tOld objective: 1010831.08\tImprovement: 0.00841"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1024907.32\tOld objective: 1019328.96\tImprovement: 0.00547"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1028826.88\tOld objective: 1024907.32\tImprovement: 0.00382"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1031682.70\tOld objective: 1028826.88\tImprovement: 0.00278"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1033820.84\tOld objective: 1031682.70\tImprovement: 0.00207"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1035476.59\tOld objective: 1033820.84\tImprovement: 0.00160"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1036799.00\tOld objective: 1035476.59\tImprovement: 0.00128"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1037862.01\tOld objective: 1036799.00\tImprovement: 0.00103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1038723.47\tOld objective: 1037862.01\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1039448.50\tOld objective: 1038723.47\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1040063.57\tOld objective: 1039448.50\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1040577.82\tOld objective: 1040063.57\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 93:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 660048.13\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 843977.21\tOld objective: 660048.13\tImprovement: 0.27866"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 903199.68\tOld objective: 843977.21\tImprovement: 0.07017"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 929298.75\tOld objective: 903199.68\tImprovement: 0.02890"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 943422.02\tOld objective: 929298.75\tImprovement: 0.01520"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 952032.78\tOld objective: 943422.02\tImprovement: 0.00913"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 957692.94\tOld objective: 952032.78\tImprovement: 0.00595"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 961623.99\tOld objective: 957692.94\tImprovement: 0.00410"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 964509.56\tOld objective: 961623.99\tImprovement: 0.00300"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 966668.15\tOld objective: 964509.56\tImprovement: 0.00224"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 968336.72\tOld objective: 966668.15\tImprovement: 0.00173"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 969672.25\tOld objective: 968336.72\tImprovement: 0.00138"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 970747.32\tOld objective: 969672.25\tImprovement: 0.00111"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 971624.05\tOld objective: 970747.32\tImprovement: 0.00090"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 972353.62\tOld objective: 971624.05\tImprovement: 0.00075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 972976.41\tOld objective: 972353.62\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 973526.75\tOld objective: 972976.41\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 974010.32\tOld objective: 973526.75\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 94:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 748714.57\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 936480.72\tOld objective: 748714.57\tImprovement: 0.25078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 996999.30\tOld objective: 936480.72\tImprovement: 0.06462"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1023819.15\tOld objective: 996999.30\tImprovement: 0.02690"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1038384.11\tOld objective: 1023819.15\tImprovement: 0.01423"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1047277.79\tOld objective: 1038384.11\tImprovement: 0.00856"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1053155.52\tOld objective: 1047277.79\tImprovement: 0.00561"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1057249.57\tOld objective: 1053155.52\tImprovement: 0.00389"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1060251.48\tOld objective: 1057249.57\tImprovement: 0.00284"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1062532.59\tOld objective: 1060251.48\tImprovement: 0.00215"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1064294.99\tOld objective: 1062532.59\tImprovement: 0.00166"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1065694.97\tOld objective: 1064294.99\tImprovement: 0.00132"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1066836.54\tOld objective: 1065694.97\tImprovement: 0.00107"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1067775.57\tOld objective: 1066836.54\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1068569.16\tOld objective: 1067775.57\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1069239.95\tOld objective: 1068569.16\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1069809.17\tOld objective: 1069239.95\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1070298.98\tOld objective: 1069809.17\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 95:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 614091.14\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 793095.19\tOld objective: 614091.14\tImprovement: 0.29149"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 850564.47\tOld objective: 793095.19\tImprovement: 0.07246"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 875861.37\tOld objective: 850564.47\tImprovement: 0.02974"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 889524.27\tOld objective: 875861.37\tImprovement: 0.01560"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 897820.89\tOld objective: 889524.27\tImprovement: 0.00933"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 903277.04\tOld objective: 897820.89\tImprovement: 0.00608"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 907099.92\tOld objective: 903277.04\tImprovement: 0.00423"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 909874.27\tOld objective: 907099.92\tImprovement: 0.00306"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 911976.75\tOld objective: 909874.27\tImprovement: 0.00231"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 913634.80\tOld objective: 911976.75\tImprovement: 0.00182"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 914957.09\tOld objective: 913634.80\tImprovement: 0.00145"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 916023.17\tOld objective: 914957.09\tImprovement: 0.00117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 916898.31\tOld objective: 916023.17\tImprovement: 0.00096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 917634.56\tOld objective: 916898.31\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 918248.31\tOld objective: 917634.56\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 918769.84\tOld objective: 918248.31\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 919223.29\tOld objective: 918769.84\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 96:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 715775.26\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 899149.74\tOld objective: 715775.26\tImprovement: 0.25619"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 958262.55\tOld objective: 899149.74\tImprovement: 0.06574"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 984345.26\tOld objective: 958262.55\tImprovement: 0.02722"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 998452.44\tOld objective: 984345.26\tImprovement: 0.01433"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1007015.63\tOld objective: 998452.44\tImprovement: 0.00858"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1012629.42\tOld objective: 1007015.63\tImprovement: 0.00557"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1016547.95\tOld objective: 1012629.42\tImprovement: 0.00387"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1019423.61\tOld objective: 1016547.95\tImprovement: 0.00283"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1021598.13\tOld objective: 1019423.61\tImprovement: 0.00213"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1023285.03\tOld objective: 1021598.13\tImprovement: 0.00165"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1024627.97\tOld objective: 1023285.03\tImprovement: 0.00131"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1025713.31\tOld objective: 1024627.97\tImprovement: 0.00106"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1026606.33\tOld objective: 1025713.31\tImprovement: 0.00087"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1027369.80\tOld objective: 1026606.33\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1028028.74\tOld objective: 1027369.80\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1028594.58\tOld objective: 1028028.74\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1029070.82\tOld objective: 1028594.58\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 97:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 704614.26\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 889610.19\tOld objective: 704614.26\tImprovement: 0.26255"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 948216.05\tOld objective: 889610.19\tImprovement: 0.06588"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 973852.22\tOld objective: 948216.05\tImprovement: 0.02704"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 987674.19\tOld objective: 973852.22\tImprovement: 0.01419"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 996039.83\tOld objective: 987674.19\tImprovement: 0.00847"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1001532.20\tOld objective: 996039.83\tImprovement: 0.00551"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1005368.64\tOld objective: 1001532.20\tImprovement: 0.00383"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1008152.01\tOld objective: 1005368.64\tImprovement: 0.00277"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1010257.80\tOld objective: 1008152.01\tImprovement: 0.00209"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1011892.46\tOld objective: 1010257.80\tImprovement: 0.00162"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1013187.82\tOld objective: 1011892.46\tImprovement: 0.00128"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1014233.91\tOld objective: 1013187.82\tImprovement: 0.00103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1015083.73\tOld objective: 1014233.91\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1015797.44\tOld objective: 1015083.73\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1016414.67\tOld objective: 1015797.44\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1016947.57\tOld objective: 1016414.67\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1017395.00\tOld objective: 1016947.57\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 98:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 705183.19\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 889250.28\tOld objective: 705183.19\tImprovement: 0.26102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 948070.33\tOld objective: 889250.28\tImprovement: 0.06615"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 973906.50\tOld objective: 948070.33\tImprovement: 0.02725"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 987807.47\tOld objective: 973906.50\tImprovement: 0.01427"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 996207.22\tOld objective: 987807.47\tImprovement: 0.00850"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1001714.67\tOld objective: 996207.22\tImprovement: 0.00553"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1005558.13\tOld objective: 1001714.67\tImprovement: 0.00384"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1008354.57\tOld objective: 1005558.13\tImprovement: 0.00278"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1010456.14\tOld objective: 1008354.57\tImprovement: 0.00208"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1012101.55\tOld objective: 1010456.14\tImprovement: 0.00163"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1013410.05\tOld objective: 1012101.55\tImprovement: 0.00129"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1014472.19\tOld objective: 1013410.05\tImprovement: 0.00105"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1015365.90\tOld objective: 1014472.19\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1016111.87\tOld objective: 1015365.90\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1016743.39\tOld objective: 1016111.87\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1017278.11\tOld objective: 1016743.39\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1017731.10\tOld objective: 1017278.11\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 99:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 663488.30\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 844812.31\tOld objective: 663488.30\tImprovement: 0.27329"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 902840.47\tOld objective: 844812.31\tImprovement: 0.06869"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 928386.05\tOld objective: 902840.47\tImprovement: 0.02829"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 942203.43\tOld objective: 928386.05\tImprovement: 0.01488"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 950601.94\tOld objective: 942203.43\tImprovement: 0.00891"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 956129.55\tOld objective: 950601.94\tImprovement: 0.00581"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 959990.23\tOld objective: 956129.55\tImprovement: 0.00404"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 962810.89\tOld objective: 959990.23\tImprovement: 0.00294"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 964966.81\tOld objective: 962810.89\tImprovement: 0.00224"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 966646.30\tOld objective: 964966.81\tImprovement: 0.00174"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 967977.72\tOld objective: 966646.30\tImprovement: 0.00138"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 969058.11\tOld objective: 967977.72\tImprovement: 0.00112"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 969955.64\tOld objective: 969058.11\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 970707.24\tOld objective: 969955.64\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 971324.72\tOld objective: 970707.24\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 971851.16\tOld objective: 971324.72\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 972302.05\tOld objective: 971851.16\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 100:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 719905.92\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 903939.86\tOld objective: 719905.92\tImprovement: 0.25564"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 962637.68\tOld objective: 903939.86\tImprovement: 0.06494"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 988434.40\tOld objective: 962637.68\tImprovement: 0.02680"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1002350.06\tOld objective: 988434.40\tImprovement: 0.01408"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1010772.24\tOld objective: 1002350.06\tImprovement: 0.00840"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1016298.42\tOld objective: 1010772.24\tImprovement: 0.00547"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1020122.71\tOld objective: 1016298.42\tImprovement: 0.00376"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1022915.68\tOld objective: 1020122.71\tImprovement: 0.00274"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1025054.27\tOld objective: 1022915.68\tImprovement: 0.00209"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1026702.21\tOld objective: 1025054.27\tImprovement: 0.00161"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1028006.48\tOld objective: 1026702.21\tImprovement: 0.00127"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1029070.29\tOld objective: 1028006.48\tImprovement: 0.00103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1029932.84\tOld objective: 1029070.29\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1030642.61\tOld objective: 1029932.84\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1031249.39\tOld objective: 1030642.61\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1031776.26\tOld objective: 1031249.39\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1032231.04\tOld objective: 1031776.26\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 101:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 685988.27\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 866656.29\tOld objective: 685988.27\tImprovement: 0.26337"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 924297.82\tOld objective: 866656.29\tImprovement: 0.06651"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 949636.71\tOld objective: 924297.82\tImprovement: 0.02741"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 963334.73\tOld objective: 949636.71\tImprovement: 0.01442"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 971668.49\tOld objective: 963334.73\tImprovement: 0.00865"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 977134.22\tOld objective: 971668.49\tImprovement: 0.00563"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 980966.82\tOld objective: 977134.22\tImprovement: 0.00392"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 983770.73\tOld objective: 980966.82\tImprovement: 0.00286"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 985856.59\tOld objective: 983770.73\tImprovement: 0.00212"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 987457.68\tOld objective: 985856.59\tImprovement: 0.00162"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 988726.73\tOld objective: 987457.68\tImprovement: 0.00129"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 989759.61\tOld objective: 988726.73\tImprovement: 0.00104"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 990612.81\tOld objective: 989759.61\tImprovement: 0.00086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 991323.91\tOld objective: 990612.81\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 991920.00\tOld objective: 991323.91\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 992428.54\tOld objective: 991920.00\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 992875.16\tOld objective: 992428.54\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 102:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 757921.85\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 943393.59\tOld objective: 757921.85\tImprovement: 0.24471"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1002223.17\tOld objective: 943393.59\tImprovement: 0.06236"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1028104.48\tOld objective: 1002223.17\tImprovement: 0.02582"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1042062.00\tOld objective: 1028104.48\tImprovement: 0.01358"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1050476.17\tOld objective: 1042062.00\tImprovement: 0.00807"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1056004.52\tOld objective: 1050476.17\tImprovement: 0.00526"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1059845.07\tOld objective: 1056004.52\tImprovement: 0.00364"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1062650.28\tOld objective: 1059845.07\tImprovement: 0.00265"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1064766.35\tOld objective: 1062650.28\tImprovement: 0.00199"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1066388.28\tOld objective: 1064766.35\tImprovement: 0.00152"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1067675.82\tOld objective: 1066388.28\tImprovement: 0.00121"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1068720.37\tOld objective: 1067675.82\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1069578.36\tOld objective: 1068720.37\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1070293.98\tOld objective: 1069578.36\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1070903.82\tOld objective: 1070293.98\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1071424.25\tOld objective: 1070903.82\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 103:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 758081.88\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 941177.66\tOld objective: 758081.88\tImprovement: 0.24153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 999608.13\tOld objective: 941177.66\tImprovement: 0.06208"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1025301.74\tOld objective: 999608.13\tImprovement: 0.02570"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1039197.91\tOld objective: 1025301.74\tImprovement: 0.01355"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1047628.93\tOld objective: 1039197.91\tImprovement: 0.00811"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1053166.82\tOld objective: 1047628.93\tImprovement: 0.00529"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1057013.73\tOld objective: 1053166.82\tImprovement: 0.00365"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1059818.68\tOld objective: 1057013.73\tImprovement: 0.00265"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1061929.58\tOld objective: 1059818.68\tImprovement: 0.00199"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1063557.55\tOld objective: 1061929.58\tImprovement: 0.00153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1064858.02\tOld objective: 1063557.55\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1065915.04\tOld objective: 1064858.02\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1066779.30\tOld objective: 1065915.04\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1067493.27\tOld objective: 1066779.30\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1068111.96\tOld objective: 1067493.27\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1068643.98\tOld objective: 1068111.96\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 104:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 764386.82\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 948617.18\tOld objective: 764386.82\tImprovement: 0.24102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1007129.79\tOld objective: 948617.18\tImprovement: 0.06168"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1032858.96\tOld objective: 1007129.79\tImprovement: 0.02555"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1046755.19\tOld objective: 1032858.96\tImprovement: 0.01345"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1055172.31\tOld objective: 1046755.19\tImprovement: 0.00804"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1060689.13\tOld objective: 1055172.31\tImprovement: 0.00523"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1064529.79\tOld objective: 1060689.13\tImprovement: 0.00362"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1067337.02\tOld objective: 1064529.79\tImprovement: 0.00264"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1069459.43\tOld objective: 1067337.02\tImprovement: 0.00199"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1071105.62\tOld objective: 1069459.43\tImprovement: 0.00154"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1072418.21\tOld objective: 1071105.62\tImprovement: 0.00123"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1073476.98\tOld objective: 1072418.21\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1074346.00\tOld objective: 1073476.98\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1075067.14\tOld objective: 1074346.00\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1075678.17\tOld objective: 1075067.14\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1076202.58\tOld objective: 1075678.17\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 105:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 741097.83\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 924712.01\tOld objective: 741097.83\tImprovement: 0.24776"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 983097.17\tOld objective: 924712.01\tImprovement: 0.06314"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1008824.40\tOld objective: 983097.17\tImprovement: 0.02617"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1022746.59\tOld objective: 1008824.40\tImprovement: 0.01380"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1031193.54\tOld objective: 1022746.59\tImprovement: 0.00826"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1036742.94\tOld objective: 1031193.54\tImprovement: 0.00538"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1040615.36\tOld objective: 1036742.94\tImprovement: 0.00374"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1043406.66\tOld objective: 1040615.36\tImprovement: 0.00268"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1045497.93\tOld objective: 1043406.66\tImprovement: 0.00200"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1047136.02\tOld objective: 1045497.93\tImprovement: 0.00157"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1048441.32\tOld objective: 1047136.02\tImprovement: 0.00125"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1049503.26\tOld objective: 1048441.32\tImprovement: 0.00101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1050377.01\tOld objective: 1049503.26\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1051110.77\tOld objective: 1050377.01\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1051735.90\tOld objective: 1051110.77\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1052275.29\tOld objective: 1051735.90\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1052727.79\tOld objective: 1052275.29\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 106:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 762098.59\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 947234.27\tOld objective: 762098.59\tImprovement: 0.24293"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1006655.92\tOld objective: 947234.27\tImprovement: 0.06273"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1032906.53\tOld objective: 1006655.92\tImprovement: 0.02608"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1047101.08\tOld objective: 1032906.53\tImprovement: 0.01374"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1055679.37\tOld objective: 1047101.08\tImprovement: 0.00819"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1061335.17\tOld objective: 1055679.37\tImprovement: 0.00536"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1065302.88\tOld objective: 1061335.17\tImprovement: 0.00374"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1068206.51\tOld objective: 1065302.88\tImprovement: 0.00273"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1070403.58\tOld objective: 1068206.51\tImprovement: 0.00206"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1072094.04\tOld objective: 1070403.58\tImprovement: 0.00158"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1073442.17\tOld objective: 1072094.04\tImprovement: 0.00126"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1074532.08\tOld objective: 1073442.17\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1075426.14\tOld objective: 1074532.08\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1076165.25\tOld objective: 1075426.14\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1076794.34\tOld objective: 1076165.25\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1077327.28\tOld objective: 1076794.34\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 107:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 725494.43\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 908690.94\tOld objective: 725494.43\tImprovement: 0.25251"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 966759.43\tOld objective: 908690.94\tImprovement: 0.06390"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 992239.79\tOld objective: 966759.43\tImprovement: 0.02636"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1005990.64\tOld objective: 992239.79\tImprovement: 0.01386"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1014288.21\tOld objective: 1005990.64\tImprovement: 0.00825"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1019684.46\tOld objective: 1014288.21\tImprovement: 0.00532"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1023434.52\tOld objective: 1019684.46\tImprovement: 0.00368"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1026159.60\tOld objective: 1023434.52\tImprovement: 0.00266"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1028214.81\tOld objective: 1026159.60\tImprovement: 0.00200"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1029824.75\tOld objective: 1028214.81\tImprovement: 0.00157"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1031108.72\tOld objective: 1029824.75\tImprovement: 0.00125"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1032153.80\tOld objective: 1031108.72\tImprovement: 0.00101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1033034.39\tOld objective: 1032153.80\tImprovement: 0.00085"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1033772.01\tOld objective: 1033034.39\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1034390.52\tOld objective: 1033772.01\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1034917.38\tOld objective: 1034390.52\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1035360.77\tOld objective: 1034917.38\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 108:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 741688.57\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 924640.66\tOld objective: 741688.57\tImprovement: 0.24667"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 982834.99\tOld objective: 924640.66\tImprovement: 0.06294"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1008299.98\tOld objective: 982834.99\tImprovement: 0.02591"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1022062.75\tOld objective: 1008299.98\tImprovement: 0.01365"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1030419.31\tOld objective: 1022062.75\tImprovement: 0.00818"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1035869.79\tOld objective: 1030419.31\tImprovement: 0.00529"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1039652.46\tOld objective: 1035869.79\tImprovement: 0.00365"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1042391.38\tOld objective: 1039652.46\tImprovement: 0.00263"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1044461.39\tOld objective: 1042391.38\tImprovement: 0.00199"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1046057.88\tOld objective: 1044461.39\tImprovement: 0.00153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1047332.86\tOld objective: 1046057.88\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1048376.63\tOld objective: 1047332.86\tImprovement: 0.00100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1049236.36\tOld objective: 1048376.63\tImprovement: 0.00082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1049943.96\tOld objective: 1049236.36\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1050535.16\tOld objective: 1049943.96\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1051049.96\tOld objective: 1050535.16\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 109:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 779584.95\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 962953.12\tOld objective: 779584.95\tImprovement: 0.23521"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1020963.13\tOld objective: 962953.12\tImprovement: 0.06024"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1046421.37\tOld objective: 1020963.13\tImprovement: 0.02494"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1060173.67\tOld objective: 1046421.37\tImprovement: 0.01314"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1068568.26\tOld objective: 1060173.67\tImprovement: 0.00792"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1074099.31\tOld objective: 1068568.26\tImprovement: 0.00518"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1077975.31\tOld objective: 1074099.31\tImprovement: 0.00361"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1080809.29\tOld objective: 1077975.31\tImprovement: 0.00263"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1082931.34\tOld objective: 1080809.29\tImprovement: 0.00196"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1084586.89\tOld objective: 1082931.34\tImprovement: 0.00153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1085906.91\tOld objective: 1084586.89\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1086961.14\tOld objective: 1085906.91\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1087830.84\tOld objective: 1086961.14\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1088569.20\tOld objective: 1087830.84\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1089189.53\tOld objective: 1088569.20\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1089714.15\tOld objective: 1089189.53\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 110:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 747186.93\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 931252.22\tOld objective: 747186.93\tImprovement: 0.24634"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 989022.38\tOld objective: 931252.22\tImprovement: 0.06203"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1014157.07\tOld objective: 989022.38\tImprovement: 0.02541"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1027675.01\tOld objective: 1014157.07\tImprovement: 0.01333"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1035827.07\tOld objective: 1027675.01\tImprovement: 0.00793"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1041184.45\tOld objective: 1035827.07\tImprovement: 0.00517"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1044928.42\tOld objective: 1041184.45\tImprovement: 0.00360"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1047627.52\tOld objective: 1044928.42\tImprovement: 0.00258"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1049676.00\tOld objective: 1047627.52\tImprovement: 0.00196"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1051281.41\tOld objective: 1049676.00\tImprovement: 0.00153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1052575.83\tOld objective: 1051281.41\tImprovement: 0.00123"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1053624.63\tOld objective: 1052575.83\tImprovement: 0.00100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1054469.25\tOld objective: 1053624.63\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1055164.46\tOld objective: 1054469.25\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1055756.68\tOld objective: 1055164.46\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1056248.04\tOld objective: 1055756.68\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 111:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 803622.87\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 991513.83\tOld objective: 803622.87\tImprovement: 0.23380"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1051097.04\tOld objective: 991513.83\tImprovement: 0.06009"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1077218.50\tOld objective: 1051097.04\tImprovement: 0.02485"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1091297.57\tOld objective: 1077218.50\tImprovement: 0.01307"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1099807.09\tOld objective: 1091297.57\tImprovement: 0.00780"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1105355.48\tOld objective: 1099807.09\tImprovement: 0.00504"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1109213.41\tOld objective: 1105355.48\tImprovement: 0.00349"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1112033.84\tOld objective: 1109213.41\tImprovement: 0.00254"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1114164.25\tOld objective: 1112033.84\tImprovement: 0.00192"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1115809.77\tOld objective: 1114164.25\tImprovement: 0.00148"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1117101.15\tOld objective: 1115809.77\tImprovement: 0.00116"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1118164.74\tOld objective: 1117101.15\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1119056.66\tOld objective: 1118164.74\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1119808.94\tOld objective: 1119056.66\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1120436.46\tOld objective: 1119808.94\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1120971.59\tOld objective: 1120436.46\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 112:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 754646.28\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 936626.72\tOld objective: 754646.28\tImprovement: 0.24115"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 994564.91\tOld objective: 936626.72\tImprovement: 0.06186"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1020046.01\tOld objective: 994564.91\tImprovement: 0.02562"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1033802.99\tOld objective: 1020046.01\tImprovement: 0.01349"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1042134.10\tOld objective: 1033802.99\tImprovement: 0.00806"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1047625.84\tOld objective: 1042134.10\tImprovement: 0.00527"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1051478.64\tOld objective: 1047625.84\tImprovement: 0.00368"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1054281.27\tOld objective: 1051478.64\tImprovement: 0.00267"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1056388.42\tOld objective: 1054281.27\tImprovement: 0.00200"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1058036.74\tOld objective: 1056388.42\tImprovement: 0.00156"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1059351.77\tOld objective: 1058036.74\tImprovement: 0.00124"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1060410.21\tOld objective: 1059351.77\tImprovement: 0.00100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1061263.82\tOld objective: 1060410.21\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1061967.68\tOld objective: 1061263.82\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1062564.31\tOld objective: 1061967.68\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1063079.05\tOld objective: 1062564.31\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 113:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 685326.39\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 864616.29\tOld objective: 685326.39\tImprovement: 0.26161"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 921394.34\tOld objective: 864616.29\tImprovement: 0.06567"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 946241.60\tOld objective: 921394.34\tImprovement: 0.02697"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 959587.53\tOld objective: 946241.60\tImprovement: 0.01410"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 967639.05\tOld objective: 959587.53\tImprovement: 0.00839"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 972922.31\tOld objective: 967639.05\tImprovement: 0.00546"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 976607.33\tOld objective: 972922.31\tImprovement: 0.00379"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 979294.60\tOld objective: 976607.33\tImprovement: 0.00275"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 981303.98\tOld objective: 979294.60\tImprovement: 0.00205"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 982858.99\tOld objective: 981303.98\tImprovement: 0.00158"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 984102.02\tOld objective: 982858.99\tImprovement: 0.00126"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 985121.16\tOld objective: 984102.02\tImprovement: 0.00104"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 985963.92\tOld objective: 985121.16\tImprovement: 0.00086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 986660.93\tOld objective: 985963.92\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 987247.77\tOld objective: 986660.93\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 987743.95\tOld objective: 987247.77\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 988163.42\tOld objective: 987743.95\tImprovement: 0.00042"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 114:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 708961.22\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 888608.84\tOld objective: 708961.22\tImprovement: 0.25340"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 945548.18\tOld objective: 888608.84\tImprovement: 0.06408"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 970421.27\tOld objective: 945548.18\tImprovement: 0.02631"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 983815.56\tOld objective: 970421.27\tImprovement: 0.01380"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 991977.84\tOld objective: 983815.56\tImprovement: 0.00830"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 997378.22\tOld objective: 991977.84\tImprovement: 0.00544"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1001145.05\tOld objective: 997378.22\tImprovement: 0.00378"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1003879.79\tOld objective: 1001145.05\tImprovement: 0.00273"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1005948.60\tOld objective: 1003879.79\tImprovement: 0.00206"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1007561.45\tOld objective: 1005948.60\tImprovement: 0.00160"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1008832.10\tOld objective: 1007561.45\tImprovement: 0.00126"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1009864.71\tOld objective: 1008832.10\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1010724.37\tOld objective: 1009864.71\tImprovement: 0.00085"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1011449.01\tOld objective: 1010724.37\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1012049.58\tOld objective: 1011449.01\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1012561.58\tOld objective: 1012049.58\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1013004.93\tOld objective: 1012561.58\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 115:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 770233.98\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 955030.27\tOld objective: 770233.98\tImprovement: 0.23992"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1013710.50\tOld objective: 955030.27\tImprovement: 0.06144"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1039323.22\tOld objective: 1013710.50\tImprovement: 0.02527"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1053087.04\tOld objective: 1039323.22\tImprovement: 0.01324"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1061388.58\tOld objective: 1053087.04\tImprovement: 0.00788"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1066816.83\tOld objective: 1061388.58\tImprovement: 0.00511"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1070598.41\tOld objective: 1066816.83\tImprovement: 0.00354"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1073379.23\tOld objective: 1070598.41\tImprovement: 0.00260"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1075477.23\tOld objective: 1073379.23\tImprovement: 0.00195"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1077096.35\tOld objective: 1075477.23\tImprovement: 0.00151"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1078377.00\tOld objective: 1077096.35\tImprovement: 0.00119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1079414.30\tOld objective: 1078377.00\tImprovement: 0.00096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1080272.96\tOld objective: 1079414.30\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1080997.61\tOld objective: 1080272.96\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1081606.30\tOld objective: 1080997.61\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1082110.48\tOld objective: 1081606.30\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 116:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 699831.83\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 880552.98\tOld objective: 699831.83\tImprovement: 0.25824"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 937672.08\tOld objective: 880552.98\tImprovement: 0.06487"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 962635.17\tOld objective: 937672.08\tImprovement: 0.02662"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 976065.66\tOld objective: 962635.17\tImprovement: 0.01395"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 984204.20\tOld objective: 976065.66\tImprovement: 0.00834"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 989546.03\tOld objective: 984204.20\tImprovement: 0.00543"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 993289.02\tOld objective: 989546.03\tImprovement: 0.00378"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 996035.05\tOld objective: 993289.02\tImprovement: 0.00276"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 998101.82\tOld objective: 996035.05\tImprovement: 0.00207"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 999707.90\tOld objective: 998101.82\tImprovement: 0.00161"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1000987.32\tOld objective: 999707.90\tImprovement: 0.00128"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1002023.85\tOld objective: 1000987.32\tImprovement: 0.00104"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1002872.43\tOld objective: 1002023.85\tImprovement: 0.00085"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1003567.04\tOld objective: 1002872.43\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1004157.23\tOld objective: 1003567.04\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1004662.91\tOld objective: 1004157.23\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1005101.06\tOld objective: 1004662.91\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 117:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 700440.31\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 880153.58\tOld objective: 700440.31\tImprovement: 0.25657"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 936897.01\tOld objective: 880153.58\tImprovement: 0.06447"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 961542.33\tOld objective: 936897.01\tImprovement: 0.02631"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 974760.35\tOld objective: 961542.33\tImprovement: 0.01375"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 982753.21\tOld objective: 974760.35\tImprovement: 0.00820"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 987997.81\tOld objective: 982753.21\tImprovement: 0.00534"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 991638.08\tOld objective: 987997.81\tImprovement: 0.00368"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 994304.47\tOld objective: 991638.08\tImprovement: 0.00269"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 996310.08\tOld objective: 994304.47\tImprovement: 0.00202"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 997864.85\tOld objective: 996310.08\tImprovement: 0.00156"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 999117.90\tOld objective: 997864.85\tImprovement: 0.00126"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1000140.87\tOld objective: 999117.90\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1000980.52\tOld objective: 1000140.87\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1001674.37\tOld objective: 1000980.52\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1002264.78\tOld objective: 1001674.37\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1002777.58\tOld objective: 1002264.78\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1003218.58\tOld objective: 1002777.58\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 118:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 803928.96\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 989084.93\tOld objective: 803928.96\tImprovement: 0.23031"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1047395.79\tOld objective: 989084.93\tImprovement: 0.05895"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1072882.41\tOld objective: 1047395.79\tImprovement: 0.02433"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1086602.54\tOld objective: 1072882.41\tImprovement: 0.01279"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1094912.93\tOld objective: 1086602.54\tImprovement: 0.00765"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1100353.99\tOld objective: 1094912.93\tImprovement: 0.00497"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1104138.20\tOld objective: 1100353.99\tImprovement: 0.00344"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1106898.93\tOld objective: 1104138.20\tImprovement: 0.00250"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1108990.05\tOld objective: 1106898.93\tImprovement: 0.00189"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1110624.03\tOld objective: 1108990.05\tImprovement: 0.00147"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1111929.52\tOld objective: 1110624.03\tImprovement: 0.00118"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1112999.06\tOld objective: 1111929.52\tImprovement: 0.00096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1113875.91\tOld objective: 1112999.06\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1114595.63\tOld objective: 1113875.91\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1115202.88\tOld objective: 1114595.63\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1115720.47\tOld objective: 1115202.88\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 119:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 746566.26\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 927374.68\tOld objective: 746566.26\tImprovement: 0.24219"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 984457.79\tOld objective: 927374.68\tImprovement: 0.06155"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1009366.78\tOld objective: 984457.79\tImprovement: 0.02530"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1022769.70\tOld objective: 1009366.78\tImprovement: 0.01328"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1030918.52\tOld objective: 1022769.70\tImprovement: 0.00797"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1036291.22\tOld objective: 1030918.52\tImprovement: 0.00521"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1040035.49\tOld objective: 1036291.22\tImprovement: 0.00361"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1042771.82\tOld objective: 1040035.49\tImprovement: 0.00263"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1044838.67\tOld objective: 1042771.82\tImprovement: 0.00198"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1046432.55\tOld objective: 1044838.67\tImprovement: 0.00153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1047694.31\tOld objective: 1046432.55\tImprovement: 0.00121"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1048715.16\tOld objective: 1047694.31\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1049566.12\tOld objective: 1048715.16\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1050268.41\tOld objective: 1049566.12\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1050854.45\tOld objective: 1050268.41\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1051355.74\tOld objective: 1050854.45\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 120:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 775209.56\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 960173.66\tOld objective: 775209.56\tImprovement: 0.23860"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1018656.93\tOld objective: 960173.66\tImprovement: 0.06091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1044136.37\tOld objective: 1018656.93\tImprovement: 0.02501"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1057836.27\tOld objective: 1044136.37\tImprovement: 0.01312"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1066107.22\tOld objective: 1057836.27\tImprovement: 0.00782"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1071542.95\tOld objective: 1066107.22\tImprovement: 0.00510"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1075327.37\tOld objective: 1071542.95\tImprovement: 0.00353"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1078072.23\tOld objective: 1075327.37\tImprovement: 0.00255"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1080162.05\tOld objective: 1078072.23\tImprovement: 0.00194"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1081776.07\tOld objective: 1080162.05\tImprovement: 0.00149"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1083061.86\tOld objective: 1081776.07\tImprovement: 0.00119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1084102.28\tOld objective: 1083061.86\tImprovement: 0.00096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1084974.20\tOld objective: 1084102.28\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1085706.45\tOld objective: 1084974.20\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1086318.34\tOld objective: 1085706.45\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1086837.69\tOld objective: 1086318.34\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 121:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 758084.05\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 938721.47\tOld objective: 758084.05\tImprovement: 0.23828"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 995630.70\tOld objective: 938721.47\tImprovement: 0.06062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1020310.67\tOld objective: 995630.70\tImprovement: 0.02479"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1033522.77\tOld objective: 1020310.67\tImprovement: 0.01295"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1041502.97\tOld objective: 1033522.77\tImprovement: 0.00772"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1046749.91\tOld objective: 1041502.97\tImprovement: 0.00504"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1050386.08\tOld objective: 1046749.91\tImprovement: 0.00347"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1053041.49\tOld objective: 1050386.08\tImprovement: 0.00253"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1055061.23\tOld objective: 1053041.49\tImprovement: 0.00192"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1056611.70\tOld objective: 1055061.23\tImprovement: 0.00147"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1057851.73\tOld objective: 1056611.70\tImprovement: 0.00117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1058878.74\tOld objective: 1057851.73\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1059713.59\tOld objective: 1058878.74\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1060416.02\tOld objective: 1059713.59\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1061009.79\tOld objective: 1060416.02\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1061516.71\tOld objective: 1061009.79\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 122:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 690170.29\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 866256.76\tOld objective: 690170.29\tImprovement: 0.25513"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 922225.10\tOld objective: 866256.76\tImprovement: 0.06461"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 946766.27\tOld objective: 922225.10\tImprovement: 0.02661"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 960001.88\tOld objective: 946766.27\tImprovement: 0.01398"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 968006.79\tOld objective: 960001.88\tImprovement: 0.00834"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 973286.25\tOld objective: 968006.79\tImprovement: 0.00545"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 976994.15\tOld objective: 973286.25\tImprovement: 0.00381"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 979710.83\tOld objective: 976994.15\tImprovement: 0.00278"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 981754.73\tOld objective: 979710.83\tImprovement: 0.00209"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 983333.93\tOld objective: 981754.73\tImprovement: 0.00161"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 984594.36\tOld objective: 983333.93\tImprovement: 0.00128"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 985598.22\tOld objective: 984594.36\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 986408.15\tOld objective: 985598.22\tImprovement: 0.00082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 987088.85\tOld objective: 986408.15\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 987669.04\tOld objective: 987088.85\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 988164.22\tOld objective: 987669.04\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 988589.83\tOld objective: 988164.22\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 123:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 724322.84\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 903835.15\tOld objective: 724322.84\tImprovement: 0.24783"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 960164.81\tOld objective: 903835.15\tImprovement: 0.06232"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 984618.64\tOld objective: 960164.81\tImprovement: 0.02547"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 997762.59\tOld objective: 984618.64\tImprovement: 0.01335"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1005706.55\tOld objective: 997762.59\tImprovement: 0.00796"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1010951.14\tOld objective: 1005706.55\tImprovement: 0.00521"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1014591.15\tOld objective: 1010951.14\tImprovement: 0.00360"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1017223.34\tOld objective: 1014591.15\tImprovement: 0.00259"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1019204.82\tOld objective: 1017223.34\tImprovement: 0.00195"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1020744.84\tOld objective: 1019204.82\tImprovement: 0.00151"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1021979.26\tOld objective: 1020744.84\tImprovement: 0.00121"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1022985.08\tOld objective: 1021979.26\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1023812.24\tOld objective: 1022985.08\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1024494.76\tOld objective: 1023812.24\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1025072.77\tOld objective: 1024494.76\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1025563.35\tOld objective: 1025072.77\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 124:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 761161.69\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 942188.83\tOld objective: 761161.69\tImprovement: 0.23783"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 999371.94\tOld objective: 942188.83\tImprovement: 0.06069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1024416.62\tOld objective: 999371.94\tImprovement: 0.02506"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1037958.15\tOld objective: 1024416.62\tImprovement: 0.01322"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1046178.35\tOld objective: 1037958.15\tImprovement: 0.00792"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1051586.82\tOld objective: 1046178.35\tImprovement: 0.00517"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1055349.51\tOld objective: 1051586.82\tImprovement: 0.00358"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1058103.61\tOld objective: 1055349.51\tImprovement: 0.00261"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1060181.18\tOld objective: 1058103.61\tImprovement: 0.00196"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1061808.56\tOld objective: 1060181.18\tImprovement: 0.00154"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1063111.90\tOld objective: 1061808.56\tImprovement: 0.00123"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1064167.63\tOld objective: 1063111.90\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1065041.35\tOld objective: 1064167.63\tImprovement: 0.00082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1065788.35\tOld objective: 1065041.35\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1066429.67\tOld objective: 1065788.35\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1066969.37\tOld objective: 1066429.67\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1067431.06\tOld objective: 1066969.37\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 125:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 743199.31\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 925650.37\tOld objective: 743199.31\tImprovement: 0.24549"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 983159.38\tOld objective: 925650.37\tImprovement: 0.06213"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1008199.27\tOld objective: 983159.38\tImprovement: 0.02547"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1021615.66\tOld objective: 1008199.27\tImprovement: 0.01331"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1029729.01\tOld objective: 1021615.66\tImprovement: 0.00794"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1035058.42\tOld objective: 1029729.01\tImprovement: 0.00518"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1038779.60\tOld objective: 1035058.42\tImprovement: 0.00360"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1041508.21\tOld objective: 1038779.60\tImprovement: 0.00263"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1043563.26\tOld objective: 1041508.21\tImprovement: 0.00197"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1045157.44\tOld objective: 1043563.26\tImprovement: 0.00153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1046414.87\tOld objective: 1045157.44\tImprovement: 0.00120"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1047438.04\tOld objective: 1046414.87\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1048278.90\tOld objective: 1047438.04\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1048966.66\tOld objective: 1048278.90\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1049537.93\tOld objective: 1048966.66\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1050025.33\tOld objective: 1049537.93\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 126:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 720803.48\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 899139.72\tOld objective: 720803.48\tImprovement: 0.24741"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 954809.50\tOld objective: 899139.72\tImprovement: 0.06191"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 978960.24\tOld objective: 954809.50\tImprovement: 0.02529"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 991965.80\tOld objective: 978960.24\tImprovement: 0.01329"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 999852.58\tOld objective: 991965.80\tImprovement: 0.00795"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1005005.14\tOld objective: 999852.58\tImprovement: 0.00515"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1008593.83\tOld objective: 1005005.14\tImprovement: 0.00357"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1011210.51\tOld objective: 1008593.83\tImprovement: 0.00259"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1013175.68\tOld objective: 1011210.51\tImprovement: 0.00194"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1014698.27\tOld objective: 1013175.68\tImprovement: 0.00150"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1015915.51\tOld objective: 1014698.27\tImprovement: 0.00120"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1016900.63\tOld objective: 1015915.51\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1017709.72\tOld objective: 1016900.63\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1018386.92\tOld objective: 1017709.72\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1018956.99\tOld objective: 1018386.92\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1019439.84\tOld objective: 1018956.99\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 127:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 740602.82\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 921269.88\tOld objective: 740602.82\tImprovement: 0.24395"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 978422.57\tOld objective: 921269.88\tImprovement: 0.06204"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1003446.75\tOld objective: 978422.57\tImprovement: 0.02558"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1016906.77\tOld objective: 1003446.75\tImprovement: 0.01341"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1025052.73\tOld objective: 1016906.77\tImprovement: 0.00801"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1030414.35\tOld objective: 1025052.73\tImprovement: 0.00523"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1034145.75\tOld objective: 1030414.35\tImprovement: 0.00362"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1036843.20\tOld objective: 1034145.75\tImprovement: 0.00261"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1038870.06\tOld objective: 1036843.20\tImprovement: 0.00195"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1040442.10\tOld objective: 1038870.06\tImprovement: 0.00151"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1041697.41\tOld objective: 1040442.10\tImprovement: 0.00121"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1042720.57\tOld objective: 1041697.41\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1043547.46\tOld objective: 1042720.57\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1044246.57\tOld objective: 1043547.46\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1044845.38\tOld objective: 1044246.57\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1045361.87\tOld objective: 1044845.38\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 128:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 755665.15\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 935544.64\tOld objective: 755665.15\tImprovement: 0.23804"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 991477.12\tOld objective: 935544.64\tImprovement: 0.05979"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1015714.29\tOld objective: 991477.12\tImprovement: 0.02445"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1028717.74\tOld objective: 1015714.29\tImprovement: 0.01280"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1036598.72\tOld objective: 1028717.74\tImprovement: 0.00766"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1041750.45\tOld objective: 1036598.72\tImprovement: 0.00497"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1045317.13\tOld objective: 1041750.45\tImprovement: 0.00342"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1047908.35\tOld objective: 1045317.13\tImprovement: 0.00248"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1049876.46\tOld objective: 1047908.35\tImprovement: 0.00188"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1051405.11\tOld objective: 1049876.46\tImprovement: 0.00146"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1052621.78\tOld objective: 1051405.11\tImprovement: 0.00116"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1053613.69\tOld objective: 1052621.78\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1054430.26\tOld objective: 1053613.69\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1055111.87\tOld objective: 1054430.26\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1055689.20\tOld objective: 1055111.87\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1056190.13\tOld objective: 1055689.20\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 129:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 792425.55\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 977643.90\tOld objective: 792425.55\tImprovement: 0.23374"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1035549.99\tOld objective: 977643.90\tImprovement: 0.05923"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1060701.20\tOld objective: 1035549.99\tImprovement: 0.02429"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1074163.94\tOld objective: 1060701.20\tImprovement: 0.01269"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1082279.51\tOld objective: 1074163.94\tImprovement: 0.00756"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1087577.70\tOld objective: 1082279.51\tImprovement: 0.00490"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1091285.61\tOld objective: 1087577.70\tImprovement: 0.00341"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1093996.85\tOld objective: 1091285.61\tImprovement: 0.00248"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1096058.74\tOld objective: 1093996.85\tImprovement: 0.00188"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1097641.61\tOld objective: 1096058.74\tImprovement: 0.00144"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1098892.95\tOld objective: 1097641.61\tImprovement: 0.00114"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1099908.68\tOld objective: 1098892.95\tImprovement: 0.00092"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1100730.13\tOld objective: 1099908.68\tImprovement: 0.00075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1101398.22\tOld objective: 1100730.13\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1101964.14\tOld objective: 1101398.22\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1102463.37\tOld objective: 1101964.14\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 130:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 749976.13\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 929944.78\tOld objective: 749976.13\tImprovement: 0.23997"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 986165.25\tOld objective: 929944.78\tImprovement: 0.06046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1010629.44\tOld objective: 986165.25\tImprovement: 0.02481"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1023736.33\tOld objective: 1010629.44\tImprovement: 0.01297"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1031599.78\tOld objective: 1023736.33\tImprovement: 0.00768"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1036744.41\tOld objective: 1031599.78\tImprovement: 0.00499"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1040336.04\tOld objective: 1036744.41\tImprovement: 0.00346"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1042959.74\tOld objective: 1040336.04\tImprovement: 0.00252"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1044965.24\tOld objective: 1042959.74\tImprovement: 0.00192"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1046541.50\tOld objective: 1044965.24\tImprovement: 0.00151"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1047778.76\tOld objective: 1046541.50\tImprovement: 0.00118"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1048773.89\tOld objective: 1047778.76\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1049594.34\tOld objective: 1048773.89\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1050286.38\tOld objective: 1049594.34\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1050865.13\tOld objective: 1050286.38\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1051361.05\tOld objective: 1050865.13\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 131:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 758779.01\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 938975.63\tOld objective: 758779.01\tImprovement: 0.23748"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 995090.60\tOld objective: 938975.63\tImprovement: 0.05976"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1019348.16\tOld objective: 995090.60\tImprovement: 0.02438"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1032347.63\tOld objective: 1019348.16\tImprovement: 0.01275"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1040254.52\tOld objective: 1032347.63\tImprovement: 0.00766"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1045467.39\tOld objective: 1040254.52\tImprovement: 0.00501"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1049081.94\tOld objective: 1045467.39\tImprovement: 0.00346"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1051719.95\tOld objective: 1049081.94\tImprovement: 0.00251"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1053721.63\tOld objective: 1051719.95\tImprovement: 0.00190"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1055270.53\tOld objective: 1053721.63\tImprovement: 0.00147"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1056487.09\tOld objective: 1055270.53\tImprovement: 0.00115"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1057476.10\tOld objective: 1056487.09\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1058290.09\tOld objective: 1057476.10\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1058970.29\tOld objective: 1058290.09\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1059545.76\tOld objective: 1058970.29\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1060032.77\tOld objective: 1059545.76\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 132:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 743040.18\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 922448.17\tOld objective: 743040.18\tImprovement: 0.24145"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 978527.79\tOld objective: 922448.17\tImprovement: 0.06079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1002840.64\tOld objective: 978527.79\tImprovement: 0.02485"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1015854.50\tOld objective: 1002840.64\tImprovement: 0.01298"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1023726.11\tOld objective: 1015854.50\tImprovement: 0.00775"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1028858.55\tOld objective: 1023726.11\tImprovement: 0.00501"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1032396.89\tOld objective: 1028858.55\tImprovement: 0.00344"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1034974.66\tOld objective: 1032396.89\tImprovement: 0.00250"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1036936.06\tOld objective: 1034974.66\tImprovement: 0.00190"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1038460.56\tOld objective: 1036936.06\tImprovement: 0.00147"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1039681.59\tOld objective: 1038460.56\tImprovement: 0.00118"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1040681.39\tOld objective: 1039681.59\tImprovement: 0.00096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1041496.87\tOld objective: 1040681.39\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1042181.46\tOld objective: 1041496.87\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1042758.84\tOld objective: 1042181.46\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1043248.71\tOld objective: 1042758.84\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 133:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 714591.93\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 892680.92\tOld objective: 714591.93\tImprovement: 0.24922"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 948063.96\tOld objective: 892680.92\tImprovement: 0.06204"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 972055.34\tOld objective: 948063.96\tImprovement: 0.02531"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 984958.32\tOld objective: 972055.34\tImprovement: 0.01327"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 992750.58\tOld objective: 984958.32\tImprovement: 0.00791"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 997880.21\tOld objective: 992750.58\tImprovement: 0.00517"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1001433.49\tOld objective: 997880.21\tImprovement: 0.00356"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1004039.13\tOld objective: 1001433.49\tImprovement: 0.00260"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1006014.24\tOld objective: 1004039.13\tImprovement: 0.00197"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1007539.27\tOld objective: 1006014.24\tImprovement: 0.00152"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1008760.01\tOld objective: 1007539.27\tImprovement: 0.00121"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1009740.69\tOld objective: 1008760.01\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1010531.86\tOld objective: 1009740.69\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1011186.10\tOld objective: 1010531.86\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1011731.13\tOld objective: 1011186.10\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1012186.66\tOld objective: 1011731.13\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 134:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 723855.41\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 903386.67\tOld objective: 723855.41\tImprovement: 0.24802"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 959389.67\tOld objective: 903386.67\tImprovement: 0.06199"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 983583.36\tOld objective: 959389.67\tImprovement: 0.02522"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 996522.15\tOld objective: 983583.36\tImprovement: 0.01315"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1004296.29\tOld objective: 996522.15\tImprovement: 0.00780"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1009376.36\tOld objective: 1004296.29\tImprovement: 0.00506"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1012896.67\tOld objective: 1009376.36\tImprovement: 0.00349"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1015481.57\tOld objective: 1012896.67\tImprovement: 0.00255"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1017419.18\tOld objective: 1015481.57\tImprovement: 0.00191"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1018898.64\tOld objective: 1017419.18\tImprovement: 0.00145"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1020062.19\tOld objective: 1018898.64\tImprovement: 0.00114"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1021010.35\tOld objective: 1020062.19\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1021787.39\tOld objective: 1021010.35\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1022433.13\tOld objective: 1021787.39\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1022977.10\tOld objective: 1022433.13\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1023425.71\tOld objective: 1022977.10\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 135:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 713296.15\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 890691.54\tOld objective: 713296.15\tImprovement: 0.24870"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 946840.76\tOld objective: 890691.54\tImprovement: 0.06304"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 971409.03\tOld objective: 946840.76\tImprovement: 0.02595"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 984605.94\tOld objective: 971409.03\tImprovement: 0.01359"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 992602.09\tOld objective: 984605.94\tImprovement: 0.00812"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 997864.17\tOld objective: 992602.09\tImprovement: 0.00530"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1001517.20\tOld objective: 997864.17\tImprovement: 0.00366"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1004154.88\tOld objective: 1001517.20\tImprovement: 0.00263"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1006143.71\tOld objective: 1004154.88\tImprovement: 0.00198"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1007682.80\tOld objective: 1006143.71\tImprovement: 0.00153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1008914.37\tOld objective: 1007682.80\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1009922.02\tOld objective: 1008914.37\tImprovement: 0.00100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1010738.68\tOld objective: 1009922.02\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1011424.10\tOld objective: 1010738.68\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1012019.89\tOld objective: 1011424.10\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1012536.65\tOld objective: 1012019.89\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1012973.09\tOld objective: 1012536.65\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 136:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 645309.42\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 816698.43\tOld objective: 645309.42\tImprovement: 0.26559"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 870547.63\tOld objective: 816698.43\tImprovement: 0.06594"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 893931.93\tOld objective: 870547.63\tImprovement: 0.02686"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 906491.42\tOld objective: 893931.93\tImprovement: 0.01405"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 914118.62\tOld objective: 906491.42\tImprovement: 0.00841"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 919160.98\tOld objective: 914118.62\tImprovement: 0.00552"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 922675.04\tOld objective: 919160.98\tImprovement: 0.00382"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 925233.77\tOld objective: 922675.04\tImprovement: 0.00277"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 927159.92\tOld objective: 925233.77\tImprovement: 0.00208"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 928650.00\tOld objective: 927159.92\tImprovement: 0.00161"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 929829.41\tOld objective: 928650.00\tImprovement: 0.00127"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 930777.29\tOld objective: 929829.41\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 931547.07\tOld objective: 930777.29\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 932180.93\tOld objective: 931547.07\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 932720.43\tOld objective: 932180.93\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 933189.01\tOld objective: 932720.43\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 933590.39\tOld objective: 933189.01\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 137:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 757077.83\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 937802.74\tOld objective: 757077.83\tImprovement: 0.23871"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 994535.81\tOld objective: 937802.74\tImprovement: 0.06050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1019100.58\tOld objective: 994535.81\tImprovement: 0.02470"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1032279.31\tOld objective: 1019100.58\tImprovement: 0.01293"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1040232.06\tOld objective: 1032279.31\tImprovement: 0.00770"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1045444.41\tOld objective: 1040232.06\tImprovement: 0.00501"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1049077.47\tOld objective: 1045444.41\tImprovement: 0.00348"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1051717.14\tOld objective: 1049077.47\tImprovement: 0.00252"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1053719.50\tOld objective: 1051717.14\tImprovement: 0.00190"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1055274.40\tOld objective: 1053719.50\tImprovement: 0.00148"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1056506.41\tOld objective: 1055274.40\tImprovement: 0.00117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1057517.16\tOld objective: 1056506.41\tImprovement: 0.00096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1058360.81\tOld objective: 1057517.16\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1059063.55\tOld objective: 1058360.81\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1059658.45\tOld objective: 1059063.55\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1060170.38\tOld objective: 1059658.45\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 138:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 704567.93\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 880176.10\tOld objective: 704567.93\tImprovement: 0.24924"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 935457.27\tOld objective: 880176.10\tImprovement: 0.06281"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 959547.43\tOld objective: 935457.27\tImprovement: 0.02575"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 972481.85\tOld objective: 959547.43\tImprovement: 0.01348"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 980313.08\tOld objective: 972481.85\tImprovement: 0.00805"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 985443.97\tOld objective: 980313.08\tImprovement: 0.00523"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 989039.79\tOld objective: 985443.97\tImprovement: 0.00365"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 991652.09\tOld objective: 989039.79\tImprovement: 0.00264"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 993622.51\tOld objective: 991652.09\tImprovement: 0.00199"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 995154.07\tOld objective: 993622.51\tImprovement: 0.00154"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 996363.77\tOld objective: 995154.07\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 997340.21\tOld objective: 996363.77\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 998155.88\tOld objective: 997340.21\tImprovement: 0.00082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 998838.56\tOld objective: 998155.88\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 999420.31\tOld objective: 998838.56\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 999924.72\tOld objective: 999420.31\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1000358.72\tOld objective: 999924.72\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 139:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 712547.40\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 889826.01\tOld objective: 712547.40\tImprovement: 0.24880"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 945419.30\tOld objective: 889826.01\tImprovement: 0.06248"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 969557.18\tOld objective: 945419.30\tImprovement: 0.02553"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 982553.35\tOld objective: 969557.18\tImprovement: 0.01340"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 990439.66\tOld objective: 982553.35\tImprovement: 0.00803"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 995627.25\tOld objective: 990439.66\tImprovement: 0.00524"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 999268.66\tOld objective: 995627.25\tImprovement: 0.00366"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1001939.51\tOld objective: 999268.66\tImprovement: 0.00267"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1003932.12\tOld objective: 1001939.51\tImprovement: 0.00199"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1005468.68\tOld objective: 1003932.12\tImprovement: 0.00153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1006695.00\tOld objective: 1005468.68\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1007683.54\tOld objective: 1006695.00\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1008504.46\tOld objective: 1007683.54\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1009202.76\tOld objective: 1008504.46\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1009804.96\tOld objective: 1009202.76\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1010312.39\tOld objective: 1009804.96\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 17\tObjective: 1010732.43\tOld objective: 1010312.39\tImprovement: 0.00042"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 140:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 729884.39\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 907023.81\tOld objective: 729884.39\tImprovement: 0.24270"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 962382.12\tOld objective: 907023.81\tImprovement: 0.06103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 986341.88\tOld objective: 962382.12\tImprovement: 0.02490"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 999123.25\tOld objective: 986341.88\tImprovement: 0.01296"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1006801.52\tOld objective: 999123.25\tImprovement: 0.00769"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1011861.76\tOld objective: 1006801.52\tImprovement: 0.00503"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1015383.47\tOld objective: 1011861.76\tImprovement: 0.00348"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1017928.30\tOld objective: 1015383.47\tImprovement: 0.00251"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1019860.72\tOld objective: 1017928.30\tImprovement: 0.00190"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1021359.59\tOld objective: 1019860.72\tImprovement: 0.00147"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1022545.93\tOld objective: 1021359.59\tImprovement: 0.00116"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1023508.06\tOld objective: 1022545.93\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1024291.16\tOld objective: 1023508.06\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1024949.17\tOld objective: 1024291.16\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1025508.92\tOld objective: 1024949.17\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1025983.25\tOld objective: 1025508.92\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 141:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 788113.79\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 969447.61\tOld objective: 788113.79\tImprovement: 0.23009"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1025762.03\tOld objective: 969447.61\tImprovement: 0.05809"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1050137.03\tOld objective: 1025762.03\tImprovement: 0.02376"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1063145.79\tOld objective: 1050137.03\tImprovement: 0.01239"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1070933.38\tOld objective: 1063145.79\tImprovement: 0.00733"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1076026.83\tOld objective: 1070933.38\tImprovement: 0.00476"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1079591.53\tOld objective: 1076026.83\tImprovement: 0.00331"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1082217.06\tOld objective: 1079591.53\tImprovement: 0.00243"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1084200.47\tOld objective: 1082217.06\tImprovement: 0.00183"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1085722.59\tOld objective: 1084200.47\tImprovement: 0.00140"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1086913.34\tOld objective: 1085722.59\tImprovement: 0.00110"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1087871.54\tOld objective: 1086913.34\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1088659.73\tOld objective: 1087871.54\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1089318.29\tOld objective: 1088659.73\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1089878.39\tOld objective: 1089318.29\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1090344.03\tOld objective: 1089878.39\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 142:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 743298.68\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 921256.76\tOld objective: 743298.68\tImprovement: 0.23942"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 976885.13\tOld objective: 921256.76\tImprovement: 0.06038"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1001000.66\tOld objective: 976885.13\tImprovement: 0.02469"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1013941.46\tOld objective: 1001000.66\tImprovement: 0.01293"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1021749.54\tOld objective: 1013941.46\tImprovement: 0.00770"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1026878.07\tOld objective: 1021749.54\tImprovement: 0.00502"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1030428.57\tOld objective: 1026878.07\tImprovement: 0.00346"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1032997.11\tOld objective: 1030428.57\tImprovement: 0.00249"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1034915.44\tOld objective: 1032997.11\tImprovement: 0.00186"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1036416.99\tOld objective: 1034915.44\tImprovement: 0.00145"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1037619.31\tOld objective: 1036416.99\tImprovement: 0.00116"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1038605.72\tOld objective: 1037619.31\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1039424.38\tOld objective: 1038605.72\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1040122.10\tOld objective: 1039424.38\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1040722.70\tOld objective: 1040122.10\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1041233.29\tOld objective: 1040722.70\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 143:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 724435.58\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 901367.98\tOld objective: 724435.58\tImprovement: 0.24423"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 956814.12\tOld objective: 901367.98\tImprovement: 0.06151"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 980882.76\tOld objective: 956814.12\tImprovement: 0.02515"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 993764.76\tOld objective: 980882.76\tImprovement: 0.01313"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1001503.99\tOld objective: 993764.76\tImprovement: 0.00779"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1006596.87\tOld objective: 1001503.99\tImprovement: 0.00509"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1010160.05\tOld objective: 1006596.87\tImprovement: 0.00354"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1012748.99\tOld objective: 1010160.05\tImprovement: 0.00256"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1014689.51\tOld objective: 1012748.99\tImprovement: 0.00192"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1016181.04\tOld objective: 1014689.51\tImprovement: 0.00147"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1017360.37\tOld objective: 1016181.04\tImprovement: 0.00116"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1018319.54\tOld objective: 1017360.37\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1019111.34\tOld objective: 1018319.54\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1019762.47\tOld objective: 1019111.34\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1020322.90\tOld objective: 1019762.47\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1020799.80\tOld objective: 1020322.90\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 144:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 795148.25\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 973553.82\tOld objective: 795148.25\tImprovement: 0.22437"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1028982.44\tOld objective: 973553.82\tImprovement: 0.05693"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1053086.98\tOld objective: 1028982.44\tImprovement: 0.02343"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1066045.33\tOld objective: 1053086.98\tImprovement: 0.01231"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1073863.61\tOld objective: 1066045.33\tImprovement: 0.00733"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1078982.03\tOld objective: 1073863.61\tImprovement: 0.00477"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1082560.37\tOld objective: 1078982.03\tImprovement: 0.00332"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1085159.21\tOld objective: 1082560.37\tImprovement: 0.00240"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1087127.01\tOld objective: 1085159.21\tImprovement: 0.00181"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1088661.21\tOld objective: 1087127.01\tImprovement: 0.00141"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1089887.58\tOld objective: 1088661.21\tImprovement: 0.00113"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1090883.07\tOld objective: 1089887.58\tImprovement: 0.00091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1091692.06\tOld objective: 1090883.07\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1092370.25\tOld objective: 1091692.06\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1092948.65\tOld objective: 1092370.25\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1093435.88\tOld objective: 1092948.65\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 145:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 718942.26\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 894500.09\tOld objective: 718942.26\tImprovement: 0.24419"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 949036.15\tOld objective: 894500.09\tImprovement: 0.06097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 972683.97\tOld objective: 949036.15\tImprovement: 0.02492"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 985417.31\tOld objective: 972683.97\tImprovement: 0.01309"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 993104.69\tOld objective: 985417.31\tImprovement: 0.00780"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 998147.97\tOld objective: 993104.69\tImprovement: 0.00508"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1001656.46\tOld objective: 998147.97\tImprovement: 0.00352"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1004212.30\tOld objective: 1001656.46\tImprovement: 0.00255"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1006155.52\tOld objective: 1004212.30\tImprovement: 0.00194"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1007668.45\tOld objective: 1006155.52\tImprovement: 0.00150"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1008864.84\tOld objective: 1007668.45\tImprovement: 0.00119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1009822.93\tOld objective: 1008864.84\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1010604.10\tOld objective: 1009822.93\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1011246.73\tOld objective: 1010604.10\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1011792.12\tOld objective: 1011246.73\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1012263.74\tOld objective: 1011792.12\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 146:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 753643.05\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 934588.94\tOld objective: 753643.05\tImprovement: 0.24009"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 991023.31\tOld objective: 934588.94\tImprovement: 0.06038"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1015324.78\tOld objective: 991023.31\tImprovement: 0.02452"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1028287.27\tOld objective: 1015324.78\tImprovement: 0.01277"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1036142.82\tOld objective: 1028287.27\tImprovement: 0.00764"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1041318.02\tOld objective: 1036142.82\tImprovement: 0.00499"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1044917.46\tOld objective: 1041318.02\tImprovement: 0.00346"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1047526.51\tOld objective: 1044917.46\tImprovement: 0.00250"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1049494.68\tOld objective: 1047526.51\tImprovement: 0.00188"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1051020.69\tOld objective: 1049494.68\tImprovement: 0.00145"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1052211.71\tOld objective: 1051020.69\tImprovement: 0.00113"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1053154.27\tOld objective: 1052211.71\tImprovement: 0.00090"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1053936.60\tOld objective: 1053154.27\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1054592.79\tOld objective: 1053936.60\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1055154.68\tOld objective: 1054592.79\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1055632.66\tOld objective: 1055154.68\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 147:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 844967.11\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1027641.14\tOld objective: 844967.11\tImprovement: 0.21619"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1084132.13\tOld objective: 1027641.14\tImprovement: 0.05497"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1108426.92\tOld objective: 1084132.13\tImprovement: 0.02241"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1121380.66\tOld objective: 1108426.92\tImprovement: 0.01169"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1129189.22\tOld objective: 1121380.66\tImprovement: 0.00696"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1134278.36\tOld objective: 1129189.22\tImprovement: 0.00451"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1137809.61\tOld objective: 1134278.36\tImprovement: 0.00311"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1140379.21\tOld objective: 1137809.61\tImprovement: 0.00226"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1142312.97\tOld objective: 1140379.21\tImprovement: 0.00170"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1143794.10\tOld objective: 1142312.97\tImprovement: 0.00130"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1144972.58\tOld objective: 1143794.10\tImprovement: 0.00103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1145946.18\tOld objective: 1144972.58\tImprovement: 0.00085"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1146738.27\tOld objective: 1145946.18\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1147393.11\tOld objective: 1146738.27\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1147956.81\tOld objective: 1147393.11\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 148:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 793593.63\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 972963.48\tOld objective: 793593.63\tImprovement: 0.22602"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1028677.65\tOld objective: 972963.48\tImprovement: 0.05726"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1052750.97\tOld objective: 1028677.65\tImprovement: 0.02340"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1065699.81\tOld objective: 1052750.97\tImprovement: 0.01230"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1073498.81\tOld objective: 1065699.81\tImprovement: 0.00732"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1078600.68\tOld objective: 1073498.81\tImprovement: 0.00475"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1082161.77\tOld objective: 1078600.68\tImprovement: 0.00330"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1084748.45\tOld objective: 1082161.77\tImprovement: 0.00239"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1086676.47\tOld objective: 1084748.45\tImprovement: 0.00178"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1088192.11\tOld objective: 1086676.47\tImprovement: 0.00139"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1089416.32\tOld objective: 1088192.11\tImprovement: 0.00112"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1090404.23\tOld objective: 1089416.32\tImprovement: 0.00091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1091207.56\tOld objective: 1090404.23\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1091879.73\tOld objective: 1091207.56\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1092449.68\tOld objective: 1091879.73\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1092930.99\tOld objective: 1092449.68\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 149:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 756552.90\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 934745.29\tOld objective: 756552.90\tImprovement: 0.23553"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 990420.22\tOld objective: 934745.29\tImprovement: 0.05956"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1014566.67\tOld objective: 990420.22\tImprovement: 0.02438"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1027547.31\tOld objective: 1014566.67\tImprovement: 0.01279"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1035417.14\tOld objective: 1027547.31\tImprovement: 0.00766"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1040587.60\tOld objective: 1035417.14\tImprovement: 0.00499"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1044195.59\tOld objective: 1040587.60\tImprovement: 0.00347"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1046818.23\tOld objective: 1044195.59\tImprovement: 0.00251"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1048783.29\tOld objective: 1046818.23\tImprovement: 0.00188"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1050318.17\tOld objective: 1048783.29\tImprovement: 0.00146"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1051545.77\tOld objective: 1050318.17\tImprovement: 0.00117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1052539.51\tOld objective: 1051545.77\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1053364.96\tOld objective: 1052539.51\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1054056.84\tOld objective: 1053364.96\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1054621.33\tOld objective: 1054056.84\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1055100.46\tOld objective: 1054621.33\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 150:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 770153.03\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 946718.71\tOld objective: 770153.03\tImprovement: 0.22926"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1001580.57\tOld objective: 946718.71\tImprovement: 0.05795"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1025319.05\tOld objective: 1001580.57\tImprovement: 0.02370"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1038070.89\tOld objective: 1025319.05\tImprovement: 0.01244"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1045803.33\tOld objective: 1038070.89\tImprovement: 0.00745"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1050873.07\tOld objective: 1045803.33\tImprovement: 0.00485"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1054406.85\tOld objective: 1050873.07\tImprovement: 0.00336"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1056993.46\tOld objective: 1054406.85\tImprovement: 0.00245"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1058954.77\tOld objective: 1056993.46\tImprovement: 0.00186"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1060477.32\tOld objective: 1058954.77\tImprovement: 0.00144"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1061678.71\tOld objective: 1060477.32\tImprovement: 0.00113"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1062658.96\tOld objective: 1061678.71\tImprovement: 0.00092"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1063482.85\tOld objective: 1062658.96\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1064176.21\tOld objective: 1063482.85\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1064767.40\tOld objective: 1064176.21\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1065273.87\tOld objective: 1064767.40\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 151:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 767459.01\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 946978.73\tOld objective: 767459.01\tImprovement: 0.23391"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1002763.88\tOld objective: 946978.73\tImprovement: 0.05891"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1026737.54\tOld objective: 1002763.88\tImprovement: 0.02391"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1039495.25\tOld objective: 1026737.54\tImprovement: 0.01243"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1047191.32\tOld objective: 1039495.25\tImprovement: 0.00740"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1052227.21\tOld objective: 1047191.32\tImprovement: 0.00481"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1055755.57\tOld objective: 1052227.21\tImprovement: 0.00335"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1058322.82\tOld objective: 1055755.57\tImprovement: 0.00243"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1060275.93\tOld objective: 1058322.82\tImprovement: 0.00185"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1061767.49\tOld objective: 1060275.93\tImprovement: 0.00141"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1062947.74\tOld objective: 1061767.49\tImprovement: 0.00111"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1063901.91\tOld objective: 1062947.74\tImprovement: 0.00090"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1064680.15\tOld objective: 1063901.91\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1065341.69\tOld objective: 1064680.15\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1065905.20\tOld objective: 1065341.69\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1066387.52\tOld objective: 1065905.20\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 152:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 719854.56\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 894202.73\tOld objective: 719854.56\tImprovement: 0.24220"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 947913.77\tOld objective: 894202.73\tImprovement: 0.06007"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 970973.75\tOld objective: 947913.77\tImprovement: 0.02433"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 983284.19\tOld objective: 970973.75\tImprovement: 0.01268"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 990770.46\tOld objective: 983284.19\tImprovement: 0.00761"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 995726.43\tOld objective: 990770.46\tImprovement: 0.00500"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 999185.77\tOld objective: 995726.43\tImprovement: 0.00347"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1001702.62\tOld objective: 999185.77\tImprovement: 0.00252"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1003610.45\tOld objective: 1001702.62\tImprovement: 0.00190"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1005097.92\tOld objective: 1003610.45\tImprovement: 0.00148"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1006283.95\tOld objective: 1005097.92\tImprovement: 0.00118"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1007253.76\tOld objective: 1006283.95\tImprovement: 0.00096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1008058.70\tOld objective: 1007253.76\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1008719.42\tOld objective: 1008058.70\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1009272.22\tOld objective: 1008719.42\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1009737.48\tOld objective: 1009272.22\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 153:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 797155.22\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 975722.91\tOld objective: 797155.22\tImprovement: 0.22401"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1031543.50\tOld objective: 975722.91\tImprovement: 0.05721"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1055899.32\tOld objective: 1031543.50\tImprovement: 0.02361"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1068982.71\tOld objective: 1055899.32\tImprovement: 0.01239"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1076869.31\tOld objective: 1068982.71\tImprovement: 0.00738"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1082050.45\tOld objective: 1076869.31\tImprovement: 0.00481"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1085671.83\tOld objective: 1082050.45\tImprovement: 0.00335"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1088308.68\tOld objective: 1085671.83\tImprovement: 0.00243"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1090278.52\tOld objective: 1088308.68\tImprovement: 0.00181"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1091810.24\tOld objective: 1090278.52\tImprovement: 0.00140"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1093024.88\tOld objective: 1091810.24\tImprovement: 0.00111"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1094006.67\tOld objective: 1093024.88\tImprovement: 0.00090"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1094812.74\tOld objective: 1094006.67\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1095485.72\tOld objective: 1094812.74\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1096056.93\tOld objective: 1095485.72\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1096544.91\tOld objective: 1096056.93\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 154:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 679569.11\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 852567.31\tOld objective: 679569.11\tImprovement: 0.25457"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 906173.05\tOld objective: 852567.31\tImprovement: 0.06288"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 929297.18\tOld objective: 906173.05\tImprovement: 0.02552"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 941636.38\tOld objective: 929297.18\tImprovement: 0.01328"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 949077.14\tOld objective: 941636.38\tImprovement: 0.00790"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 953942.13\tOld objective: 949077.14\tImprovement: 0.00513"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 957330.92\tOld objective: 953942.13\tImprovement: 0.00355"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 959825.82\tOld objective: 957330.92\tImprovement: 0.00261"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 961713.27\tOld objective: 959825.82\tImprovement: 0.00197"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 963181.34\tOld objective: 961713.27\tImprovement: 0.00153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 964351.97\tOld objective: 963181.34\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 965303.52\tOld objective: 964351.97\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 966082.15\tOld objective: 965303.52\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 966740.50\tOld objective: 966082.15\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 967302.45\tOld objective: 966740.50\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 967781.76\tOld objective: 967302.45\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 155:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 822859.24\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1002596.88\tOld objective: 822859.24\tImprovement: 0.21843"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1058567.94\tOld objective: 1002596.88\tImprovement: 0.05583"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1082767.21\tOld objective: 1058567.94\tImprovement: 0.02286"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1095724.96\tOld objective: 1082767.21\tImprovement: 0.01197"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1103534.36\tOld objective: 1095724.96\tImprovement: 0.00713"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1108656.48\tOld objective: 1103534.36\tImprovement: 0.00464"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1112234.64\tOld objective: 1108656.48\tImprovement: 0.00323"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1114852.96\tOld objective: 1112234.64\tImprovement: 0.00235"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1116828.70\tOld objective: 1114852.96\tImprovement: 0.00177"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1118345.84\tOld objective: 1116828.70\tImprovement: 0.00136"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1119549.43\tOld objective: 1118345.84\tImprovement: 0.00108"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1120541.85\tOld objective: 1119549.43\tImprovement: 0.00089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1121360.03\tOld objective: 1120541.85\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1122034.68\tOld objective: 1121360.03\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1122600.07\tOld objective: 1122034.68\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1123083.12\tOld objective: 1122600.07\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 156:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 740823.62\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 916772.69\tOld objective: 740823.62\tImprovement: 0.23750"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 971234.20\tOld objective: 916772.69\tImprovement: 0.05941"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 994822.00\tOld objective: 971234.20\tImprovement: 0.02429"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1007446.99\tOld objective: 994822.00\tImprovement: 0.01269"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1015048.67\tOld objective: 1007446.99\tImprovement: 0.00755"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1020032.59\tOld objective: 1015048.67\tImprovement: 0.00491"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1023471.11\tOld objective: 1020032.59\tImprovement: 0.00337"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1025972.91\tOld objective: 1023471.11\tImprovement: 0.00244"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1027856.04\tOld objective: 1025972.91\tImprovement: 0.00184"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1029321.48\tOld objective: 1027856.04\tImprovement: 0.00143"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1030483.72\tOld objective: 1029321.48\tImprovement: 0.00113"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1031438.27\tOld objective: 1030483.72\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1032227.07\tOld objective: 1031438.27\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1032877.99\tOld objective: 1032227.07\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1033433.67\tOld objective: 1032877.99\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1033903.96\tOld objective: 1033433.67\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 157:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 797410.47\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 976727.79\tOld objective: 797410.47\tImprovement: 0.22487"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1031845.17\tOld objective: 976727.79\tImprovement: 0.05643"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1055529.78\tOld objective: 1031845.17\tImprovement: 0.02295"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1068215.45\tOld objective: 1055529.78\tImprovement: 0.01202"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1075900.83\tOld objective: 1068215.45\tImprovement: 0.00719"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1080943.06\tOld objective: 1075900.83\tImprovement: 0.00469"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1084422.40\tOld objective: 1080943.06\tImprovement: 0.00322"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1086938.12\tOld objective: 1084422.40\tImprovement: 0.00232"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1088828.50\tOld objective: 1086938.12\tImprovement: 0.00174"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1090294.31\tOld objective: 1088828.50\tImprovement: 0.00135"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1091475.24\tOld objective: 1090294.31\tImprovement: 0.00108"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1092443.32\tOld objective: 1091475.24\tImprovement: 0.00089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1093241.77\tOld objective: 1092443.32\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1093892.86\tOld objective: 1093241.77\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1094442.77\tOld objective: 1093892.86\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1094916.06\tOld objective: 1094442.77\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 158:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 781980.71\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 960089.48\tOld objective: 781980.71\tImprovement: 0.22777"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1015195.37\tOld objective: 960089.48\tImprovement: 0.05740"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1038902.96\tOld objective: 1015195.37\tImprovement: 0.02335"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1051579.83\tOld objective: 1038902.96\tImprovement: 0.01220"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1059228.98\tOld objective: 1051579.83\tImprovement: 0.00727"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1064234.16\tOld objective: 1059228.98\tImprovement: 0.00473"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1067726.75\tOld objective: 1064234.16\tImprovement: 0.00328"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1070270.72\tOld objective: 1067726.75\tImprovement: 0.00238"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1072165.39\tOld objective: 1070270.72\tImprovement: 0.00177"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1073636.34\tOld objective: 1072165.39\tImprovement: 0.00137"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1074809.17\tOld objective: 1073636.34\tImprovement: 0.00109"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1075755.09\tOld objective: 1074809.17\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1076540.37\tOld objective: 1075755.09\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1077197.88\tOld objective: 1076540.37\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1077763.44\tOld objective: 1077197.88\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1078242.74\tOld objective: 1077763.44\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 159:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 780088.66\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 957814.08\tOld objective: 780088.66\tImprovement: 0.22783"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1013133.32\tOld objective: 957814.08\tImprovement: 0.05776"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1037036.82\tOld objective: 1013133.32\tImprovement: 0.02359"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1049868.27\tOld objective: 1037036.82\tImprovement: 0.01237"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1057582.36\tOld objective: 1049868.27\tImprovement: 0.00735"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1062667.32\tOld objective: 1057582.36\tImprovement: 0.00481"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1066238.32\tOld objective: 1062667.32\tImprovement: 0.00336"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1068837.32\tOld objective: 1066238.32\tImprovement: 0.00244"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1070793.86\tOld objective: 1068837.32\tImprovement: 0.00183"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1072305.56\tOld objective: 1070793.86\tImprovement: 0.00141"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1073504.70\tOld objective: 1072305.56\tImprovement: 0.00112"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1074473.18\tOld objective: 1073504.70\tImprovement: 0.00090"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1075271.22\tOld objective: 1074473.18\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1075943.43\tOld objective: 1075271.22\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1076526.90\tOld objective: 1075943.43\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1077030.00\tOld objective: 1076526.90\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 160:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 769420.80\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 949740.12\tOld objective: 769420.80\tImprovement: 0.23436"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1006101.23\tOld objective: 949740.12\tImprovement: 0.05934"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1030336.81\tOld objective: 1006101.23\tImprovement: 0.02409"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1043228.08\tOld objective: 1030336.81\tImprovement: 0.01251"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1050988.40\tOld objective: 1043228.08\tImprovement: 0.00744"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1056052.63\tOld objective: 1050988.40\tImprovement: 0.00482"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1059566.76\tOld objective: 1056052.63\tImprovement: 0.00333"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1062125.68\tOld objective: 1059566.76\tImprovement: 0.00242"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1064063.32\tOld objective: 1062125.68\tImprovement: 0.00182"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1065586.72\tOld objective: 1064063.32\tImprovement: 0.00143"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1066794.73\tOld objective: 1065586.72\tImprovement: 0.00113"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1067771.66\tOld objective: 1066794.73\tImprovement: 0.00092"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1068571.62\tOld objective: 1067771.66\tImprovement: 0.00075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1069223.69\tOld objective: 1068571.62\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1069768.57\tOld objective: 1069223.69\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1070248.44\tOld objective: 1069768.57\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 161:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 776607.50\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 956831.36\tOld objective: 776607.50\tImprovement: 0.23207"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1012802.84\tOld objective: 956831.36\tImprovement: 0.05850"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1036982.28\tOld objective: 1012802.84\tImprovement: 0.02387"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1049897.95\tOld objective: 1036982.28\tImprovement: 0.01246"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1057658.97\tOld objective: 1049897.95\tImprovement: 0.00739"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1062721.33\tOld objective: 1057658.97\tImprovement: 0.00479"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1066229.37\tOld objective: 1062721.33\tImprovement: 0.00330"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1068779.09\tOld objective: 1066229.37\tImprovement: 0.00239"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1070716.44\tOld objective: 1068779.09\tImprovement: 0.00181"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1072230.75\tOld objective: 1070716.44\tImprovement: 0.00141"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1073431.67\tOld objective: 1072230.75\tImprovement: 0.00112"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1074398.95\tOld objective: 1073431.67\tImprovement: 0.00090"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1075199.35\tOld objective: 1074398.95\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1075866.63\tOld objective: 1075199.35\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1076417.44\tOld objective: 1075866.63\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1076878.16\tOld objective: 1076417.44\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 162:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 748947.51\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 929030.92\tOld objective: 748947.51\tImprovement: 0.24045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 985271.19\tOld objective: 929030.92\tImprovement: 0.06054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1009498.55\tOld objective: 985271.19\tImprovement: 0.02459"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1022433.45\tOld objective: 1009498.55\tImprovement: 0.01281"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1030255.94\tOld objective: 1022433.45\tImprovement: 0.00765"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1035365.95\tOld objective: 1030255.94\tImprovement: 0.00496"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1038913.57\tOld objective: 1035365.95\tImprovement: 0.00343"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1041507.74\tOld objective: 1038913.57\tImprovement: 0.00250"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1043466.06\tOld objective: 1041507.74\tImprovement: 0.00188"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1044978.68\tOld objective: 1043466.06\tImprovement: 0.00145"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1046189.68\tOld objective: 1044978.68\tImprovement: 0.00116"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1047187.45\tOld objective: 1046189.68\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1047998.17\tOld objective: 1047187.45\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1048657.28\tOld objective: 1047998.17\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1049211.61\tOld objective: 1048657.28\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1049686.30\tOld objective: 1049211.61\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 163:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 744369.75\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 917804.00\tOld objective: 744369.75\tImprovement: 0.23299"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 971513.64\tOld objective: 917804.00\tImprovement: 0.05852"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 994749.41\tOld objective: 971513.64\tImprovement: 0.02392"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1007224.09\tOld objective: 994749.41\tImprovement: 0.01254"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1014761.33\tOld objective: 1007224.09\tImprovement: 0.00748"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1019675.08\tOld objective: 1014761.33\tImprovement: 0.00484"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1023090.91\tOld objective: 1019675.08\tImprovement: 0.00335"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1025599.56\tOld objective: 1023090.91\tImprovement: 0.00245"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1027507.67\tOld objective: 1025599.56\tImprovement: 0.00186"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1029004.83\tOld objective: 1027507.67\tImprovement: 0.00146"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1030207.46\tOld objective: 1029004.83\tImprovement: 0.00117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1031175.03\tOld objective: 1030207.46\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1031971.38\tOld objective: 1031175.03\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1032638.43\tOld objective: 1031971.38\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1033190.74\tOld objective: 1032638.43\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1033665.03\tOld objective: 1033190.74\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 164:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 750206.95\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 927874.43\tOld objective: 750206.95\tImprovement: 0.23682"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 982289.91\tOld objective: 927874.43\tImprovement: 0.05865"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1005555.87\tOld objective: 982289.91\tImprovement: 0.02369"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1017963.08\tOld objective: 1005555.87\tImprovement: 0.01234"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1025413.94\tOld objective: 1017963.08\tImprovement: 0.00732"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1030274.35\tOld objective: 1025413.94\tImprovement: 0.00474"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1033678.46\tOld objective: 1030274.35\tImprovement: 0.00330"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1036161.95\tOld objective: 1033678.46\tImprovement: 0.00240"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1038020.93\tOld objective: 1036161.95\tImprovement: 0.00179"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1039455.57\tOld objective: 1038020.93\tImprovement: 0.00138"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1040595.53\tOld objective: 1039455.57\tImprovement: 0.00110"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1041517.50\tOld objective: 1040595.53\tImprovement: 0.00089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1042272.31\tOld objective: 1041517.50\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1042904.48\tOld objective: 1042272.31\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1043427.98\tOld objective: 1042904.48\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1043869.00\tOld objective: 1043427.98\tImprovement: 0.00042"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 165:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 782694.48\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 960629.59\tOld objective: 782694.48\tImprovement: 0.22734"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1015366.74\tOld objective: 960629.59\tImprovement: 0.05698"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1038875.81\tOld objective: 1015366.74\tImprovement: 0.02315"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1051433.99\tOld objective: 1038875.81\tImprovement: 0.01209"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1059090.59\tOld objective: 1051433.99\tImprovement: 0.00728"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1064163.55\tOld objective: 1059090.59\tImprovement: 0.00479"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1067708.10\tOld objective: 1064163.55\tImprovement: 0.00333"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1070289.07\tOld objective: 1067708.10\tImprovement: 0.00242"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1072245.09\tOld objective: 1070289.07\tImprovement: 0.00183"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1073756.78\tOld objective: 1072245.09\tImprovement: 0.00141"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1074961.56\tOld objective: 1073756.78\tImprovement: 0.00112"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1075946.37\tOld objective: 1074961.56\tImprovement: 0.00092"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1076757.23\tOld objective: 1075946.37\tImprovement: 0.00075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1077433.35\tOld objective: 1076757.23\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1077994.44\tOld objective: 1077433.35\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1078463.24\tOld objective: 1077994.44\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 166:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 737368.67\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 913266.33\tOld objective: 737368.67\tImprovement: 0.23855"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 967775.54\tOld objective: 913266.33\tImprovement: 0.05969"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 991278.23\tOld objective: 967775.54\tImprovement: 0.02429"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1003872.85\tOld objective: 991278.23\tImprovement: 0.01271"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1011527.62\tOld objective: 1003872.85\tImprovement: 0.00763"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1016551.71\tOld objective: 1011527.62\tImprovement: 0.00497"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1020051.20\tOld objective: 1016551.71\tImprovement: 0.00344"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1022603.08\tOld objective: 1020051.20\tImprovement: 0.00250"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1024547.27\tOld objective: 1022603.08\tImprovement: 0.00190"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1026064.32\tOld objective: 1024547.27\tImprovement: 0.00148"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1027267.73\tOld objective: 1026064.32\tImprovement: 0.00117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1028230.85\tOld objective: 1027267.73\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1029013.55\tOld objective: 1028230.85\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1029679.44\tOld objective: 1029013.55\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1030258.99\tOld objective: 1029679.44\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1030744.67\tOld objective: 1030258.99\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 167:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 759420.49\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 935937.26\tOld objective: 759420.49\tImprovement: 0.23244"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 990887.18\tOld objective: 935937.26\tImprovement: 0.05871"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1014642.00\tOld objective: 990887.18\tImprovement: 0.02397"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1027347.03\tOld objective: 1014642.00\tImprovement: 0.01252"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1034980.51\tOld objective: 1027347.03\tImprovement: 0.00743"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1039989.22\tOld objective: 1034980.51\tImprovement: 0.00484"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1043453.71\tOld objective: 1039989.22\tImprovement: 0.00333"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1045968.80\tOld objective: 1043453.71\tImprovement: 0.00241"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1047885.42\tOld objective: 1045968.80\tImprovement: 0.00183"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1049379.37\tOld objective: 1047885.42\tImprovement: 0.00143"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1050566.92\tOld objective: 1049379.37\tImprovement: 0.00113"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1051518.74\tOld objective: 1050566.92\tImprovement: 0.00091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1052292.93\tOld objective: 1051518.74\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1052938.26\tOld objective: 1052292.93\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1053488.10\tOld objective: 1052938.26\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1053964.42\tOld objective: 1053488.10\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 168:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 783585.81\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 963034.16\tOld objective: 783585.81\tImprovement: 0.22901"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1018588.29\tOld objective: 963034.16\tImprovement: 0.05769"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1042554.05\tOld objective: 1018588.29\tImprovement: 0.02353"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1055347.21\tOld objective: 1042554.05\tImprovement: 0.01227"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1063057.88\tOld objective: 1055347.21\tImprovement: 0.00731"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1068103.53\tOld objective: 1063057.88\tImprovement: 0.00475"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1071586.04\tOld objective: 1068103.53\tImprovement: 0.00326"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1074108.50\tOld objective: 1071586.04\tImprovement: 0.00235"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1076019.74\tOld objective: 1074108.50\tImprovement: 0.00178"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1077523.07\tOld objective: 1076019.74\tImprovement: 0.00140"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1078728.03\tOld objective: 1077523.07\tImprovement: 0.00112"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1079711.78\tOld objective: 1078728.03\tImprovement: 0.00091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1080518.35\tOld objective: 1079711.78\tImprovement: 0.00075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1081179.22\tOld objective: 1080518.35\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1081727.80\tOld objective: 1081179.22\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1082187.87\tOld objective: 1081727.80\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 169:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 807319.45\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 986171.90\tOld objective: 807319.45\tImprovement: 0.22154"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1041063.76\tOld objective: 986171.90\tImprovement: 0.05566"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1064646.23\tOld objective: 1041063.76\tImprovement: 0.02265"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1077217.64\tOld objective: 1064646.23\tImprovement: 0.01181"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1084793.70\tOld objective: 1077217.64\tImprovement: 0.00703"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1089763.57\tOld objective: 1084793.70\tImprovement: 0.00458"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1093222.05\tOld objective: 1089763.57\tImprovement: 0.00317"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1095741.60\tOld objective: 1093222.05\tImprovement: 0.00230"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1097639.13\tOld objective: 1095741.60\tImprovement: 0.00173"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1099126.04\tOld objective: 1097639.13\tImprovement: 0.00135"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1100321.30\tOld objective: 1099126.04\tImprovement: 0.00109"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1101286.55\tOld objective: 1100321.30\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1102078.31\tOld objective: 1101286.55\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1102736.73\tOld objective: 1102078.31\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1103293.68\tOld objective: 1102736.73\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1103763.62\tOld objective: 1103293.68\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 170:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 734521.41\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 908823.19\tOld objective: 734521.41\tImprovement: 0.23730"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 962550.29\tOld objective: 908823.19\tImprovement: 0.05912"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 985583.69\tOld objective: 962550.29\tImprovement: 0.02393"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 997836.40\tOld objective: 985583.69\tImprovement: 0.01243"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1005188.59\tOld objective: 997836.40\tImprovement: 0.00737"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1010007.57\tOld objective: 1005188.59\tImprovement: 0.00479"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1013384.64\tOld objective: 1010007.57\tImprovement: 0.00334"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1015845.50\tOld objective: 1013384.64\tImprovement: 0.00243"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1017707.07\tOld objective: 1015845.50\tImprovement: 0.00183"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1019163.50\tOld objective: 1017707.07\tImprovement: 0.00143"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1020323.97\tOld objective: 1019163.50\tImprovement: 0.00114"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1021274.37\tOld objective: 1020323.97\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1022053.81\tOld objective: 1021274.37\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1022678.17\tOld objective: 1022053.81\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1023202.09\tOld objective: 1022678.17\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1023654.26\tOld objective: 1023202.09\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 171:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 719883.85\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 894419.01\tOld objective: 719883.85\tImprovement: 0.24245"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 948632.77\tOld objective: 894419.01\tImprovement: 0.06061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 972051.00\tOld objective: 948632.77\tImprovement: 0.02469"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 984620.43\tOld objective: 972051.00\tImprovement: 0.01293"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 992184.72\tOld objective: 984620.43\tImprovement: 0.00768"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 997111.88\tOld objective: 992184.72\tImprovement: 0.00497"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1000543.20\tOld objective: 997111.88\tImprovement: 0.00344"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1003066.89\tOld objective: 1000543.20\tImprovement: 0.00252"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1004973.98\tOld objective: 1003066.89\tImprovement: 0.00190"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1006436.48\tOld objective: 1004973.98\tImprovement: 0.00146"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1007595.28\tOld objective: 1006436.48\tImprovement: 0.00115"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1008540.61\tOld objective: 1007595.28\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1009343.12\tOld objective: 1008540.61\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1010018.98\tOld objective: 1009343.12\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1010593.43\tOld objective: 1010018.98\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1011081.77\tOld objective: 1010593.43\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 172:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 761906.73\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 937510.91\tOld objective: 761906.73\tImprovement: 0.23048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 992084.60\tOld objective: 937510.91\tImprovement: 0.05821"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1015630.35\tOld objective: 992084.60\tImprovement: 0.02373"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1028249.49\tOld objective: 1015630.35\tImprovement: 0.01242"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1035866.30\tOld objective: 1028249.49\tImprovement: 0.00741"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1040866.10\tOld objective: 1035866.30\tImprovement: 0.00483"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1044313.31\tOld objective: 1040866.10\tImprovement: 0.00331"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1046803.69\tOld objective: 1044313.31\tImprovement: 0.00238"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1048702.19\tOld objective: 1046803.69\tImprovement: 0.00181"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1050183.61\tOld objective: 1048702.19\tImprovement: 0.00141"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1051364.94\tOld objective: 1050183.61\tImprovement: 0.00112"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1052315.35\tOld objective: 1051364.94\tImprovement: 0.00090"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1053094.42\tOld objective: 1052315.35\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1053752.74\tOld objective: 1053094.42\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1054313.91\tOld objective: 1053752.74\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1054799.34\tOld objective: 1054313.91\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 173:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 788355.46\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 964820.96\tOld objective: 788355.46\tImprovement: 0.22384"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1018569.06\tOld objective: 964820.96\tImprovement: 0.05571"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1041549.13\tOld objective: 1018569.06\tImprovement: 0.02256"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1053798.76\tOld objective: 1041549.13\tImprovement: 0.01176"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1061191.78\tOld objective: 1053798.76\tImprovement: 0.00702"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1066023.41\tOld objective: 1061191.78\tImprovement: 0.00455"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1069412.42\tOld objective: 1066023.41\tImprovement: 0.00318"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1071878.22\tOld objective: 1069412.42\tImprovement: 0.00231"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1073742.23\tOld objective: 1071878.22\tImprovement: 0.00174"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1075204.10\tOld objective: 1073742.23\tImprovement: 0.00136"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1076366.99\tOld objective: 1075204.10\tImprovement: 0.00108"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1077318.80\tOld objective: 1076366.99\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1078100.57\tOld objective: 1077318.80\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1078748.78\tOld objective: 1078100.57\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1079305.87\tOld objective: 1078748.78\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1079780.98\tOld objective: 1079305.87\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 174:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 767084.84\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 941213.68\tOld objective: 767084.84\tImprovement: 0.22700"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 994724.15\tOld objective: 941213.68\tImprovement: 0.05685"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1017636.63\tOld objective: 994724.15\tImprovement: 0.02303"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1029862.55\tOld objective: 1017636.63\tImprovement: 0.01201"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1037273.06\tOld objective: 1029862.55\tImprovement: 0.00720"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1042154.20\tOld objective: 1037273.06\tImprovement: 0.00471"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1045555.40\tOld objective: 1042154.20\tImprovement: 0.00326"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1048046.70\tOld objective: 1045555.40\tImprovement: 0.00238"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1049935.71\tOld objective: 1048046.70\tImprovement: 0.00180"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1051401.12\tOld objective: 1049935.71\tImprovement: 0.00140"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1052551.57\tOld objective: 1051401.12\tImprovement: 0.00109"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1053466.96\tOld objective: 1052551.57\tImprovement: 0.00087"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1054224.73\tOld objective: 1053466.96\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1054864.76\tOld objective: 1054224.73\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1055402.91\tOld objective: 1054864.76\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1055849.95\tOld objective: 1055402.91\tImprovement: 0.00042"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 175:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 782085.61\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 963664.57\tOld objective: 782085.61\tImprovement: 0.23217"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1019988.31\tOld objective: 963664.57\tImprovement: 0.05845"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1044117.16\tOld objective: 1019988.31\tImprovement: 0.02366"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1056965.97\tOld objective: 1044117.16\tImprovement: 0.01231"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1064701.52\tOld objective: 1056965.97\tImprovement: 0.00732"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1069744.18\tOld objective: 1064701.52\tImprovement: 0.00474"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1073257.67\tOld objective: 1069744.18\tImprovement: 0.00328"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1075820.31\tOld objective: 1073257.67\tImprovement: 0.00239"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1077748.14\tOld objective: 1075820.31\tImprovement: 0.00179"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1079230.91\tOld objective: 1077748.14\tImprovement: 0.00138"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1080406.74\tOld objective: 1079230.91\tImprovement: 0.00109"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1081353.94\tOld objective: 1080406.74\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1082136.10\tOld objective: 1081353.94\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1082774.12\tOld objective: 1082136.10\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1083305.30\tOld objective: 1082774.12\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 176:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 803449.72\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 980942.96\tOld objective: 803449.72\tImprovement: 0.22091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1035627.42\tOld objective: 980942.96\tImprovement: 0.05575"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1059104.55\tOld objective: 1035627.42\tImprovement: 0.02267"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1071604.27\tOld objective: 1059104.55\tImprovement: 0.01180"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1079155.01\tOld objective: 1071604.27\tImprovement: 0.00705"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1084157.27\tOld objective: 1079155.01\tImprovement: 0.00464"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1087658.99\tOld objective: 1084157.27\tImprovement: 0.00323"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1090205.12\tOld objective: 1087658.99\tImprovement: 0.00234"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1092115.60\tOld objective: 1090205.12\tImprovement: 0.00175"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1093617.51\tOld objective: 1092115.60\tImprovement: 0.00138"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1094810.24\tOld objective: 1093617.51\tImprovement: 0.00109"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1095752.24\tOld objective: 1094810.24\tImprovement: 0.00086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1096510.09\tOld objective: 1095752.24\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1097130.46\tOld objective: 1096510.09\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1097658.41\tOld objective: 1097130.46\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 177:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 693252.46\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 864815.66\tOld objective: 693252.46\tImprovement: 0.24748"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 918243.91\tOld objective: 864815.66\tImprovement: 0.06178"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 941321.38\tOld objective: 918243.91\tImprovement: 0.02513"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 953693.28\tOld objective: 941321.38\tImprovement: 0.01314"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 961176.76\tOld objective: 953693.28\tImprovement: 0.00785"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 966086.28\tOld objective: 961176.76\tImprovement: 0.00511"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 969540.41\tOld objective: 966086.28\tImprovement: 0.00358"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 972074.57\tOld objective: 969540.41\tImprovement: 0.00261"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 973983.27\tOld objective: 972074.57\tImprovement: 0.00196"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 975440.91\tOld objective: 973983.27\tImprovement: 0.00150"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 976591.45\tOld objective: 975440.91\tImprovement: 0.00118"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 977521.51\tOld objective: 976591.45\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 978292.00\tOld objective: 977521.51\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 978935.47\tOld objective: 978292.00\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 979478.57\tOld objective: 978935.47\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 979952.04\tOld objective: 979478.57\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 178:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 774677.68\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 951397.69\tOld objective: 774677.68\tImprovement: 0.22812"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1006399.10\tOld objective: 951397.69\tImprovement: 0.05781"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1030114.44\tOld objective: 1006399.10\tImprovement: 0.02356"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1042795.77\tOld objective: 1030114.44\tImprovement: 0.01231"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1050448.51\tOld objective: 1042795.77\tImprovement: 0.00734"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1055455.14\tOld objective: 1050448.51\tImprovement: 0.00477"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1058945.30\tOld objective: 1055455.14\tImprovement: 0.00331"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1061486.54\tOld objective: 1058945.30\tImprovement: 0.00240"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1063399.66\tOld objective: 1061486.54\tImprovement: 0.00180"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1064888.67\tOld objective: 1063399.66\tImprovement: 0.00140"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1066077.85\tOld objective: 1064888.67\tImprovement: 0.00112"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1067045.91\tOld objective: 1066077.85\tImprovement: 0.00091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1067830.51\tOld objective: 1067045.91\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1068491.44\tOld objective: 1067830.51\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1069066.54\tOld objective: 1068491.44\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1069556.34\tOld objective: 1069066.54\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 179:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 768582.84\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 947263.21\tOld objective: 768582.84\tImprovement: 0.23248"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1002884.84\tOld objective: 947263.21\tImprovement: 0.05872"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1026848.52\tOld objective: 1002884.84\tImprovement: 0.02389"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1039623.41\tOld objective: 1026848.52\tImprovement: 0.01244"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1047312.53\tOld objective: 1039623.41\tImprovement: 0.00740"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1052305.08\tOld objective: 1047312.53\tImprovement: 0.00477"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1055781.31\tOld objective: 1052305.08\tImprovement: 0.00330"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1058346.08\tOld objective: 1055781.31\tImprovement: 0.00243"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1060292.89\tOld objective: 1058346.08\tImprovement: 0.00184"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1061802.75\tOld objective: 1060292.89\tImprovement: 0.00142"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1063012.37\tOld objective: 1061802.75\tImprovement: 0.00114"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1064003.15\tOld objective: 1063012.37\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1064828.64\tOld objective: 1064003.15\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1065514.17\tOld objective: 1064828.64\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1066083.93\tOld objective: 1065514.17\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1066575.02\tOld objective: 1066083.93\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 180:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 720365.58\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 893106.05\tOld objective: 720365.58\tImprovement: 0.23980"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 946307.65\tOld objective: 893106.05\tImprovement: 0.05957"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 969159.85\tOld objective: 946307.65\tImprovement: 0.02415"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 981396.75\tOld objective: 969159.85\tImprovement: 0.01263"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 988787.15\tOld objective: 981396.75\tImprovement: 0.00753"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 993639.00\tOld objective: 988787.15\tImprovement: 0.00491"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 997014.81\tOld objective: 993639.00\tImprovement: 0.00340"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 999466.16\tOld objective: 997014.81\tImprovement: 0.00246"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1001302.41\tOld objective: 999466.16\tImprovement: 0.00184"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1002729.71\tOld objective: 1001302.41\tImprovement: 0.00143"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1003858.99\tOld objective: 1002729.71\tImprovement: 0.00113"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1004766.19\tOld objective: 1003858.99\tImprovement: 0.00090"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1005509.98\tOld objective: 1004766.19\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1006119.17\tOld objective: 1005509.98\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1006640.32\tOld objective: 1006119.17\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1007094.48\tOld objective: 1006640.32\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 181:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 764735.66\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 941317.13\tOld objective: 764735.66\tImprovement: 0.23091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 995400.42\tOld objective: 941317.13\tImprovement: 0.05745"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1018540.11\tOld objective: 995400.42\tImprovement: 0.02325"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1030873.03\tOld objective: 1018540.11\tImprovement: 0.01211"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1038266.89\tOld objective: 1030873.03\tImprovement: 0.00717"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1043085.33\tOld objective: 1038266.89\tImprovement: 0.00464"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1046445.06\tOld objective: 1043085.33\tImprovement: 0.00322"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1048920.87\tOld objective: 1046445.06\tImprovement: 0.00237"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1050798.48\tOld objective: 1048920.87\tImprovement: 0.00179"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1052245.26\tOld objective: 1050798.48\tImprovement: 0.00138"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1053387.41\tOld objective: 1052245.26\tImprovement: 0.00109"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1054309.07\tOld objective: 1053387.41\tImprovement: 0.00087"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1055072.03\tOld objective: 1054309.07\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1055704.43\tOld objective: 1055072.03\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1056235.20\tOld objective: 1055704.43\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1056688.95\tOld objective: 1056235.20\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 182:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 777498.43\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 953670.32\tOld objective: 777498.43\tImprovement: 0.22659"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1008020.44\tOld objective: 953670.32\tImprovement: 0.05699"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1031369.33\tOld objective: 1008020.44\tImprovement: 0.02316"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1043784.20\tOld objective: 1031369.33\tImprovement: 0.01204"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1051308.32\tOld objective: 1043784.20\tImprovement: 0.00721"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1056268.87\tOld objective: 1051308.32\tImprovement: 0.00472"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1059712.39\tOld objective: 1056268.87\tImprovement: 0.00326"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1062217.22\tOld objective: 1059712.39\tImprovement: 0.00236"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1064102.98\tOld objective: 1062217.22\tImprovement: 0.00178"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1065571.90\tOld objective: 1064102.98\tImprovement: 0.00138"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1066742.20\tOld objective: 1065571.90\tImprovement: 0.00110"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1067704.69\tOld objective: 1066742.20\tImprovement: 0.00090"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1068498.44\tOld objective: 1067704.69\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1069154.74\tOld objective: 1068498.44\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1069703.07\tOld objective: 1069154.74\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1070172.36\tOld objective: 1069703.07\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 183:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 812821.64\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 989900.70\tOld objective: 812821.64\tImprovement: 0.21786"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1044108.55\tOld objective: 989900.70\tImprovement: 0.05476"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1067214.82\tOld objective: 1044108.55\tImprovement: 0.02213"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1079435.58\tOld objective: 1067214.82\tImprovement: 0.01145"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1086768.46\tOld objective: 1079435.58\tImprovement: 0.00679"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1091590.93\tOld objective: 1086768.46\tImprovement: 0.00444"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1094926.51\tOld objective: 1091590.93\tImprovement: 0.00306"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1097344.42\tOld objective: 1094926.51\tImprovement: 0.00221"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1099167.07\tOld objective: 1097344.42\tImprovement: 0.00166"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1100582.31\tOld objective: 1099167.07\tImprovement: 0.00129"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1101716.05\tOld objective: 1100582.31\tImprovement: 0.00103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1102624.59\tOld objective: 1101716.05\tImprovement: 0.00082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1103363.15\tOld objective: 1102624.59\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1103975.61\tOld objective: 1103363.15\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1104483.78\tOld objective: 1103975.61\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 184:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 751060.04\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 926396.83\tOld objective: 751060.04\tImprovement: 0.23345"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 980742.54\tOld objective: 926396.83\tImprovement: 0.05866"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1004135.78\tOld objective: 980742.54\tImprovement: 0.02385"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1016669.14\tOld objective: 1004135.78\tImprovement: 0.01248"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1024218.33\tOld objective: 1016669.14\tImprovement: 0.00743"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1029160.70\tOld objective: 1024218.33\tImprovement: 0.00483"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1032621.35\tOld objective: 1029160.70\tImprovement: 0.00336"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1035136.18\tOld objective: 1032621.35\tImprovement: 0.00244"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1037025.01\tOld objective: 1035136.18\tImprovement: 0.00182"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1038489.90\tOld objective: 1037025.01\tImprovement: 0.00141"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1039648.42\tOld objective: 1038489.90\tImprovement: 0.00112"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1040597.81\tOld objective: 1039648.42\tImprovement: 0.00091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1041383.67\tOld objective: 1040597.81\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1042047.10\tOld objective: 1041383.67\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1042610.55\tOld objective: 1042047.10\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1043102.31\tOld objective: 1042610.55\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 185:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 731846.18\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 905204.87\tOld objective: 731846.18\tImprovement: 0.23688"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 958580.19\tOld objective: 905204.87\tImprovement: 0.05896"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 981426.72\tOld objective: 958580.19\tImprovement: 0.02383"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 993621.42\tOld objective: 981426.72\tImprovement: 0.01243"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1001015.07\tOld objective: 993621.42\tImprovement: 0.00744"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1005849.66\tOld objective: 1001015.07\tImprovement: 0.00483"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1009184.38\tOld objective: 1005849.66\tImprovement: 0.00332"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1011613.63\tOld objective: 1009184.38\tImprovement: 0.00241"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1013440.25\tOld objective: 1011613.63\tImprovement: 0.00181"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1014851.64\tOld objective: 1013440.25\tImprovement: 0.00139"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1015999.40\tOld objective: 1014851.64\tImprovement: 0.00113"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1016950.08\tOld objective: 1015999.40\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1017735.49\tOld objective: 1016950.08\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1018374.93\tOld objective: 1017735.49\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1018893.88\tOld objective: 1018374.93\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1019335.46\tOld objective: 1018893.88\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 186:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 769175.56\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 941782.61\tOld objective: 769175.56\tImprovement: 0.22441"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 994877.34\tOld objective: 941782.61\tImprovement: 0.05638"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1017552.97\tOld objective: 994877.34\tImprovement: 0.02279"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1029620.31\tOld objective: 1017552.97\tImprovement: 0.01186"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1036941.55\tOld objective: 1029620.31\tImprovement: 0.00711"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1041746.38\tOld objective: 1036941.55\tImprovement: 0.00463"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1045094.15\tOld objective: 1041746.38\tImprovement: 0.00321"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1047538.94\tOld objective: 1045094.15\tImprovement: 0.00234"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1049374.42\tOld objective: 1047538.94\tImprovement: 0.00175"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1050788.47\tOld objective: 1049374.42\tImprovement: 0.00135"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1051927.70\tOld objective: 1050788.47\tImprovement: 0.00108"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1052859.77\tOld objective: 1051927.70\tImprovement: 0.00089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1053627.12\tOld objective: 1052859.77\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1054266.05\tOld objective: 1053627.12\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1054809.16\tOld objective: 1054266.05\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1055281.72\tOld objective: 1054809.16\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 187:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 775271.50\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 951113.36\tOld objective: 775271.50\tImprovement: 0.22681"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1005512.50\tOld objective: 951113.36\tImprovement: 0.05720"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1028868.01\tOld objective: 1005512.50\tImprovement: 0.02323"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1041360.32\tOld objective: 1028868.01\tImprovement: 0.01214"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1048912.49\tOld objective: 1041360.32\tImprovement: 0.00725"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1053843.30\tOld objective: 1048912.49\tImprovement: 0.00470"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1057252.68\tOld objective: 1053843.30\tImprovement: 0.00324"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1059750.40\tOld objective: 1057252.68\tImprovement: 0.00236"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1061639.82\tOld objective: 1059750.40\tImprovement: 0.00178"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1063122.92\tOld objective: 1061639.82\tImprovement: 0.00140"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1064309.05\tOld objective: 1063122.92\tImprovement: 0.00112"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1065248.83\tOld objective: 1064309.05\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1066028.32\tOld objective: 1065248.83\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1066677.44\tOld objective: 1066028.32\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1067224.44\tOld objective: 1066677.44\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1067702.95\tOld objective: 1067224.44\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 188:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 759919.50\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 934626.68\tOld objective: 759919.50\tImprovement: 0.22990"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 987918.02\tOld objective: 934626.68\tImprovement: 0.05702"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1010673.10\tOld objective: 987918.02\tImprovement: 0.02303"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1022768.67\tOld objective: 1010673.10\tImprovement: 0.01197"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1030042.45\tOld objective: 1022768.67\tImprovement: 0.00711"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1034802.50\tOld objective: 1030042.45\tImprovement: 0.00462"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1038126.08\tOld objective: 1034802.50\tImprovement: 0.00321"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1040549.34\tOld objective: 1038126.08\tImprovement: 0.00233"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1042369.31\tOld objective: 1040549.34\tImprovement: 0.00175"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1043792.94\tOld objective: 1042369.31\tImprovement: 0.00137"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1044929.63\tOld objective: 1043792.94\tImprovement: 0.00109"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1045849.51\tOld objective: 1044929.63\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1046602.01\tOld objective: 1045849.51\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1047221.12\tOld objective: 1046602.01\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1047741.34\tOld objective: 1047221.12\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 189:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 782775.95\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 958540.04\tOld objective: 782775.95\tImprovement: 0.22454"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1013078.72\tOld objective: 958540.04\tImprovement: 0.05690"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1036580.07\tOld objective: 1013078.72\tImprovement: 0.02320"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1049131.80\tOld objective: 1036580.07\tImprovement: 0.01211"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1056691.91\tOld objective: 1049131.80\tImprovement: 0.00721"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1061607.76\tOld objective: 1056691.91\tImprovement: 0.00465"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1065049.02\tOld objective: 1061607.76\tImprovement: 0.00324"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1067574.64\tOld objective: 1065049.02\tImprovement: 0.00237"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1069467.41\tOld objective: 1067574.64\tImprovement: 0.00177"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1070942.84\tOld objective: 1069467.41\tImprovement: 0.00138"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1072122.79\tOld objective: 1070942.84\tImprovement: 0.00110"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1073085.27\tOld objective: 1072122.79\tImprovement: 0.00090"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1073867.65\tOld objective: 1073085.27\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1074514.70\tOld objective: 1073867.65\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1075055.43\tOld objective: 1074514.70\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1075517.60\tOld objective: 1075055.43\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 190:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 830031.30\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1006729.91\tOld objective: 830031.30\tImprovement: 0.21288"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1061060.48\tOld objective: 1006729.91\tImprovement: 0.05397"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1084388.85\tOld objective: 1061060.48\tImprovement: 0.02199"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1096869.46\tOld objective: 1084388.85\tImprovement: 0.01151"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1104389.97\tOld objective: 1096869.46\tImprovement: 0.00686"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1109286.02\tOld objective: 1104389.97\tImprovement: 0.00443"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1112659.60\tOld objective: 1109286.02\tImprovement: 0.00304"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1115112.55\tOld objective: 1112659.60\tImprovement: 0.00220"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1116969.37\tOld objective: 1115112.55\tImprovement: 0.00167"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1118394.53\tOld objective: 1116969.37\tImprovement: 0.00128"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1119523.89\tOld objective: 1118394.53\tImprovement: 0.00101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1120430.85\tOld objective: 1119523.89\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1121171.28\tOld objective: 1120430.85\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1121793.34\tOld objective: 1121171.28\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1122322.28\tOld objective: 1121793.34\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 191:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 773558.39\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 950032.34\tOld objective: 773558.39\tImprovement: 0.22813"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1004059.84\tOld objective: 950032.34\tImprovement: 0.05687"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1027201.41\tOld objective: 1004059.84\tImprovement: 0.02305"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1039529.84\tOld objective: 1027201.41\tImprovement: 0.01200"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1046903.86\tOld objective: 1039529.84\tImprovement: 0.00709"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1051725.18\tOld objective: 1046903.86\tImprovement: 0.00461"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1055088.37\tOld objective: 1051725.18\tImprovement: 0.00320"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1057540.08\tOld objective: 1055088.37\tImprovement: 0.00232"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1059401.29\tOld objective: 1057540.08\tImprovement: 0.00176"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1060845.93\tOld objective: 1059401.29\tImprovement: 0.00136"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1061975.67\tOld objective: 1060845.93\tImprovement: 0.00106"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1062883.20\tOld objective: 1061975.67\tImprovement: 0.00085"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1063630.60\tOld objective: 1062883.20\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1064262.08\tOld objective: 1063630.60\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1064793.83\tOld objective: 1064262.08\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 192:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 785973.97\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 961933.30\tOld objective: 785973.97\tImprovement: 0.22387"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1015820.69\tOld objective: 961933.30\tImprovement: 0.05602"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1038898.69\tOld objective: 1015820.69\tImprovement: 0.02272"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1051265.55\tOld objective: 1038898.69\tImprovement: 0.01190"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1058706.39\tOld objective: 1051265.55\tImprovement: 0.00708"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1063533.75\tOld objective: 1058706.39\tImprovement: 0.00456"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1066887.77\tOld objective: 1063533.75\tImprovement: 0.00315"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1069331.89\tOld objective: 1066887.77\tImprovement: 0.00229"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1071178.83\tOld objective: 1069331.89\tImprovement: 0.00173"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1072622.80\tOld objective: 1071178.83\tImprovement: 0.00135"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1073764.42\tOld objective: 1072622.80\tImprovement: 0.00106"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1074687.23\tOld objective: 1073764.42\tImprovement: 0.00086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1075441.09\tOld objective: 1074687.23\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1076078.16\tOld objective: 1075441.09\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1076617.63\tOld objective: 1076078.16\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1077074.17\tOld objective: 1076617.63\tImprovement: 0.00042"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 193:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 749610.92\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 923476.34\tOld objective: 749610.92\tImprovement: 0.23194"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 976740.10\tOld objective: 923476.34\tImprovement: 0.05768"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 999575.29\tOld objective: 976740.10\tImprovement: 0.02338"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1011708.59\tOld objective: 999575.29\tImprovement: 0.01214"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1018971.44\tOld objective: 1011708.59\tImprovement: 0.00718"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1023720.05\tOld objective: 1018971.44\tImprovement: 0.00466"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1027041.73\tOld objective: 1023720.05\tImprovement: 0.00324"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1029441.32\tOld objective: 1027041.73\tImprovement: 0.00234"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1031242.55\tOld objective: 1029441.32\tImprovement: 0.00175"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1032635.41\tOld objective: 1031242.55\tImprovement: 0.00135"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1033730.45\tOld objective: 1032635.41\tImprovement: 0.00106"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1034615.76\tOld objective: 1033730.45\tImprovement: 0.00086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1035323.18\tOld objective: 1034615.76\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1035905.83\tOld objective: 1035323.18\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1036406.98\tOld objective: 1035905.83\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 194:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 735716.91\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 911559.29\tOld objective: 735716.91\tImprovement: 0.23901"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 966179.75\tOld objective: 911559.29\tImprovement: 0.05992"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 989654.96\tOld objective: 966179.75\tImprovement: 0.02430"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1002148.97\tOld objective: 989654.96\tImprovement: 0.01262"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1009674.68\tOld objective: 1002148.97\tImprovement: 0.00751"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1014601.96\tOld objective: 1009674.68\tImprovement: 0.00488"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1018020.30\tOld objective: 1014601.96\tImprovement: 0.00337"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1020519.82\tOld objective: 1018020.30\tImprovement: 0.00246"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1022405.89\tOld objective: 1020519.82\tImprovement: 0.00185"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1023845.35\tOld objective: 1022405.89\tImprovement: 0.00141"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1024989.57\tOld objective: 1023845.35\tImprovement: 0.00112"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1025918.26\tOld objective: 1024989.57\tImprovement: 0.00091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1026677.08\tOld objective: 1025918.26\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1027302.26\tOld objective: 1026677.08\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1027822.58\tOld objective: 1027302.26\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1028260.18\tOld objective: 1027822.58\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 195:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 736079.57\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 910103.03\tOld objective: 736079.57\tImprovement: 0.23642"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 963560.34\tOld objective: 910103.03\tImprovement: 0.05874"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 986463.62\tOld objective: 963560.34\tImprovement: 0.02377"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 998592.52\tOld objective: 986463.62\tImprovement: 0.01230"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1005860.04\tOld objective: 998592.52\tImprovement: 0.00728"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1010599.00\tOld objective: 1005860.04\tImprovement: 0.00471"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1013904.00\tOld objective: 1010599.00\tImprovement: 0.00327"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1016340.22\tOld objective: 1013904.00\tImprovement: 0.00240"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1018211.09\tOld objective: 1016340.22\tImprovement: 0.00184"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1019669.93\tOld objective: 1018211.09\tImprovement: 0.00143"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1020823.42\tOld objective: 1019669.93\tImprovement: 0.00113"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1021740.09\tOld objective: 1020823.42\tImprovement: 0.00090"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1022488.65\tOld objective: 1021740.09\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1023115.50\tOld objective: 1022488.65\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1023657.15\tOld objective: 1023115.50\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1024116.10\tOld objective: 1023657.15\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 196:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 806428.56\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 983454.08\tOld objective: 806428.56\tImprovement: 0.21952"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1037565.01\tOld objective: 983454.08\tImprovement: 0.05502"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1060646.67\tOld objective: 1037565.01\tImprovement: 0.02225"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1072905.76\tOld objective: 1060646.67\tImprovement: 0.01156"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1080251.73\tOld objective: 1072905.76\tImprovement: 0.00685"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1085047.81\tOld objective: 1080251.73\tImprovement: 0.00444"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1088374.74\tOld objective: 1085047.81\tImprovement: 0.00307"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1090794.27\tOld objective: 1088374.74\tImprovement: 0.00222"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1092603.58\tOld objective: 1090794.27\tImprovement: 0.00166"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1093995.92\tOld objective: 1092603.58\tImprovement: 0.00127"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1095105.56\tOld objective: 1093995.92\tImprovement: 0.00101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1096021.94\tOld objective: 1095105.56\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1096782.84\tOld objective: 1096021.94\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1097407.99\tOld objective: 1096782.84\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1097937.37\tOld objective: 1097407.99\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 197:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 777745.83\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 951590.81\tOld objective: 777745.83\tImprovement: 0.22352"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1004737.00\tOld objective: 951590.81\tImprovement: 0.05585"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1027356.69\tOld objective: 1004737.00\tImprovement: 0.02251"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1039393.03\tOld objective: 1027356.69\tImprovement: 0.01172"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1046639.25\tOld objective: 1039393.03\tImprovement: 0.00697"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1051367.81\tOld objective: 1046639.25\tImprovement: 0.00452"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1054649.92\tOld objective: 1051367.81\tImprovement: 0.00312"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1057039.62\tOld objective: 1054649.92\tImprovement: 0.00227"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1058856.85\tOld objective: 1057039.62\tImprovement: 0.00172"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1060268.93\tOld objective: 1058856.85\tImprovement: 0.00133"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1061388.82\tOld objective: 1060268.93\tImprovement: 0.00106"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1062295.28\tOld objective: 1061388.82\tImprovement: 0.00085"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1063042.39\tOld objective: 1062295.28\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1063666.83\tOld objective: 1063042.39\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1064198.53\tOld objective: 1063666.83\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 198:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 778157.74\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 954519.01\tOld objective: 778157.74\tImprovement: 0.22664"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1008332.38\tOld objective: 954519.01\tImprovement: 0.05638"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1031235.09\tOld objective: 1008332.38\tImprovement: 0.02271"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1043420.93\tOld objective: 1031235.09\tImprovement: 0.01182"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1050753.72\tOld objective: 1043420.93\tImprovement: 0.00703"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1055520.38\tOld objective: 1050753.72\tImprovement: 0.00454"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1058824.35\tOld objective: 1055520.38\tImprovement: 0.00313"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1061245.63\tOld objective: 1058824.35\tImprovement: 0.00229"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1063070.19\tOld objective: 1061245.63\tImprovement: 0.00172"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1064494.10\tOld objective: 1063070.19\tImprovement: 0.00134"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1065613.58\tOld objective: 1064494.10\tImprovement: 0.00105"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1066503.07\tOld objective: 1065613.58\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1067238.21\tOld objective: 1066503.07\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1067851.59\tOld objective: 1067238.21\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1068370.68\tOld objective: 1067851.59\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 199:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 801510.63\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 976403.30\tOld objective: 801510.63\tImprovement: 0.21820"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1029918.59\tOld objective: 976403.30\tImprovement: 0.05481"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1052768.67\tOld objective: 1029918.59\tImprovement: 0.02219"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1064920.33\tOld objective: 1052768.67\tImprovement: 0.01154"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1072237.97\tOld objective: 1064920.33\tImprovement: 0.00687"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1076998.35\tOld objective: 1072237.97\tImprovement: 0.00444"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1080280.41\tOld objective: 1076998.35\tImprovement: 0.00305"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1082656.85\tOld objective: 1080280.41\tImprovement: 0.00220"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1084461.62\tOld objective: 1082656.85\tImprovement: 0.00167"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1085876.35\tOld objective: 1084461.62\tImprovement: 0.00130"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1086987.51\tOld objective: 1085876.35\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1087883.38\tOld objective: 1086987.51\tImprovement: 0.00082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1088627.66\tOld objective: 1087883.38\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1089249.85\tOld objective: 1088627.66\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1089779.92\tOld objective: 1089249.85\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 200:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 745713.53\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 918686.92\tOld objective: 745713.53\tImprovement: 0.23196"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 971784.36\tOld objective: 918686.92\tImprovement: 0.05780"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 994508.60\tOld objective: 971784.36\tImprovement: 0.02338"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1006642.99\tOld objective: 994508.60\tImprovement: 0.01220"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1013948.39\tOld objective: 1006642.99\tImprovement: 0.00726"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1018767.24\tOld objective: 1013948.39\tImprovement: 0.00475"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1022118.21\tOld objective: 1018767.24\tImprovement: 0.00329"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1024533.37\tOld objective: 1022118.21\tImprovement: 0.00236"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1026354.36\tOld objective: 1024533.37\tImprovement: 0.00178"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1027762.02\tOld objective: 1026354.36\tImprovement: 0.00137"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1028877.19\tOld objective: 1027762.02\tImprovement: 0.00109"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1029791.60\tOld objective: 1028877.19\tImprovement: 0.00089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1030554.02\tOld objective: 1029791.60\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1031182.04\tOld objective: 1030554.02\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1031713.00\tOld objective: 1031182.04\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1032170.17\tOld objective: 1031713.00\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 201:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 798935.92\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 976640.96\tOld objective: 798935.92\tImprovement: 0.22243"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1030902.65\tOld objective: 976640.96\tImprovement: 0.05556"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1053951.92\tOld objective: 1030902.65\tImprovement: 0.02236"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1066168.10\tOld objective: 1053951.92\tImprovement: 0.01159"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1073515.06\tOld objective: 1066168.10\tImprovement: 0.00689"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1078325.87\tOld objective: 1073515.06\tImprovement: 0.00448"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1081643.63\tOld objective: 1078325.87\tImprovement: 0.00308"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1084036.61\tOld objective: 1081643.63\tImprovement: 0.00221"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1085846.91\tOld objective: 1084036.61\tImprovement: 0.00167"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1087269.43\tOld objective: 1085846.91\tImprovement: 0.00131"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1088398.85\tOld objective: 1087269.43\tImprovement: 0.00104"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1089301.46\tOld objective: 1088398.85\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1090042.00\tOld objective: 1089301.46\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1090665.49\tOld objective: 1090042.00\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1091191.64\tOld objective: 1090665.49\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 202:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 809065.74\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 985352.06\tOld objective: 809065.74\tImprovement: 0.21789"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1039216.77\tOld objective: 985352.06\tImprovement: 0.05467"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1062232.08\tOld objective: 1039216.77\tImprovement: 0.02215"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1074487.64\tOld objective: 1062232.08\tImprovement: 0.01154"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1081861.73\tOld objective: 1074487.64\tImprovement: 0.00686"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1086667.20\tOld objective: 1081861.73\tImprovement: 0.00444"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1089994.69\tOld objective: 1086667.20\tImprovement: 0.00306"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1092423.81\tOld objective: 1089994.69\tImprovement: 0.00223"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1094271.60\tOld objective: 1092423.81\tImprovement: 0.00169"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1095709.74\tOld objective: 1094271.60\tImprovement: 0.00131"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1096866.40\tOld objective: 1095709.74\tImprovement: 0.00106"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1097804.01\tOld objective: 1096866.40\tImprovement: 0.00085"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1098562.41\tOld objective: 1097804.01\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1099201.11\tOld objective: 1098562.41\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1099750.64\tOld objective: 1099201.11\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 203:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 835941.23\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1012625.13\tOld objective: 835941.23\tImprovement: 0.21136"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1066531.37\tOld objective: 1012625.13\tImprovement: 0.05323"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1089620.72\tOld objective: 1066531.37\tImprovement: 0.02165"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1101936.04\tOld objective: 1089620.72\tImprovement: 0.01130"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1109360.71\tOld objective: 1101936.04\tImprovement: 0.00674"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1114224.70\tOld objective: 1109360.71\tImprovement: 0.00438"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1117623.80\tOld objective: 1114224.70\tImprovement: 0.00305"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1120092.57\tOld objective: 1117623.80\tImprovement: 0.00221"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1121954.33\tOld objective: 1120092.57\tImprovement: 0.00166"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1123403.57\tOld objective: 1121954.33\tImprovement: 0.00129"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1124563.05\tOld objective: 1123403.57\tImprovement: 0.00103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1125504.69\tOld objective: 1124563.05\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1126276.50\tOld objective: 1125504.69\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1126933.62\tOld objective: 1126276.50\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1127486.35\tOld objective: 1126933.62\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 204:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 801150.13\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 976759.30\tOld objective: 801150.13\tImprovement: 0.21920"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1030642.47\tOld objective: 976759.30\tImprovement: 0.05517"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1053748.90\tOld objective: 1030642.47\tImprovement: 0.02242"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1066001.42\tOld objective: 1053748.90\tImprovement: 0.01163"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1073383.50\tOld objective: 1066001.42\tImprovement: 0.00693"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1078243.08\tOld objective: 1073383.50\tImprovement: 0.00453"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1081638.88\tOld objective: 1078243.08\tImprovement: 0.00315"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1084104.93\tOld objective: 1081638.88\tImprovement: 0.00228"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1085958.28\tOld objective: 1084104.93\tImprovement: 0.00171"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1087384.75\tOld objective: 1085958.28\tImprovement: 0.00131"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1088522.60\tOld objective: 1087384.75\tImprovement: 0.00105"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1089453.76\tOld objective: 1088522.60\tImprovement: 0.00086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1090227.54\tOld objective: 1089453.76\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1090864.50\tOld objective: 1090227.54\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1091404.22\tOld objective: 1090864.50\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 205:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 741262.70\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 914765.37\tOld objective: 741262.70\tImprovement: 0.23406"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 968177.23\tOld objective: 914765.37\tImprovement: 0.05839"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 990960.60\tOld objective: 968177.23\tImprovement: 0.02353"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1003046.46\tOld objective: 990960.60\tImprovement: 0.01220"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1010331.00\tOld objective: 1003046.46\tImprovement: 0.00726"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1015111.09\tOld objective: 1010331.00\tImprovement: 0.00473"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1018419.07\tOld objective: 1015111.09\tImprovement: 0.00326"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1020817.06\tOld objective: 1018419.07\tImprovement: 0.00235"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1022645.55\tOld objective: 1020817.06\tImprovement: 0.00179"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1024049.02\tOld objective: 1022645.55\tImprovement: 0.00137"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1025165.34\tOld objective: 1024049.02\tImprovement: 0.00109"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1026083.81\tOld objective: 1025165.34\tImprovement: 0.00090"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1026832.02\tOld objective: 1026083.81\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1027458.39\tOld objective: 1026832.02\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1027991.65\tOld objective: 1027458.39\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1028463.59\tOld objective: 1027991.65\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 206:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 840491.96\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1018942.99\tOld objective: 840491.96\tImprovement: 0.21232"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1073548.19\tOld objective: 1018942.99\tImprovement: 0.05359"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1096933.28\tOld objective: 1073548.19\tImprovement: 0.02178"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1109377.68\tOld objective: 1096933.28\tImprovement: 0.01134"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1116828.10\tOld objective: 1109377.68\tImprovement: 0.00672"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1121675.79\tOld objective: 1116828.10\tImprovement: 0.00434"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1125030.13\tOld objective: 1121675.79\tImprovement: 0.00299"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1127475.89\tOld objective: 1125030.13\tImprovement: 0.00217"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1129313.22\tOld objective: 1127475.89\tImprovement: 0.00163"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1130720.29\tOld objective: 1129313.22\tImprovement: 0.00125"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1131829.97\tOld objective: 1130720.29\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1132741.56\tOld objective: 1131829.97\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1133489.39\tOld objective: 1132741.56\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1134114.61\tOld objective: 1133489.39\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1134642.72\tOld objective: 1134114.61\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 207:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 790103.86\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 963535.46\tOld objective: 790103.86\tImprovement: 0.21950"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1017034.65\tOld objective: 963535.46\tImprovement: 0.05552"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1040015.74\tOld objective: 1017034.65\tImprovement: 0.02260"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1052295.36\tOld objective: 1040015.74\tImprovement: 0.01181"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1059709.41\tOld objective: 1052295.36\tImprovement: 0.00705"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1064565.87\tOld objective: 1059709.41\tImprovement: 0.00458"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1067940.81\tOld objective: 1064565.87\tImprovement: 0.00317"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1070396.65\tOld objective: 1067940.81\tImprovement: 0.00230"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1072243.11\tOld objective: 1070396.65\tImprovement: 0.00173"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1073678.08\tOld objective: 1072243.11\tImprovement: 0.00134"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1074831.27\tOld objective: 1073678.08\tImprovement: 0.00107"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1075767.12\tOld objective: 1074831.27\tImprovement: 0.00087"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1076537.79\tOld objective: 1075767.12\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1077180.04\tOld objective: 1076537.79\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1077719.02\tOld objective: 1077180.04\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1078184.39\tOld objective: 1077719.02\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 208:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 773900.05\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 950454.91\tOld objective: 773900.05\tImprovement: 0.22814"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1004493.49\tOld objective: 950454.91\tImprovement: 0.05686"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1027560.81\tOld objective: 1004493.49\tImprovement: 0.02296"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1039809.64\tOld objective: 1027560.81\tImprovement: 0.01192"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1047188.68\tOld objective: 1039809.64\tImprovement: 0.00710"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1052019.35\tOld objective: 1047188.68\tImprovement: 0.00461"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1055384.46\tOld objective: 1052019.35\tImprovement: 0.00320"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1057823.56\tOld objective: 1055384.46\tImprovement: 0.00231"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1059649.20\tOld objective: 1057823.56\tImprovement: 0.00173"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1061058.33\tOld objective: 1059649.20\tImprovement: 0.00133"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1062180.50\tOld objective: 1061058.33\tImprovement: 0.00106"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1063102.56\tOld objective: 1062180.50\tImprovement: 0.00087"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1063856.09\tOld objective: 1063102.56\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1064475.16\tOld objective: 1063856.09\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1065003.36\tOld objective: 1064475.16\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 209:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 839240.03\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1016077.40\tOld objective: 839240.03\tImprovement: 0.21071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1069992.81\tOld objective: 1016077.40\tImprovement: 0.05306"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1092968.89\tOld objective: 1069992.81\tImprovement: 0.02147"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1105151.47\tOld objective: 1092968.89\tImprovement: 0.01115"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1112493.22\tOld objective: 1105151.47\tImprovement: 0.00664"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1117293.04\tOld objective: 1112493.22\tImprovement: 0.00431"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1120629.42\tOld objective: 1117293.04\tImprovement: 0.00299"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1123058.92\tOld objective: 1120629.42\tImprovement: 0.00217"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1124894.12\tOld objective: 1123058.92\tImprovement: 0.00163"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1126318.14\tOld objective: 1124894.12\tImprovement: 0.00127"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1127458.71\tOld objective: 1126318.14\tImprovement: 0.00101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1128395.66\tOld objective: 1127458.71\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1129161.11\tOld objective: 1128395.66\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1129794.52\tOld objective: 1129161.11\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1130336.20\tOld objective: 1129794.52\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 210:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 792869.36\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 967634.11\tOld objective: 792869.36\tImprovement: 0.22042"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1020589.15\tOld objective: 967634.11\tImprovement: 0.05473"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1043055.85\tOld objective: 1020589.15\tImprovement: 0.02201"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1054974.43\tOld objective: 1043055.85\tImprovement: 0.01143"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1062114.67\tOld objective: 1054974.43\tImprovement: 0.00677"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1066744.94\tOld objective: 1062114.67\tImprovement: 0.00436"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1069942.28\tOld objective: 1066744.94\tImprovement: 0.00300"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1072264.99\tOld objective: 1069942.28\tImprovement: 0.00217"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1074026.32\tOld objective: 1072264.99\tImprovement: 0.00164"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1075392.88\tOld objective: 1074026.32\tImprovement: 0.00127"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1076485.35\tOld objective: 1075392.88\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1077379.39\tOld objective: 1076485.35\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1078125.37\tOld objective: 1077379.39\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1078740.22\tOld objective: 1078125.37\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1079257.19\tOld objective: 1078740.22\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 211:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 733190.43\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 904355.02\tOld objective: 733190.43\tImprovement: 0.23345"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 957047.86\tOld objective: 904355.02\tImprovement: 0.05827"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 979604.48\tOld objective: 957047.86\tImprovement: 0.02357"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 991580.27\tOld objective: 979604.48\tImprovement: 0.01223"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 998777.06\tOld objective: 991580.27\tImprovement: 0.00726"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1003481.81\tOld objective: 998777.06\tImprovement: 0.00471"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1006769.54\tOld objective: 1003481.81\tImprovement: 0.00328"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1009196.62\tOld objective: 1006769.54\tImprovement: 0.00241"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1011035.11\tOld objective: 1009196.62\tImprovement: 0.00182"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1012437.12\tOld objective: 1011035.11\tImprovement: 0.00139"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1013534.32\tOld objective: 1012437.12\tImprovement: 0.00108"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1014432.84\tOld objective: 1013534.32\tImprovement: 0.00089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1015174.59\tOld objective: 1014432.84\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1015796.25\tOld objective: 1015174.59\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1016337.03\tOld objective: 1015796.25\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1016802.41\tOld objective: 1016337.03\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 212:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 830119.10\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1006226.84\tOld objective: 830119.10\tImprovement: 0.21215"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1059932.89\tOld objective: 1006226.84\tImprovement: 0.05337"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1082800.35\tOld objective: 1059932.89\tImprovement: 0.02157"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1094914.35\tOld objective: 1082800.35\tImprovement: 0.01119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1102200.70\tOld objective: 1094914.35\tImprovement: 0.00665"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1106998.12\tOld objective: 1102200.70\tImprovement: 0.00435"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1110325.64\tOld objective: 1106998.12\tImprovement: 0.00301"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1112726.94\tOld objective: 1110325.64\tImprovement: 0.00216"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1114518.75\tOld objective: 1112726.94\tImprovement: 0.00161"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1115898.36\tOld objective: 1114518.75\tImprovement: 0.00124"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1117001.24\tOld objective: 1115898.36\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1117898.73\tOld objective: 1117001.24\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1118647.12\tOld objective: 1117898.73\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1119279.49\tOld objective: 1118647.12\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1119807.24\tOld objective: 1119279.49\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 213:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 839980.01\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1016340.16\tOld objective: 839980.01\tImprovement: 0.20996"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1070221.60\tOld objective: 1016340.16\tImprovement: 0.05302"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1093330.06\tOld objective: 1070221.60\tImprovement: 0.02159"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1105617.53\tOld objective: 1093330.06\tImprovement: 0.01124"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1113000.83\tOld objective: 1105617.53\tImprovement: 0.00668"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1117847.62\tOld objective: 1113000.83\tImprovement: 0.00435"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1121222.65\tOld objective: 1117847.62\tImprovement: 0.00302"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1123699.73\tOld objective: 1121222.65\tImprovement: 0.00221"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1125577.00\tOld objective: 1123699.73\tImprovement: 0.00167"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1127025.84\tOld objective: 1125577.00\tImprovement: 0.00129"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1128175.59\tOld objective: 1127025.84\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1129087.31\tOld objective: 1128175.59\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1129850.79\tOld objective: 1129087.31\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1130509.74\tOld objective: 1129850.79\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1131064.12\tOld objective: 1130509.74\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 214:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 836730.90\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1014695.33\tOld objective: 836730.90\tImprovement: 0.21269"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1068871.56\tOld objective: 1014695.33\tImprovement: 0.05339"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1091940.21\tOld objective: 1068871.56\tImprovement: 0.02158"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1104149.40\tOld objective: 1091940.21\tImprovement: 0.01118"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1111504.69\tOld objective: 1104149.40\tImprovement: 0.00666"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1116320.80\tOld objective: 1111504.69\tImprovement: 0.00433"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1119678.93\tOld objective: 1116320.80\tImprovement: 0.00301"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1122125.67\tOld objective: 1119678.93\tImprovement: 0.00219"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1123961.67\tOld objective: 1122125.67\tImprovement: 0.00164"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1125364.65\tOld objective: 1123961.67\tImprovement: 0.00125"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1126480.20\tOld objective: 1125364.65\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1127383.94\tOld objective: 1126480.20\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1128126.21\tOld objective: 1127383.94\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1128748.11\tOld objective: 1128126.21\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1129272.38\tOld objective: 1128748.11\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 215:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 763336.59\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 936413.52\tOld objective: 763336.59\tImprovement: 0.22674"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 989303.25\tOld objective: 936413.52\tImprovement: 0.05648"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1011786.05\tOld objective: 989303.25\tImprovement: 0.02273"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1023715.20\tOld objective: 1011786.05\tImprovement: 0.01179"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1030895.34\tOld objective: 1023715.20\tImprovement: 0.00701"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1035599.81\tOld objective: 1030895.34\tImprovement: 0.00456"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1038896.05\tOld objective: 1035599.81\tImprovement: 0.00318"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1041292.59\tOld objective: 1038896.05\tImprovement: 0.00231"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1043104.40\tOld objective: 1041292.59\tImprovement: 0.00174"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1044517.60\tOld objective: 1043104.40\tImprovement: 0.00135"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1045631.69\tOld objective: 1044517.60\tImprovement: 0.00107"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1046517.46\tOld objective: 1045631.69\tImprovement: 0.00085"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1047239.68\tOld objective: 1046517.46\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1047846.75\tOld objective: 1047239.68\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1048373.14\tOld objective: 1047846.75\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1048826.75\tOld objective: 1048373.14\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 216:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 763879.49\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 940182.82\tOld objective: 763879.49\tImprovement: 0.23080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 994386.24\tOld objective: 940182.82\tImprovement: 0.05765"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1017472.18\tOld objective: 994386.24\tImprovement: 0.02322"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1029696.42\tOld objective: 1017472.18\tImprovement: 0.01201"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1037029.29\tOld objective: 1029696.42\tImprovement: 0.00712"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1041793.93\tOld objective: 1037029.29\tImprovement: 0.00459"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1045080.86\tOld objective: 1041793.93\tImprovement: 0.00316"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1047500.63\tOld objective: 1045080.86\tImprovement: 0.00232"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1049361.61\tOld objective: 1047500.63\tImprovement: 0.00178"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1050816.93\tOld objective: 1049361.61\tImprovement: 0.00139"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1051960.71\tOld objective: 1050816.93\tImprovement: 0.00109"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1052869.26\tOld objective: 1051960.71\tImprovement: 0.00086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1053620.48\tOld objective: 1052869.26\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1054252.32\tOld objective: 1053620.48\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1054791.41\tOld objective: 1054252.32\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1055251.28\tOld objective: 1054791.41\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 217:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 805157.86\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 981434.16\tOld objective: 805157.86\tImprovement: 0.21893"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1035148.28\tOld objective: 981434.16\tImprovement: 0.05473"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1058108.97\tOld objective: 1035148.28\tImprovement: 0.02218"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1070341.00\tOld objective: 1058108.97\tImprovement: 0.01156"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1077661.53\tOld objective: 1070341.00\tImprovement: 0.00684"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1082454.39\tOld objective: 1077661.53\tImprovement: 0.00445"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1085782.57\tOld objective: 1082454.39\tImprovement: 0.00307"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1088205.72\tOld objective: 1085782.57\tImprovement: 0.00223"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1090014.53\tOld objective: 1088205.72\tImprovement: 0.00166"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1091413.16\tOld objective: 1090014.53\tImprovement: 0.00128"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1092536.24\tOld objective: 1091413.16\tImprovement: 0.00103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1093460.25\tOld objective: 1092536.24\tImprovement: 0.00085"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1094229.12\tOld objective: 1093460.25\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1094874.57\tOld objective: 1094229.12\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1095407.38\tOld objective: 1094874.57\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 218:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 709758.09\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 877828.77\tOld objective: 709758.09\tImprovement: 0.23680"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 929420.89\tOld objective: 877828.77\tImprovement: 0.05877"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 951485.55\tOld objective: 929420.89\tImprovement: 0.02374"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 963237.06\tOld objective: 951485.55\tImprovement: 0.01235"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 970323.19\tOld objective: 963237.06\tImprovement: 0.00736"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 974940.51\tOld objective: 970323.19\tImprovement: 0.00476"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 978143.96\tOld objective: 974940.51\tImprovement: 0.00329"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 980502.50\tOld objective: 978143.96\tImprovement: 0.00241"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 982286.27\tOld objective: 980502.50\tImprovement: 0.00182"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 983648.70\tOld objective: 982286.27\tImprovement: 0.00139"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 984734.77\tOld objective: 983648.70\tImprovement: 0.00110"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 985636.63\tOld objective: 984734.77\tImprovement: 0.00092"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 986390.86\tOld objective: 985636.63\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 987015.68\tOld objective: 986390.86\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 987537.27\tOld objective: 987015.68\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 987980.79\tOld objective: 987537.27\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 219:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 781568.62\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 955301.77\tOld objective: 781568.62\tImprovement: 0.22229"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1008497.59\tOld objective: 955301.77\tImprovement: 0.05568"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1031143.88\tOld objective: 1008497.59\tImprovement: 0.02246"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1043166.78\tOld objective: 1031143.88\tImprovement: 0.01166"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1050409.70\tOld objective: 1043166.78\tImprovement: 0.00694"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1055124.62\tOld objective: 1050409.70\tImprovement: 0.00449"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1058382.21\tOld objective: 1055124.62\tImprovement: 0.00309"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1060746.66\tOld objective: 1058382.21\tImprovement: 0.00223"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1062519.68\tOld objective: 1060746.66\tImprovement: 0.00167"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1063892.45\tOld objective: 1062519.68\tImprovement: 0.00129"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1064971.06\tOld objective: 1063892.45\tImprovement: 0.00101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1065843.35\tOld objective: 1064971.06\tImprovement: 0.00082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1066581.38\tOld objective: 1065843.35\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1067189.11\tOld objective: 1066581.38\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1067688.94\tOld objective: 1067189.11\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 220:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 800770.04\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 975053.26\tOld objective: 800770.04\tImprovement: 0.21764"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1028061.11\tOld objective: 975053.26\tImprovement: 0.05436"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1050682.85\tOld objective: 1028061.11\tImprovement: 0.02200"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1062696.93\tOld objective: 1050682.85\tImprovement: 0.01143"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1069933.52\tOld objective: 1062696.93\tImprovement: 0.00681"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1074668.99\tOld objective: 1069933.52\tImprovement: 0.00443"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1077948.44\tOld objective: 1074668.99\tImprovement: 0.00305"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1080342.96\tOld objective: 1077948.44\tImprovement: 0.00222"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1082141.49\tOld objective: 1080342.96\tImprovement: 0.00166"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1083535.30\tOld objective: 1082141.49\tImprovement: 0.00129"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1084643.10\tOld objective: 1083535.30\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1085545.65\tOld objective: 1084643.10\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1086287.64\tOld objective: 1085545.65\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1086909.52\tOld objective: 1086287.64\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1087429.77\tOld objective: 1086909.52\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 221:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 758550.00\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 930676.11\tOld objective: 758550.00\tImprovement: 0.22691"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 983559.02\tOld objective: 930676.11\tImprovement: 0.05682"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1006317.55\tOld objective: 983559.02\tImprovement: 0.02314"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1018482.98\tOld objective: 1006317.55\tImprovement: 0.01209"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1025805.05\tOld objective: 1018482.98\tImprovement: 0.00719"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1030588.05\tOld objective: 1025805.05\tImprovement: 0.00466"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1033941.93\tOld objective: 1030588.05\tImprovement: 0.00325"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1036384.62\tOld objective: 1033941.93\tImprovement: 0.00236"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1038217.35\tOld objective: 1036384.62\tImprovement: 0.00177"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1039645.55\tOld objective: 1038217.35\tImprovement: 0.00138"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1040761.38\tOld objective: 1039645.55\tImprovement: 0.00107"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1041661.41\tOld objective: 1040761.38\tImprovement: 0.00086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1042406.19\tOld objective: 1041661.41\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1043036.80\tOld objective: 1042406.19\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1043571.85\tOld objective: 1043036.80\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1044031.75\tOld objective: 1043571.85\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 222:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 849384.65\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1027145.20\tOld objective: 849384.65\tImprovement: 0.20928"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1080756.09\tOld objective: 1027145.20\tImprovement: 0.05219"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1103417.89\tOld objective: 1080756.09\tImprovement: 0.02097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1115376.36\tOld objective: 1103417.89\tImprovement: 0.01084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1122543.13\tOld objective: 1115376.36\tImprovement: 0.00643"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1127206.88\tOld objective: 1122543.13\tImprovement: 0.00415"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1130450.71\tOld objective: 1127206.88\tImprovement: 0.00288"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1132802.63\tOld objective: 1130450.71\tImprovement: 0.00208"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1134572.28\tOld objective: 1132802.63\tImprovement: 0.00156"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1135946.57\tOld objective: 1134572.28\tImprovement: 0.00121"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1137026.79\tOld objective: 1135946.57\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1137901.47\tOld objective: 1137026.79\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1138629.32\tOld objective: 1137901.47\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1139242.24\tOld objective: 1138629.32\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1139762.08\tOld objective: 1139242.24\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 223:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 756584.78\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 926322.72\tOld objective: 756584.78\tImprovement: 0.22435"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 978172.68\tOld objective: 926322.72\tImprovement: 0.05597"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1000362.24\tOld objective: 978172.68\tImprovement: 0.02268"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1012213.97\tOld objective: 1000362.24\tImprovement: 0.01185"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1019379.99\tOld objective: 1012213.97\tImprovement: 0.00708"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1024090.69\tOld objective: 1019379.99\tImprovement: 0.00462"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1027367.55\tOld objective: 1024090.69\tImprovement: 0.00320"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1029757.29\tOld objective: 1027367.55\tImprovement: 0.00233"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1031560.59\tOld objective: 1029757.29\tImprovement: 0.00175"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1032959.56\tOld objective: 1031560.59\tImprovement: 0.00136"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1034081.77\tOld objective: 1032959.56\tImprovement: 0.00109"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1034980.74\tOld objective: 1034081.77\tImprovement: 0.00087"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1035719.27\tOld objective: 1034980.74\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1036344.34\tOld objective: 1035719.27\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1036880.51\tOld objective: 1036344.34\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1037340.25\tOld objective: 1036880.51\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 224:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 774557.88\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 948883.39\tOld objective: 774557.88\tImprovement: 0.22506"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1002024.50\tOld objective: 948883.39\tImprovement: 0.05600"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1024594.60\tOld objective: 1002024.50\tImprovement: 0.02252"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1036566.78\tOld objective: 1024594.60\tImprovement: 0.01168"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1043760.66\tOld objective: 1036566.78\tImprovement: 0.00694"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1048462.77\tOld objective: 1043760.66\tImprovement: 0.00450"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1051760.81\tOld objective: 1048462.77\tImprovement: 0.00315"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1054174.72\tOld objective: 1051760.81\tImprovement: 0.00230"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1056009.24\tOld objective: 1054174.72\tImprovement: 0.00174"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1057427.72\tOld objective: 1056009.24\tImprovement: 0.00134"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1058551.97\tOld objective: 1057427.72\tImprovement: 0.00106"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1059462.16\tOld objective: 1058551.97\tImprovement: 0.00086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1060215.60\tOld objective: 1059462.16\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1060846.19\tOld objective: 1060215.60\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1061372.14\tOld objective: 1060846.19\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 225:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 747552.00\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 917758.02\tOld objective: 747552.00\tImprovement: 0.22768"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 969877.76\tOld objective: 917758.02\tImprovement: 0.05679"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 992161.99\tOld objective: 969877.76\tImprovement: 0.02298"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1004067.01\tOld objective: 992161.99\tImprovement: 0.01200"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1011233.84\tOld objective: 1004067.01\tImprovement: 0.00714"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1015929.18\tOld objective: 1011233.84\tImprovement: 0.00464"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1019209.70\tOld objective: 1015929.18\tImprovement: 0.00323"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1021597.01\tOld objective: 1019209.70\tImprovement: 0.00234"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1023397.24\tOld objective: 1021597.01\tImprovement: 0.00176"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1024806.32\tOld objective: 1023397.24\tImprovement: 0.00138"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1025938.57\tOld objective: 1024806.32\tImprovement: 0.00110"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1026858.66\tOld objective: 1025938.57\tImprovement: 0.00090"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1027620.02\tOld objective: 1026858.66\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1028264.26\tOld objective: 1027620.02\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1028796.00\tOld objective: 1028264.26\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1029232.93\tOld objective: 1028796.00\tImprovement: 0.00042"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 226:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 752424.33\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 924267.05\tOld objective: 752424.33\tImprovement: 0.22839"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 976696.06\tOld objective: 924267.05\tImprovement: 0.05672"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 999030.33\tOld objective: 976696.06\tImprovement: 0.02287"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1010846.82\tOld objective: 999030.33\tImprovement: 0.01183"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1017903.38\tOld objective: 1010846.82\tImprovement: 0.00698"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1022503.72\tOld objective: 1017903.38\tImprovement: 0.00452"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1025712.33\tOld objective: 1022503.72\tImprovement: 0.00314"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1028051.16\tOld objective: 1025712.33\tImprovement: 0.00228"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1029821.52\tOld objective: 1028051.16\tImprovement: 0.00172"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1031223.88\tOld objective: 1029821.52\tImprovement: 0.00136"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1032357.12\tOld objective: 1031223.88\tImprovement: 0.00110"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1033277.32\tOld objective: 1032357.12\tImprovement: 0.00089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1034030.64\tOld objective: 1033277.32\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1034661.65\tOld objective: 1034030.64\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1035188.07\tOld objective: 1034661.65\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1035628.26\tOld objective: 1035188.07\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 227:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 834061.49\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1013056.30\tOld objective: 834061.49\tImprovement: 0.21461"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1067220.58\tOld objective: 1013056.30\tImprovement: 0.05347"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1090167.22\tOld objective: 1067220.58\tImprovement: 0.02150"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1102302.73\tOld objective: 1090167.22\tImprovement: 0.01113"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1109569.14\tOld objective: 1102302.73\tImprovement: 0.00659"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1114263.70\tOld objective: 1109569.14\tImprovement: 0.00423"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1117525.21\tOld objective: 1114263.70\tImprovement: 0.00293"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1119923.15\tOld objective: 1117525.21\tImprovement: 0.00215"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1121721.06\tOld objective: 1119923.15\tImprovement: 0.00161"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1123108.55\tOld objective: 1121721.06\tImprovement: 0.00124"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1124208.18\tOld objective: 1123108.55\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1125111.52\tOld objective: 1124208.18\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1125870.12\tOld objective: 1125111.52\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1126489.78\tOld objective: 1125870.12\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1127003.89\tOld objective: 1126489.78\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 228:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 877392.45\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1059263.63\tOld objective: 877392.45\tImprovement: 0.20729"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1114366.23\tOld objective: 1059263.63\tImprovement: 0.05202"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1137777.84\tOld objective: 1114366.23\tImprovement: 0.02101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1150134.83\tOld objective: 1137777.84\tImprovement: 0.01086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1157521.55\tOld objective: 1150134.83\tImprovement: 0.00642"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1162346.06\tOld objective: 1157521.55\tImprovement: 0.00417"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1165675.78\tOld objective: 1162346.06\tImprovement: 0.00286"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1168092.41\tOld objective: 1165675.78\tImprovement: 0.00207"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1169917.86\tOld objective: 1168092.41\tImprovement: 0.00156"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1171328.82\tOld objective: 1169917.86\tImprovement: 0.00121"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1172442.28\tOld objective: 1171328.82\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1173351.46\tOld objective: 1172442.28\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1174120.62\tOld objective: 1173351.46\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1174770.40\tOld objective: 1174120.62\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1175307.14\tOld objective: 1174770.40\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 229:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 871939.67\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1051301.36\tOld objective: 871939.67\tImprovement: 0.20570"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1105603.24\tOld objective: 1051301.36\tImprovement: 0.05165"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1128696.56\tOld objective: 1105603.24\tImprovement: 0.02089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1140929.12\tOld objective: 1128696.56\tImprovement: 0.01084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1148269.35\tOld objective: 1140929.12\tImprovement: 0.00643"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1153071.26\tOld objective: 1148269.35\tImprovement: 0.00418"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1156449.53\tOld objective: 1153071.26\tImprovement: 0.00293"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1158923.97\tOld objective: 1156449.53\tImprovement: 0.00214"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1160786.04\tOld objective: 1158923.97\tImprovement: 0.00161"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1162224.34\tOld objective: 1160786.04\tImprovement: 0.00124"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1163374.06\tOld objective: 1162224.34\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1164289.54\tOld objective: 1163374.06\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1165042.17\tOld objective: 1164289.54\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1165668.62\tOld objective: 1165042.17\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1166183.38\tOld objective: 1165668.62\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 230:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 771368.77\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 943324.22\tOld objective: 771368.77\tImprovement: 0.22292"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 995946.61\tOld objective: 943324.22\tImprovement: 0.05578"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1018403.26\tOld objective: 995946.61\tImprovement: 0.02255"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1030320.50\tOld objective: 1018403.26\tImprovement: 0.01170"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1037483.59\tOld objective: 1030320.50\tImprovement: 0.00695"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1042196.65\tOld objective: 1037483.59\tImprovement: 0.00454"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1045502.00\tOld objective: 1042196.65\tImprovement: 0.00317"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1047902.16\tOld objective: 1045502.00\tImprovement: 0.00230"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1049718.02\tOld objective: 1047902.16\tImprovement: 0.00173"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1051133.77\tOld objective: 1049718.02\tImprovement: 0.00135"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1052245.90\tOld objective: 1051133.77\tImprovement: 0.00106"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1053156.74\tOld objective: 1052245.90\tImprovement: 0.00087"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1053922.17\tOld objective: 1053156.74\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1054561.08\tOld objective: 1053922.17\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1055104.68\tOld objective: 1054561.08\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1055566.81\tOld objective: 1055104.68\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 231:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 793555.56\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 967956.15\tOld objective: 793555.56\tImprovement: 0.21977"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1021191.73\tOld objective: 967956.15\tImprovement: 0.05500"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1043806.63\tOld objective: 1021191.73\tImprovement: 0.02215"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1055760.87\tOld objective: 1043806.63\tImprovement: 0.01145"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1062919.25\tOld objective: 1055760.87\tImprovement: 0.00678"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1067564.30\tOld objective: 1062919.25\tImprovement: 0.00437"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1070779.06\tOld objective: 1067564.30\tImprovement: 0.00301"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1073103.37\tOld objective: 1070779.06\tImprovement: 0.00217"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1074860.80\tOld objective: 1073103.37\tImprovement: 0.00164"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1076241.49\tOld objective: 1074860.80\tImprovement: 0.00128"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1077346.61\tOld objective: 1076241.49\tImprovement: 0.00103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1078239.88\tOld objective: 1077346.61\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1078973.74\tOld objective: 1078239.88\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1079585.99\tOld objective: 1078973.74\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1080103.93\tOld objective: 1079585.99\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 232:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 739193.15\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 911501.80\tOld objective: 739193.15\tImprovement: 0.23310"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 964117.38\tOld objective: 911501.80\tImprovement: 0.05772"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 986467.84\tOld objective: 964117.38\tImprovement: 0.02318"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 998298.18\tOld objective: 986467.84\tImprovement: 0.01199"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1005389.42\tOld objective: 998298.18\tImprovement: 0.00710"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1010040.47\tOld objective: 1005389.42\tImprovement: 0.00463"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1013297.62\tOld objective: 1010040.47\tImprovement: 0.00322"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1015665.51\tOld objective: 1013297.62\tImprovement: 0.00234"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1017461.56\tOld objective: 1015665.51\tImprovement: 0.00177"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1018852.64\tOld objective: 1017461.56\tImprovement: 0.00137"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1019960.03\tOld objective: 1018852.64\tImprovement: 0.00109"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1020867.91\tOld objective: 1019960.03\tImprovement: 0.00089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1021619.60\tOld objective: 1020867.91\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1022247.70\tOld objective: 1021619.60\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1022779.87\tOld objective: 1022247.70\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1023238.83\tOld objective: 1022779.87\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 233:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 857645.36\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1035380.61\tOld objective: 857645.36\tImprovement: 0.20724"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1089515.39\tOld objective: 1035380.61\tImprovement: 0.05228"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1112588.20\tOld objective: 1089515.39\tImprovement: 0.02118"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1124772.16\tOld objective: 1112588.20\tImprovement: 0.01095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1132074.89\tOld objective: 1124772.16\tImprovement: 0.00649"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1136863.28\tOld objective: 1132074.89\tImprovement: 0.00423"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1140207.27\tOld objective: 1136863.28\tImprovement: 0.00294"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1142658.92\tOld objective: 1140207.27\tImprovement: 0.00215"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1144520.33\tOld objective: 1142658.92\tImprovement: 0.00163"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1145957.77\tOld objective: 1144520.33\tImprovement: 0.00126"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1147080.18\tOld objective: 1145957.77\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1147988.54\tOld objective: 1147080.18\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1148740.23\tOld objective: 1147988.54\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1149367.97\tOld objective: 1148740.23\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1149896.17\tOld objective: 1149367.97\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 234:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 800928.16\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 975421.62\tOld objective: 800928.16\tImprovement: 0.21786"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1027734.57\tOld objective: 975421.62\tImprovement: 0.05363"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1049844.11\tOld objective: 1027734.57\tImprovement: 0.02151"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1061522.10\tOld objective: 1049844.11\tImprovement: 0.01112"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1068537.12\tOld objective: 1061522.10\tImprovement: 0.00661"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1073105.95\tOld objective: 1068537.12\tImprovement: 0.00428"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1076267.15\tOld objective: 1073105.95\tImprovement: 0.00295"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1078562.19\tOld objective: 1076267.15\tImprovement: 0.00213"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1080288.27\tOld objective: 1078562.19\tImprovement: 0.00160"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1081616.01\tOld objective: 1080288.27\tImprovement: 0.00123"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1082670.48\tOld objective: 1081616.01\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1083527.65\tOld objective: 1082670.48\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1084238.69\tOld objective: 1083527.65\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1084843.20\tOld objective: 1084238.69\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1085351.84\tOld objective: 1084843.20\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 235:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 808743.13\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 984986.95\tOld objective: 808743.13\tImprovement: 0.21792"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1038342.48\tOld objective: 984986.95\tImprovement: 0.05417"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1061024.04\tOld objective: 1038342.48\tImprovement: 0.02184"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1072967.84\tOld objective: 1061024.04\tImprovement: 0.01126"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1080085.84\tOld objective: 1072967.84\tImprovement: 0.00663"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1084750.19\tOld objective: 1080085.84\tImprovement: 0.00432"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1088023.11\tOld objective: 1084750.19\tImprovement: 0.00302"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1090401.73\tOld objective: 1088023.11\tImprovement: 0.00219"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1092182.75\tOld objective: 1090401.73\tImprovement: 0.00163"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1093549.95\tOld objective: 1092182.75\tImprovement: 0.00125"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1094632.42\tOld objective: 1093549.95\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1095517.09\tOld objective: 1094632.42\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1096273.42\tOld objective: 1095517.09\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1096911.98\tOld objective: 1096273.42\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1097462.58\tOld objective: 1096911.98\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1097929.15\tOld objective: 1097462.58\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 236:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 817864.68\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 993593.99\tOld objective: 817864.68\tImprovement: 0.21486"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1047231.59\tOld objective: 993593.99\tImprovement: 0.05398"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1070021.54\tOld objective: 1047231.59\tImprovement: 0.02176"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1082098.07\tOld objective: 1070021.54\tImprovement: 0.01129"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1089338.22\tOld objective: 1082098.07\tImprovement: 0.00669"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1094054.58\tOld objective: 1089338.22\tImprovement: 0.00433"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1097314.96\tOld objective: 1094054.58\tImprovement: 0.00298"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1099672.07\tOld objective: 1097314.96\tImprovement: 0.00215"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1101473.95\tOld objective: 1099672.07\tImprovement: 0.00164"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1102866.82\tOld objective: 1101473.95\tImprovement: 0.00126"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1103964.37\tOld objective: 1102866.82\tImprovement: 0.00100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1104842.43\tOld objective: 1103964.37\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1105576.52\tOld objective: 1104842.43\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1106203.83\tOld objective: 1105576.52\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1106732.98\tOld objective: 1106203.83\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 237:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 805482.60\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 981041.62\tOld objective: 805482.60\tImprovement: 0.21796"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1034330.57\tOld objective: 981041.62\tImprovement: 0.05432"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1056968.24\tOld objective: 1034330.57\tImprovement: 0.02189"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1068899.23\tOld objective: 1056968.24\tImprovement: 0.01129"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1076060.65\tOld objective: 1068899.23\tImprovement: 0.00670"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1080725.79\tOld objective: 1076060.65\tImprovement: 0.00434"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1083940.17\tOld objective: 1080725.79\tImprovement: 0.00297"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1086279.66\tOld objective: 1083940.17\tImprovement: 0.00216"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1088032.95\tOld objective: 1086279.66\tImprovement: 0.00161"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1089397.07\tOld objective: 1088032.95\tImprovement: 0.00125"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1090482.56\tOld objective: 1089397.07\tImprovement: 0.00100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1091337.57\tOld objective: 1090482.56\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1092042.01\tOld objective: 1091337.57\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1092636.85\tOld objective: 1092042.01\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1093144.57\tOld objective: 1092636.85\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 238:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 771189.95\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 943322.50\tOld objective: 771189.95\tImprovement: 0.22320"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 995149.03\tOld objective: 943322.50\tImprovement: 0.05494"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1017146.92\tOld objective: 995149.03\tImprovement: 0.02211"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1028861.02\tOld objective: 1017146.92\tImprovement: 0.01152"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1035927.25\tOld objective: 1028861.02\tImprovement: 0.00687"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1040551.21\tOld objective: 1035927.25\tImprovement: 0.00446"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1043752.04\tOld objective: 1040551.21\tImprovement: 0.00308"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1046043.29\tOld objective: 1043752.04\tImprovement: 0.00220"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1047764.50\tOld objective: 1046043.29\tImprovement: 0.00165"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1049108.61\tOld objective: 1047764.50\tImprovement: 0.00128"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1050195.07\tOld objective: 1049108.61\tImprovement: 0.00104"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1051077.59\tOld objective: 1050195.07\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1051799.28\tOld objective: 1051077.59\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1052402.43\tOld objective: 1051799.28\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1052911.72\tOld objective: 1052402.43\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 239:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 839429.31\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1014809.86\tOld objective: 839429.31\tImprovement: 0.20893"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1068070.89\tOld objective: 1014809.86\tImprovement: 0.05248"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1090733.62\tOld objective: 1068070.89\tImprovement: 0.02122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1102717.04\tOld objective: 1090733.62\tImprovement: 0.01099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1109882.14\tOld objective: 1102717.04\tImprovement: 0.00650"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1114602.22\tOld objective: 1109882.14\tImprovement: 0.00425"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1117915.83\tOld objective: 1114602.22\tImprovement: 0.00297"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1120311.68\tOld objective: 1117915.83\tImprovement: 0.00214"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1122107.98\tOld objective: 1120311.68\tImprovement: 0.00160"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1123483.12\tOld objective: 1122107.98\tImprovement: 0.00123"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1124568.51\tOld objective: 1123483.12\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1125438.14\tOld objective: 1124568.51\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1126163.21\tOld objective: 1125438.14\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1126771.17\tOld objective: 1126163.21\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1127279.58\tOld objective: 1126771.17\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 240:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 765779.87\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 937886.15\tOld objective: 765779.87\tImprovement: 0.22475"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 989908.97\tOld objective: 937886.15\tImprovement: 0.05547"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1011995.82\tOld objective: 989908.97\tImprovement: 0.02231"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1023682.31\tOld objective: 1011995.82\tImprovement: 0.01155"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1030650.27\tOld objective: 1023682.31\tImprovement: 0.00681"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1035237.82\tOld objective: 1030650.27\tImprovement: 0.00445"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1038455.33\tOld objective: 1035237.82\tImprovement: 0.00311"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1040767.15\tOld objective: 1038455.33\tImprovement: 0.00223"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1042498.25\tOld objective: 1040767.15\tImprovement: 0.00166"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1043846.54\tOld objective: 1042498.25\tImprovement: 0.00129"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1044913.99\tOld objective: 1043846.54\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1045780.89\tOld objective: 1044913.99\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1046503.79\tOld objective: 1045780.89\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1047101.00\tOld objective: 1046503.79\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1047605.76\tOld objective: 1047101.00\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 241:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 815815.66\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 992395.46\tOld objective: 815815.66\tImprovement: 0.21645"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1045795.05\tOld objective: 992395.46\tImprovement: 0.05381"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1068469.33\tOld objective: 1045795.05\tImprovement: 0.02168"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1080506.58\tOld objective: 1068469.33\tImprovement: 0.01127"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1087791.99\tOld objective: 1080506.58\tImprovement: 0.00674"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1092569.47\tOld objective: 1087791.99\tImprovement: 0.00439"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1095865.20\tOld objective: 1092569.47\tImprovement: 0.00302"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1098252.31\tOld objective: 1095865.20\tImprovement: 0.00218"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1100046.11\tOld objective: 1098252.31\tImprovement: 0.00163"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1101435.58\tOld objective: 1100046.11\tImprovement: 0.00126"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1102539.24\tOld objective: 1101435.58\tImprovement: 0.00100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1103425.36\tOld objective: 1102539.24\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1104148.93\tOld objective: 1103425.36\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1104751.44\tOld objective: 1104148.93\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1105254.55\tOld objective: 1104751.44\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 242:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 767888.01\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 938526.08\tOld objective: 767888.01\tImprovement: 0.22222"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 990311.47\tOld objective: 938526.08\tImprovement: 0.05518"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1012340.59\tOld objective: 990311.47\tImprovement: 0.02224"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1024003.65\tOld objective: 1012340.59\tImprovement: 0.01152"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1031015.51\tOld objective: 1024003.65\tImprovement: 0.00685"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1035602.21\tOld objective: 1031015.51\tImprovement: 0.00445"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1038797.68\tOld objective: 1035602.21\tImprovement: 0.00309"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1041118.36\tOld objective: 1038797.68\tImprovement: 0.00223"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1042863.44\tOld objective: 1041118.36\tImprovement: 0.00168"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1044213.80\tOld objective: 1042863.44\tImprovement: 0.00129"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1045276.20\tOld objective: 1044213.80\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1046152.64\tOld objective: 1045276.20\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1046884.54\tOld objective: 1046152.64\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1047511.15\tOld objective: 1046884.54\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1048030.79\tOld objective: 1047511.15\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 243:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 789773.43\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 963754.33\tOld objective: 789773.43\tImprovement: 0.22029"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1016499.82\tOld objective: 963754.33\tImprovement: 0.05473"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1038781.55\tOld objective: 1016499.82\tImprovement: 0.02192"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1050516.93\tOld objective: 1038781.55\tImprovement: 0.01130"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1057543.35\tOld objective: 1050516.93\tImprovement: 0.00669"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1062112.22\tOld objective: 1057543.35\tImprovement: 0.00432"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1065282.37\tOld objective: 1062112.22\tImprovement: 0.00298"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1067582.44\tOld objective: 1065282.37\tImprovement: 0.00216"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1069335.56\tOld objective: 1067582.44\tImprovement: 0.00164"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1070709.20\tOld objective: 1069335.56\tImprovement: 0.00128"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1071790.54\tOld objective: 1070709.20\tImprovement: 0.00101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1072657.93\tOld objective: 1071790.54\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1073370.14\tOld objective: 1072657.93\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1073962.40\tOld objective: 1073370.14\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1074470.06\tOld objective: 1073962.40\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 244:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 775021.77\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 947297.79\tOld objective: 775021.77\tImprovement: 0.22229"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1000045.21\tOld objective: 947297.79\tImprovement: 0.05568"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1022604.03\tOld objective: 1000045.21\tImprovement: 0.02256"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1034569.17\tOld objective: 1022604.03\tImprovement: 0.01170"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1041748.30\tOld objective: 1034569.17\tImprovement: 0.00694"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1046450.06\tOld objective: 1041748.30\tImprovement: 0.00451"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1049741.22\tOld objective: 1046450.06\tImprovement: 0.00315"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1052160.33\tOld objective: 1049741.22\tImprovement: 0.00230"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1053971.96\tOld objective: 1052160.33\tImprovement: 0.00172"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1055368.65\tOld objective: 1053971.96\tImprovement: 0.00133"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1056491.36\tOld objective: 1055368.65\tImprovement: 0.00106"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1057403.21\tOld objective: 1056491.36\tImprovement: 0.00086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1058153.60\tOld objective: 1057403.21\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1058796.48\tOld objective: 1058153.60\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1059351.91\tOld objective: 1058796.48\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1059822.60\tOld objective: 1059351.91\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 245:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 803310.32\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 978546.47\tOld objective: 803310.32\tImprovement: 0.21814"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1031430.28\tOld objective: 978546.47\tImprovement: 0.05404"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1053837.19\tOld objective: 1031430.28\tImprovement: 0.02172"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1065657.42\tOld objective: 1053837.19\tImprovement: 0.01122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1072715.66\tOld objective: 1065657.42\tImprovement: 0.00662"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1077315.81\tOld objective: 1072715.66\tImprovement: 0.00429"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1080509.08\tOld objective: 1077315.81\tImprovement: 0.00296"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1082804.99\tOld objective: 1080509.08\tImprovement: 0.00212"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1084558.79\tOld objective: 1082804.99\tImprovement: 0.00162"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1085936.36\tOld objective: 1084558.79\tImprovement: 0.00127"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1087036.60\tOld objective: 1085936.36\tImprovement: 0.00101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1087911.48\tOld objective: 1087036.60\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1088620.98\tOld objective: 1087911.48\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1089210.80\tOld objective: 1088620.98\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1089722.47\tOld objective: 1089210.80\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 246:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 845443.22\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1022177.50\tOld objective: 845443.22\tImprovement: 0.20904"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1075706.02\tOld objective: 1022177.50\tImprovement: 0.05237"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1098371.65\tOld objective: 1075706.02\tImprovement: 0.02107"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1110335.79\tOld objective: 1098371.65\tImprovement: 0.01089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1117519.35\tOld objective: 1110335.79\tImprovement: 0.00647"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1122204.25\tOld objective: 1117519.35\tImprovement: 0.00419"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1125430.69\tOld objective: 1122204.25\tImprovement: 0.00288"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1127736.67\tOld objective: 1125430.69\tImprovement: 0.00205"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1129458.66\tOld objective: 1127736.67\tImprovement: 0.00153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1130801.35\tOld objective: 1129458.66\tImprovement: 0.00119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1131861.52\tOld objective: 1130801.35\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1132727.08\tOld objective: 1131861.52\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1133454.56\tOld objective: 1132727.08\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1134067.32\tOld objective: 1133454.56\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1134588.01\tOld objective: 1134067.32\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 247:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 772109.95\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 942901.51\tOld objective: 772109.95\tImprovement: 0.22120"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 994726.77\tOld objective: 942901.51\tImprovement: 0.05496"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1016813.27\tOld objective: 994726.77\tImprovement: 0.02220"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1028526.71\tOld objective: 1016813.27\tImprovement: 0.01152"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1035574.37\tOld objective: 1028526.71\tImprovement: 0.00685"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1040193.27\tOld objective: 1035574.37\tImprovement: 0.00446"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1043426.49\tOld objective: 1040193.27\tImprovement: 0.00311"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1045777.87\tOld objective: 1043426.49\tImprovement: 0.00225"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1047537.14\tOld objective: 1045777.87\tImprovement: 0.00168"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1048907.70\tOld objective: 1047537.14\tImprovement: 0.00131"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1050017.61\tOld objective: 1048907.70\tImprovement: 0.00106"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1050937.61\tOld objective: 1050017.61\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1051697.99\tOld objective: 1050937.61\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1052329.18\tOld objective: 1051697.99\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1052853.66\tOld objective: 1052329.18\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 248:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 831763.42\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1006056.67\tOld objective: 831763.42\tImprovement: 0.20955"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1059198.26\tOld objective: 1006056.67\tImprovement: 0.05282"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1081811.89\tOld objective: 1059198.26\tImprovement: 0.02135"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1093792.98\tOld objective: 1081811.89\tImprovement: 0.01108"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1100984.98\tOld objective: 1093792.98\tImprovement: 0.00658"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1105736.91\tOld objective: 1100984.98\tImprovement: 0.00432"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1109052.82\tOld objective: 1105736.91\tImprovement: 0.00300"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1111456.39\tOld objective: 1109052.82\tImprovement: 0.00217"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1113253.32\tOld objective: 1111456.39\tImprovement: 0.00162"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1114648.96\tOld objective: 1113253.32\tImprovement: 0.00125"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1115759.09\tOld objective: 1114648.96\tImprovement: 0.00100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1116643.96\tOld objective: 1115759.09\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1117376.67\tOld objective: 1116643.96\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1117994.96\tOld objective: 1117376.67\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1118512.10\tOld objective: 1117994.96\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 249:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 745229.53\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 915207.21\tOld objective: 745229.53\tImprovement: 0.22809"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 966884.84\tOld objective: 915207.21\tImprovement: 0.05647"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 988833.44\tOld objective: 966884.84\tImprovement: 0.02270"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1000483.99\tOld objective: 988833.44\tImprovement: 0.01178"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1007472.26\tOld objective: 1000483.99\tImprovement: 0.00698"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1012032.28\tOld objective: 1007472.26\tImprovement: 0.00453"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1015214.62\tOld objective: 1012032.28\tImprovement: 0.00314"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1017527.78\tOld objective: 1015214.62\tImprovement: 0.00228"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1019261.87\tOld objective: 1017527.78\tImprovement: 0.00170"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1020588.65\tOld objective: 1019261.87\tImprovement: 0.00130"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1021627.38\tOld objective: 1020588.65\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1022477.18\tOld objective: 1021627.38\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1023182.42\tOld objective: 1022477.18\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1023777.46\tOld objective: 1023182.42\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1024287.21\tOld objective: 1023777.46\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 250:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 811187.25\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 983730.07\tOld objective: 811187.25\tImprovement: 0.21270"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1036181.00\tOld objective: 983730.07\tImprovement: 0.05332"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1058493.46\tOld objective: 1036181.00\tImprovement: 0.02153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1070283.85\tOld objective: 1058493.46\tImprovement: 0.01114"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1077350.95\tOld objective: 1070283.85\tImprovement: 0.00660"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1082013.50\tOld objective: 1077350.95\tImprovement: 0.00433"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1085276.63\tOld objective: 1082013.50\tImprovement: 0.00302"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1087658.96\tOld objective: 1085276.63\tImprovement: 0.00220"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1089454.69\tOld objective: 1087658.96\tImprovement: 0.00165"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1090837.97\tOld objective: 1089454.69\tImprovement: 0.00127"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1091919.40\tOld objective: 1090837.97\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1092799.19\tOld objective: 1091919.40\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1093525.20\tOld objective: 1092799.19\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1094123.15\tOld objective: 1093525.20\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1094616.91\tOld objective: 1094123.15\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 251:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 773067.08\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 943376.46\tOld objective: 773067.08\tImprovement: 0.22030"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 995207.82\tOld objective: 943376.46\tImprovement: 0.05494"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1017315.21\tOld objective: 995207.82\tImprovement: 0.02221"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1029081.35\tOld objective: 1017315.21\tImprovement: 0.01157"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1036183.23\tOld objective: 1029081.35\tImprovement: 0.00690"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1040833.15\tOld objective: 1036183.23\tImprovement: 0.00449"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1044046.88\tOld objective: 1040833.15\tImprovement: 0.00309"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1046382.25\tOld objective: 1044046.88\tImprovement: 0.00224"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1048156.25\tOld objective: 1046382.25\tImprovement: 0.00170"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1049527.60\tOld objective: 1048156.25\tImprovement: 0.00131"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1050626.27\tOld objective: 1049527.60\tImprovement: 0.00105"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1051524.70\tOld objective: 1050626.27\tImprovement: 0.00086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1052263.41\tOld objective: 1051524.70\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1052886.64\tOld objective: 1052263.41\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1053407.97\tOld objective: 1052886.64\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 252:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 761518.07\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 929348.25\tOld objective: 761518.07\tImprovement: 0.22039"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 979774.79\tOld objective: 929348.25\tImprovement: 0.05426"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1001114.55\tOld objective: 979774.79\tImprovement: 0.02178"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1012427.97\tOld objective: 1001114.55\tImprovement: 0.01130"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1019247.58\tOld objective: 1012427.97\tImprovement: 0.00674"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1023703.48\tOld objective: 1019247.58\tImprovement: 0.00437"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1026788.73\tOld objective: 1023703.48\tImprovement: 0.00301"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1029028.37\tOld objective: 1026788.73\tImprovement: 0.00218"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1030718.99\tOld objective: 1029028.37\tImprovement: 0.00164"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1032019.64\tOld objective: 1030718.99\tImprovement: 0.00126"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1033058.57\tOld objective: 1032019.64\tImprovement: 0.00101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1033899.86\tOld objective: 1033058.57\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1034608.48\tOld objective: 1033899.86\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1035202.16\tOld objective: 1034608.48\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1035696.69\tOld objective: 1035202.16\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 253:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 874518.21\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1050210.46\tOld objective: 874518.21\tImprovement: 0.20090"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1103388.75\tOld objective: 1050210.46\tImprovement: 0.05064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1126003.79\tOld objective: 1103388.75\tImprovement: 0.02050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1138052.85\tOld objective: 1126003.79\tImprovement: 0.01070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1145293.64\tOld objective: 1138052.85\tImprovement: 0.00636"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1150044.47\tOld objective: 1145293.64\tImprovement: 0.00415"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1153330.41\tOld objective: 1150044.47\tImprovement: 0.00286"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1155711.92\tOld objective: 1153330.41\tImprovement: 0.00206"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1157499.74\tOld objective: 1155711.92\tImprovement: 0.00155"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1158882.31\tOld objective: 1157499.74\tImprovement: 0.00119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1159976.58\tOld objective: 1158882.31\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1160861.69\tOld objective: 1159976.58\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1161581.92\tOld objective: 1160861.69\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1162182.83\tOld objective: 1161581.92\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1162698.62\tOld objective: 1162182.83\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 254:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 844103.77\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1020393.69\tOld objective: 844103.77\tImprovement: 0.20885"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1073438.34\tOld objective: 1020393.69\tImprovement: 0.05198"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1095831.83\tOld objective: 1073438.34\tImprovement: 0.02086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1107628.93\tOld objective: 1095831.83\tImprovement: 0.01077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1114685.61\tOld objective: 1107628.93\tImprovement: 0.00637"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1119309.48\tOld objective: 1114685.61\tImprovement: 0.00415"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1122537.85\tOld objective: 1119309.48\tImprovement: 0.00288"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1124894.18\tOld objective: 1122537.85\tImprovement: 0.00210"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1126661.16\tOld objective: 1124894.18\tImprovement: 0.00157"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1128024.69\tOld objective: 1126661.16\tImprovement: 0.00121"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1129104.32\tOld objective: 1128024.69\tImprovement: 0.00096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1129973.24\tOld objective: 1129104.32\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1130685.58\tOld objective: 1129973.24\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1131281.23\tOld objective: 1130685.58\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1131789.54\tOld objective: 1131281.23\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 255:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 804110.14\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 977606.86\tOld objective: 804110.14\tImprovement: 0.21576"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1030400.75\tOld objective: 977606.86\tImprovement: 0.05400"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1052881.43\tOld objective: 1030400.75\tImprovement: 0.02182"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1064783.56\tOld objective: 1052881.43\tImprovement: 0.01130"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1071934.72\tOld objective: 1064783.56\tImprovement: 0.00672"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1076619.21\tOld objective: 1071934.72\tImprovement: 0.00437"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1079866.57\tOld objective: 1076619.21\tImprovement: 0.00302"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1082231.66\tOld objective: 1079866.57\tImprovement: 0.00219"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1084018.55\tOld objective: 1082231.66\tImprovement: 0.00165"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1085416.06\tOld objective: 1084018.55\tImprovement: 0.00129"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1086524.05\tOld objective: 1085416.06\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1087419.71\tOld objective: 1086524.05\tImprovement: 0.00082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1088151.75\tOld objective: 1087419.71\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1088756.88\tOld objective: 1088151.75\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1089260.86\tOld objective: 1088756.88\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 256:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 746824.09\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 917191.17\tOld objective: 746824.09\tImprovement: 0.22812"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 968621.70\tOld objective: 917191.17\tImprovement: 0.05607"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 990378.27\tOld objective: 968621.70\tImprovement: 0.02246"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1001915.54\tOld objective: 990378.27\tImprovement: 0.01165"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1008844.30\tOld objective: 1001915.54\tImprovement: 0.00692"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1013380.03\tOld objective: 1008844.30\tImprovement: 0.00450"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1016545.11\tOld objective: 1013380.03\tImprovement: 0.00312"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1018854.74\tOld objective: 1016545.11\tImprovement: 0.00227"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1020595.51\tOld objective: 1018854.74\tImprovement: 0.00171"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1021953.41\tOld objective: 1020595.51\tImprovement: 0.00133"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1023021.00\tOld objective: 1021953.41\tImprovement: 0.00104"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1023876.56\tOld objective: 1023021.00\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1024576.03\tOld objective: 1023876.56\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1025167.56\tOld objective: 1024576.03\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1025664.28\tOld objective: 1025167.56\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 257:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 866840.36\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1041145.48\tOld objective: 866840.36\tImprovement: 0.20108"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1093662.26\tOld objective: 1041145.48\tImprovement: 0.05044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1115927.33\tOld objective: 1093662.26\tImprovement: 0.02036"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1127638.41\tOld objective: 1115927.33\tImprovement: 0.01049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1134634.03\tOld objective: 1127638.41\tImprovement: 0.00620"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1139207.21\tOld objective: 1134634.03\tImprovement: 0.00403"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1142392.06\tOld objective: 1139207.21\tImprovement: 0.00280"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1144703.30\tOld objective: 1142392.06\tImprovement: 0.00202"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1146462.54\tOld objective: 1144703.30\tImprovement: 0.00154"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1147836.26\tOld objective: 1146462.54\tImprovement: 0.00120"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1148922.21\tOld objective: 1147836.26\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1149803.45\tOld objective: 1148922.21\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1150524.66\tOld objective: 1149803.45\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1151118.52\tOld objective: 1150524.66\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1151615.28\tOld objective: 1151118.52\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 258:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 787550.92\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 958956.39\tOld objective: 787550.92\tImprovement: 0.21764"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1011181.25\tOld objective: 958956.39\tImprovement: 0.05446"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1033362.10\tOld objective: 1011181.25\tImprovement: 0.02194"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1045139.17\tOld objective: 1033362.10\tImprovement: 0.01140"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1052249.13\tOld objective: 1045139.17\tImprovement: 0.00680"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1056925.80\tOld objective: 1052249.13\tImprovement: 0.00444"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1060179.76\tOld objective: 1056925.80\tImprovement: 0.00308"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1062507.25\tOld objective: 1060179.76\tImprovement: 0.00220"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1064247.97\tOld objective: 1062507.25\tImprovement: 0.00164"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1065601.40\tOld objective: 1064247.97\tImprovement: 0.00127"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1066682.53\tOld objective: 1065601.40\tImprovement: 0.00101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1067566.88\tOld objective: 1066682.53\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1068299.29\tOld objective: 1067566.88\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1068899.49\tOld objective: 1068299.29\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1069403.77\tOld objective: 1068899.49\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 259:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 789537.55\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 962311.61\tOld objective: 789537.55\tImprovement: 0.21883"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1014707.29\tOld objective: 962311.61\tImprovement: 0.05445"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1036996.13\tOld objective: 1014707.29\tImprovement: 0.02197"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1048819.42\tOld objective: 1036996.13\tImprovement: 0.01140"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1055898.31\tOld objective: 1048819.42\tImprovement: 0.00675"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1060517.91\tOld objective: 1055898.31\tImprovement: 0.00438"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1063702.34\tOld objective: 1060517.91\tImprovement: 0.00300"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1066016.03\tOld objective: 1063702.34\tImprovement: 0.00218"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1067748.12\tOld objective: 1066016.03\tImprovement: 0.00162"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1069088.97\tOld objective: 1067748.12\tImprovement: 0.00126"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1070169.82\tOld objective: 1069088.97\tImprovement: 0.00101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1071048.28\tOld objective: 1070169.82\tImprovement: 0.00082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1071766.39\tOld objective: 1071048.28\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1072363.88\tOld objective: 1071766.39\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1072867.19\tOld objective: 1072363.88\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 260:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 860985.83\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1036196.40\tOld objective: 860985.83\tImprovement: 0.20350"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1088386.27\tOld objective: 1036196.40\tImprovement: 0.05037"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1110329.41\tOld objective: 1088386.27\tImprovement: 0.02016"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1121851.76\tOld objective: 1110329.41\tImprovement: 0.01038"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1128772.35\tOld objective: 1121851.76\tImprovement: 0.00617"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1133312.68\tOld objective: 1128772.35\tImprovement: 0.00402"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1136475.44\tOld objective: 1133312.68\tImprovement: 0.00279"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1138776.64\tOld objective: 1136475.44\tImprovement: 0.00202"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1140505.81\tOld objective: 1138776.64\tImprovement: 0.00152"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1141839.03\tOld objective: 1140505.81\tImprovement: 0.00117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1142887.58\tOld objective: 1141839.03\tImprovement: 0.00092"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1143739.82\tOld objective: 1142887.58\tImprovement: 0.00075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1144443.29\tOld objective: 1143739.82\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1145021.19\tOld objective: 1144443.29\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1145507.86\tOld objective: 1145021.19\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 261:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 731038.22\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 901828.98\tOld objective: 731038.22\tImprovement: 0.23363"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 953909.80\tOld objective: 901828.98\tImprovement: 0.05775"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 976063.69\tOld objective: 953909.80\tImprovement: 0.02322"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 987787.85\tOld objective: 976063.69\tImprovement: 0.01201"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 994769.76\tOld objective: 987787.85\tImprovement: 0.00707"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 999341.21\tOld objective: 994769.76\tImprovement: 0.00460"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1002533.29\tOld objective: 999341.21\tImprovement: 0.00319"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1004856.78\tOld objective: 1002533.29\tImprovement: 0.00232"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1006626.37\tOld objective: 1004856.78\tImprovement: 0.00176"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1007999.79\tOld objective: 1006626.37\tImprovement: 0.00136"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1009094.47\tOld objective: 1007999.79\tImprovement: 0.00109"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1009979.51\tOld objective: 1009094.47\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1010695.65\tOld objective: 1009979.51\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1011293.97\tOld objective: 1010695.65\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1011803.32\tOld objective: 1011293.97\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1012243.26\tOld objective: 1011803.32\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 262:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 846417.58\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1021358.79\tOld objective: 846417.58\tImprovement: 0.20668"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1074273.04\tOld objective: 1021358.79\tImprovement: 0.05181"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1096654.15\tOld objective: 1074273.04\tImprovement: 0.02083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1108497.32\tOld objective: 1096654.15\tImprovement: 0.01080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1115584.63\tOld objective: 1108497.32\tImprovement: 0.00639"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1120209.87\tOld objective: 1115584.63\tImprovement: 0.00415"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1123425.66\tOld objective: 1120209.87\tImprovement: 0.00287"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1125747.78\tOld objective: 1123425.66\tImprovement: 0.00207"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1127515.10\tOld objective: 1125747.78\tImprovement: 0.00157"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1128905.37\tOld objective: 1127515.10\tImprovement: 0.00123"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1130002.11\tOld objective: 1128905.37\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1130873.38\tOld objective: 1130002.11\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1131592.47\tOld objective: 1130873.38\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1132196.73\tOld objective: 1131592.47\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1132702.92\tOld objective: 1132196.73\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 263:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 806779.32\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 979295.66\tOld objective: 806779.32\tImprovement: 0.21383"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1031188.26\tOld objective: 979295.66\tImprovement: 0.05299"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1053158.11\tOld objective: 1031188.26\tImprovement: 0.02131"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1064792.86\tOld objective: 1053158.11\tImprovement: 0.01105"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1071774.64\tOld objective: 1064792.86\tImprovement: 0.00656"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1076318.29\tOld objective: 1071774.64\tImprovement: 0.00424"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1079464.71\tOld objective: 1076318.29\tImprovement: 0.00292"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1081781.30\tOld objective: 1079464.71\tImprovement: 0.00215"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1083532.82\tOld objective: 1081781.30\tImprovement: 0.00162"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1084883.77\tOld objective: 1083532.82\tImprovement: 0.00125"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1085953.32\tOld objective: 1084883.77\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1086816.74\tOld objective: 1085953.32\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1087536.42\tOld objective: 1086816.74\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1088130.45\tOld objective: 1087536.42\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1088628.22\tOld objective: 1088130.45\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 264:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 806452.93\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 976632.54\tOld objective: 806452.93\tImprovement: 0.21102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1028059.57\tOld objective: 976632.54\tImprovement: 0.05266"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1049966.13\tOld objective: 1028059.57\tImprovement: 0.02131"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1061600.32\tOld objective: 1049966.13\tImprovement: 0.01108"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1068594.04\tOld objective: 1061600.32\tImprovement: 0.00659"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1073143.13\tOld objective: 1068594.04\tImprovement: 0.00426"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1076267.75\tOld objective: 1073143.13\tImprovement: 0.00291"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1078552.95\tOld objective: 1076267.75\tImprovement: 0.00212"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1080285.60\tOld objective: 1078552.95\tImprovement: 0.00161"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1081620.68\tOld objective: 1080285.60\tImprovement: 0.00124"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1082682.17\tOld objective: 1081620.68\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1083554.49\tOld objective: 1082682.17\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1084283.91\tOld objective: 1083554.49\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1084887.79\tOld objective: 1084283.91\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1085389.36\tOld objective: 1084887.79\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 265:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 773987.81\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 943360.94\tOld objective: 773987.81\tImprovement: 0.21883"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 994926.95\tOld objective: 943360.94\tImprovement: 0.05466"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1016893.16\tOld objective: 994926.95\tImprovement: 0.02208"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1028511.73\tOld objective: 1016893.16\tImprovement: 0.01143"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1035469.42\tOld objective: 1028511.73\tImprovement: 0.00676"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1040014.05\tOld objective: 1035469.42\tImprovement: 0.00439"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1043159.38\tOld objective: 1040014.05\tImprovement: 0.00302"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1045446.24\tOld objective: 1043159.38\tImprovement: 0.00219"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1047181.12\tOld objective: 1045446.24\tImprovement: 0.00166"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1048522.84\tOld objective: 1047181.12\tImprovement: 0.00128"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1049594.87\tOld objective: 1048522.84\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1050476.30\tOld objective: 1049594.87\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1051193.05\tOld objective: 1050476.30\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1051783.93\tOld objective: 1051193.05\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1052276.43\tOld objective: 1051783.93\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 266:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 895129.30\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1070235.06\tOld objective: 895129.30\tImprovement: 0.19562"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1122682.10\tOld objective: 1070235.06\tImprovement: 0.04901"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1144789.14\tOld objective: 1122682.10\tImprovement: 0.01969"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1156473.05\tOld objective: 1144789.14\tImprovement: 0.01021"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1163474.36\tOld objective: 1156473.05\tImprovement: 0.00605"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1168019.56\tOld objective: 1163474.36\tImprovement: 0.00391"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1171154.01\tOld objective: 1168019.56\tImprovement: 0.00268"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1173428.16\tOld objective: 1171154.01\tImprovement: 0.00194"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1175128.38\tOld objective: 1173428.16\tImprovement: 0.00145"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1176450.85\tOld objective: 1175128.38\tImprovement: 0.00113"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1177504.66\tOld objective: 1176450.85\tImprovement: 0.00090"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1178356.86\tOld objective: 1177504.66\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1179060.01\tOld objective: 1178356.86\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1179647.71\tOld objective: 1179060.01\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 267:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 888896.93\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1065217.03\tOld objective: 888896.93\tImprovement: 0.19836"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1118052.41\tOld objective: 1065217.03\tImprovement: 0.04960"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1140349.37\tOld objective: 1118052.41\tImprovement: 0.01994"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1152089.96\tOld objective: 1140349.37\tImprovement: 0.01030"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1159104.01\tOld objective: 1152089.96\tImprovement: 0.00609"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1163656.00\tOld objective: 1159104.01\tImprovement: 0.00393"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1166796.23\tOld objective: 1163656.00\tImprovement: 0.00270"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1169067.23\tOld objective: 1166796.23\tImprovement: 0.00195"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1170773.86\tOld objective: 1169067.23\tImprovement: 0.00146"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1172100.79\tOld objective: 1170773.86\tImprovement: 0.00113"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1173160.09\tOld objective: 1172100.79\tImprovement: 0.00090"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1174015.63\tOld objective: 1173160.09\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1174712.43\tOld objective: 1174015.63\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1175298.80\tOld objective: 1174712.43\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 268:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 749422.47\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 919427.26\tOld objective: 749422.47\tImprovement: 0.22685"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 971353.67\tOld objective: 919427.26\tImprovement: 0.05648"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 993478.70\tOld objective: 971353.67\tImprovement: 0.02278"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1005238.83\tOld objective: 993478.70\tImprovement: 0.01184"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1012344.13\tOld objective: 1005238.83\tImprovement: 0.00707"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1016990.83\tOld objective: 1012344.13\tImprovement: 0.00459"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1020244.32\tOld objective: 1016990.83\tImprovement: 0.00320"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1022622.08\tOld objective: 1020244.32\tImprovement: 0.00233"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1024442.37\tOld objective: 1022622.08\tImprovement: 0.00178"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1025861.42\tOld objective: 1024442.37\tImprovement: 0.00139"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1026979.22\tOld objective: 1025861.42\tImprovement: 0.00109"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1027868.27\tOld objective: 1026979.22\tImprovement: 0.00087"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1028599.41\tOld objective: 1027868.27\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1029216.18\tOld objective: 1028599.41\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1029732.70\tOld objective: 1029216.18\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 16\tObjective: 1030178.26\tOld objective: 1029732.70\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 269:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 751634.46\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 921713.46\tOld objective: 751634.46\tImprovement: 0.22628"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 973557.75\tOld objective: 921713.46\tImprovement: 0.05625"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 995534.24\tOld objective: 973557.75\tImprovement: 0.02257"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1007157.95\tOld objective: 995534.24\tImprovement: 0.01168"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1014125.69\tOld objective: 1007157.95\tImprovement: 0.00692"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1018670.22\tOld objective: 1014125.69\tImprovement: 0.00448"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1021835.76\tOld objective: 1018670.22\tImprovement: 0.00311"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1024148.73\tOld objective: 1021835.76\tImprovement: 0.00226"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1025894.20\tOld objective: 1024148.73\tImprovement: 0.00170"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1027241.78\tOld objective: 1025894.20\tImprovement: 0.00131"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1028307.62\tOld objective: 1027241.78\tImprovement: 0.00104"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1029168.49\tOld objective: 1028307.62\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1029873.17\tOld objective: 1029168.49\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1030459.81\tOld objective: 1029873.17\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1030962.98\tOld objective: 1030459.81\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 270:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 785265.17\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 952204.28\tOld objective: 785265.17\tImprovement: 0.21259"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1002474.29\tOld objective: 952204.28\tImprovement: 0.05279"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1023757.92\tOld objective: 1002474.29\tImprovement: 0.02123"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1035074.68\tOld objective: 1023757.92\tImprovement: 0.01105"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1041894.72\tOld objective: 1035074.68\tImprovement: 0.00659"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1046383.79\tOld objective: 1041894.72\tImprovement: 0.00431"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1049496.30\tOld objective: 1046383.79\tImprovement: 0.00297"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1051763.94\tOld objective: 1049496.30\tImprovement: 0.00216"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1053493.67\tOld objective: 1051763.94\tImprovement: 0.00164"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1054828.03\tOld objective: 1053493.67\tImprovement: 0.00127"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1055884.23\tOld objective: 1054828.03\tImprovement: 0.00100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1056752.11\tOld objective: 1055884.23\tImprovement: 0.00082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1057467.26\tOld objective: 1056752.11\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1058058.28\tOld objective: 1057467.26\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1058562.19\tOld objective: 1058058.28\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 271:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 749337.09\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 918812.26\tOld objective: 749337.09\tImprovement: 0.22617"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 970235.11\tOld objective: 918812.26\tImprovement: 0.05597"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 992105.24\tOld objective: 970235.11\tImprovement: 0.02254"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1003723.19\tOld objective: 992105.24\tImprovement: 0.01171"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1010688.55\tOld objective: 1003723.19\tImprovement: 0.00694"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1015210.79\tOld objective: 1010688.55\tImprovement: 0.00447"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1018338.10\tOld objective: 1015210.79\tImprovement: 0.00308"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1020622.74\tOld objective: 1018338.10\tImprovement: 0.00224"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1022346.79\tOld objective: 1020622.74\tImprovement: 0.00169"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1023696.80\tOld objective: 1022346.79\tImprovement: 0.00132"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1024776.37\tOld objective: 1023696.80\tImprovement: 0.00105"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1025651.39\tOld objective: 1024776.37\tImprovement: 0.00085"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1026364.23\tOld objective: 1025651.39\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1026949.85\tOld objective: 1026364.23\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1027443.62\tOld objective: 1026949.85\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 272:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 790928.90\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 962508.28\tOld objective: 790928.90\tImprovement: 0.21693"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1014526.58\tOld objective: 962508.28\tImprovement: 0.05404"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1036674.06\tOld objective: 1014526.58\tImprovement: 0.02183"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1048497.23\tOld objective: 1036674.06\tImprovement: 0.01140"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1055609.90\tOld objective: 1048497.23\tImprovement: 0.00678"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1060265.45\tOld objective: 1055609.90\tImprovement: 0.00441"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1063478.23\tOld objective: 1060265.45\tImprovement: 0.00303"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1065791.66\tOld objective: 1063478.23\tImprovement: 0.00218"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1067555.18\tOld objective: 1065791.66\tImprovement: 0.00165"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1068928.88\tOld objective: 1067555.18\tImprovement: 0.00129"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1070024.91\tOld objective: 1068928.88\tImprovement: 0.00103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1070927.51\tOld objective: 1070024.91\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1071679.10\tOld objective: 1070927.51\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1072297.86\tOld objective: 1071679.10\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1072814.88\tOld objective: 1072297.86\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 273:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 793096.12\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 964916.05\tOld objective: 793096.12\tImprovement: 0.21664"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1016693.32\tOld objective: 964916.05\tImprovement: 0.05366"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1038661.83\tOld objective: 1016693.32\tImprovement: 0.02161"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1050288.06\tOld objective: 1038661.83\tImprovement: 0.01119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1057249.05\tOld objective: 1050288.06\tImprovement: 0.00663"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1061801.20\tOld objective: 1057249.05\tImprovement: 0.00431"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1064968.44\tOld objective: 1061801.20\tImprovement: 0.00298"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1067259.83\tOld objective: 1064968.44\tImprovement: 0.00215"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1068974.00\tOld objective: 1067259.83\tImprovement: 0.00161"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1070312.98\tOld objective: 1068974.00\tImprovement: 0.00125"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1071391.31\tOld objective: 1070312.98\tImprovement: 0.00101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1072265.72\tOld objective: 1071391.31\tImprovement: 0.00082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1072980.06\tOld objective: 1072265.72\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1073568.55\tOld objective: 1072980.06\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1074062.05\tOld objective: 1073568.55\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 274:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 778498.03\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 949110.23\tOld objective: 778498.03\tImprovement: 0.21916"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1000891.73\tOld objective: 949110.23\tImprovement: 0.05456"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1022836.17\tOld objective: 1000891.73\tImprovement: 0.02192"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1034447.08\tOld objective: 1022836.17\tImprovement: 0.01135"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1041426.99\tOld objective: 1034447.08\tImprovement: 0.00675"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1045980.52\tOld objective: 1041426.99\tImprovement: 0.00437"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1049113.37\tOld objective: 1045980.52\tImprovement: 0.00300"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1051384.23\tOld objective: 1049113.37\tImprovement: 0.00216"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1053106.65\tOld objective: 1051384.23\tImprovement: 0.00164"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1054435.89\tOld objective: 1053106.65\tImprovement: 0.00126"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1055485.92\tOld objective: 1054435.89\tImprovement: 0.00100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1056325.08\tOld objective: 1055485.92\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1057016.65\tOld objective: 1056325.08\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1057602.51\tOld objective: 1057016.65\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1058107.49\tOld objective: 1057602.51\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 275:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 822868.84\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 995863.68\tOld objective: 822868.84\tImprovement: 0.21023"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1048374.36\tOld objective: 995863.68\tImprovement: 0.05273"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1070689.39\tOld objective: 1048374.36\tImprovement: 0.02129"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1082441.64\tOld objective: 1070689.39\tImprovement: 0.01098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1089439.63\tOld objective: 1082441.64\tImprovement: 0.00647"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1094030.72\tOld objective: 1089439.63\tImprovement: 0.00421"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1097247.34\tOld objective: 1094030.72\tImprovement: 0.00294"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1099582.35\tOld objective: 1097247.34\tImprovement: 0.00213"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1101345.72\tOld objective: 1099582.35\tImprovement: 0.00160"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1102714.11\tOld objective: 1101345.72\tImprovement: 0.00124"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1103799.00\tOld objective: 1102714.11\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1104682.01\tOld objective: 1103799.00\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1105415.50\tOld objective: 1104682.01\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1106024.06\tOld objective: 1105415.50\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1106539.27\tOld objective: 1106024.06\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 276:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 874706.28\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1049734.93\tOld objective: 874706.28\tImprovement: 0.20010"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1102104.68\tOld objective: 1049734.93\tImprovement: 0.04989"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1124231.50\tOld objective: 1102104.68\tImprovement: 0.02008"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1135955.80\tOld objective: 1124231.50\tImprovement: 0.01043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1142935.07\tOld objective: 1135955.80\tImprovement: 0.00614"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1147480.97\tOld objective: 1142935.07\tImprovement: 0.00398"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1150658.45\tOld objective: 1147480.97\tImprovement: 0.00277"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1152974.06\tOld objective: 1150658.45\tImprovement: 0.00201"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1154716.05\tOld objective: 1152974.06\tImprovement: 0.00151"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1156067.12\tOld objective: 1154716.05\tImprovement: 0.00117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1157145.21\tOld objective: 1156067.12\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1158007.93\tOld objective: 1157145.21\tImprovement: 0.00075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1158723.55\tOld objective: 1158007.93\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1159335.14\tOld objective: 1158723.55\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1159843.60\tOld objective: 1159335.14\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 277:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 787385.76\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 957489.32\tOld objective: 787385.76\tImprovement: 0.21604"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1008914.97\tOld objective: 957489.32\tImprovement: 0.05371"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1030651.52\tOld objective: 1008914.97\tImprovement: 0.02154"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1042127.85\tOld objective: 1030651.52\tImprovement: 0.01114"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1049011.74\tOld objective: 1042127.85\tImprovement: 0.00661"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1053515.47\tOld objective: 1049011.74\tImprovement: 0.00429"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1056667.80\tOld objective: 1053515.47\tImprovement: 0.00299"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1058983.07\tOld objective: 1056667.80\tImprovement: 0.00219"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1060737.08\tOld objective: 1058983.07\tImprovement: 0.00166"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1062095.53\tOld objective: 1060737.08\tImprovement: 0.00128"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1063177.01\tOld objective: 1062095.53\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1064054.53\tOld objective: 1063177.01\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1064782.26\tOld objective: 1064054.53\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1065387.31\tOld objective: 1064782.26\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1065902.66\tOld objective: 1065387.31\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 278:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 715444.06\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 882791.03\tOld objective: 715444.06\tImprovement: 0.23391"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 933312.60\tOld objective: 882791.03\tImprovement: 0.05723"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 954667.09\tOld objective: 933312.60\tImprovement: 0.02288"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 965992.13\tOld objective: 954667.09\tImprovement: 0.01186"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 972813.99\tOld objective: 965992.13\tImprovement: 0.00706"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 977284.92\tOld objective: 972813.99\tImprovement: 0.00460"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 980390.23\tOld objective: 977284.92\tImprovement: 0.00318"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 982631.52\tOld objective: 980390.23\tImprovement: 0.00229"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 984320.09\tOld objective: 982631.52\tImprovement: 0.00172"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 985648.14\tOld objective: 984320.09\tImprovement: 0.00135"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 986710.50\tOld objective: 985648.14\tImprovement: 0.00108"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 987569.36\tOld objective: 986710.50\tImprovement: 0.00087"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 988280.06\tOld objective: 987569.36\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 988870.68\tOld objective: 988280.06\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 989362.49\tOld objective: 988870.68\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 279:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 797092.19\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 968636.39\tOld objective: 797092.19\tImprovement: 0.21521"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1020264.54\tOld objective: 968636.39\tImprovement: 0.05330"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1042038.77\tOld objective: 1020264.54\tImprovement: 0.02134"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1053531.20\tOld objective: 1042038.77\tImprovement: 0.01103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1060417.41\tOld objective: 1053531.20\tImprovement: 0.00654"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1064897.51\tOld objective: 1060417.41\tImprovement: 0.00422"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1068000.25\tOld objective: 1064897.51\tImprovement: 0.00291"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1070223.91\tOld objective: 1068000.25\tImprovement: 0.00208"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1071886.92\tOld objective: 1070223.91\tImprovement: 0.00155"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1073175.44\tOld objective: 1071886.92\tImprovement: 0.00120"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1074204.75\tOld objective: 1073175.44\tImprovement: 0.00096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1075040.31\tOld objective: 1074204.75\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1075747.48\tOld objective: 1075040.31\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1076339.72\tOld objective: 1075747.48\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1076839.37\tOld objective: 1076339.72\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 280:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 829125.56\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1001681.99\tOld objective: 829125.56\tImprovement: 0.20812"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1053349.66\tOld objective: 1001681.99\tImprovement: 0.05158"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1075214.80\tOld objective: 1053349.66\tImprovement: 0.02076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1086753.33\tOld objective: 1075214.80\tImprovement: 0.01073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1093673.79\tOld objective: 1086753.33\tImprovement: 0.00637"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1098188.04\tOld objective: 1093673.79\tImprovement: 0.00413"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1101323.21\tOld objective: 1098188.04\tImprovement: 0.00285"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1103561.28\tOld objective: 1101323.21\tImprovement: 0.00203"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1105258.42\tOld objective: 1103561.28\tImprovement: 0.00154"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1106574.11\tOld objective: 1105258.42\tImprovement: 0.00119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1107611.54\tOld objective: 1106574.11\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1108464.75\tOld objective: 1107611.54\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1109174.68\tOld objective: 1108464.75\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1109775.50\tOld objective: 1109174.68\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1110278.49\tOld objective: 1109775.50\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 281:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 765732.78\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 935221.12\tOld objective: 765732.78\tImprovement: 0.22134"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 986276.61\tOld objective: 935221.12\tImprovement: 0.05459"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1007706.97\tOld objective: 986276.61\tImprovement: 0.02173"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1018978.58\tOld objective: 1007706.97\tImprovement: 0.01119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1025778.16\tOld objective: 1018978.58\tImprovement: 0.00667"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1030252.29\tOld objective: 1025778.16\tImprovement: 0.00436"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1033365.42\tOld objective: 1030252.29\tImprovement: 0.00302"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1035633.31\tOld objective: 1033365.42\tImprovement: 0.00219"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1037348.37\tOld objective: 1035633.31\tImprovement: 0.00166"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1038680.28\tOld objective: 1037348.37\tImprovement: 0.00128"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1039738.83\tOld objective: 1038680.28\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1040595.61\tOld objective: 1039738.83\tImprovement: 0.00082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1041299.10\tOld objective: 1040595.61\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1041880.50\tOld objective: 1041299.10\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1042377.06\tOld objective: 1041880.50\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 282:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 787049.61\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 955321.21\tOld objective: 787049.61\tImprovement: 0.21380"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1006090.58\tOld objective: 955321.21\tImprovement: 0.05314"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1027615.03\tOld objective: 1006090.58\tImprovement: 0.02139"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1039019.83\tOld objective: 1027615.03\tImprovement: 0.01110"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1045897.48\tOld objective: 1039019.83\tImprovement: 0.00662"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1050384.74\tOld objective: 1045897.48\tImprovement: 0.00429"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1053489.74\tOld objective: 1050384.74\tImprovement: 0.00296"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1055776.42\tOld objective: 1053489.74\tImprovement: 0.00217"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1057521.29\tOld objective: 1055776.42\tImprovement: 0.00165"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1058871.35\tOld objective: 1057521.29\tImprovement: 0.00128"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1059930.46\tOld objective: 1058871.35\tImprovement: 0.00100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1060794.32\tOld objective: 1059930.46\tImprovement: 0.00082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1061514.85\tOld objective: 1060794.32\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1062125.96\tOld objective: 1061514.85\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1062631.77\tOld objective: 1062125.96\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 283:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 796962.21\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 967430.63\tOld objective: 796962.21\tImprovement: 0.21390"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1018919.95\tOld objective: 967430.63\tImprovement: 0.05322"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1040658.01\tOld objective: 1018919.95\tImprovement: 0.02133"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1052196.59\tOld objective: 1040658.01\tImprovement: 0.01109"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1059121.33\tOld objective: 1052196.59\tImprovement: 0.00658"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1063626.61\tOld objective: 1059121.33\tImprovement: 0.00425"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1066733.40\tOld objective: 1063626.61\tImprovement: 0.00292"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1068990.83\tOld objective: 1066733.40\tImprovement: 0.00212"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1070698.77\tOld objective: 1068990.83\tImprovement: 0.00160"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1072020.42\tOld objective: 1070698.77\tImprovement: 0.00123"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1073059.19\tOld objective: 1072020.42\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1073912.20\tOld objective: 1073059.19\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1074620.88\tOld objective: 1073912.20\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1075199.13\tOld objective: 1074620.88\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1075690.64\tOld objective: 1075199.13\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 284:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 844207.16\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1017815.35\tOld objective: 844207.16\tImprovement: 0.20565"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1069738.30\tOld objective: 1017815.35\tImprovement: 0.05101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1091686.49\tOld objective: 1069738.30\tImprovement: 0.02052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1103310.29\tOld objective: 1091686.49\tImprovement: 0.01065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1110228.17\tOld objective: 1103310.29\tImprovement: 0.00627"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1114730.00\tOld objective: 1110228.17\tImprovement: 0.00405"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1117860.26\tOld objective: 1114730.00\tImprovement: 0.00281"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1120128.44\tOld objective: 1117860.26\tImprovement: 0.00203"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1121865.59\tOld objective: 1120128.44\tImprovement: 0.00155"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1123217.41\tOld objective: 1121865.59\tImprovement: 0.00120"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1124275.08\tOld objective: 1123217.41\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1125128.01\tOld objective: 1124275.08\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1125840.35\tOld objective: 1125128.01\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1126442.03\tOld objective: 1125840.35\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1126961.23\tOld objective: 1126442.03\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 285:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 836774.62\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1011332.39\tOld objective: 836774.62\tImprovement: 0.20861"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1064397.80\tOld objective: 1011332.39\tImprovement: 0.05247"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1086902.96\tOld objective: 1064397.80\tImprovement: 0.02114"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1098747.94\tOld objective: 1086902.96\tImprovement: 0.01090"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1105829.13\tOld objective: 1098747.94\tImprovement: 0.00644"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1110429.35\tOld objective: 1105829.13\tImprovement: 0.00416"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1113602.64\tOld objective: 1110429.35\tImprovement: 0.00286"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1115932.13\tOld objective: 1113602.64\tImprovement: 0.00209"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1117710.75\tOld objective: 1115932.13\tImprovement: 0.00159"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1119091.93\tOld objective: 1117710.75\tImprovement: 0.00124"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1120198.76\tOld objective: 1119091.93\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1121098.20\tOld objective: 1120198.76\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1121841.13\tOld objective: 1121098.20\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1122461.97\tOld objective: 1121841.13\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1122975.69\tOld objective: 1122461.97\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 286:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 765078.22\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 933398.86\tOld objective: 765078.22\tImprovement: 0.22000"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 984130.37\tOld objective: 933398.86\tImprovement: 0.05435"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1005565.19\tOld objective: 984130.37\tImprovement: 0.02178"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1016874.84\tOld objective: 1005565.19\tImprovement: 0.01125"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1023637.99\tOld objective: 1016874.84\tImprovement: 0.00665"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1028043.90\tOld objective: 1023637.99\tImprovement: 0.00430"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1031102.01\tOld objective: 1028043.90\tImprovement: 0.00297"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1033323.16\tOld objective: 1031102.01\tImprovement: 0.00215"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1034991.27\tOld objective: 1033323.16\tImprovement: 0.00161"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1036272.96\tOld objective: 1034991.27\tImprovement: 0.00124"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1037303.07\tOld objective: 1036272.96\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1038147.72\tOld objective: 1037303.07\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1038838.50\tOld objective: 1038147.72\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1039405.20\tOld objective: 1038838.50\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1039876.28\tOld objective: 1039405.20\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 287:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 835426.67\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1006639.59\tOld objective: 835426.67\tImprovement: 0.20494"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1058408.06\tOld objective: 1006639.59\tImprovement: 0.05143"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1080370.27\tOld objective: 1058408.06\tImprovement: 0.02075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1092000.97\tOld objective: 1080370.27\tImprovement: 0.01077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1098984.24\tOld objective: 1092000.97\tImprovement: 0.00639"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1103563.92\tOld objective: 1098984.24\tImprovement: 0.00417"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1106778.73\tOld objective: 1103563.92\tImprovement: 0.00291"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1109133.65\tOld objective: 1106778.73\tImprovement: 0.00213"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1110893.30\tOld objective: 1109133.65\tImprovement: 0.00159"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1112237.04\tOld objective: 1110893.30\tImprovement: 0.00121"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1113297.02\tOld objective: 1112237.04\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1114160.10\tOld objective: 1113297.02\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1114872.66\tOld objective: 1114160.10\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1115486.61\tOld objective: 1114872.66\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1116014.86\tOld objective: 1115486.61\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 288:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 797131.97\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 969318.34\tOld objective: 797131.97\tImprovement: 0.21601"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1021181.19\tOld objective: 969318.34\tImprovement: 0.05350"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1043035.53\tOld objective: 1021181.19\tImprovement: 0.02140"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1054525.52\tOld objective: 1043035.53\tImprovement: 0.01102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1061387.92\tOld objective: 1054525.52\tImprovement: 0.00651"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1065889.72\tOld objective: 1061387.92\tImprovement: 0.00424"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1069040.08\tOld objective: 1065889.72\tImprovement: 0.00296"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1071328.32\tOld objective: 1069040.08\tImprovement: 0.00214"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1073050.68\tOld objective: 1071328.32\tImprovement: 0.00161"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1074366.10\tOld objective: 1073050.68\tImprovement: 0.00123"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1075396.34\tOld objective: 1074366.10\tImprovement: 0.00096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1076229.59\tOld objective: 1075396.34\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1076909.08\tOld objective: 1076229.59\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1077473.43\tOld objective: 1076909.08\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1077953.25\tOld objective: 1077473.43\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 289:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 808794.15\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 980960.85\tOld objective: 808794.15\tImprovement: 0.21287"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1032618.65\tOld objective: 980960.85\tImprovement: 0.05266"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1054396.27\tOld objective: 1032618.65\tImprovement: 0.02109"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1065907.79\tOld objective: 1054396.27\tImprovement: 0.01092"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1072762.06\tOld objective: 1065907.79\tImprovement: 0.00643"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1077187.67\tOld objective: 1072762.06\tImprovement: 0.00413"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1080265.72\tOld objective: 1077187.67\tImprovement: 0.00286"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1082518.94\tOld objective: 1080265.72\tImprovement: 0.00209"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1084217.18\tOld objective: 1082518.94\tImprovement: 0.00157"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1085540.34\tOld objective: 1084217.18\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1086591.98\tOld objective: 1085540.34\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1087436.84\tOld objective: 1086591.98\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1088132.89\tOld objective: 1087436.84\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1088718.46\tOld objective: 1088132.89\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1089217.47\tOld objective: 1088718.46\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 290:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 879055.40\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1056239.24\tOld objective: 879055.40\tImprovement: 0.20156"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1109027.28\tOld objective: 1056239.24\tImprovement: 0.04998"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1131144.76\tOld objective: 1109027.28\tImprovement: 0.01994"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1142755.13\tOld objective: 1131144.76\tImprovement: 0.01026"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1149692.20\tOld objective: 1142755.13\tImprovement: 0.00607"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1154206.60\tOld objective: 1149692.20\tImprovement: 0.00393"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1157316.42\tOld objective: 1154206.60\tImprovement: 0.00269"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1159572.97\tOld objective: 1157316.42\tImprovement: 0.00195"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1161300.74\tOld objective: 1159572.97\tImprovement: 0.00149"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1162640.26\tOld objective: 1161300.74\tImprovement: 0.00115"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1163701.88\tOld objective: 1162640.26\tImprovement: 0.00091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1164556.77\tOld objective: 1163701.88\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1165249.45\tOld objective: 1164556.77\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1165825.84\tOld objective: 1165249.45\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 291:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 825413.52\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 997016.06\tOld objective: 825413.52\tImprovement: 0.20790"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1048841.07\tOld objective: 997016.06\tImprovement: 0.05198"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1070895.01\tOld objective: 1048841.07\tImprovement: 0.02103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1082666.17\tOld objective: 1070895.01\tImprovement: 0.01099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1089726.48\tOld objective: 1082666.17\tImprovement: 0.00652"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1094355.23\tOld objective: 1089726.48\tImprovement: 0.00425"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1097559.73\tOld objective: 1094355.23\tImprovement: 0.00293"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1099884.56\tOld objective: 1097559.73\tImprovement: 0.00212"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1101648.76\tOld objective: 1099884.56\tImprovement: 0.00160"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1103029.93\tOld objective: 1101648.76\tImprovement: 0.00125"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1104136.39\tOld objective: 1103029.93\tImprovement: 0.00100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1105023.75\tOld objective: 1104136.39\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1105744.01\tOld objective: 1105023.75\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1106340.41\tOld objective: 1105744.01\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1106836.86\tOld objective: 1106340.41\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 292:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 754875.35\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 924288.23\tOld objective: 754875.35\tImprovement: 0.22442"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 975564.15\tOld objective: 924288.23\tImprovement: 0.05548"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 997228.94\tOld objective: 975564.15\tImprovement: 0.02221"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1008743.84\tOld objective: 997228.94\tImprovement: 0.01155"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1015665.95\tOld objective: 1008743.84\tImprovement: 0.00686"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1020212.94\tOld objective: 1015665.95\tImprovement: 0.00448"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1023393.79\tOld objective: 1020212.94\tImprovement: 0.00312"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1025711.55\tOld objective: 1023393.79\tImprovement: 0.00226"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1027472.47\tOld objective: 1025711.55\tImprovement: 0.00172"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1028837.32\tOld objective: 1027472.47\tImprovement: 0.00133"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1029915.61\tOld objective: 1028837.32\tImprovement: 0.00105"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1030788.22\tOld objective: 1029915.61\tImprovement: 0.00085"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1031496.25\tOld objective: 1030788.22\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1032077.71\tOld objective: 1031496.25\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1032560.01\tOld objective: 1032077.71\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 293:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 751598.82\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 920143.09\tOld objective: 751598.82\tImprovement: 0.22425"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 971019.85\tOld objective: 920143.09\tImprovement: 0.05529"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 992511.46\tOld objective: 971019.85\tImprovement: 0.02213"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1003857.82\tOld objective: 992511.46\tImprovement: 0.01143"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1010642.79\tOld objective: 1003857.82\tImprovement: 0.00676"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1015084.71\tOld objective: 1010642.79\tImprovement: 0.00440"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1018175.30\tOld objective: 1015084.71\tImprovement: 0.00304"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1020419.05\tOld objective: 1018175.30\tImprovement: 0.00220"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1022108.67\tOld objective: 1020419.05\tImprovement: 0.00166"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1023417.09\tOld objective: 1022108.67\tImprovement: 0.00128"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1024450.12\tOld objective: 1023417.09\tImprovement: 0.00101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1025279.15\tOld objective: 1024450.12\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1025968.10\tOld objective: 1025279.15\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1026549.71\tOld objective: 1025968.10\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1027049.26\tOld objective: 1026549.71\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 294:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 936360.45\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1115944.04\tOld objective: 936360.45\tImprovement: 0.19179"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1169764.46\tOld objective: 1115944.04\tImprovement: 0.04823"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1192438.14\tOld objective: 1169764.46\tImprovement: 0.01938"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1204396.78\tOld objective: 1192438.14\tImprovement: 0.01003"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1211565.43\tOld objective: 1204396.78\tImprovement: 0.00595"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1216220.37\tOld objective: 1211565.43\tImprovement: 0.00384"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1219448.87\tOld objective: 1216220.37\tImprovement: 0.00265"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1221774.59\tOld objective: 1219448.87\tImprovement: 0.00191"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1223526.78\tOld objective: 1221774.59\tImprovement: 0.00143"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1224882.96\tOld objective: 1223526.78\tImprovement: 0.00111"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1225954.84\tOld objective: 1224882.96\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1226824.86\tOld objective: 1225954.84\tImprovement: 0.00071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1227538.27\tOld objective: 1226824.86\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1228125.42\tOld objective: 1227538.27\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 295:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 815478.47\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 988662.32\tOld objective: 815478.47\tImprovement: 0.21237"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1040614.86\tOld objective: 988662.32\tImprovement: 0.05255"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1062581.04\tOld objective: 1040614.86\tImprovement: 0.02111"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1074173.91\tOld objective: 1062581.04\tImprovement: 0.01091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1081101.04\tOld objective: 1074173.91\tImprovement: 0.00645"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1085635.58\tOld objective: 1081101.04\tImprovement: 0.00419"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1088802.34\tOld objective: 1085635.58\tImprovement: 0.00292"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1091107.94\tOld objective: 1088802.34\tImprovement: 0.00212"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1092831.65\tOld objective: 1091107.94\tImprovement: 0.00158"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1094162.60\tOld objective: 1092831.65\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1095214.49\tOld objective: 1094162.60\tImprovement: 0.00096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1096067.82\tOld objective: 1095214.49\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1096781.14\tOld objective: 1096067.82\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1097374.40\tOld objective: 1096781.14\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1097882.46\tOld objective: 1097374.40\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 296:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 777852.17\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 948425.63\tOld objective: 777852.17\tImprovement: 0.21929"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 999731.79\tOld objective: 948425.63\tImprovement: 0.05410"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1021357.04\tOld objective: 999731.79\tImprovement: 0.02163"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1032762.33\tOld objective: 1021357.04\tImprovement: 0.01117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1039585.04\tOld objective: 1032762.33\tImprovement: 0.00661"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1044031.69\tOld objective: 1039585.04\tImprovement: 0.00428"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1047119.27\tOld objective: 1044031.69\tImprovement: 0.00296"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1049353.33\tOld objective: 1047119.27\tImprovement: 0.00213"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1051037.52\tOld objective: 1049353.33\tImprovement: 0.00160"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1052345.92\tOld objective: 1051037.52\tImprovement: 0.00124"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1053379.06\tOld objective: 1052345.92\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1054229.46\tOld objective: 1053379.06\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1054945.07\tOld objective: 1054229.46\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1055546.46\tOld objective: 1054945.07\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1056043.15\tOld objective: 1055546.46\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 297:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 797201.42\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 968205.57\tOld objective: 797201.42\tImprovement: 0.21451"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1019708.51\tOld objective: 968205.57\tImprovement: 0.05319"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1041480.04\tOld objective: 1019708.51\tImprovement: 0.02135"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1053002.80\tOld objective: 1041480.04\tImprovement: 0.01106"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1059871.56\tOld objective: 1053002.80\tImprovement: 0.00652"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1064354.38\tOld objective: 1059871.56\tImprovement: 0.00423"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1067468.77\tOld objective: 1064354.38\tImprovement: 0.00293"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1069701.02\tOld objective: 1067468.77\tImprovement: 0.00209"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1071378.85\tOld objective: 1069701.02\tImprovement: 0.00157"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1072689.60\tOld objective: 1071378.85\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1073752.06\tOld objective: 1072689.60\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1074604.33\tOld objective: 1073752.06\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1075305.19\tOld objective: 1074604.33\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1075893.55\tOld objective: 1075305.19\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1076393.49\tOld objective: 1075893.55\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 298:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 819403.76\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 987506.77\tOld objective: 819403.76\tImprovement: 0.20515"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1038011.94\tOld objective: 987506.77\tImprovement: 0.05114"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1059352.69\tOld objective: 1038011.94\tImprovement: 0.02056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1070649.04\tOld objective: 1059352.69\tImprovement: 0.01066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1077401.35\tOld objective: 1070649.04\tImprovement: 0.00631"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1081801.56\tOld objective: 1077401.35\tImprovement: 0.00408"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1084873.18\tOld objective: 1081801.56\tImprovement: 0.00284"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1087117.35\tOld objective: 1084873.18\tImprovement: 0.00207"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1088816.89\tOld objective: 1087117.35\tImprovement: 0.00156"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1090137.00\tOld objective: 1088816.89\tImprovement: 0.00121"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1091193.41\tOld objective: 1090137.00\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1092054.65\tOld objective: 1091193.41\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1092768.84\tOld objective: 1092054.65\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1093368.91\tOld objective: 1092768.84\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1093885.09\tOld objective: 1093368.91\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 299:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 739757.83\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 909239.37\tOld objective: 739757.83\tImprovement: 0.22910"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 960757.30\tOld objective: 909239.37\tImprovement: 0.05666"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 982590.86\tOld objective: 960757.30\tImprovement: 0.02273"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 994143.57\tOld objective: 982590.86\tImprovement: 0.01176"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1001118.21\tOld objective: 994143.57\tImprovement: 0.00702"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1005654.06\tOld objective: 1001118.21\tImprovement: 0.00453"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1008805.21\tOld objective: 1005654.06\tImprovement: 0.00313"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1011093.31\tOld objective: 1008805.21\tImprovement: 0.00227"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1012816.45\tOld objective: 1011093.31\tImprovement: 0.00170"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1014149.99\tOld objective: 1012816.45\tImprovement: 0.00132"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1015216.25\tOld objective: 1014149.99\tImprovement: 0.00105"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1016087.67\tOld objective: 1015216.25\tImprovement: 0.00086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1016798.56\tOld objective: 1016087.67\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1017392.30\tOld objective: 1016798.56\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1017895.30\tOld objective: 1017392.30\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 300:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 816251.60\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 986338.80\tOld objective: 816251.60\tImprovement: 0.20838"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1037303.22\tOld objective: 986338.80\tImprovement: 0.05167"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1058848.55\tOld objective: 1037303.22\tImprovement: 0.02077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1070261.09\tOld objective: 1058848.55\tImprovement: 0.01078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1077111.65\tOld objective: 1070261.09\tImprovement: 0.00640"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1081566.22\tOld objective: 1077111.65\tImprovement: 0.00414"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1084668.64\tOld objective: 1081566.22\tImprovement: 0.00287"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1086929.51\tOld objective: 1084668.64\tImprovement: 0.00208"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1088605.51\tOld objective: 1086929.51\tImprovement: 0.00154"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1089899.56\tOld objective: 1088605.51\tImprovement: 0.00119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1090930.40\tOld objective: 1089899.56\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1091775.02\tOld objective: 1090930.40\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1092457.57\tOld objective: 1091775.02\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1093015.35\tOld objective: 1092457.57\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1093496.13\tOld objective: 1093015.35\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 301:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 766663.83\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 933545.52\tOld objective: 766663.83\tImprovement: 0.21767"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 983332.74\tOld objective: 933545.52\tImprovement: 0.05333"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1004309.23\tOld objective: 983332.74\tImprovement: 0.02133"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1015398.22\tOld objective: 1004309.23\tImprovement: 0.01104"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1022093.04\tOld objective: 1015398.22\tImprovement: 0.00659"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1026479.22\tOld objective: 1022093.04\tImprovement: 0.00429"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1029526.88\tOld objective: 1026479.22\tImprovement: 0.00297"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1031741.89\tOld objective: 1029526.88\tImprovement: 0.00215"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1033400.33\tOld objective: 1031741.89\tImprovement: 0.00161"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1034671.46\tOld objective: 1033400.33\tImprovement: 0.00123"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1035674.48\tOld objective: 1034671.46\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1036493.36\tOld objective: 1035674.48\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1037172.79\tOld objective: 1036493.36\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1037734.18\tOld objective: 1037172.79\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1038203.66\tOld objective: 1037734.18\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 302:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 810119.29\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 983437.74\tOld objective: 810119.29\tImprovement: 0.21394"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1035008.23\tOld objective: 983437.74\tImprovement: 0.05244"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1056633.16\tOld objective: 1035008.23\tImprovement: 0.02089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1068034.13\tOld objective: 1056633.16\tImprovement: 0.01079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1074817.26\tOld objective: 1068034.13\tImprovement: 0.00635"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1079247.27\tOld objective: 1074817.26\tImprovement: 0.00412"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1082353.31\tOld objective: 1079247.27\tImprovement: 0.00288"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1084594.78\tOld objective: 1082353.31\tImprovement: 0.00207"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1086266.42\tOld objective: 1084594.78\tImprovement: 0.00154"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1087565.88\tOld objective: 1086266.42\tImprovement: 0.00120"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1088596.88\tOld objective: 1087565.88\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1089430.49\tOld objective: 1088596.88\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1090121.57\tOld objective: 1089430.49\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1090694.54\tOld objective: 1090121.57\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1091164.84\tOld objective: 1090694.54\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 303:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 819026.70\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 990648.78\tOld objective: 819026.70\tImprovement: 0.20954"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1042346.22\tOld objective: 990648.78\tImprovement: 0.05219"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1064231.71\tOld objective: 1042346.22\tImprovement: 0.02100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1075801.81\tOld objective: 1064231.71\tImprovement: 0.01087"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1082758.38\tOld objective: 1075801.81\tImprovement: 0.00647"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1087327.10\tOld objective: 1082758.38\tImprovement: 0.00422"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1090510.48\tOld objective: 1087327.10\tImprovement: 0.00293"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1092832.19\tOld objective: 1090510.48\tImprovement: 0.00213"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1094567.56\tOld objective: 1092832.19\tImprovement: 0.00159"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1095911.22\tOld objective: 1094567.56\tImprovement: 0.00123"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1096990.65\tOld objective: 1095911.22\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1097873.31\tOld objective: 1096990.65\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1098602.82\tOld objective: 1097873.31\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1099207.36\tOld objective: 1098602.82\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1099725.70\tOld objective: 1099207.36\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 304:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 887224.74\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1065231.88\tOld objective: 887224.74\tImprovement: 0.20063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1118642.61\tOld objective: 1065231.88\tImprovement: 0.05014"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1141232.56\tOld objective: 1118642.61\tImprovement: 0.02019"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1153157.28\tOld objective: 1141232.56\tImprovement: 0.01045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1160271.87\tOld objective: 1153157.28\tImprovement: 0.00617"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1164903.54\tOld objective: 1160271.87\tImprovement: 0.00399"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1168122.92\tOld objective: 1164903.54\tImprovement: 0.00276"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1170450.63\tOld objective: 1168122.92\tImprovement: 0.00199"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1172199.41\tOld objective: 1170450.63\tImprovement: 0.00149"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1173557.73\tOld objective: 1172199.41\tImprovement: 0.00116"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1174634.21\tOld objective: 1173557.73\tImprovement: 0.00092"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1175509.50\tOld objective: 1174634.21\tImprovement: 0.00075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1176232.79\tOld objective: 1175509.50\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1176845.71\tOld objective: 1176232.79\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1177362.43\tOld objective: 1176845.71\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 305:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 855321.56\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1029595.27\tOld objective: 855321.56\tImprovement: 0.20375"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1081986.07\tOld objective: 1029595.27\tImprovement: 0.05088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1104156.60\tOld objective: 1081986.07\tImprovement: 0.02049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1115811.21\tOld objective: 1104156.60\tImprovement: 0.01056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1122768.82\tOld objective: 1115811.21\tImprovement: 0.00624"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1127303.30\tOld objective: 1122768.82\tImprovement: 0.00404"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1130471.52\tOld objective: 1127303.30\tImprovement: 0.00281"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1132783.35\tOld objective: 1130471.52\tImprovement: 0.00205"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1134521.66\tOld objective: 1132783.35\tImprovement: 0.00153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1135877.52\tOld objective: 1134521.66\tImprovement: 0.00120"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1136943.50\tOld objective: 1135877.52\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1137798.62\tOld objective: 1136943.50\tImprovement: 0.00075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1138519.68\tOld objective: 1137798.62\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1139149.42\tOld objective: 1138519.68\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1139684.47\tOld objective: 1139149.42\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 306:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 794419.46\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 963125.68\tOld objective: 794419.46\tImprovement: 0.21236"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1013792.55\tOld objective: 963125.68\tImprovement: 0.05261"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1035255.91\tOld objective: 1013792.55\tImprovement: 0.02117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1046649.09\tOld objective: 1035255.91\tImprovement: 0.01101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1053503.35\tOld objective: 1046649.09\tImprovement: 0.00655"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1057994.87\tOld objective: 1053503.35\tImprovement: 0.00426"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1061127.01\tOld objective: 1057994.87\tImprovement: 0.00296"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1063398.87\tOld objective: 1061127.01\tImprovement: 0.00214"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1065108.74\tOld objective: 1063398.87\tImprovement: 0.00161"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1066425.08\tOld objective: 1065108.74\tImprovement: 0.00124"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1067455.36\tOld objective: 1066425.08\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1068305.21\tOld objective: 1067455.36\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1069010.02\tOld objective: 1068305.21\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1069603.90\tOld objective: 1069010.02\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1070106.28\tOld objective: 1069603.90\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 307:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 842210.35\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1018059.89\tOld objective: 842210.35\tImprovement: 0.20880"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1070676.78\tOld objective: 1018059.89\tImprovement: 0.05168"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1092758.44\tOld objective: 1070676.78\tImprovement: 0.02062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1104345.09\tOld objective: 1092758.44\tImprovement: 0.01060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1111235.81\tOld objective: 1104345.09\tImprovement: 0.00624"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1115729.07\tOld objective: 1111235.81\tImprovement: 0.00404"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1118852.48\tOld objective: 1115729.07\tImprovement: 0.00280"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1121114.12\tOld objective: 1118852.48\tImprovement: 0.00202"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1122803.77\tOld objective: 1121114.12\tImprovement: 0.00151"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1124108.53\tOld objective: 1122803.77\tImprovement: 0.00116"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1125140.31\tOld objective: 1124108.53\tImprovement: 0.00092"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1125971.30\tOld objective: 1125140.31\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1126648.42\tOld objective: 1125971.30\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1127213.48\tOld objective: 1126648.42\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1127686.79\tOld objective: 1127213.48\tImprovement: 0.00042"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 308:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 831514.25\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1001857.71\tOld objective: 831514.25\tImprovement: 0.20486"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1052422.86\tOld objective: 1001857.71\tImprovement: 0.05047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1073653.50\tOld objective: 1052422.86\tImprovement: 0.02017"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1084847.97\tOld objective: 1073653.50\tImprovement: 0.01043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1091591.15\tOld objective: 1084847.97\tImprovement: 0.00622"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1095999.80\tOld objective: 1091591.15\tImprovement: 0.00404"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1099017.71\tOld objective: 1095999.80\tImprovement: 0.00275"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1101225.98\tOld objective: 1099017.71\tImprovement: 0.00201"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1102904.59\tOld objective: 1101225.98\tImprovement: 0.00152"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1104216.66\tOld objective: 1102904.59\tImprovement: 0.00119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1105267.18\tOld objective: 1104216.66\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1106112.65\tOld objective: 1105267.18\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1106809.85\tOld objective: 1106112.65\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1107392.22\tOld objective: 1106809.85\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1107884.48\tOld objective: 1107392.22\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 309:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 810294.11\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 983677.75\tOld objective: 810294.11\tImprovement: 0.21398"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1036222.35\tOld objective: 983677.75\tImprovement: 0.05342"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1058485.67\tOld objective: 1036222.35\tImprovement: 0.02149"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1070245.65\tOld objective: 1058485.67\tImprovement: 0.01111"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1077237.05\tOld objective: 1070245.65\tImprovement: 0.00653"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1081791.13\tOld objective: 1077237.05\tImprovement: 0.00423"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1084978.11\tOld objective: 1081791.13\tImprovement: 0.00295"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1087317.60\tOld objective: 1084978.11\tImprovement: 0.00216"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1089083.22\tOld objective: 1087317.60\tImprovement: 0.00162"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1090455.49\tOld objective: 1089083.22\tImprovement: 0.00126"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1091542.41\tOld objective: 1090455.49\tImprovement: 0.00100"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1092424.29\tOld objective: 1091542.41\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1093160.04\tOld objective: 1092424.29\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1093776.53\tOld objective: 1093160.04\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1094298.45\tOld objective: 1093776.53\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 310:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 786068.29\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 955558.71\tOld objective: 786068.29\tImprovement: 0.21562"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1006533.22\tOld objective: 955558.71\tImprovement: 0.05335"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1028036.80\tOld objective: 1006533.22\tImprovement: 0.02136"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1039454.85\tOld objective: 1028036.80\tImprovement: 0.01111"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1046321.62\tOld objective: 1039454.85\tImprovement: 0.00661"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1050843.57\tOld objective: 1046321.62\tImprovement: 0.00432"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1053980.38\tOld objective: 1050843.57\tImprovement: 0.00299"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1056253.98\tOld objective: 1053980.38\tImprovement: 0.00216"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1057955.53\tOld objective: 1056253.98\tImprovement: 0.00161"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1059280.28\tOld objective: 1057955.53\tImprovement: 0.00125"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1060344.92\tOld objective: 1059280.28\tImprovement: 0.00101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1061207.84\tOld objective: 1060344.92\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1061921.21\tOld objective: 1061207.84\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1062522.29\tOld objective: 1061921.21\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1063033.31\tOld objective: 1062522.29\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 311:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 826275.36\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 997781.38\tOld objective: 826275.36\tImprovement: 0.20757"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1048971.90\tOld objective: 997781.38\tImprovement: 0.05130"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1070471.32\tOld objective: 1048971.90\tImprovement: 0.02050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1081838.85\tOld objective: 1070471.32\tImprovement: 0.01062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1088673.62\tOld objective: 1081838.85\tImprovement: 0.00632"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1093150.75\tOld objective: 1088673.62\tImprovement: 0.00411"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1096249.96\tOld objective: 1093150.75\tImprovement: 0.00284"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1098505.67\tOld objective: 1096249.96\tImprovement: 0.00206"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1100206.46\tOld objective: 1098505.67\tImprovement: 0.00155"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1101512.08\tOld objective: 1100206.46\tImprovement: 0.00119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1102544.38\tOld objective: 1101512.08\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1103381.66\tOld objective: 1102544.38\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1104069.01\tOld objective: 1103381.66\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1104636.89\tOld objective: 1104069.01\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1105122.11\tOld objective: 1104636.89\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 312:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 861295.94\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1033325.20\tOld objective: 861295.94\tImprovement: 0.19973"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1085128.72\tOld objective: 1033325.20\tImprovement: 0.05013"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1107009.24\tOld objective: 1085128.72\tImprovement: 0.02016"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1118573.12\tOld objective: 1107009.24\tImprovement: 0.01045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1125506.98\tOld objective: 1118573.12\tImprovement: 0.00620"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1130018.52\tOld objective: 1125506.98\tImprovement: 0.00401"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1133145.62\tOld objective: 1130018.52\tImprovement: 0.00277"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1135405.42\tOld objective: 1133145.62\tImprovement: 0.00199"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1137100.79\tOld objective: 1135405.42\tImprovement: 0.00149"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1138419.97\tOld objective: 1137100.79\tImprovement: 0.00116"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1139474.36\tOld objective: 1138419.97\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1140332.65\tOld objective: 1139474.36\tImprovement: 0.00075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1141034.64\tOld objective: 1140332.65\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1141616.15\tOld objective: 1141034.64\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1142106.67\tOld objective: 1141616.15\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 313:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 831231.46\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1001849.50\tOld objective: 831231.46\tImprovement: 0.20526"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1052905.52\tOld objective: 1001849.50\tImprovement: 0.05096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1074410.94\tOld objective: 1052905.52\tImprovement: 0.02042"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1085726.65\tOld objective: 1074410.94\tImprovement: 0.01053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1092501.95\tOld objective: 1085726.65\tImprovement: 0.00624"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1096905.58\tOld objective: 1092501.95\tImprovement: 0.00403"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1099937.80\tOld objective: 1096905.58\tImprovement: 0.00276"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1102159.58\tOld objective: 1099937.80\tImprovement: 0.00202"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1103845.47\tOld objective: 1102159.58\tImprovement: 0.00153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1105171.06\tOld objective: 1103845.47\tImprovement: 0.00120"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1106238.66\tOld objective: 1105171.06\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1107080.97\tOld objective: 1106238.66\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1107761.16\tOld objective: 1107080.97\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1108329.21\tOld objective: 1107761.16\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1108809.55\tOld objective: 1108329.21\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 314:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 791278.35\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 961329.54\tOld objective: 791278.35\tImprovement: 0.21491"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1012734.85\tOld objective: 961329.54\tImprovement: 0.05347"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1034572.37\tOld objective: 1012734.85\tImprovement: 0.02156"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1046147.62\tOld objective: 1034572.37\tImprovement: 0.01119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1053121.45\tOld objective: 1046147.62\tImprovement: 0.00667"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1057668.53\tOld objective: 1053121.45\tImprovement: 0.00432"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1060841.94\tOld objective: 1057668.53\tImprovement: 0.00300"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1063146.84\tOld objective: 1060841.94\tImprovement: 0.00217"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1064877.96\tOld objective: 1063146.84\tImprovement: 0.00163"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1066225.27\tOld objective: 1064877.96\tImprovement: 0.00127"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1067297.63\tOld objective: 1066225.27\tImprovement: 0.00101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1068158.41\tOld objective: 1067297.63\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1068862.80\tOld objective: 1068158.41\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1069468.85\tOld objective: 1068862.80\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1069988.46\tOld objective: 1069468.85\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 315:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 817199.84\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 989059.94\tOld objective: 817199.84\tImprovement: 0.21030"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1040812.96\tOld objective: 989059.94\tImprovement: 0.05233"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1062623.51\tOld objective: 1040812.96\tImprovement: 0.02096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1074120.60\tOld objective: 1062623.51\tImprovement: 0.01082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1081004.86\tOld objective: 1074120.60\tImprovement: 0.00641"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1085515.89\tOld objective: 1081004.86\tImprovement: 0.00417"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1088642.95\tOld objective: 1085515.89\tImprovement: 0.00288"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1090906.39\tOld objective: 1088642.95\tImprovement: 0.00208"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1092641.71\tOld objective: 1090906.39\tImprovement: 0.00159"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1094004.48\tOld objective: 1092641.71\tImprovement: 0.00125"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1095085.62\tOld objective: 1094004.48\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1095966.13\tOld objective: 1095085.62\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1096695.98\tOld objective: 1095966.13\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1097298.06\tOld objective: 1096695.98\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1097799.84\tOld objective: 1097298.06\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 316:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 877841.24\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1052694.18\tOld objective: 877841.24\tImprovement: 0.19919"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1105238.17\tOld objective: 1052694.18\tImprovement: 0.04991"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1127424.50\tOld objective: 1105238.17\tImprovement: 0.02007"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1139093.43\tOld objective: 1127424.50\tImprovement: 0.01035"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1146046.61\tOld objective: 1139093.43\tImprovement: 0.00610"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1150578.96\tOld objective: 1146046.61\tImprovement: 0.00395"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1153699.78\tOld objective: 1150578.96\tImprovement: 0.00271"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1155948.71\tOld objective: 1153699.78\tImprovement: 0.00195"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1157648.63\tOld objective: 1155948.71\tImprovement: 0.00147"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1158954.63\tOld objective: 1157648.63\tImprovement: 0.00113"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1159989.82\tOld objective: 1158954.63\tImprovement: 0.00089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1160830.92\tOld objective: 1159989.82\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1161531.35\tOld objective: 1160830.92\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1162114.87\tOld objective: 1161531.35\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1162605.14\tOld objective: 1162114.87\tImprovement: 0.00042"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 317:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 828702.57\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1001805.22\tOld objective: 828702.57\tImprovement: 0.20888"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1053474.98\tOld objective: 1001805.22\tImprovement: 0.05158"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1075216.48\tOld objective: 1053474.98\tImprovement: 0.02064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1086676.96\tOld objective: 1075216.48\tImprovement: 0.01066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1093517.46\tOld objective: 1086676.96\tImprovement: 0.00629"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1097947.46\tOld objective: 1093517.46\tImprovement: 0.00405"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1101023.33\tOld objective: 1097947.46\tImprovement: 0.00280"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1103271.46\tOld objective: 1101023.33\tImprovement: 0.00204"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1104965.01\tOld objective: 1103271.46\tImprovement: 0.00154"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1106281.66\tOld objective: 1104965.01\tImprovement: 0.00119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1107326.61\tOld objective: 1106281.66\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1108172.60\tOld objective: 1107326.61\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1108869.67\tOld objective: 1108172.60\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1109448.15\tOld objective: 1108869.67\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1109930.94\tOld objective: 1109448.15\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 318:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 766680.58\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 934059.12\tOld objective: 766680.58\tImprovement: 0.21832"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 984020.29\tOld objective: 934059.12\tImprovement: 0.05349"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1005060.98\tOld objective: 984020.29\tImprovement: 0.02138"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1016144.70\tOld objective: 1005060.98\tImprovement: 0.01103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1022828.42\tOld objective: 1016144.70\tImprovement: 0.00658"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1027203.10\tOld objective: 1022828.42\tImprovement: 0.00428"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1030212.32\tOld objective: 1027203.10\tImprovement: 0.00293"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1032393.64\tOld objective: 1030212.32\tImprovement: 0.00212"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1034044.49\tOld objective: 1032393.64\tImprovement: 0.00160"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1035306.65\tOld objective: 1034044.49\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1036312.01\tOld objective: 1035306.65\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1037127.01\tOld objective: 1036312.01\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1037794.07\tOld objective: 1037127.01\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1038346.80\tOld objective: 1037794.07\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1038812.48\tOld objective: 1038346.80\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 319:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 790692.47\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 959891.38\tOld objective: 790692.47\tImprovement: 0.21399"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1011075.46\tOld objective: 959891.38\tImprovement: 0.05332"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1032706.01\tOld objective: 1011075.46\tImprovement: 0.02139"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1044136.64\tOld objective: 1032706.01\tImprovement: 0.01107"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1050996.96\tOld objective: 1044136.64\tImprovement: 0.00657"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1055479.49\tOld objective: 1050996.96\tImprovement: 0.00427"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1058589.53\tOld objective: 1055479.49\tImprovement: 0.00295"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1060838.40\tOld objective: 1058589.53\tImprovement: 0.00212"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1062545.42\tOld objective: 1060838.40\tImprovement: 0.00161"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1063897.73\tOld objective: 1062545.42\tImprovement: 0.00127"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1064975.45\tOld objective: 1063897.73\tImprovement: 0.00101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1065842.19\tOld objective: 1064975.45\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1066546.59\tOld objective: 1065842.19\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1067128.58\tOld objective: 1066546.59\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1067610.58\tOld objective: 1067128.58\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 320:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 789777.65\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 960818.89\tOld objective: 789777.65\tImprovement: 0.21657"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1012500.66\tOld objective: 960818.89\tImprovement: 0.05379"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1034336.78\tOld objective: 1012500.66\tImprovement: 0.02157"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1045886.93\tOld objective: 1034336.78\tImprovement: 0.01117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1052809.08\tOld objective: 1045886.93\tImprovement: 0.00662"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1057309.92\tOld objective: 1052809.08\tImprovement: 0.00428"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1060435.45\tOld objective: 1057309.92\tImprovement: 0.00296"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1062705.93\tOld objective: 1060435.45\tImprovement: 0.00214"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1064395.39\tOld objective: 1062705.93\tImprovement: 0.00159"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1065697.14\tOld objective: 1064395.39\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1066736.85\tOld objective: 1065697.14\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1067573.49\tOld objective: 1066736.85\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1068272.43\tOld objective: 1067573.49\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1068856.14\tOld objective: 1068272.43\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1069347.33\tOld objective: 1068856.14\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 321:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 817742.82\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 987806.38\tOld objective: 817742.82\tImprovement: 0.20797"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1038711.94\tOld objective: 987806.38\tImprovement: 0.05153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1060234.37\tOld objective: 1038711.94\tImprovement: 0.02072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1071597.15\tOld objective: 1060234.37\tImprovement: 0.01072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1078368.60\tOld objective: 1071597.15\tImprovement: 0.00632"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1082746.20\tOld objective: 1078368.60\tImprovement: 0.00406"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1085782.03\tOld objective: 1082746.20\tImprovement: 0.00280"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1087989.47\tOld objective: 1085782.03\tImprovement: 0.00203"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1089653.09\tOld objective: 1087989.47\tImprovement: 0.00153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1090945.18\tOld objective: 1089653.09\tImprovement: 0.00119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1091976.55\tOld objective: 1090945.18\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1092829.64\tOld objective: 1091976.55\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1093542.49\tOld objective: 1092829.64\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1094137.08\tOld objective: 1093542.49\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1094636.35\tOld objective: 1094137.08\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 322:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 819961.83\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 989582.46\tOld objective: 819961.83\tImprovement: 0.20686"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1040441.06\tOld objective: 989582.46\tImprovement: 0.05139"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1061907.38\tOld objective: 1040441.06\tImprovement: 0.02063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1073259.49\tOld objective: 1061907.38\tImprovement: 0.01069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1080082.52\tOld objective: 1073259.49\tImprovement: 0.00636"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1084541.01\tOld objective: 1080082.52\tImprovement: 0.00413"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1087662.83\tOld objective: 1084541.01\tImprovement: 0.00288"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1089952.98\tOld objective: 1087662.83\tImprovement: 0.00211"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1091673.56\tOld objective: 1089952.98\tImprovement: 0.00158"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1092993.65\tOld objective: 1091673.56\tImprovement: 0.00121"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1094035.83\tOld objective: 1092993.65\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1094865.39\tOld objective: 1094035.83\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1095539.44\tOld objective: 1094865.39\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1096113.41\tOld objective: 1095539.44\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1096606.83\tOld objective: 1096113.41\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 323:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 763765.10\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 932452.77\tOld objective: 763765.10\tImprovement: 0.22086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 982944.07\tOld objective: 932452.77\tImprovement: 0.05415"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1004171.89\tOld objective: 982944.07\tImprovement: 0.02160"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1015297.62\tOld objective: 1004171.89\tImprovement: 0.01108"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1021937.50\tOld objective: 1015297.62\tImprovement: 0.00654"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1026314.47\tOld objective: 1021937.50\tImprovement: 0.00428"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1029368.79\tOld objective: 1026314.47\tImprovement: 0.00298"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1031575.07\tOld objective: 1029368.79\tImprovement: 0.00214"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1033226.98\tOld objective: 1031575.07\tImprovement: 0.00160"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1034496.11\tOld objective: 1033226.98\tImprovement: 0.00123"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1035519.17\tOld objective: 1034496.11\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1036355.10\tOld objective: 1035519.17\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1037047.92\tOld objective: 1036355.10\tImprovement: 0.00067"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1037628.07\tOld objective: 1037047.92\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1038113.38\tOld objective: 1037628.07\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 324:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 889910.45\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1064823.08\tOld objective: 889910.45\tImprovement: 0.19655"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1117141.25\tOld objective: 1064823.08\tImprovement: 0.04913"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1139170.07\tOld objective: 1117141.25\tImprovement: 0.01972"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1150768.57\tOld objective: 1139170.07\tImprovement: 0.01018"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1157681.36\tOld objective: 1150768.57\tImprovement: 0.00601"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1162191.72\tOld objective: 1157681.36\tImprovement: 0.00390"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1165330.18\tOld objective: 1162191.72\tImprovement: 0.00270"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1167601.87\tOld objective: 1165330.18\tImprovement: 0.00195"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1169290.00\tOld objective: 1167601.87\tImprovement: 0.00145"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1170595.46\tOld objective: 1169290.00\tImprovement: 0.00112"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1171629.65\tOld objective: 1170595.46\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1172471.65\tOld objective: 1171629.65\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1173168.28\tOld objective: 1172471.65\tImprovement: 0.00059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1173746.46\tOld objective: 1173168.28\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 325:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 826983.21\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 997472.54\tOld objective: 826983.21\tImprovement: 0.20616"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1048413.60\tOld objective: 997472.54\tImprovement: 0.05107"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1069853.07\tOld objective: 1048413.60\tImprovement: 0.02045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1081188.36\tOld objective: 1069853.07\tImprovement: 0.01060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1088006.03\tOld objective: 1081188.36\tImprovement: 0.00631"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1092482.75\tOld objective: 1088006.03\tImprovement: 0.00411"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1095578.19\tOld objective: 1092482.75\tImprovement: 0.00283"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1097816.61\tOld objective: 1095578.19\tImprovement: 0.00204"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1099488.24\tOld objective: 1097816.61\tImprovement: 0.00152"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1100778.75\tOld objective: 1099488.24\tImprovement: 0.00117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1101811.26\tOld objective: 1100778.75\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1102663.68\tOld objective: 1101811.26\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1103367.00\tOld objective: 1102663.68\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1103955.33\tOld objective: 1103367.00\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1104455.22\tOld objective: 1103955.33\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 326:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 754488.69\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 924178.97\tOld objective: 754488.69\tImprovement: 0.22491"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 975356.48\tOld objective: 924178.97\tImprovement: 0.05538"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 996952.51\tOld objective: 975356.48\tImprovement: 0.02214"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1008348.90\tOld objective: 996952.51\tImprovement: 0.01143"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1015178.40\tOld objective: 1008348.90\tImprovement: 0.00677"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1019636.91\tOld objective: 1015178.40\tImprovement: 0.00439"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1022750.51\tOld objective: 1019636.91\tImprovement: 0.00305"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1025007.57\tOld objective: 1022750.51\tImprovement: 0.00221"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1026686.07\tOld objective: 1025007.57\tImprovement: 0.00164"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1027987.28\tOld objective: 1026686.07\tImprovement: 0.00127"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1029028.95\tOld objective: 1027987.28\tImprovement: 0.00101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1029882.65\tOld objective: 1029028.95\tImprovement: 0.00083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1030590.28\tOld objective: 1029882.65\tImprovement: 0.00069"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1031186.31\tOld objective: 1030590.28\tImprovement: 0.00058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1031683.65\tOld objective: 1031186.31\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 327:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 805497.16\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 974499.30\tOld objective: 805497.16\tImprovement: 0.20981"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1025315.77\tOld objective: 974499.30\tImprovement: 0.05215"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1046875.61\tOld objective: 1025315.77\tImprovement: 0.02103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1058263.38\tOld objective: 1046875.61\tImprovement: 0.01088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1065068.61\tOld objective: 1058263.38\tImprovement: 0.00643"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1069479.43\tOld objective: 1065068.61\tImprovement: 0.00414"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1072513.70\tOld objective: 1069479.43\tImprovement: 0.00284"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1074719.55\tOld objective: 1072513.70\tImprovement: 0.00206"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1076388.42\tOld objective: 1074719.55\tImprovement: 0.00155"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1077680.92\tOld objective: 1076388.42\tImprovement: 0.00120"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1078706.14\tOld objective: 1077680.92\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1079541.71\tOld objective: 1078706.14\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1080234.32\tOld objective: 1079541.71\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1080816.41\tOld objective: 1080234.32\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1081303.79\tOld objective: 1080816.41\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 328:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 833784.86\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1005586.60\tOld objective: 833784.86\tImprovement: 0.20605"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1057003.16\tOld objective: 1005586.60\tImprovement: 0.05113"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1078805.50\tOld objective: 1057003.16\tImprovement: 0.02063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1090384.23\tOld objective: 1078805.50\tImprovement: 0.01073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1097328.97\tOld objective: 1090384.23\tImprovement: 0.00637"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1101846.13\tOld objective: 1097328.97\tImprovement: 0.00412"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1104972.22\tOld objective: 1101846.13\tImprovement: 0.00284"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1107224.98\tOld objective: 1104972.22\tImprovement: 0.00204"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1108923.99\tOld objective: 1107224.98\tImprovement: 0.00153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1110239.51\tOld objective: 1108923.99\tImprovement: 0.00119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1111287.16\tOld objective: 1110239.51\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1112146.64\tOld objective: 1111287.16\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1112868.86\tOld objective: 1112146.64\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1113462.86\tOld objective: 1112868.86\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1113955.30\tOld objective: 1113462.86\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 329:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 834247.04\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1005802.28\tOld objective: 834247.04\tImprovement: 0.20564"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1057067.04\tOld objective: 1005802.28\tImprovement: 0.05097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1078563.29\tOld objective: 1057067.04\tImprovement: 0.02034"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1089932.39\tOld objective: 1078563.29\tImprovement: 0.01054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1096763.51\tOld objective: 1089932.39\tImprovement: 0.00627"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1101242.44\tOld objective: 1096763.51\tImprovement: 0.00408"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1104340.56\tOld objective: 1101242.44\tImprovement: 0.00281"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1106580.86\tOld objective: 1104340.56\tImprovement: 0.00203"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1108270.56\tOld objective: 1106580.86\tImprovement: 0.00153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1109579.54\tOld objective: 1108270.56\tImprovement: 0.00118"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1110614.53\tOld objective: 1109579.54\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1111450.67\tOld objective: 1110614.53\tImprovement: 0.00075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1112145.25\tOld objective: 1111450.67\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1112713.83\tOld objective: 1112145.25\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1113190.81\tOld objective: 1112713.83\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 330:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 813129.49\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 984378.88\tOld objective: 813129.49\tImprovement: 0.21061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1036013.95\tOld objective: 984378.88\tImprovement: 0.05245"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1057934.04\tOld objective: 1036013.95\tImprovement: 0.02116"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1069562.29\tOld objective: 1057934.04\tImprovement: 0.01099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1076500.08\tOld objective: 1069562.29\tImprovement: 0.00649"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1080997.44\tOld objective: 1076500.08\tImprovement: 0.00418"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1084128.26\tOld objective: 1080997.44\tImprovement: 0.00290"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1086411.77\tOld objective: 1084128.26\tImprovement: 0.00211"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1088135.46\tOld objective: 1086411.77\tImprovement: 0.00159"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1089472.78\tOld objective: 1088135.46\tImprovement: 0.00123"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1090540.12\tOld objective: 1089472.78\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1091411.65\tOld objective: 1090540.12\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1092126.20\tOld objective: 1091411.65\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1092716.61\tOld objective: 1092126.20\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1093214.67\tOld objective: 1092716.61\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 331:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 763315.87\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 931818.31\tOld objective: 763315.87\tImprovement: 0.22075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 982437.42\tOld objective: 931818.31\tImprovement: 0.05432"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1003754.43\tOld objective: 982437.42\tImprovement: 0.02170"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1014964.72\tOld objective: 1003754.43\tImprovement: 0.01117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1021654.79\tOld objective: 1014964.72\tImprovement: 0.00659"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1026021.34\tOld objective: 1021654.79\tImprovement: 0.00427"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1029054.30\tOld objective: 1026021.34\tImprovement: 0.00296"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1031248.93\tOld objective: 1029054.30\tImprovement: 0.00213"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1032894.93\tOld objective: 1031248.93\tImprovement: 0.00160"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1034177.53\tOld objective: 1032894.93\tImprovement: 0.00124"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1035200.02\tOld objective: 1034177.53\tImprovement: 0.00099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1036023.64\tOld objective: 1035200.02\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1036688.48\tOld objective: 1036023.64\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1037235.50\tOld objective: 1036688.48\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1037706.20\tOld objective: 1037235.50\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 332:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 750032.04\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 917344.08\tOld objective: 750032.04\tImprovement: 0.22307"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 967763.54\tOld objective: 917344.08\tImprovement: 0.05496"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 989069.02\tOld objective: 967763.54\tImprovement: 0.02202"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1000306.95\tOld objective: 989069.02\tImprovement: 0.01136"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1007023.57\tOld objective: 1000306.95\tImprovement: 0.00671"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1011422.57\tOld objective: 1007023.57\tImprovement: 0.00437"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1014497.25\tOld objective: 1011422.57\tImprovement: 0.00304"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1016762.91\tOld objective: 1014497.25\tImprovement: 0.00223"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1018492.05\tOld objective: 1016762.91\tImprovement: 0.00170"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1019813.94\tOld objective: 1018492.05\tImprovement: 0.00130"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1020852.55\tOld objective: 1019813.94\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1021706.68\tOld objective: 1020852.55\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1022404.76\tOld objective: 1021706.68\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1022989.60\tOld objective: 1022404.76\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1023487.36\tOld objective: 1022989.60\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 333:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 741379.46\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 907768.81\tOld objective: 741379.46\tImprovement: 0.22443"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 958115.12\tOld objective: 907768.81\tImprovement: 0.05546"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 979417.65\tOld objective: 958115.12\tImprovement: 0.02223"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 990692.60\tOld objective: 979417.65\tImprovement: 0.01151"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 997465.77\tOld objective: 990692.60\tImprovement: 0.00684"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1001874.41\tOld objective: 997465.77\tImprovement: 0.00442"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1004929.65\tOld objective: 1001874.41\tImprovement: 0.00305"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1007156.82\tOld objective: 1004929.65\tImprovement: 0.00222"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1008835.76\tOld objective: 1007156.82\tImprovement: 0.00167"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1010135.65\tOld objective: 1008835.76\tImprovement: 0.00129"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1011154.97\tOld objective: 1010135.65\tImprovement: 0.00101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1011969.31\tOld objective: 1011154.97\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1012641.51\tOld objective: 1011969.31\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1013220.04\tOld objective: 1012641.51\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1013706.55\tOld objective: 1013220.04\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 334:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 776697.38\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 942944.59\tOld objective: 776697.38\tImprovement: 0.21404"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 992868.98\tOld objective: 942944.59\tImprovement: 0.05295"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1013930.83\tOld objective: 992868.98\tImprovement: 0.02121"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1025108.44\tOld objective: 1013930.83\tImprovement: 0.01102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1031838.49\tOld objective: 1025108.44\tImprovement: 0.00657"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1036218.43\tOld objective: 1031838.49\tImprovement: 0.00424"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1039268.21\tOld objective: 1036218.43\tImprovement: 0.00294"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1041494.28\tOld objective: 1039268.21\tImprovement: 0.00214"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1043188.38\tOld objective: 1041494.28\tImprovement: 0.00163"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1044504.56\tOld objective: 1043188.38\tImprovement: 0.00126"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1045526.11\tOld objective: 1044504.56\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1046339.46\tOld objective: 1045526.11\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1047000.78\tOld objective: 1046339.46\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1047560.67\tOld objective: 1047000.78\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1048025.35\tOld objective: 1047560.67\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 335:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 755188.98\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 921890.20\tOld objective: 755188.98\tImprovement: 0.22074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 971769.92\tOld objective: 921890.20\tImprovement: 0.05411"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 992740.64\tOld objective: 971769.92\tImprovement: 0.02158"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1003816.71\tOld objective: 992740.64\tImprovement: 0.01116"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1010500.16\tOld objective: 1003816.71\tImprovement: 0.00666"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1014910.45\tOld objective: 1010500.16\tImprovement: 0.00436"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1017972.19\tOld objective: 1014910.45\tImprovement: 0.00302"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1020203.30\tOld objective: 1017972.19\tImprovement: 0.00219"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1021891.41\tOld objective: 1020203.30\tImprovement: 0.00165"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1023199.96\tOld objective: 1021891.41\tImprovement: 0.00128"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1024251.69\tOld objective: 1023199.96\tImprovement: 0.00103"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1025110.29\tOld objective: 1024251.69\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1025808.78\tOld objective: 1025110.29\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1026385.18\tOld objective: 1025808.78\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1026867.44\tOld objective: 1026385.18\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 336:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 763402.91\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 932335.17\tOld objective: 763402.91\tImprovement: 0.22129"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 983369.66\tOld objective: 932335.17\tImprovement: 0.05474"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1004885.00\tOld objective: 983369.66\tImprovement: 0.02188"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1016206.57\tOld objective: 1004885.00\tImprovement: 0.01127"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1022946.71\tOld objective: 1016206.57\tImprovement: 0.00663"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1027332.83\tOld objective: 1022946.71\tImprovement: 0.00429"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1030399.35\tOld objective: 1027332.83\tImprovement: 0.00298"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1032661.72\tOld objective: 1030399.35\tImprovement: 0.00220"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1034395.99\tOld objective: 1032661.72\tImprovement: 0.00168"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1035740.30\tOld objective: 1034395.99\tImprovement: 0.00130"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1036812.59\tOld objective: 1035740.30\tImprovement: 0.00104"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1037679.74\tOld objective: 1036812.59\tImprovement: 0.00084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1038381.83\tOld objective: 1037679.74\tImprovement: 0.00068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1038973.57\tOld objective: 1038381.83\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1039473.65\tOld objective: 1038973.57\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 337:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 795012.16\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 966068.98\tOld objective: 795012.16\tImprovement: 0.21516"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1017242.61\tOld objective: 966068.98\tImprovement: 0.05297"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1038750.61\tOld objective: 1017242.61\tImprovement: 0.02114"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1050143.32\tOld objective: 1038750.61\tImprovement: 0.01097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1056984.18\tOld objective: 1050143.32\tImprovement: 0.00651"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1061440.05\tOld objective: 1056984.18\tImprovement: 0.00422"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1064548.02\tOld objective: 1061440.05\tImprovement: 0.00293"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1066838.43\tOld objective: 1064548.02\tImprovement: 0.00215"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1068551.52\tOld objective: 1066838.43\tImprovement: 0.00161"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1069878.69\tOld objective: 1068551.52\tImprovement: 0.00124"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1070929.75\tOld objective: 1069878.69\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1071783.28\tOld objective: 1070929.75\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1072472.68\tOld objective: 1071783.28\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1073039.06\tOld objective: 1072472.68\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1073516.73\tOld objective: 1073039.06\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 338:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 851414.91\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1023744.71\tOld objective: 851414.91\tImprovement: 0.20240"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1075317.24\tOld objective: 1023744.71\tImprovement: 0.05038"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1097093.46\tOld objective: 1075317.24\tImprovement: 0.02025"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1108593.42\tOld objective: 1097093.46\tImprovement: 0.01048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1115411.98\tOld objective: 1108593.42\tImprovement: 0.00615"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1119836.89\tOld objective: 1115411.98\tImprovement: 0.00397"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1122920.61\tOld objective: 1119836.89\tImprovement: 0.00275"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1125172.10\tOld objective: 1122920.61\tImprovement: 0.00201"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1126881.10\tOld objective: 1125172.10\tImprovement: 0.00152"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1128206.21\tOld objective: 1126881.10\tImprovement: 0.00118"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1129259.80\tOld objective: 1128206.21\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1130108.12\tOld objective: 1129259.80\tImprovement: 0.00075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1130812.74\tOld objective: 1130108.12\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1131397.01\tOld objective: 1130812.74\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1131881.75\tOld objective: 1131397.01\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 339:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 805938.45\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 974723.86\tOld objective: 805938.45\tImprovement: 0.20943"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1025545.74\tOld objective: 974723.86\tImprovement: 0.05214"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1046984.99\tOld objective: 1025545.74\tImprovement: 0.02091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1058284.96\tOld objective: 1046984.99\tImprovement: 0.01079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1065087.78\tOld objective: 1058284.96\tImprovement: 0.00643"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1069554.22\tOld objective: 1065087.78\tImprovement: 0.00419"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1072658.16\tOld objective: 1069554.22\tImprovement: 0.00290"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1074908.21\tOld objective: 1072658.16\tImprovement: 0.00210"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1076605.00\tOld objective: 1074908.21\tImprovement: 0.00158"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1077934.41\tOld objective: 1076605.00\tImprovement: 0.00123"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1078996.12\tOld objective: 1077934.41\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1079843.11\tOld objective: 1078996.12\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1080539.56\tOld objective: 1079843.11\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1081118.21\tOld objective: 1080539.56\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1081600.08\tOld objective: 1081118.21\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 340:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 782437.22\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 953470.81\tOld objective: 782437.22\tImprovement: 0.21859"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1004679.34\tOld objective: 953470.81\tImprovement: 0.05371"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1026149.52\tOld objective: 1004679.34\tImprovement: 0.02137"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1037443.15\tOld objective: 1026149.52\tImprovement: 0.01101"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1044214.70\tOld objective: 1037443.15\tImprovement: 0.00653"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1048659.82\tOld objective: 1044214.70\tImprovement: 0.00426"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1051745.90\tOld objective: 1048659.82\tImprovement: 0.00294"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1053979.03\tOld objective: 1051745.90\tImprovement: 0.00212"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1055645.21\tOld objective: 1053979.03\tImprovement: 0.00158"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1056932.51\tOld objective: 1055645.21\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1057952.50\tOld objective: 1056932.51\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1058783.92\tOld objective: 1057952.50\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1059479.63\tOld objective: 1058783.92\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1060060.66\tOld objective: 1059479.63\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1060541.36\tOld objective: 1060060.66\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 341:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 810272.14\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 980053.18\tOld objective: 810272.14\tImprovement: 0.20954"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1030734.86\tOld objective: 980053.18\tImprovement: 0.05171"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1051996.24\tOld objective: 1030734.86\tImprovement: 0.02063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1063196.23\tOld objective: 1051996.24\tImprovement: 0.01065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1069889.92\tOld objective: 1063196.23\tImprovement: 0.00630"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1074248.83\tOld objective: 1069889.92\tImprovement: 0.00407"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1077261.90\tOld objective: 1074248.83\tImprovement: 0.00280"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1079443.89\tOld objective: 1077261.90\tImprovement: 0.00203"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1081064.62\tOld objective: 1079443.89\tImprovement: 0.00150"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1082306.39\tOld objective: 1081064.62\tImprovement: 0.00115"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1083296.56\tOld objective: 1082306.39\tImprovement: 0.00091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1084109.11\tOld objective: 1083296.56\tImprovement: 0.00075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1084781.78\tOld objective: 1084109.11\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1085344.10\tOld objective: 1084781.78\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1085819.39\tOld objective: 1085344.10\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 342:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 839204.30\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1011883.58\tOld objective: 839204.30\tImprovement: 0.20577"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1063790.66\tOld objective: 1011883.58\tImprovement: 0.05130"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1085682.69\tOld objective: 1063790.66\tImprovement: 0.02058"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1097177.65\tOld objective: 1085682.69\tImprovement: 0.01059"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1104046.85\tOld objective: 1097177.65\tImprovement: 0.00626"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1108518.04\tOld objective: 1104046.85\tImprovement: 0.00405"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1111634.03\tOld objective: 1108518.04\tImprovement: 0.00281"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1113908.11\tOld objective: 1111634.03\tImprovement: 0.00205"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1115619.34\tOld objective: 1113908.11\tImprovement: 0.00154"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1116947.66\tOld objective: 1115619.34\tImprovement: 0.00119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1118013.59\tOld objective: 1116947.66\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1118876.46\tOld objective: 1118013.59\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1119577.67\tOld objective: 1118876.46\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1120163.03\tOld objective: 1119577.67\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1120657.77\tOld objective: 1120163.03\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 343:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 807771.09\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 978990.08\tOld objective: 807771.09\tImprovement: 0.21196"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1030186.12\tOld objective: 978990.08\tImprovement: 0.05229"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1051691.66\tOld objective: 1030186.12\tImprovement: 0.02088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1063036.06\tOld objective: 1051691.66\tImprovement: 0.01079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1069791.58\tOld objective: 1063036.06\tImprovement: 0.00635"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1074189.21\tOld objective: 1069791.58\tImprovement: 0.00411"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1077246.48\tOld objective: 1074189.21\tImprovement: 0.00285"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1079464.08\tOld objective: 1077246.48\tImprovement: 0.00206"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1081130.59\tOld objective: 1079464.08\tImprovement: 0.00154"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1082420.73\tOld objective: 1081130.59\tImprovement: 0.00119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1083463.46\tOld objective: 1082420.73\tImprovement: 0.00096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1084305.29\tOld objective: 1083463.46\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1085010.10\tOld objective: 1084305.29\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1085602.53\tOld objective: 1085010.10\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1086096.47\tOld objective: 1085602.53\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 344:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 744763.25\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 911819.73\tOld objective: 744763.25\tImprovement: 0.22431"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 961871.39\tOld objective: 911819.73\tImprovement: 0.05489"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 982855.62\tOld objective: 961871.39\tImprovement: 0.02182"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 993909.64\tOld objective: 982855.62\tImprovement: 0.01125"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1000450.87\tOld objective: 993909.64\tImprovement: 0.00658"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1004690.60\tOld objective: 1000450.87\tImprovement: 0.00424"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1007639.73\tOld objective: 1004690.60\tImprovement: 0.00294"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1009773.60\tOld objective: 1007639.73\tImprovement: 0.00212"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1011360.59\tOld objective: 1009773.60\tImprovement: 0.00157"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1012581.51\tOld objective: 1011360.59\tImprovement: 0.00121"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1013566.91\tOld objective: 1012581.51\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1014364.88\tOld objective: 1013566.91\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1015029.29\tOld objective: 1014364.88\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1015585.74\tOld objective: 1015029.29\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1016054.40\tOld objective: 1015585.74\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 345:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 754295.34\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 920382.29\tOld objective: 754295.34\tImprovement: 0.22019"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 970201.18\tOld objective: 920382.29\tImprovement: 0.05413"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 991214.01\tOld objective: 970201.18\tImprovement: 0.02166"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1002326.58\tOld objective: 991214.01\tImprovement: 0.01121"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1008977.47\tOld objective: 1002326.58\tImprovement: 0.00664"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1013315.77\tOld objective: 1008977.47\tImprovement: 0.00430"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1016352.27\tOld objective: 1013315.77\tImprovement: 0.00300"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1018562.68\tOld objective: 1016352.27\tImprovement: 0.00217"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1020212.91\tOld objective: 1018562.68\tImprovement: 0.00162"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1021470.69\tOld objective: 1020212.91\tImprovement: 0.00123"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1022460.23\tOld objective: 1021470.69\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1023269.57\tOld objective: 1022460.23\tImprovement: 0.00079"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1023930.05\tOld objective: 1023269.57\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1024483.74\tOld objective: 1023930.05\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1024968.83\tOld objective: 1024483.74\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 346:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 751729.22\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 918814.03\tOld objective: 751729.22\tImprovement: 0.22227"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 969222.84\tOld objective: 918814.03\tImprovement: 0.05486"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 990539.39\tOld objective: 969222.84\tImprovement: 0.02199"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1001802.80\tOld objective: 990539.39\tImprovement: 0.01137"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1008544.28\tOld objective: 1001802.80\tImprovement: 0.00673"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1012920.77\tOld objective: 1008544.28\tImprovement: 0.00434"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1015962.00\tOld objective: 1012920.77\tImprovement: 0.00300"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1018169.83\tOld objective: 1015962.00\tImprovement: 0.00217"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1019840.72\tOld objective: 1018169.83\tImprovement: 0.00164"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1021150.46\tOld objective: 1019840.72\tImprovement: 0.00128"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1022194.38\tOld objective: 1021150.46\tImprovement: 0.00102"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1023024.74\tOld objective: 1022194.38\tImprovement: 0.00081"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1023698.41\tOld objective: 1023024.74\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1024270.37\tOld objective: 1023698.41\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1024766.33\tOld objective: 1024270.37\tImprovement: 0.00048"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 347:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 798953.09\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 966146.85\tOld objective: 798953.09\tImprovement: 0.20927"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1016286.39\tOld objective: 966146.85\tImprovement: 0.05190"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1037466.45\tOld objective: 1016286.39\tImprovement: 0.02084"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1048645.97\tOld objective: 1037466.45\tImprovement: 0.01078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1055269.49\tOld objective: 1048645.97\tImprovement: 0.00632"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1059574.50\tOld objective: 1055269.49\tImprovement: 0.00408"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1062606.88\tOld objective: 1059574.50\tImprovement: 0.00286"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1064831.53\tOld objective: 1062606.88\tImprovement: 0.00209"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1066513.42\tOld objective: 1064831.53\tImprovement: 0.00158"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1067813.89\tOld objective: 1066513.42\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1068839.76\tOld objective: 1067813.89\tImprovement: 0.00096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1069689.87\tOld objective: 1068839.76\tImprovement: 0.00080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1070391.73\tOld objective: 1069689.87\tImprovement: 0.00066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1070975.24\tOld objective: 1070391.73\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1071465.65\tOld objective: 1070975.24\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 348:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 807609.62\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 977988.42\tOld objective: 807609.62\tImprovement: 0.21097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1029174.30\tOld objective: 977988.42\tImprovement: 0.05234"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1050823.58\tOld objective: 1029174.30\tImprovement: 0.02104"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1062259.64\tOld objective: 1050823.58\tImprovement: 0.01088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1069125.21\tOld objective: 1062259.64\tImprovement: 0.00646"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1073566.70\tOld objective: 1069125.21\tImprovement: 0.00415"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1076628.36\tOld objective: 1073566.70\tImprovement: 0.00285"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1078843.00\tOld objective: 1076628.36\tImprovement: 0.00206"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1080496.26\tOld objective: 1078843.00\tImprovement: 0.00153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1081761.33\tOld objective: 1080496.26\tImprovement: 0.00117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1082762.26\tOld objective: 1081761.33\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1083580.33\tOld objective: 1082762.26\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1084252.53\tOld objective: 1083580.33\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1084823.87\tOld objective: 1084252.53\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1085319.86\tOld objective: 1084823.87\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 349:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 794777.47\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 963806.96\tOld objective: 794777.47\tImprovement: 0.21268"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1014433.60\tOld objective: 963806.96\tImprovement: 0.05253"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1035775.12\tOld objective: 1014433.60\tImprovement: 0.02104"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1046993.03\tOld objective: 1035775.12\tImprovement: 0.01083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1053707.65\tOld objective: 1046993.03\tImprovement: 0.00641"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1058116.42\tOld objective: 1053707.65\tImprovement: 0.00418"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1061177.32\tOld objective: 1058116.42\tImprovement: 0.00289"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1063398.07\tOld objective: 1061177.32\tImprovement: 0.00209"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1065091.75\tOld objective: 1063398.07\tImprovement: 0.00159"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1066393.91\tOld objective: 1065091.75\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1067404.08\tOld objective: 1066393.91\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1068237.32\tOld objective: 1067404.08\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1068921.41\tOld objective: 1068237.32\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1069490.76\tOld objective: 1068921.41\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1069978.64\tOld objective: 1069490.76\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 350:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 844593.76\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1016881.39\tOld objective: 844593.76\tImprovement: 0.20399"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1068557.26\tOld objective: 1016881.39\tImprovement: 0.05082"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1090421.77\tOld objective: 1068557.26\tImprovement: 0.02046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1101941.24\tOld objective: 1090421.77\tImprovement: 0.01056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1108837.59\tOld objective: 1101941.24\tImprovement: 0.00626"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1113314.65\tOld objective: 1108837.59\tImprovement: 0.00404"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1116388.37\tOld objective: 1113314.65\tImprovement: 0.00276"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1118609.89\tOld objective: 1116388.37\tImprovement: 0.00199"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1120290.38\tOld objective: 1118609.89\tImprovement: 0.00150"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1121593.78\tOld objective: 1120290.38\tImprovement: 0.00116"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1122618.14\tOld objective: 1121593.78\tImprovement: 0.00091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1123447.12\tOld objective: 1122618.14\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1124133.70\tOld objective: 1123447.12\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1124713.97\tOld objective: 1124133.70\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1125202.56\tOld objective: 1124713.97\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 351:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 830975.17\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1001786.48\tOld objective: 830975.17\tImprovement: 0.20556"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1052968.91\tOld objective: 1001786.48\tImprovement: 0.05109"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1074554.39\tOld objective: 1052968.91\tImprovement: 0.02050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1085900.57\tOld objective: 1074554.39\tImprovement: 0.01056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1092682.12\tOld objective: 1085900.57\tImprovement: 0.00625"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1097093.71\tOld objective: 1092682.12\tImprovement: 0.00404"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1100152.15\tOld objective: 1097093.71\tImprovement: 0.00279"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1102382.78\tOld objective: 1100152.15\tImprovement: 0.00203"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1104072.82\tOld objective: 1102382.78\tImprovement: 0.00153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1105388.08\tOld objective: 1104072.82\tImprovement: 0.00119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1106438.67\tOld objective: 1105388.08\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1107302.49\tOld objective: 1106438.67\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1108013.83\tOld objective: 1107302.49\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1108605.04\tOld objective: 1108013.83\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1109112.28\tOld objective: 1108605.04\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 352:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 806098.29\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 975280.18\tOld objective: 806098.29\tImprovement: 0.20988"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1025763.69\tOld objective: 975280.18\tImprovement: 0.05176"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1047007.65\tOld objective: 1025763.69\tImprovement: 0.02071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1058189.09\tOld objective: 1047007.65\tImprovement: 0.01068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1064884.26\tOld objective: 1058189.09\tImprovement: 0.00633"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1069220.23\tOld objective: 1064884.26\tImprovement: 0.00407"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1072222.79\tOld objective: 1069220.23\tImprovement: 0.00281"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1074419.89\tOld objective: 1072222.79\tImprovement: 0.00205"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1076084.24\tOld objective: 1074419.89\tImprovement: 0.00155"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1077352.08\tOld objective: 1076084.24\tImprovement: 0.00118"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1078342.15\tOld objective: 1077352.08\tImprovement: 0.00092"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1079141.66\tOld objective: 1078342.15\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1079801.99\tOld objective: 1079141.66\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1080348.42\tOld objective: 1079801.99\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1080803.82\tOld objective: 1080348.42\tImprovement: 0.00042"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 353:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 833858.08\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1005734.93\tOld objective: 833858.08\tImprovement: 0.20612"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1056886.90\tOld objective: 1005734.93\tImprovement: 0.05086"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1078443.06\tOld objective: 1056886.90\tImprovement: 0.02040"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1089824.45\tOld objective: 1078443.06\tImprovement: 0.01055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1096630.23\tOld objective: 1089824.45\tImprovement: 0.00624"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1101060.05\tOld objective: 1096630.23\tImprovement: 0.00404"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1104147.00\tOld objective: 1101060.05\tImprovement: 0.00280"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1106410.97\tOld objective: 1104147.00\tImprovement: 0.00205"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1108096.77\tOld objective: 1106410.97\tImprovement: 0.00152"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1109401.59\tOld objective: 1108096.77\tImprovement: 0.00118"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1110435.35\tOld objective: 1109401.59\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1111262.91\tOld objective: 1110435.35\tImprovement: 0.00075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1111935.44\tOld objective: 1111262.91\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1112501.74\tOld objective: 1111935.44\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1112990.55\tOld objective: 1112501.74\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 354:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 859150.02\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1030926.50\tOld objective: 859150.02\tImprovement: 0.19994"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1081560.82\tOld objective: 1030926.50\tImprovement: 0.04912"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1102735.56\tOld objective: 1081560.82\tImprovement: 0.01958"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1113885.49\tOld objective: 1102735.56\tImprovement: 0.01011"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1120549.11\tOld objective: 1113885.49\tImprovement: 0.00598"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1124889.55\tOld objective: 1120549.11\tImprovement: 0.00387"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1127904.99\tOld objective: 1124889.55\tImprovement: 0.00268"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1130089.42\tOld objective: 1127904.99\tImprovement: 0.00194"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1131733.19\tOld objective: 1130089.42\tImprovement: 0.00145"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1132997.29\tOld objective: 1131733.19\tImprovement: 0.00112"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1134009.04\tOld objective: 1132997.29\tImprovement: 0.00089"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1134851.39\tOld objective: 1134009.04\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1135548.15\tOld objective: 1134851.39\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1136130.21\tOld objective: 1135548.15\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1136617.48\tOld objective: 1136130.21\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 355:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 850481.69\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1023826.71\tOld objective: 850481.69\tImprovement: 0.20382"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1075169.09\tOld objective: 1023826.71\tImprovement: 0.05015"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1096681.01\tOld objective: 1075169.09\tImprovement: 0.02001"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1107955.37\tOld objective: 1096681.01\tImprovement: 0.01028"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1114683.11\tOld objective: 1107955.37\tImprovement: 0.00607"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1119058.00\tOld objective: 1114683.11\tImprovement: 0.00392"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1122086.84\tOld objective: 1119058.00\tImprovement: 0.00271"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1124293.49\tOld objective: 1122086.84\tImprovement: 0.00197"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1125964.64\tOld objective: 1124293.49\tImprovement: 0.00149"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1127277.61\tOld objective: 1125964.64\tImprovement: 0.00117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1128325.23\tOld objective: 1127277.61\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1129164.03\tOld objective: 1128325.23\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1129844.78\tOld objective: 1129164.03\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1130410.07\tOld objective: 1129844.78\tImprovement: 0.00050"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1130881.53\tOld objective: 1130410.07\tImprovement: 0.00042"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 356:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 805243.39\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 974689.98\tOld objective: 805243.39\tImprovement: 0.21043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1025138.65\tOld objective: 974689.98\tImprovement: 0.05176"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1046230.35\tOld objective: 1025138.65\tImprovement: 0.02057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1057358.85\tOld objective: 1046230.35\tImprovement: 0.01064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1063966.92\tOld objective: 1057358.85\tImprovement: 0.00625"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1068217.34\tOld objective: 1063966.92\tImprovement: 0.00399"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1071155.27\tOld objective: 1068217.34\tImprovement: 0.00275"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1073296.44\tOld objective: 1071155.27\tImprovement: 0.00200"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1074932.52\tOld objective: 1073296.44\tImprovement: 0.00152"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1076212.22\tOld objective: 1074932.52\tImprovement: 0.00119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1077220.63\tOld objective: 1076212.22\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1078039.69\tOld objective: 1077220.63\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1078703.35\tOld objective: 1078039.69\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1079255.95\tOld objective: 1078703.35\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1079733.41\tOld objective: 1079255.95\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 357:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 804622.90\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 973891.36\tOld objective: 804622.90\tImprovement: 0.21037"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1024367.27\tOld objective: 973891.36\tImprovement: 0.05183"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1045554.53\tOld objective: 1024367.27\tImprovement: 0.02068"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1056746.94\tOld objective: 1045554.53\tImprovement: 0.01070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1063410.84\tOld objective: 1056746.94\tImprovement: 0.00631"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1067743.89\tOld objective: 1063410.84\tImprovement: 0.00407"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1070742.81\tOld objective: 1067743.89\tImprovement: 0.00281"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1072925.51\tOld objective: 1070742.81\tImprovement: 0.00204"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1074552.06\tOld objective: 1072925.51\tImprovement: 0.00152"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1075802.79\tOld objective: 1074552.06\tImprovement: 0.00116"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1076805.60\tOld objective: 1075802.79\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1077632.84\tOld objective: 1076805.60\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1078333.44\tOld objective: 1077632.84\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1078932.18\tOld objective: 1078333.44\tImprovement: 0.00056"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1079419.66\tOld objective: 1078932.18\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 358:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 816400.13\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 986060.68\tOld objective: 816400.13\tImprovement: 0.20782"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1037052.45\tOld objective: 986060.68\tImprovement: 0.05171"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1058550.72\tOld objective: 1037052.45\tImprovement: 0.02073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1069891.67\tOld objective: 1058550.72\tImprovement: 0.01071"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1076643.38\tOld objective: 1069891.67\tImprovement: 0.00631"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1081056.66\tOld objective: 1076643.38\tImprovement: 0.00410"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1084115.15\tOld objective: 1081056.66\tImprovement: 0.00283"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1086341.09\tOld objective: 1084115.15\tImprovement: 0.00205"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1088024.39\tOld objective: 1086341.09\tImprovement: 0.00155"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1089330.22\tOld objective: 1088024.39\tImprovement: 0.00120"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1090384.41\tOld objective: 1089330.22\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1091231.23\tOld objective: 1090384.41\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1091926.97\tOld objective: 1091231.23\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1092499.83\tOld objective: 1091926.97\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1092988.90\tOld objective: 1092499.83\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 359:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 810578.47\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 981697.04\tOld objective: 810578.47\tImprovement: 0.21111"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1032775.24\tOld objective: 981697.04\tImprovement: 0.05203"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1054221.55\tOld objective: 1032775.24\tImprovement: 0.02077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1065523.31\tOld objective: 1054221.55\tImprovement: 0.01072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1072272.26\tOld objective: 1065523.31\tImprovement: 0.00633"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1076629.18\tOld objective: 1072272.26\tImprovement: 0.00406"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1079633.14\tOld objective: 1076629.18\tImprovement: 0.00279"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1081812.41\tOld objective: 1079633.14\tImprovement: 0.00202"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1083465.91\tOld objective: 1081812.41\tImprovement: 0.00153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1084750.58\tOld objective: 1083465.91\tImprovement: 0.00119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1085776.46\tOld objective: 1084750.58\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1086608.92\tOld objective: 1085776.46\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1087282.54\tOld objective: 1086608.92\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1087839.03\tOld objective: 1087282.54\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1088301.20\tOld objective: 1087839.03\tImprovement: 0.00042"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 360:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 837441.16\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1008165.49\tOld objective: 837441.16\tImprovement: 0.20386"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1059666.72\tOld objective: 1008165.49\tImprovement: 0.05108"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1081442.05\tOld objective: 1059666.72\tImprovement: 0.02055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1092937.18\tOld objective: 1081442.05\tImprovement: 0.01063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1099835.56\tOld objective: 1092937.18\tImprovement: 0.00631"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1104330.40\tOld objective: 1099835.56\tImprovement: 0.00409"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1107463.08\tOld objective: 1104330.40\tImprovement: 0.00284"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1109741.91\tOld objective: 1107463.08\tImprovement: 0.00206"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1111469.82\tOld objective: 1109741.91\tImprovement: 0.00156"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1112806.01\tOld objective: 1111469.82\tImprovement: 0.00120"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1113843.49\tOld objective: 1112806.01\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1114668.73\tOld objective: 1113843.49\tImprovement: 0.00074"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1115358.57\tOld objective: 1114668.73\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1115935.17\tOld objective: 1115358.57\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1116411.89\tOld objective: 1115935.17\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 361:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 844167.85\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1015033.30\tOld objective: 844167.85\tImprovement: 0.20241"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1065783.53\tOld objective: 1015033.30\tImprovement: 0.05000"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1087063.25\tOld objective: 1065783.53\tImprovement: 0.01997"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1098280.34\tOld objective: 1087063.25\tImprovement: 0.01032"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1104974.31\tOld objective: 1098280.34\tImprovement: 0.00609"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1109357.70\tOld objective: 1104974.31\tImprovement: 0.00397"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1112401.53\tOld objective: 1109357.70\tImprovement: 0.00274"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1114568.65\tOld objective: 1112401.53\tImprovement: 0.00195"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1116183.17\tOld objective: 1114568.65\tImprovement: 0.00145"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1117425.33\tOld objective: 1116183.17\tImprovement: 0.00111"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1118402.64\tOld objective: 1117425.33\tImprovement: 0.00087"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1119212.66\tOld objective: 1118402.64\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1119892.08\tOld objective: 1119212.66\tImprovement: 0.00061"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1120464.83\tOld objective: 1119892.08\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1120961.60\tOld objective: 1120464.83\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 362:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 822458.62\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 993973.54\tOld objective: 822458.62\tImprovement: 0.20854"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1045304.68\tOld objective: 993973.54\tImprovement: 0.05164"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1066864.04\tOld objective: 1045304.68\tImprovement: 0.02062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1078206.78\tOld objective: 1066864.04\tImprovement: 0.01063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1085026.63\tOld objective: 1078206.78\tImprovement: 0.00633"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1089449.67\tOld objective: 1085026.63\tImprovement: 0.00408"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1092494.58\tOld objective: 1089449.67\tImprovement: 0.00279"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1094724.66\tOld objective: 1092494.58\tImprovement: 0.00204"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1096428.49\tOld objective: 1094724.66\tImprovement: 0.00156"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1097748.58\tOld objective: 1096428.49\tImprovement: 0.00120"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1098788.52\tOld objective: 1097748.58\tImprovement: 0.00095"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1099629.99\tOld objective: 1098788.52\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1100321.28\tOld objective: 1099629.99\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1100895.62\tOld objective: 1100321.28\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1101373.62\tOld objective: 1100895.62\tImprovement: 0.00043"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 363:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 777494.06\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 946889.60\tOld objective: 777494.06\tImprovement: 0.21787"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 997378.29\tOld objective: 946889.60\tImprovement: 0.05332"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1018569.27\tOld objective: 997378.29\tImprovement: 0.02125"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1029680.72\tOld objective: 1018569.27\tImprovement: 0.01091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1036307.58\tOld objective: 1029680.72\tImprovement: 0.00644"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1040595.31\tOld objective: 1036307.58\tImprovement: 0.00414"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1043555.43\tOld objective: 1040595.31\tImprovement: 0.00284"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1045723.47\tOld objective: 1043555.43\tImprovement: 0.00208"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1047366.75\tOld objective: 1045723.47\tImprovement: 0.00157"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1048648.08\tOld objective: 1047366.75\tImprovement: 0.00122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1049658.90\tOld objective: 1048648.08\tImprovement: 0.00096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1050465.07\tOld objective: 1049658.90\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1051129.38\tOld objective: 1050465.07\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1051686.17\tOld objective: 1051129.38\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1052165.65\tOld objective: 1051686.17\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 364:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 773261.74\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 940188.53\tOld objective: 773261.74\tImprovement: 0.21587"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 990189.19\tOld objective: 940188.53\tImprovement: 0.05318"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1011196.97\tOld objective: 990189.19\tImprovement: 0.02122"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1022307.25\tOld objective: 1011196.97\tImprovement: 0.01099"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1028982.52\tOld objective: 1022307.25\tImprovement: 0.00653"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1033338.54\tOld objective: 1028982.52\tImprovement: 0.00423"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1036353.57\tOld objective: 1033338.54\tImprovement: 0.00292"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1038567.29\tOld objective: 1036353.57\tImprovement: 0.00214"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1040240.13\tOld objective: 1038567.29\tImprovement: 0.00161"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1041542.19\tOld objective: 1040240.13\tImprovement: 0.00125"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1042561.74\tOld objective: 1041542.19\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1043368.88\tOld objective: 1042561.74\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1044029.15\tOld objective: 1043368.88\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1044591.19\tOld objective: 1044029.15\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1045082.61\tOld objective: 1044591.19\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 365:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 831907.29\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1001632.45\tOld objective: 831907.29\tImprovement: 0.20402"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1052081.52\tOld objective: 1001632.45\tImprovement: 0.05037"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1073260.11\tOld objective: 1052081.52\tImprovement: 0.02013"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1084420.66\tOld objective: 1073260.11\tImprovement: 0.01040"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1091130.30\tOld objective: 1084420.66\tImprovement: 0.00619"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1095522.06\tOld objective: 1091130.30\tImprovement: 0.00402"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1098550.11\tOld objective: 1095522.06\tImprovement: 0.00276"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1100738.23\tOld objective: 1098550.11\tImprovement: 0.00199"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1102391.18\tOld objective: 1100738.23\tImprovement: 0.00150"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1103679.95\tOld objective: 1102391.18\tImprovement: 0.00117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1104685.16\tOld objective: 1103679.95\tImprovement: 0.00091"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1105490.93\tOld objective: 1104685.16\tImprovement: 0.00073"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1106155.34\tOld objective: 1105490.93\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1106699.89\tOld objective: 1106155.34\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 366:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 832941.49\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1003292.13\tOld objective: 832941.49\tImprovement: 0.20452"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1054255.20\tOld objective: 1003292.13\tImprovement: 0.05080"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1075754.89\tOld objective: 1054255.20\tImprovement: 0.02039"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1087102.12\tOld objective: 1075754.89\tImprovement: 0.01055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1093848.99\tOld objective: 1087102.12\tImprovement: 0.00621"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1098211.09\tOld objective: 1093848.99\tImprovement: 0.00399"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1101233.93\tOld objective: 1098211.09\tImprovement: 0.00275"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1103446.19\tOld objective: 1101233.93\tImprovement: 0.00201"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1105120.52\tOld objective: 1103446.19\tImprovement: 0.00152"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1106417.08\tOld objective: 1105120.52\tImprovement: 0.00117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1107441.73\tOld objective: 1106417.08\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1108279.71\tOld objective: 1107441.73\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1108983.01\tOld objective: 1108279.71\tImprovement: 0.00063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1109568.83\tOld objective: 1108983.01\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1110061.80\tOld objective: 1109568.83\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 367:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 776375.27\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 944268.79\tOld objective: 776375.27\tImprovement: 0.21625"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 994639.29\tOld objective: 944268.79\tImprovement: 0.05334"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1015797.96\tOld objective: 994639.29\tImprovement: 0.02127"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1026929.24\tOld objective: 1015797.96\tImprovement: 0.01096"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1033611.79\tOld objective: 1026929.24\tImprovement: 0.00651"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1038012.91\tOld objective: 1033611.79\tImprovement: 0.00426"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1041073.62\tOld objective: 1038012.91\tImprovement: 0.00295"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1043283.78\tOld objective: 1041073.62\tImprovement: 0.00212"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1044946.21\tOld objective: 1043283.78\tImprovement: 0.00159"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1046228.38\tOld objective: 1044946.21\tImprovement: 0.00123"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1047243.57\tOld objective: 1046228.38\tImprovement: 0.00097"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1048064.99\tOld objective: 1047243.57\tImprovement: 0.00078"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1048746.29\tOld objective: 1048064.99\tImprovement: 0.00065"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1049321.96\tOld objective: 1048746.29\tImprovement: 0.00055"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1049802.42\tOld objective: 1049321.96\tImprovement: 0.00046"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 368:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 804625.68\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 975734.14\tOld objective: 804625.68\tImprovement: 0.21266"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1026649.51\tOld objective: 975734.14\tImprovement: 0.05218"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1047859.38\tOld objective: 1026649.51\tImprovement: 0.02066"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1059002.45\tOld objective: 1047859.38\tImprovement: 0.01063"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1065684.87\tOld objective: 1059002.45\tImprovement: 0.00631"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1070035.49\tOld objective: 1065684.87\tImprovement: 0.00408"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1073035.18\tOld objective: 1070035.49\tImprovement: 0.00280"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1075217.36\tOld objective: 1073035.18\tImprovement: 0.00203"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1076866.95\tOld objective: 1075217.36\tImprovement: 0.00153"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1078132.99\tOld objective: 1076866.95\tImprovement: 0.00118"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1079132.03\tOld objective: 1078132.99\tImprovement: 0.00093"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1079951.95\tOld objective: 1079132.03\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1080641.03\tOld objective: 1079951.95\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1081217.30\tOld objective: 1080641.03\tImprovement: 0.00053"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1081693.68\tOld objective: 1081217.30\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 369:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 799460.47\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 968381.33\tOld objective: 799460.47\tImprovement: 0.21129"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1018881.75\tOld objective: 968381.33\tImprovement: 0.05215"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1040103.99\tOld objective: 1018881.75\tImprovement: 0.02083"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1051294.79\tOld objective: 1040103.99\tImprovement: 0.01076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1057967.84\tOld objective: 1051294.79\tImprovement: 0.00635"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1062316.65\tOld objective: 1057967.84\tImprovement: 0.00411"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1065337.33\tOld objective: 1062316.65\tImprovement: 0.00284"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1067529.23\tOld objective: 1065337.33\tImprovement: 0.00206"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1069176.37\tOld objective: 1067529.23\tImprovement: 0.00154"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1070447.86\tOld objective: 1069176.37\tImprovement: 0.00119"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1071455.98\tOld objective: 1070447.86\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1072281.26\tOld objective: 1071455.98\tImprovement: 0.00077"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1072968.90\tOld objective: 1072281.26\tImprovement: 0.00064"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1073549.99\tOld objective: 1072968.90\tImprovement: 0.00054"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 1074035.69\tOld objective: 1073549.99\tImprovement: 0.00045"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 370:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 907894.57\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1081510.23\tOld objective: 907894.57\tImprovement: 0.19123"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1132950.06\tOld objective: 1081510.23\tImprovement: 0.04756"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1154557.87\tOld objective: 1132950.06\tImprovement: 0.01907"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1165944.29\tOld objective: 1154557.87\tImprovement: 0.00986"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1172667.52\tOld objective: 1165944.29\tImprovement: 0.00577"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1177011.33\tOld objective: 1172667.52\tImprovement: 0.00370"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1180020.90\tOld objective: 1177011.33\tImprovement: 0.00256"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1182206.23\tOld objective: 1180020.90\tImprovement: 0.00185"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1183852.71\tOld objective: 1182206.23\tImprovement: 0.00139"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1185150.02\tOld objective: 1183852.71\tImprovement: 0.00110"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1186192.30\tOld objective: 1185150.02\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1187044.84\tOld objective: 1186192.30\tImprovement: 0.00072"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1187756.43\tOld objective: 1187044.84\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1188333.55\tOld objective: 1187756.43\tImprovement: 0.00049"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 371:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 910818.61\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 1084130.76\tOld objective: 910818.61\tImprovement: 0.19028"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 1135348.99\tOld objective: 1084130.76\tImprovement: 0.04724"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 1156775.39\tOld objective: 1135348.99\tImprovement: 0.01887"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 1168024.15\tOld objective: 1156775.39\tImprovement: 0.00972"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 1174745.75\tOld objective: 1168024.15\tImprovement: 0.00575"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 1179146.41\tOld objective: 1174745.75\tImprovement: 0.00375"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 1182177.33\tOld objective: 1179146.41\tImprovement: 0.00257"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 1184394.77\tOld objective: 1182177.33\tImprovement: 0.00188"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 1186092.77\tOld objective: 1184394.77\tImprovement: 0.00143"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 1187413.97\tOld objective: 1186092.77\tImprovement: 0.00111"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 1188464.64\tOld objective: 1187413.97\tImprovement: 0.00088"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 1189301.38\tOld objective: 1188464.64\tImprovement: 0.00070"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 1189976.66\tOld objective: 1189301.38\tImprovement: 0.00057"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 1190537.93\tOld objective: 1189976.66\tImprovement: 0.00047"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Mini-batch 372:"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "\r",
        "\tAfter ITERATION: 0\tObjective: 207278.60\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 243093.57\tOld objective: 207278.60\tImprovement: 0.17279"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 253782.21\tOld objective: 243093.57\tImprovement: 0.04397"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 258259.36\tOld objective: 253782.21\tImprovement: 0.01764"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 260613.92\tOld objective: 258259.36\tImprovement: 0.00912"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 262022.09\tOld objective: 260613.92\tImprovement: 0.00540"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 262940.61\tOld objective: 262022.09\tImprovement: 0.00351"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 263577.27\tOld objective: 262940.61\tImprovement: 0.00242"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 264040.02\tOld objective: 263577.27\tImprovement: 0.00176"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 264384.03\tOld objective: 264040.02\tImprovement: 0.00130"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 264644.21\tOld objective: 264384.03\tImprovement: 0.00098"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 264842.48\tOld objective: 264644.21\tImprovement: 0.00075"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 265000.25\tOld objective: 264842.48\tImprovement: 0.00060"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 265135.87\tOld objective: 265000.25\tImprovement: 0.00051"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 265251.94\tOld objective: 265135.87\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      }
     ],
     "prompt_number": 32
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot(online_coder_full.bound)\n",
      "pass"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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fcdIOLasxZgzuNzJSXeCPHME6r6y09+BtNuHgZGXhUh0k8BMnirtDucAHBmKn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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x72f9250>"
       ]
      }
     ],
     "prompt_number": 33
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "ents = np.zeros((n_components, ))\n",
      "\n",
      "for k in xrange(n_components):\n",
      "    ents[k] = scipy.stats.entropy(online_coder_full.Eb[k])   "
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 34
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "idx = np.argsort(-ents)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 35
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot(ents[idx], '-o')\n",
      "pass"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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       "text": [
        "<matplotlib.figure.Figure at 0x2c0ffd90>"
       ]
      }
     ],
     "prompt_number": 36
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "tagger = pmf.PoissonMF(n_components=n_components, random_state=98765, verbose=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 37
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "tagger.set_components(online_coder_full.gamma_b[:, :K], online_coder_full.rho_b[:, :K])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 38,
       "text": [
        "PoissonMF(max_iter=100, n_components=100, random_state=98765, smoothness=100,\n",
        "     tol=0.0005, verbose=True)"
       ]
      }
     ],
     "prompt_number": 38
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Et = tagger.transform(X_test)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 0\tObjective: 2504720.60\tOld objective: -inf\tImprovement: nan"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 1\tObjective: 2992625.16\tOld objective: 2504720.60\tImprovement: 0.19479"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 2\tObjective: 3140393.83\tOld objective: 2992625.16\tImprovement: 0.04938"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 3\tObjective: 3202818.33\tOld objective: 3140393.83\tImprovement: 0.01988"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 4\tObjective: 3235857.84\tOld objective: 3202818.33\tImprovement: 0.01032"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 5\tObjective: 3255678.80\tOld objective: 3235857.84\tImprovement: 0.00613"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 6\tObjective: 3268627.13\tOld objective: 3255678.80\tImprovement: 0.00398"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 7\tObjective: 3277648.00\tOld objective: 3268627.13\tImprovement: 0.00276"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 8\tObjective: 3284198.85\tOld objective: 3277648.00\tImprovement: 0.00200"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 9\tObjective: 3289141.31\tOld objective: 3284198.85\tImprovement: 0.00150"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 10\tObjective: 3293001.59\tOld objective: 3289141.31\tImprovement: 0.00117"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 11\tObjective: 3296082.66\tOld objective: 3293001.59\tImprovement: 0.00094"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 12\tObjective: 3298579.85\tOld objective: 3296082.66\tImprovement: 0.00076"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 13\tObjective: 3300625.85\tOld objective: 3298579.85\tImprovement: 0.00062"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 14\tObjective: 3302344.12\tOld objective: 3300625.85\tImprovement: 0.00052"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\r",
        "\tAfter ITERATION: 15\tObjective: 3303796.93\tOld objective: 3302344.12\tImprovement: 0.00044"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      }
     ],
     "prompt_number": 39
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Et /= Et.sum(axis=1, keepdims=True)\n",
      "tags_predicted = Et.dot(online_coder_full.Eb[:, K:])\n",
      "print tags_predicted.min(), tags_predicted.max()\n",
      "\n",
      "div_factor = 3\n",
      "tags_predicted = tags_predicted - div_factor * np.mean(tags_predicted, axis=0)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "2.70206653139e-05 1.07069406765\n"
       ]
      }
     ],
     "prompt_number": 40
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "predictat = 20\n",
      "tags_true_binary = (y_test > 0)\n",
      "\n",
      "print_out_metrics(tags_true_binary, tags_predicted, predictat)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Precision = 0.131 (0.008)\n",
        "Recall = 0.154 (0.008)\n",
        "F-score = 0.141\n",
        "AROC = 0.718 (0.005)"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "AP = 0.122 (0.006)\n"
       ]
      }
     ],
     "prompt_number": 41
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}