{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "import os\n",
    "import pickle\n",
    "import numpy as np\n",
    "\n",
    "import scipy.sparse as sp\n",
    "import scipy.io as spio\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm as cm\n",
    "\n",
    "import isolearn.io as isoio\n",
    "import isolearn.keras as iso\n",
    "\n",
    "import scipy.optimize as spopt\n",
    "from scipy.stats import pearsonr\n",
    "\n",
    "from analyze_random_mpra_logistic_regression_helpers import *\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/johli/anaconda3/envs/aparent/lib/python3.6/site-packages/numpy/core/fromnumeric.py:56: FutureWarning: Series.nonzero() is deprecated and will be removed in a future version.Use Series.to_numpy().nonzero() instead\n",
      "  return getattr(obj, method)(*args, **kwds)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n = 619331\n"
     ]
    }
   ],
   "source": [
    "#Load plasmid data\n",
    "plasmid_dict = isoio.load('../data/random_mpra_legacy/combined_library/processed_data_lifted/apa_plasmid_data_legacy')\n",
    "df = plasmid_dict['plasmid_df']\n",
    "\n",
    "#Filter data on sublibrary TOMM5\n",
    "keep_index = np.nonzero(df['library_index'].isin([2, 5, 8, 11]))[0]\n",
    "df = df.iloc[keep_index].copy().reset_index(drop=True)\n",
    "\n",
    "#Filter on min read count\n",
    "keep_index = np.nonzero(df['total_count'] >= 1)[0]\n",
    "df = df.iloc[keep_index].copy().reset_index(drop=True)\n",
    "\n",
    "print('n = ' + str(len(df)))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training set size = 587331\n",
      "Test set size = 32000\n"
     ]
    }
   ],
   "source": [
    "#Generate training and test set indexes\n",
    "test_set_size=8000 * 4\n",
    "\n",
    "plasmid_index = np.arange(len(df), dtype=np.int)\n",
    "\n",
    "train_index = plasmid_index[:-test_set_size]\n",
    "test_index = plasmid_index[train_index.shape[0]:]\n",
    "\n",
    "print('Training set size = ' + str(train_index.shape[0]))\n",
    "print('Test set size = ' + str(test_index.shape[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = mask_constant_sequence_regions(df)\n",
    "df = align_on_cse(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Initialize hexamer count data generator (separated by USE, CSE and DSE regions)\n",
    "\n",
    "hexamer_gens = {\n",
    "    gen_id : iso.DataGenerator(\n",
    "        idx,\n",
    "        {\n",
    "            'df' : df\n",
    "        },\n",
    "        batch_size=len(idx),\n",
    "        inputs = [\n",
    "            {\n",
    "                'id' : 'use',\n",
    "                'source_type' : 'dataframe',\n",
    "                'source' : 'df',\n",
    "                'extractor' : lambda row, index: row['seq_var_aligned'][:46],\n",
    "                'encoder' : iso.NMerEncoder(n_mer_len=6, count_n_mers=True),\n",
    "                'sparse' : True,\n",
    "                'sparse_mode' : 'col'\n",
    "            },\n",
    "            {\n",
    "                'id' : 'cse',\n",
    "                'source_type' : 'dataframe',\n",
    "                'source' : 'df',\n",
    "                'extractor' : lambda row, index: row['seq_var_aligned'][50:56],\n",
    "                'encoder' : iso.NMerEncoder(n_mer_len=6, count_n_mers=True),\n",
    "                'sparse' : True,\n",
    "                'sparse_mode' : 'col'\n",
    "            },\n",
    "            {\n",
    "                'id' : 'dse',\n",
    "                'source_type' : 'dataframe',\n",
    "                'source' : 'df',\n",
    "                'extractor' : lambda row, index: row['seq_var_aligned'][59:99],\n",
    "                'encoder' : iso.NMerEncoder(n_mer_len=6, count_n_mers=True),\n",
    "                'sparse' : True,\n",
    "                'sparse_mode' : 'col'\n",
    "            },\n",
    "            {\n",
    "                'id' : 'fdse',\n",
    "                'source_type' : 'dataframe',\n",
    "                'source' : 'df',\n",
    "                'extractor' : lambda row, index: row['seq_var_aligned'][99:],\n",
    "                'encoder' : iso.NMerEncoder(n_mer_len=6, count_n_mers=True),\n",
    "                'sparse' : True,\n",
    "                'sparse_mode' : 'col'\n",
    "            },\n",
    "            {\n",
    "                'id' : 'lib',\n",
    "                'source_type' : 'dataframe',\n",
    "                'source' : 'df',\n",
    "                'extractor' : lambda row, index: row['library_index'],\n",
    "                'encoder' : iso.CategoricalEncoder(n_categories=36, categories=np.arange(36, dtype=np.int).tolist()),\n",
    "                'sparsify' : True\n",
    "            },\n",
    "        ],\n",
    "        outputs = [\n",
    "            {\n",
    "                'id' : 'proximal_usage',\n",
    "                'source_type' : 'dataframe',\n",
    "                'source' : 'df',\n",
    "                'extractor' : lambda row, index: row['proximal_count'] / row['total_count'],\n",
    "                'transformer' : lambda t: t\n",
    "            }\n",
    "        ],\n",
    "        randomizers = [],\n",
    "        shuffle = False,\n",
    "    ) for gen_id, idx in [('train', train_index), ('test', test_index)]\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Generate hexamer occurrence count matrices and corresponding isoform proportions\n",
    "\n",
    "[X_train_use, X_train_cse, X_train_dse, X_train_fdse, X_train_lib], y_train = hexamer_gens['train'][0]\n",
    "y_train = y_train[0]\n",
    "\n",
    "[X_test_use, X_test_cse, X_test_dse, X_test_fdse, X_test_lib], y_test = hexamer_gens['test'][0]\n",
    "y_test = y_test[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Concatenate hexamer count matrices\n",
    "\n",
    "X_train = sp.csc_matrix(sp.hstack([X_train_lib, X_train_use, X_train_cse, X_train_dse, X_train_fdse]))\n",
    "\n",
    "X_test = sp.csc_matrix(sp.hstack([X_test_lib, X_test_use, X_test_cse, X_test_dse, X_test_fdse]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Starting logistic n-mer regression...\n",
      "Regression finished.\n"
     ]
    }
   ],
   "source": [
    "print(\"Starting logistic n-mer regression...\")\n",
    "\n",
    "w_init = np.zeros(X_train.shape[1] + 1)\n",
    "lambda_penalty = 0\n",
    "\n",
    "(w_bundle, _, _) = spopt.fmin_l_bfgs_b(log_loss, w_init, fprime=log_loss_gradient, args=(X_train, y_train, lambda_penalty), maxiter = 200)\n",
    "\n",
    "print(\"Regression finished.\")\n",
    "\n",
    "#Collect weights\n",
    "w_0 = w_bundle[0]\n",
    "w_L = w_bundle[1:1 + 36]\n",
    "w = w_bundle[1 + 36:]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Store weights\n",
    "data_version = 'tomm5'\n",
    "model_version = '6mer_v_pasaligned_margin'\n",
    "\n",
    "w_bundle_no_lib = np.concatenate([np.array([w_0]), w], axis=0)\n",
    "\n",
    "np.save('apa_regression_' + model_version + '_' + data_version + '_weights', w_bundle)\n",
    "\n",
    "stored_nmer_weights = {\n",
    "    'nmer' : [t[1] for t in sorted(hexamer_gens['train'].encoders['use'].encoder.decode_map.items(), key=lambda t: t[0])],\n",
    "    'use' : w[: 4096].tolist(),\n",
    "    'cse' : w[4096: 2 * 4096].tolist(),\n",
    "    'dse' : w[2 * 4096: 3 * 4096].tolist(),\n",
    "    'fdse' : w[3 * 4096: 4 * 4096].tolist(),\n",
    "}\n",
    "\n",
    "nmer_df = pd.DataFrame(stored_nmer_weights)\n",
    "nmer_df = nmer_df[['nmer', 'use', 'cse', 'dse', 'fdse']]\n",
    "\n",
    "nmer_df.to_csv('apa_regression_' + model_version + '_' + data_version + '_weights.csv', index=False, sep='\\t')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Load weights\n",
    "#data_version = 'tomm5'\n",
    "#model_version = '6mer_v_pasaligned_margin'\n",
    "#w_bundle = np.load('apa_regression_' + model_version + '_' + data_version + '_weights.npy')\n",
    "\n",
    "#Collect weights\n",
    "#w_0 = w_bundle[0]\n",
    "#w_L = w_bundle[1:1 + 36]\n",
    "#w = w_bundle[1 + 36:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test set R^2 = 0.44, p = 0.0, n = 8000\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test set R^2 = 0.5, p = 0.0, n = 8000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test set R^2 = 0.65, p = 0.0, n = 8000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test set R^2 = 0.65, p = 0.0, n = 8000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Evaluate isoform proportion predictions on test set\n",
    "\n",
    "y_test_pred = get_y_pred(X_test, np.concatenate([w_L, w]), w_0)\n",
    "\n",
    "for lib in [2, 5, 8, 11] :\n",
    "\n",
    "    keep_lib = np.nonzero(X_test_lib[:, lib] == 1)[0]\n",
    "    y_test_pred_lib = y_test_pred[keep_lib]\n",
    "    y_test_lib = y_test[keep_lib]\n",
    "    \n",
    "    r_val, p_val = pearsonr(y_test_pred_lib, y_test_lib)\n",
    "\n",
    "    print(\"Test set R^2 = \" + str(round(r_val * r_val, 2)) + \", p = \" + str(p_val) + \", n = \" + str(y_test_pred_lib.shape[0]))\n",
    "\n",
    "    #Plot test set scatter\n",
    "    f = plt.figure(figsize=(5, 5))\n",
    "\n",
    "    plt.scatter(y_test_pred_lib, y_test_lib, color='black', s=5, alpha=0.05)\n",
    "\n",
    "    plt.xticks([0.0, 0.25, 0.5, 0.75, 1.0], fontsize=14)\n",
    "    plt.yticks([0.0, 0.25, 0.5, 0.75, 1.0], fontsize=14)\n",
    "    plt.xlim(0, 1)\n",
    "    plt.ylim(0, 1)\n",
    "    plt.xlabel('Pred Proximal Usage', fontsize=14)\n",
    "    plt.ylabel('True Proximal Usage', fontsize=14)\n",
    "    plt.title(data_version + ' (Sublib ' + str(lib) + ', R^2 = ' + str(round(r_val * r_val, 2)) + ', n = ' + str(y_test_pred_lib.shape[0]) + ')', fontsize=14)\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test set R^2 = 0.42, p = 0.0, n = 8000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test set R^2 = 0.46, p = 0.0, n = 8000\n"
     ]
    },
    {
     "data": {
      "image/png": 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u4eoVN5+EF4CvEF7U7GoS5Lxrtdqpt3OW1/BZZ3lX7Z7wipsH4emArxCOaxC4Chrbs4YxhkAgQL1evxTnHYlESCQSBAIBEonEuQabdrtNsVik1+sRCATo9XoUi8VLcR08TAcvA75COCq7OutM6LIMa4/CeQz3z+K8n0WWJ5+3MYZqtUq73abb7ZJKpajX63ocHi43vAB8hXAUh3aWweiqDGvPQ9b2rM77tIFePu9wOAw4VEwqlSKRSNDv9z2FwRWBF4CvGA7Lrs4yGPV6PXq9Ht1uF2PMpf0yn3VRZ1ot62kz5LMI9O7POxgMMj8/T7/f1/ZpT2FwNeAF4OcEZxmMBoMB1WpVjcMv85f5LIf7xz3EzipDPovRyqTPWx4OnsLg6sALwM8RzioY+f1+UqkU1lqi0Sh+v/8Mju7y47iH2FnRPGc1WpnkMewF3qsFLwB7eALBYJBgMIjf73/h3MCOCmJnGTjhaNOiy14A9XA28AKwhyfgCeYn46y0x7Ktw8xqrpKaxXtYnA5eAPYwEd5w9nAYY/D7/aeSex0WuC5azXKSgHpV1DKXGV4jhofnFk/bmHLU+2q1Gs1mk36/f+hsGcftVwJXv99/ooHEbQbfaDRot9tP3Vhx0pk9jjqus9i+hyfhZcAeLiUuymryqPe12206nQ6dTodut0skEmF2dvbE+z0qyxU1Q7FYZDgcEo/HnzrTnsRZT7qusqzdbhMIBKbOvp9l2/XzSnWcOAAbY9JA1Vprz+F4PHi4UKvJo97X6/WIx+OEw2FardaBJggJDIe93x1AgsEglUqF4XCIz+c7EMTl3NvtNsPhkH6/r23GJ6UPxrl84InrOr6s0+kQj8cZDAYYYw6c2zietlZw0mD6PFMdUwVgY0wA+B7gW4A08F7grjHm+4H71tq/d36H6OFFw1laTcoQPpvNnuh98GRWNx44g8HgE4HhsKzTvZ6c1yTUajUqlQrdbpdisUi322V+fv6JIN3r9RgMBvj9flWpuPfRbrdVxSIywknXFdBl8XhcA74xhn6/j7X2yKB30lrB0wTTs+bFL1MmPW0G/F3A1wDfDPwD1/JPAN8OeAHYw5nhrKwmhYuNRCL0+33a7faxX7qTZHViguMODMlk8on312q1AwGk2WwSj8cJBAJPtA1LgPL5fJTLZay1hMNhzbbBCbS9Xo9qtUoqlSIYDNJqtbDWYoyh3W4zGAxIp9Ps7+8TiUTw+XyEw2GMMZrhynV1X+tkMqnHbK09MpM/bROKUC0zMzNTUx2NRoNwOPxU+7+MmfS0AfjDwDdaa3/NGPNzruW/C7xy9ofl4UXGaWRw7gDh9/vJZDITA91x+5+0Xq1WYzgcEo1GdZuNRmMileDG+AMlFovR7/f1f/cDRtzUSqWS/l0sFul0OszPzxMOhwkEAnS7XYLBINZaer0ejUaDwWCgfHE8HqdcLtPtdrVFOZvNEo1G6ff7Gmjd53bUMbszeeGLs9ksmUzm2Os5abvtdlsfIMdx3OPyP3G/O+o9k/AsvJqbzR7vvFOcev1pA/AKcGfCch8QmnpvHjxMiaN0sodlYJOG+oPBAGAqTnN8W/KFl6zWXYADCIfDdDodQqHQgfcdlmVNahsWrw1ZL5lM0ul0qFar+Hw+ut0unU6HRCJBu93W7kR5nzGGRqNBPB7HWquNM8FgkP39fTqdzoERgFhkjp+/SOvy+bxmmNbaA8G6Vqtp8G232zx69AjgREFY9lssFk9kHiT8+qQi4bRZ+XkVDRuNLp/6VJG33ipw716F4XD68ti0Afht4AuBB2PLPwT8ztR78+DhKSEBUYpEk4aQ4xmO3+/XL+60nKbsK5/Pq+ohn8+TSCRIJBKEw2HK5TL9fl8Dr2TE45yqHJMEvPG2YXCC+vgxJRIJMpkMw+GQ7e1trLUsLS1hrdXX5ZxarRbxeJxarYbP56hKM5kMjUaDWCxGKBRSOVsul2N/f59+v38gWMl16/f7tFotSqUS3W6XmZkZffjAYw68Wq0yGAzIZDKaqZ8kk4xEIszMzKjkbZpgKEHfXSScxK8f9bmeZYNRvd7l7bcLvPVWgfv3qzytJmHaAPx9wM8ZYxZxst4/aox5BfhTwB97qj17uLJ41oUM+ZK1Wi263a4Ow8ezpkkZjgSHSZym/B4/j1qtpkFmMBjg8/loNBrKn7oLVdZaWq0WsVhMs1IJEsfxleN86NbWlga8TCZDp9MhnU7TarVoNBqaIcu2ms0mg8GASCSC3++n2+3qQyoajZLNZjXrHwwGhMNhhsMh1toDQ3i5bq1WS7N8OWd5gMk+hf4wxmCMeeL1aXGSYCiffyAQoNPpPJGVn4RWOE2DUbXa4e23i7z1Vp6NjdqhQXd1NTlx+SRMFYCttf+3MaaPU4wLAj+MU4D7Kmvtv5t6bx6uPC6ikCGBKhqNaqCIxWJPZE1HfanHg7Mxhk6ng9/vp1KpEA6HD1AN1lru3r2r2WcymaTb7WKtVdVBu93GGHOAE5YgIWbpR/GVklG2Wi12dnYIhUKUSiVVLfh8Ph2mh0Ih0uk0APv7+1QqFd2PHK8xRikL4X/FVGk4HFKpVJSDFstRd0Cy1mqBsNls4vP5DihIer0euVyOcDjM1tYW5XIZ4Ew8MSZdH4H7QSXFS1n3vLXIlUqHt95yMt2HD6sT1zHGsLaW5LXXcrz6ao50Osw3fMN0259aB2yt/SXgl0Y7NOetAzbGfCfwlThFvg7wX4DvtNa+cZ779XA0LmLSSfmSBQIBotEo4XD40Ol+DstwxoNzr9dTjlM0t5LRxuNxWq0WgGaQxhjm5uaoVCrE43ESiQStVotoNMrc3NyBDDsej1Mqlej3+3S7Xd3feOOD8NPSXeemFEKhkM5yIY50UmRrtVoUCgVCoRCBQIBms4m1lna7fSDbDgQCWqQLBAIalP1+P81mk/n5+QPrRyIRMpkMrVZLl2WzWf17MBho0PX5fKpTrtfrT5VZTvswPyrIniWtICiV2hp0Nzcn+34YY7h2LaVBN5l8ulLYU3XCPaMmjA8CPw38FmCA/wP4FWPMa9ba6cuMHs4Up804nkaELwHE7/czOzv71F+y8SAh2bTbdlM4yV6vx/LyMolEgt3dXZ1xwu/3UywWiUQixGIxEokE8KRUSmgDYwzhcFivkzvoSDALBAIMh0Py+TyhUIhEIsH8/DytVovBYKAPu2q1SjKZ1Oy9Wq3S6XTIZrPMz8+zvb1NqVTSc8tms/T7fW0e8fl8bG9vs729TSQSoV6vK78trdWBQIBsNqv6YvdDo9/vE4lEKBQKRKNRUqkUAMPh8EhKZ9LnKV7T0xrgy+c/KciehlYQFAotDbrb2/WJ6xhjuHEjzWuv5Xjf+2ZIJE6vP5i2EaMFTAq6FmgDt4G/b6392VMfkWzY2j84dgwfBirAFwC/fFb78XAyPE3G4c745Is+DX3hDlbCdR63/rTB3T3s7na7tFotfD6fFriCwSDhcFgLZMPhUDWrMzMzWGsPZOHu6yJ0RigUol6va0CX18XIZ2dnR3neQqGglMjy8jLBYFAlY71ej4cPH2oGms1micViBAIB5Z4TiQS5XI5SqUSlUlFOWLS/nU6HZrOpqg2hR4bDoWbf7uLauLJBjlv0yEKBCA88GAz0+A/7bI9TqRxlgD/N53/Se2B/v6lBd3e3MXEdn8/w0ksZXnstxyuvZInHz1b0NW0G/L8DfxX418DHRst+P/DlOHzwdeDHjTE+a+3PnOkRPkYSpwBYmvSiMeYbgW8EWF9fP6dDOB6XrdPmPHCSjGM844tEIvolPo6+EJ5SeE2pzLvfc1Rwl20c10orAVbMZyQrS6VSmnVKY4Rwsm4eeH9/n16vx8zMDJlMRrPharWqWlfhZXu9Hvv7+9RqNbrdLoPBQLNWCfqNRoNAIEAmk6FcLnPv3j02NzdJJpM0Gg06nQ6pVIqZmRm63S69Xo9yuazXudlsUi6XSSaTqp7w+/3EYjFu3LihqgihSOTYjDHKj7sbSkTW5u72W1xcpFarUSgUlM6R2aAP+2yPUqmchQH+cZSGtZb9/SZvvukE3f395sTt+P0+3vOex0E3Gj0/P+xpA/AXA989Flx/2hjzZ4Evs9Z+yBjzJvCtwHkF4B/HKfx9dNKLo+z7ZwE+8IEPXIhPxWXstLlouL9EotmUjOk4+kKmRhoMBuzt7ZHL5RgOh0pDTAruokoQfvawz0JkbbVajWg0SjqdZmdnh729PZVvgVNgkuzYGEO9Xtfmjnw+T6VS0WMQDwe/30+r1VLdbTwep9frUSqVyGQyWuCS4XypVFKtr8/no9fr0Ww6waFer7O5ucnGxoZy0MFgkHg8zvb2Nr1ej1arRb/fxxijdEChUFBqYWZmhpdfflkDbzqdJhAIEAwG6ff7+Hw+zURDoRDWWuW95fqJDM+tXZYHjLWWfD7P0tISuVzu0M/2MJWK3Cfjn9FJ6a5JATscDrO7K5lunny+NfG9gYCPmzezvPZajve+N0sk8mx8yqbdyx8E/vKE5b8K/Mjo738L/NBZHNQ4jDE/iqND/kJr7eA89nEWuIgClRuXMfsez5wkKE5DX8jUSPl8XjvbWq2WthePB/dyuXzAxyAQCEzMtqWJQDrbJHC2Wi16vR71ep1EIqESsEAgQKvV0gxP9lkul7l//z7ZbFaz00ePHpHJZKjX61osDIVCFAoFpTTi8Tg7OzsMBgNtx5Vg0e/3CYfDFAoF7t69q8Nvay27u7saIKULb29vTwPvzs4OsVhMqQK5ZnKO8mASeZpomYWCaTabpNNp7ZzLZDL6QLPWMjc3Bzzmzvf29rT9WjJxKZROUwgdf4iOPyhPSnfJvWatZWurzsZGh9u3axSLk4NuMOjn5ZedTPfll7OEw8/eHHLaPRaBr8DJQt34itFrAHHg9FMFjMEY87eArwb+gLX27llv/yzxLO35xnFZs+/TVKll6BuJRGg2mwSDQYwxB153B/dgMEi32yWZTBKPxw/Ntvf399nZ2VHVgygFksmkUgKij41Go9r2GwqFCIfDtNttdnd3uX37NgD3799nZ2eHcDjM4uIioVBIpVzCxfp8Ps2KJfs2xqjeN5/P4/f7CYVC2qrcarU045aiXiwW022LJE464CQLz2QyRKNRMpkMs7Oz1Ot1bt26pfrkmZkZDeQ+n08Dejqd1qzX7/ezv7+vHhIiSRP6JBQKHZDwCQ+dTCb1/KZJBMaTlv39faVLMpnMAbrrqATDycJ7fOITRd54Y596vT/R9CgU8vPyy1kNuqHQxc53OG0A/n7gp4wxXwL8V5zi2+cAfwSHdgD4QxxCDzwtjDE/jhN8P2it/dRZbvs8cB6SmGlx0dn3UXja4pm7UGaMIRQK4fP5lJ90X28pBknRzBij1Xz3Z9Fut2k0GnS7XSqVCpGIY1QTCoXY399XbwfJoKUYJUG50WhQKBR48OABmUxGM9F+v8/y8rIO30XNkE6nVebWarWoVCrahlsoFJQ6WFlZUYmdZPqSvYfDYd7znvdoJivNB0K9iEOb3+9ncXERv99PMplUblYy3OFwSKPRYGtrS2Vrcg6xWEwbNfx+P9lsllKppEFfArJ0ydVqNS1CCl8+Nzd3rJ/yUe5xW1tbVCoVstmstoHL9Z/03nA4zMOHNS2kVauPuX938A2HA7z3vU7QvXkzQzB4eSaZnbYR4+8aY94B/hfg63BkYW8DX2qt/Y3ROn/jLA/MGPNTOCZAfxwojbrwAOrW2sk6kUuAs5DEPA0uMvs+DcrlsgY36dYaN4qRbFSG4+JHILxhMBjUbFOyxXA4PNGjoNfrkU6nqdfrDIdDgsEgS0tLNJtNbedNpVLE43FtiIhEnPbfcrms0rBgMEipVKJYLLK/v8/y8jL37t0jGo2qjldal2XIns/n2dzcZGtri1wup94Oa2trpNNphsMhsVhMZWzBYJDl5WXC4bB255VKJQ3EiUSCmZkZqtWqPjSEpgiFQiwsLCh1IplyrVZjc3MTn8/HwsICm5ubOnqQ7SwtLREIBPD5fHoNqtWqcuHCaQcCAaUl5KFYLBZVejfudjYpSZD31Wo11R8LH91sNvV9Yhbv8/nZ2Kjx7ru7PHjQpFbrTryvIpEAr7wyw2uv5XjPezIEApcGxjp6AAAgAElEQVRz8p+TNGL8OvDr53YkT+KbR79/dWz59wIfeYbHcSVwkdn306LdblMqlbDWUqlU6Pf7pFKpAzSD231LOs5arZYOVcUfIJvNavAUidakYbAEm1wuhzGGmZkZgsEge3t7ShEMh0O1edzZ2eHhw4dajBOfhjt37nDnzh3K5TK1Wo379+8Tj8c1eK+srOD3+9ne3j7gYlYoFCiXyxQKBbrdLqurq5TLZeLxuGaaUmTrdruqUtjf32djY4O9vT2lHhqNBisrK7zyyivcu3ePnZ2dA4E7GAyqTK3b7bK3t6f6306nQzgcplKpUC6XuX79unpNSIAXzhqc4pxwyJJRp1Ip1U1LV6Df76darWoTSSgUYnt7Wxs6JiUJEmRzuRzb29s0Gg3Nwp1j7fLmm9vcv99ie3tAo9HVJhQ3otEA73tfjtdey/HSS2n8/ssZdN14mhkxMow5oFlr987siB5v0xy/lgc3Lir7PgnGhfhSiBFZVjqdPjC/mHgrOBKifWZnZ2m1WhSLRZVMyTxqQkH0+30t1IlcbLywEw6HlaIol8uamRljKJVKrK2tUS6XuXPnjg5/AbrdLrFYjHq9rh1u/X6ffD5PMplUTe1wOKTb7VIqlRgMBqodnp+fZzgcsrfnfGXkeOv1OrlcTqkPaQuWzLDT6VAqlcjn82QyGdrttvKzrVaL3d1dNW8PhUI6UhDfhFwuh8/nU9lYqVTi7t27ozbaNVV/AKRSKYrFIvF4XKVp/X6fhYUF6vU6u7u7mr3Kg1NooFwuRyqV0s5A0UHX63XW1tZIJBI6X54Ed/mc3Hx/IpHiwYMGb79d5FOfKtBq9en3ByOq5HHwjcWCvPqqE3SvX09diaDrxrSNGEkcve9XA4kJq1weUsXDpcE4tztJiB8MBnU9GbZKQafX62mVX4LKrVu3VPZULpdVkypevLFYjFKppPsSGkBUEs1mk1gspscjgT4QCGiQrFarPHjwQCmHWCxGOp1WL4hyuczNmzfZ3NykWCwqdSFGNuVyWc3Qg8EgPp9Pz0OG5/V6Xed9k6y73W6ztLREvV7X9l5xXysUCjSbTfX9FX1vp9NRrbQEfnDkc3t7eywuLmpmurCwQD6f1/Os1WqEw2GWl5fp9Xrs7u7i8/loNps0m02V/Elm3Gg0dJYOKU52u112dnZ0/51Oh5WVFVKpFJubm5otC6eczWbpdDpUKhUKhQLBYJD5+XmSySR+f5BqNcyDB5Z79/I0Gr2R9adVjt/h5WO8+qpDL1y7lsbnM0fed5cZ02bAP4TTgfZ1wM8D3wSsAX8O+I7zOTQPF4GzunknFU3cjRUSiCKRCN1ulxs3bii9IFmhNApIF1qz2dSAJDysKAyk6CYaWJGkFYtFotEog8GA3d1dgsEg+Xxei1+ibBBjnN3dXdrtNs1mk3v37lGv10mlUmSzWRYWFgiHwwwGAyqVCj6fj0wmo8ukEUS8IESRcevWLYbDIblcTqmMaDTK4uKiap0l89/f3ycUCtHr9UgkEgyHQ6rVqj6U5ubmiMfjZDIZzeA3NzeJx+NEo1E9LqFlpPhWr9dZWVnB5/NRLBaJxWLMzMyockKUDKVSSUcmQi8I7VIsFnV71WqVUChEv9+nXC6rd0UoFGJ5eVnVFjs7O0odSXYrs0p3u13y+SIbG212d+Hu3Rrtdg9jfFg7JBwO4ff7aLXapNNRXn11hve/f5mXX557Iugedd9d5iA8bQD+w8CHrbW/YYwZAB+11v4TY8xDnKD8z87tCD08M5zlzTup4CLBRtpfV1ZWWFxcVG9YkR9J51a321XJlbw+HA4pFApUKhWWl5e1ei8BYGNjg0ePHmkAX1hYoFQqaZA1xlAsFikUCiwvL2uGJjM0CC9ZKpU0GIlJjjieNZtNNjY2mJ+f55VXXmEwGKhMLBwOk0qluHXrlj4gHj16pHyomP/kcjnlmIXLFl77xo0bJBKJJ7yCZaifTqe1C04CoLT1inxNqIv5+Xny+bx+BuIzUSgUWF1dJZFIUCgU2NnZUSpgb2+PTCbD+vq6KkWkANfv95WHTiQSOpqQlmqpPwilIDSFFAIdHrzMO++UeffdKvfu1QmFysRicS0eDgZD/P4AuVx8xOcmSKetdugdFnwPu++ehwA8A9wb/V0d/Q/wn4C/c9YH5eFicJY372GqDDEIl0xQdLHVapVgMKhVdSkUVSoVrciLdrZYdKTn7m6tubk5dnZ21IWsWCyqCkK66aTFV7YtmTKgbb8iT9vY2KBcLqv+td/vq2EOoAFPMlkx6dnd3SUWi6lvQ71ep9FoqKQrk8mwsLCgXLJk+w8fPtSOs62tLdbW1kgmkwcyeZn6SI5JHlKpVEqvoZyLuKVVq1UajYZaWc7OzrK+vq5FQWm3lixZrCdFcRIOhzXI7u3t8eDBA2q1msrchLuv1Wrs7u6ytLTE6uqqTlgaDodZWFhgODS89VaRjY0On/pUnnK5OmrFtvh8zgM/GAwwN+c4jL32Wo7l5YTOcSfFWCnoHTYLh1x3t457Ei4LTTFtAL4HXAM2gHeAr8LRA38FUD6fQ/PwrHGWUrajVBlSmY9EIuzv7yvfWCqVlNMFp+C1uLiofrbic3Dz5k0NOMJ57u7uakCXTLVWq7G8vKwtuOLnEIlEiEajyvEKzSEBXzLmSCSi7cfiJPbo0SNCoRBra2s6c3Gj0dDZKKQoNTc3p1ljMBhUva5w3iI3ExOcSqWiUw0NBgOazSZzc3Ok02l6vZ5qh8PhMI8ePdLi4/i1lmy0Uqlo23MkEqFUKhEKhdTXQvh3eaBcu3aNO3fuUCwWyeVyaiQk9I40oojKRIL7/Pw8kUiEzc1NqtUqN2/e5P79+8RiMZLJLLdvN3j33SoPHtQJBMJYOyQUCpHJZEZ65gCzszFefjnFp33aLO973/IT951QV1K4O2wWDrdjm6hmJgXXy0RTTBuA/wnwAZyM94eAXzLGfCsQBv7SOR2bh2eMp5GyHZZJuAtewWBQJWFSjBG9pziCSfB59OiRNhK4qQl3cUmG18lkUjM3CeDSKpzL5VQ21ev1VNMaDofJ5/PqCiYuXsL9CjcsxyPLJIPd3d1VL2ChUBqNBo1Gg2azqQ8GkdjFYjHlrqXpQygYyZrFx3d3dxdjDKlUilAoxN27dwkGg+rvUK/X1elMAq3wrtKZ1ul0uH//Ps1mk6WlJd3H7OwsmUxGVR/Ly8sq8xoMBnq9fD6fcrayn1KpRDQaZXZ2llqtpobwmUyGnZ0disWiy0kOtrba3L9fol7P0+n06HTaxOMJQiEfwyEMBkPm5+P83t+bYG0tRCLBqNX58UNpXDoowVeUH5NGZ3JfSBegaJjHcZloimkbMf6G6+//YIz5PTidcO9aa3/rvA7Ow7PH0zqduTOJcrnM7u4uw+GQe/fuqW/uYDBgcXGRpaUlarWaftnczQDpdJpSqaRFJzEcl64rMa5ZXl7G5/Nx//59qtUq29vbqk2Nx+PaPLG1tYXf79egKrNCSOCWaYcka97b29PhunTUSRFQMsJ+v8/+/j6xWEx1wKLqePPNN/H5fGSzWR2GC7URDoe1myyZTKr3QywWUxWESNbK5bJywL1ej5WVFXK53IEsVywsB4OBzhQhOtpAIMDt27cJh8OqKRb+PJPJcPv2bbLZLOvr65RKJQqFAteuXVNKSEYG1lpWVlbY29tjfn6eRCJBPp8nnU5rYOx2YX8/yP37A15/fZtgMEQsFicYtCN1i/OwTad9vPrqHJ/1WStkMgHl6ff39wkEAodO0BmJRPTBLVy+ZP/ue1Ec8+SBPu0s1RfZtPS0huy3cTyAPbzAOCyTEEpBBPo7Ozusra3h8/nY2dnh+vXrWtiRzHBvb+9AR5Z0bkngFFN0aUXudrvKDcPjKcvFc8Ht9uXOGMPhMHfu3NGsTnS07qA97m1w//59PS+hD2T7MjQGp5VWVAKSdUvGK7May5xsxWKRfr+vxTZpAxZqQmwwRakgAUpUIvfv31faIhKJqPdFo9HQqd7FJU0CsLQVDwYDNjc3NYuV45MWYPGJuH//vvoMi+Qvk8lw8+ZNyuUmH//4Q+7erVMsGoyJMhiERu5vMYLBEN1uh5s35/mMz1hkZSVILGZHI6U+g4HRB58Yux81Qaf4QhzG2/Z6PTWed99Xk3DeTUuj+2EqQfK0OuA/C+xaa39x9P9PAX8G+BTwoVFA9nBFcZKChHvdwzKJWCzG9va26kJlCC9BTt7f7XbZ39/XLE2oCpE8ubMiGf7LdDzyxUkmk7p9a60GD1EmiGpBpjPf2NjQ6dplWF+r1fTYAA2MUogSSZUEYKEMxFFM/HdlmCzbBVhYWNCsbjgc6kNDpp33+Xxa5JLGDnn4DIdD0um0ZukiqSsUCur0Jk0bg8HggGRPeFNphpAHl/DJcs5bW1uqUKjX63S7Xer1unYGilex42IXo9tN8/rrm9y+XRwVKf0EgwECAR+pVJpoNMLCQlTVC9lsWGmPdttqpi80R7fb1dHNpIBYLpcpFotaoHXP0uyGe9oq90wlh+G8mpZcTTtTNZJNmwF/OyOzc2PMFwD/M/ANOD4NPzz67eEK4iQFifF13RSBBBFwspVcLseDBw90mWRQkhknk0nS6TRzc3PKUUrjhGwb0Gyw0XBmLNjY2NCJI8XaUgKQZLlzc3NEIhHeffddzQRv3brF2toatVpNO962trYoFosqYctkMqyuruLz+dTVbGNjg2g0SjKZVLc0sYzsdDq88cYbSlOI2qLVamkWL96/jUZDZ0rudDo647AEJDHgqVarJBIJXn75ZZ2bTop0mUyGpaUlyuUy/X5fp2UXeZZod7e3t9XjWGa+WF9f18Lh3t4eL7/8snYORiIRHj58qF4aDx8+1I6+er3HJz9ZBsJ0u0Xi8S7ttjMNUSQik5H2WFqK8f73L5JI1Flfz5LJOFltPp9nMBioBE9M52WUIrTSJGVDuVxmY2NDjes7nQ6rq6sT78+TZLXnqYCQUSGTZxB6AtMG4DVArCD/KPAvrbX/2BjzcZ6tP4SHKTHtTTaJRpDf4+91r9tuO9Ooi/Wi6FuFA7bWksvlVBsrw/pqtcrGxgbgGLhI95i04hYKBd2fO7uWYppMEy/BI5FI0Gg0mJubU8pAguHGxob6CggnKmbn4lkgzmj9fp9KpaIqAWm3lfncxLtB/A/EryGfzx8o1olBuTRDiJZZbCTFx0K0zuAY2Ozt7Wk2K+oLYwz5fJ5qtUqtVuPevXtK1UixaX5+Xr2JhfJJJpO6HSl+ihwuEokwPz+vmbvf79filfj/FgpNbt0qU6/H2drykcnA4qIhFnusNHCkf5bFRR8rK3E+7dOuj6ZW8tHtdpV6EvWJNI2IBFA8K+SBDgeDqDy8ALXnrNVqau4z6R6dJqudlHAcdr8/DVyjwjPNgGtADkeG9qXAj42Wt4GrYbv1gkB8FcT79bis1k0jNBoN5V0nvVfWlUq/z+ejUqkcmPkX0NZUKeSIlEsCldNeCvPz8wDq/RoOh3W70lDg9/tJJBIsLCzw8OFDHUZLe6twrMFgkIWFBXZ3d1WxcPfuXW3bdcuYqtUq/X5fLRlFopVKpXTuNQki4sImqgmxnpTgKp187iniAWZmZlS7G41GGQ6HOiVRPB7XGZSFohHHMwne9+/fJ5fL8ejRI6USOp0ODx484KWXXiKVSqkJunC3cl0l2EkQFs8MeYDs7++rXE/UKj5fnHv3SuTzVapVaDZD9PutkQWoUTna4mKI5eUo8biPdruin7vMOSezfgjHLaZB5XKZhYUF5aCTySSbm5vaSCPqFvcsHMLvN5tNdUqThxIw1f09jvGEY3yfJ9nWJLjee6YZ8K8AP2OMeR14H/BvRstfAx6c5AA9nB/k6S7mLcIRHiWzkeVSxJKgJH4FW1tbZLNZHdYDqkmVhgcxfpEhcb1ep1qtKveYy+W0gCQdYNvb2+zu7jI/P6/BUaruw+GQt956i0ajwc2bN9U7N5lMavuueOBKFhuPx3n48CG7u7s0Gg0NpIPBgEKhoDpfMT0Xs3OZCUIkadvb22p2bq1VGZkU8oT7FQ9hEf4PBgMtJskDUDx7pcVXqBLxW5BMPhaLsbu7S71eV3pENM+DwUDN2kWe1Wg0mJ+fV18GKbzJuQglIlzywsKCSuDE7tO5NmE2N3vs71u63T5+v9XrI0Hf54O1tTif9VlJbtxIkM06Bcj792sEg0lSqZQ62In6QoK1FBaFKpI586R7LxwO0+12D1AP7uAYDodZX19XqV42myWRSLCzs3NgBhG35eWk74Q7ux2vW4zv8ySStGN8rIfTbGPaAPytOPrfm8BXW2vzo+WfC/zClNvwcM6Qp7sYpYiRzHEyGymASH++GKxIN5UUQq5du0Ymk1F9rrS2RqNR/ZLVajUNHDJs9/l8qtWVwClD7Dt37rC4uKg6UgnOW1tbzM3NaTeZ3OzSzCCZmxTYpKGj0WioTSSgtpTiAfyY26yrogGcrF0y6s3NTQ12EuSkay0ejzM7O6sKiEKhoKMGMXCXwN/pdDTDEhMdUUGItjkSieg1kWsQiTiWkZJBirIjmUxqANna2tKHm3TaZbNZBoMBW1tbJJNJdTXz+XwsLS2xu7tLodDh0aMuW1uGWq1LqzXE7zeEw0Odomgw6BOJ1FlYMHz2Z8+yuBgjmexTq+WpVq3yue6pkcB5eGezWX3gyb0RiUSYnZ3VLsdKpUKj0ThgKSl2lVK8lKKuFN+Ee5eHpt/vV6nj3Nwc+Xz+CS/po+obkjAAT+xzGpxVM8e0OuAiTtFtfPl3nXiPHs4N7kqwOGm5p04/CuLTINaOQmEEAgHNMsc7kISXlUxQMgExp5GsS/hU9wwNYhYu6gZRMMixSGDc3t5W1YMxRjPUWCxGrVZje3tbeWQ5nuFwqNPpiNRMGjGE85VgnMvliMfjamgujRiSicuQWsT/wIEmCHeTh5iRSwYq3WLSIuzmeOfm5nTYLtm2ZI5i+i4PxZmZGW1okSYOybzE3rJaraqjm1vGBoZuN8TGRpDt7UXabR/dbhBrhwQCj2eBhiG53JDFxS7JZAufzymcBYMotywzkpTLZVZXV8lms0qR5HI5NjY29JqIN3IulyOdTh8IjOKXkU6nsdZq44TAPZpyTw8lqom5uTl96EoQl5lMxEtakopJ2e0krvikkrSzauY4MgAbY1475KWKtXbzxHvzcK5wP91l5uBpIRNgyhdCpF3i6iU6zFqtpsUwaVF187uASsekJVSCrmSB+Xye+/fvMzs7q6L+er3Oe97zHuU1RaImbbkSfDY3N7UrrlAoaBYiHrMSSCXjbjabSmFIm2+321XXMtm2e1YNyYREXdDv9wE0K5ZMTUYBQmlItV5sNeVaSmFxZmYGY4yaC4mMTTJr4Zfdrdftdpt8Ps/a2po2kghH32w22d3dZXV1lbm5OX1AdLs92u0At25ZisVZIEQm48jp0ukIvV6fdrtFMOhnZqbP7OyAubkh4bBTDBsOI0pFiEwOnKKoPFTFfEceLqK7lTnpFhcXicVixGIxzXwFyWRSaRZxW3Pfw3LfCG0j91U4HD7QHSmUj2ijZRQmwXDahounkaSdVTPHcRnwGzwmk6WqZwGMMQ0cCdr3WWun4js8nD+eVt8oQUiyRKmWi153fn7+QNeYSKFElylV73q9zs7ODoA2AOzt7elcaJJdCk8tBSQJeJI9SfDJZrPEYjHeeecdHU5Lhr63t8dwONT51qTwJMUoOV53c4GYgEsBTLKqWCymgV/oBmmdLhaLOmtFPB5XQxppuKhWq8qDyihAhrVCN0ggkSxYpGLCmYo/gxQZ5dglsAUCAZ1fTkYI8sB0AniCfL7L669XaDRWaLcNgYAPnw+SSR97e/vMzAyIREKsrgaZmYFUyg8EddQgrcniSyx8tQR34WKliCgdZ1LUFCtKOV5AgzccbE+fJF90w93xJ1I9oSnkdel0kwYdt0GSfBdk3bNuuDirbR8XgF89ZHkG+H3A9+C4o/3YIet5uCIYL8ZJMejGjRsAWiiThgaRmwnnK3zg3t6e+saur6/rcFG2LZmPFAil4CfTtFtrdVZfmS+uUqloNizFKGlqkG1KRub3+9W5TGgDKT7J8LTdblOpVA40QIgSQfYhxyjGMaLVFcpDuG1RRwj/LAFHRgjSiSaSOwmYcoxSrJPCmGRVogIQ/bFYP87Pz6uxTzgcIZ1e59GjGLVajGKxxWAQIhDwY+1As8twOMDiYpiVlS6f//lJotGgyvdE0SINH5JVhkIh8vm8eiwDmg1nMhl9WK+trelIQIpkQkNIYUzazoW/z+fzxGIxnQFE5ItuuNuNJfjKPSQ2l+57V/Y5HgzPq+HirLZ9ZAC21r5zxMsfM8bkge/GC8CXCk8rNBfeTIIsPJ44UYZ0ktmJ1d/u7i7AAV5VhuW7u7ssLi5q8S4SibC9vU0oFKLT6egQVTLkWCzG8vKy0gfJZJJ3332XarXK7Oysypnk3CRrlgkwhVYIBALs7u5qBpdMJrWyLxI2yapEWiZDV2nIyGazmqmLQY7oZUULKwoTydwl25ZAMzc3py3TEqikpVq0tDKJpzwsJMOULDyZTJLJZLTDK5PJ0u8nefiwS6eTIR6fGUnanMxeRhjGDIjH6ywvd1hcDJLLZVhcnKPXa7G6uqjqC1EQSOYoygQZldTrdb1+y8vLeq3dbmzSoiyjI7lXAKULxO9BRgdyXeQeG79P3RmmBN+jil7TaoAvgwWlG0/lBeHCbwE3zuJAPJwN3NVZJ0t6cpbho3AUtzU+7KpWqzos39jY0BklAP3SyhQ4YqSSTCaJxWIsLCwQjUa5e/cut27d0imIHj16RCQSIZPJqMY3lUqxvLzMJz/5SeVOpXmi2WyqLWU8HlftqJuXbTQa2mEnZj5S9HJbTwqPKK3E2WxWzXvc3r2tVkuvA6D/u9Htdmk2mxrUpJ1WsnyxsBS5ViKR0Oyx3++Ty+UIBAKjjr8Y4fAie3sp9vd91OsRzZwdH93giL6I4PPlicfrDIcFVleXiMVC9HqPmyekE01MghYXF0cNFA6fLg8dUcSIZOz69etaOAyFQqrvdmuZxXtD6AnROktLebFYJBwO6+dzlPeD3G/ukdlpil6XyYLSjdMG4AUgf+xaHp4ZpDorgWK8MnxcFjBORUx63d2YIXzmzs6OZnKlUkl1n+FwmLt371KpVNSZ7Nq1a8qFihNat9vVQpnP5+O3f/u3R/OE+bWD7t69e6oikI4zCbQi9ZIilziZiXhfMlNRGAAHLC2laCacrPCVotxwF+imgfg9ADq1vAzpZfgu2bZsX5y+HPlag0hkiUZjln4/SySSHpnY19QBzaFNfCwt+XjpJYhGe5TLA0qlNqGQw5fOzMwcMAiSGS9kRhE5d3D42sXFReXyhe6Q85HMVxonJLjKqAPQawiPzXXgceFN6gmZTOZE/Olpi16XyYLSjacOwMaYGZwp4v/j2R2Oh6MwzRBKblQJSu7KMBwcxgmvKdt73BXlUz9YoRzAuWlF7iPGL275WrvdJp1OH5jOXOZXKxQKGtSj0ai6fokZzubmJr1eT83at7a21FJQhsLil+Du9BNZmfC4otuV45N9if+CFOjc5yTBUP4Xn4dKpaLrSeY2LRwJV1CDtgRwoSwAnehTqBhnIvAcxuSoVmfpdlMjiZyoG7ojeVcE2GUw2GJpKcLMTJZgcEAymSWdTrKwsKDNIcViUWVvUnAUysVd7JSuRHkgiKmQFBel00/8P9x0lLSbS4YPaLebXFNxl3M/xA4z1pmE0xa9LpMFpRvHydB+i8ktdWlgHacL7k+dw3E9t3haHmraIZQskyG2aCRFGiVZi7QsZzIZnclXuMtSqcTMzMyBKrNkkQ8ePECmGb927ZoqCaQdVaZnF69dmT6nUqmoWmB/f1/PqdVqaeCXIN5oNLQy3+12mZ2dVa2xexp0aWpw87FS3JLMVXhb94Nk/Lq6IfpbCZICd2fbcXBzu463QoF0On3gwSXytkAgRL+fZTC4Sa0Wo9cbHLCm9Pl8o4dnhxs3ksTjNZLJAcVii2LR4kxa2WJ5eZlcLke1WqXVailNIMbx0ubd7/dZWVmhVCqxvb1NLpdjaWmJQCCgLb4+n0+nOZJibKVSodlssra2xurqqt5jQgmJn7I8uN1BUgpx7uz4aTLQ0xS9zlMRcRoclwH/yiHLqzhTE/2ytbZ3tof0/OI0PNRJhlBuLaVb1SBOXOIdK3KhcrnMo0eP1HMhGo3q/GWSrfR6PR48eMDW1pbqbYWflRZi4Qzv3r2r+xMuWAx5JIBJMUoMyhOJBNeuXePWrVuUSiV8Pp9ma5K9yEwWbhtGoSSkCNbv97XFV6wUJ0F400n8LaAZvBuS8R8Faf4QZYgcpxS1nGVhwuFlut04lUqCaDRJvR7F2iE+n7PfaDRKNhslFqvj91dZXOwyPx8mEklpZ6LYOsqDVrrnpLFkdXVVC4RiCC8FPmOManTlwRcKhZQTT6fT2qUnvLVw4+4ipOi95b4URcek6+32HJGM2X0Pn3eR7DwVEU+L41QQ3/msDuRFwGl4qOOGUJNu3nFVg7iWBQIBstks/X6ffD7Pzs4OoVBI9bsyZblkP7VajZ2dHba3t7l9+7b6FNTrdXUhk4xJClkyHBXtrgQ6CUi7u7sH5nGTqcplehx3MBHuVjhfkYpJg4SY40gXm9vl6qjPQiacFNet4yBBWbJLQAuFAvlbeG1pCjEmyGAwS7ebwZh5QqGYdsuJ+ZDj7uYnmWyQyRRJpyGVShIMJmm1Wuzt7XHt2jWdgkjeHwgE9O9UKqUjFMmgxbRmdnaWZrNJsVhkfX2dZDKpGl+R7UlxzRijWXuxWCQej+vnJ8VFUTXIKMItF5t0XyYSiQMJgYxKZBuXsUh23jhtEc7DCXAaHuqoIdRRN+/4Psd75WX24HQ6rc0K6XSaeDyuGfrvATMAACAASURBVKVUxkOhEIuLi+zu7mqA2d7eZnl5+UBDgRyHBFVpp221WlQqFeWJpdouFXF3G7VIlYQ/Ff5TaAZ5mMg6QhlME3wBPddpg68EpUQicaDZwx18n7T0tAyHWeAlrJ2l2YyMAuVjD2OHAzZEIhVSqRarqyn6/d4o43RoAcnUZ2Zm2Nzc1CApaopgMEgul2N9fZ1qtTqyipxTM/l4PE61WiUajWoGL4oUt8bX/UCQ4tzy8jLWWrXBFM8K2Y6YE4lbmWiCJQse94+WbNmtDR/XmMs1HA/Al1FGdlp4AfgZ4jQ81FE3nzuzlqAqIvjD9inbS6VSVCqVA9u/d++edm+tr6/rMFZoBKnCy9C1Wq2SyWTUJF18eCU4uQtf5XKZvb091QoLVysyLLGLdDuJSVFRMmxpwpCpj6SwI1/eaSCaYHnveCbrhhxLKBTSICPBy+0f4VwnCASWsXYeSOk2fD7/ge37fC0CgR2SySaplB9rhxgTo1BwNLgSUPv9PoVCQbP1ra0tvV5iyp7L5QCn8zCbzarZuUwUOhwO1ZBIaKVQKEStVtMRR6VS0c9YKCop4KZSKaVshNsWMyKR7YkzmWi45QExHlTHqQh43JUo9NhhI7znMUP2AvAzxtPwUOIHINnHuM+DWCIC6vnqHt6N71M6zEQwL5NF1mo1dnd3efvtt1laWiIWi1EqlVhdXSWTyVAqlWi1WszPz6tUSfSx+/v7GizEhGZvb0+70GR+MZmeRrqhrLWUy2X29/dJJpPaGSdBTTx1JWMEVGom2Zu78j4tRELn9/vJZrPqrDYJYiwk3rbiUQyMCoLQ72fpdrOEQjl8PnH56mhm7uyrRSBQJBwuE49bOp02iUSKcNh5MEpQFY5WuHBxaRO7Snicec/OzqrFZ6vVYmlpSdUlkUhEOXGhE9xT9rhnqgBUR+2mqMTIXZa5TZfc99Qk5Y1bhiZB1Z0QCJc/To9NSk4uq4zstPAC8DPE0w6hpJIvw/ZarXYgk5VCSKFQIB6PPzG7rOxXKvwSJGV+M5Gk7e/vc/fu3QNT3lSrVbrdLisrK9od1mg0yOfz7O7uUi6XtfAiCgXJWsUrQLS44ocgDRIy9BQNrHSlubMyCYpuf9mjMK1WV7JyaSM+ioqQbFdma3ZkdgF6vSzD4RyBwBzBoJ9AQDx0fapnjseHhEJlGo07BINdfSD5/X7S6ZQGRHeRUlqXhYddWlqiWCxSrVaZn5/X2Tz8fj8LCwssLS2xvr5OKpUiFouRTqepVCrs7e3pNZFRjHTVSZu0+wHh1vYCOuoQzlu8Pw7rWnMrb8ZlaOOqiPHOynF6bByXVUZ2WngB+BnhtEMo+aKMy6MkMxCdqgRkuUkl2wVUHyueuCIPSqfTBAIBnSNNslCRh0nRTbKoQqFAPp/XYCyifdH/ikpC1BH9fp9sNqtzm0nbsmRpUjSSQpBk9NL9JFV4t2TsMDnYSbJgQLPrSRD1xuNrHiIYXGUwmGdvL00gEBwNzQdEIs5D1TGPKWPMHisrQd773hWaTT+FQk7pCjHdkWaRWq2m165er6v+eWFhgdXVVe0elKmJBoOB2kFKAQ1gdXVVOwplbjxRvghFIx2B+Xye1dVVvbYSfN3BTSgfyaCPGr25lTeTAu5h74HD6xruZOWyyshOi0MDsDHmm6fdiLX2p8/mcJ5fTBpCye/jMmL5soqBt1vm484MxB9BdJiAWvrJkF0KaxLcqtWqGqjv7+9rMcUdWGXiShmCVyoVlTPt7e2p3hSc5gKRpgk/LKbq0u4rLa9y/hJchWYQ7wC3B61cL4EEi9NCskN4UhPs6HhD1GoxBoMckGUwCIyKfqitpVNAahCL1bD2Eb1ehVQqxdLSTWZnZ7XZQjJK2S9wwIJyMBiQzWY1UMZiMdbW1vShLZI7aVUWSmHcz1hGP5lMhrW1NW3KKJfLlMtlDeiJREI/i1gs9oR+N5vNqizNbY5zFM5C6nVYsnIZZWSnxVEZ8F+dchsW8ALwMRgfQskwfZqMOBJxZhSYFKyPKrIVi0UAHQ6L65VkRXKTS6twJpNhbm5OW38lExaDc8lKJGt1b0fE+/V6nZs3b1Kv1w/s3208Llmle+JF6cCSJgoJiu4CnpyHZMXT0g1i7i3bcNtSyjUVCZaTTUaIx18iGLxBux3B7+/g81nNFkUCNhgUMOYh0WiZYNACQYJBSzSaUn1tvV7n0z/903n06JGaposjmCgA5KEkjmgyPJfWbjG7kUKlOLwVCoUDk5G6aR3h0UWC5m5Scc+6Ic0xQmO57y0xUDov5cFhgfZ55Xsn4dAAbK1depYH8rxjPFDKF2/am8z9fvf/8vekIhs4AUzUBp1Oh83NTWq1Gp/4xCcwxrC+vq6BR6wG3Rlbo9GgUCgojyu0QjgcVu5WWl+3t7dZWFjQ4O3OmEW6FAgEDtg+SiFMOtnEknGcahHuVOiVk2S/kp3LbMFyLQB1UwuF0gSDN2m1UgwGSaz10Wr5R9ysTNnUw+erkkiUabc36HarWkjq9wdq8SjT9EihKxqN8uqrr7K1tXVgTry7d+8qxSM0krWWtbU1lpeXuXHjhno2uGfQSKfTNJtN9d4VukfmhRPaQI6t2+1SKpVYW1vTDsdIJKJz+7lrBnKPuYf+xwW/p61tHBZon1e+dxI8DvgZYlLlGKa7yablkN0zCUhG5FYM3Lt3jzt37mhhD9ChpfjyBgIBUqmUNnGI9KjT6VAsFtUmUabKkSaN4XBIvV5nb29P5WoSXCR4rKys0Ov1KJfLKlXz+Xxq0QhPNjfA4y60SXTEtBD6RSashBjB4Dq93gKtltNo4AQFq8ftzI/WAjZJp+vkconR8SZpNv3qOuf2JpaHhGSw9+/f55VXXiGbzRIKhXTWCMmS8/m8FsTS6bTqjSXzDYfDrKyscO/ePUKhELlcjpdeeknN2VutljZUlMtlfD6fmumLWiOZTCrP6/c7E4zOzMyQz+dVbSH88EnqFKepbRwWaJ9XvncSpg7AxpgkzpT060DI/Zq19m+c8XE99zjpTTbtsEyW7+3tUSqV1KRGTG/u3r3L7u6uSpuq1Spra2sHGhuCwSA7OzsaUN0mLu12WwNmvV7XYp180Tc2Nrh37x4LCwvaiCE0hjQUyBxzYmjuFvYDxyodjtLsHgWH7ogBC0Qi1zAmzXDoGw3prfLB1g4IBMoEgyXi8QbQHRU3fVgbJxQKce3aNcrlsg735dxEryvKkKWlJRKJBOl0mtnZWfU93tvbUx8GoSOEDhBlhrQKyywlIkmTotrS0pLSMKJKEQOlUCjE0tKS3iMiExMZI6Ct6vKQdXdNHnWPjd9vT0sXHPUdeB753kmYKgAbYz6AMxW9H8eIZx+YB5rANuAF4KfASW6yaXvphfuVrCoWi9Htdrl16xaFQkEVDO12m9nZWebn55mZmdHMUrjecDisWa10UDUaDTVBl6xPXMZE4ra7u6uZtwQN0aiKT6zMAiwZ77R0wkmph8eI4zinLgAJfD4/7fYQn6+jnVzWDrG2SCi0Rzhcwe8fMhxaut2wctLClcrMETKJaCgUolgssrm5ic/n06nXZQ41mfhTGiQikQiLi4vqtZvNZul2u6TTae1qE5OknZ0dEokEhUJB6QsZCchElrVaTR3h5BqJ+mS8sOi+V6TAJry6+7OYduh/WrrgRQm0h2HaDPhHgH8JfAtQAb4A6AI/D/zE+RyaBzfkJnX30stU3MFgUKd9kaYKafGV2Q0kqxK9qbz+mZ/5mfR6zrxmEiwfPHigygQJnjL9+urqqhrpiPTM7/fT7XbZ3NzUQCxD00QicYDqENmUBN/DIOu6cbLgm+Bx0I3rUr8/oBxpKBQgkWgTDBbp97cZDNpa6JN9idpChu7w2BPC/UAwxjA7O6tBKJfLqe+tDO3l9/7+/kgHnCYWi6naQyw4UynHhlLUCwsLC+o6JoFbuhCFM5XONpkbT7yU5RqKZ6+b6xXZmLQdLy05ZZ+TDP1fJLrgPDBtAP4M4ButtUNjzAAIW2vvGmP+EvCPgV84tyN8znGSAoZUiCVzkoDbarX0iyfTtksnkszEsL6+zsOHDxkOhzrbgnQ2zc7O6rC23W5rUU5mRhbns263y9bWFuAM58W8R4ad0owhzRYSoGTGZJkPTopvMDmoSnOCeBNP6+8ASR4H3ceTQRrj07/9fggEqkQiFdbWIoTDfqrVBoNBHHCCnuiRZfJIkXlJppjJZJRHFbc3ma1YpIDr6+tkMhnNmiXoXb9+XRskZNLP/f19Op2OtnPL/HdSkJRCpd/vtDOn02mVkMl9sbq6qjNdCPfrzkjF0Kjf7ys1MT7n2nG63cPwomexp8G0AbgPCOm2h8MDvw2UgbVzOK4XAicprEmQFgN06V6TaXnEUUs61ySTk8DearVIJBKa3UnjRqVSwe/3E4vF2NjYoNPpkEqldBZg6ZoTbW6j0WBtbU3bowFtPxVuWKwOpctOhrkyfY6bvxVZmBtyHkJxHI0Uj4Oue/jrqCiczixDOFwjEqkQizUIhwMjD1v0WgnXKpymFMTEmlGy/HQ6DaBqDjExknOSwph8ljJ7skzk2el0WF5eVk5dHqSS0YoCRVqEhSLJZrMsLy8zOzurs51Id5sEwLW1tQP3i2SkQk0JNyyabJG0uYOvh2eLaQPw7+DMgvwuzgwYHzHGZICvw5m63sNT4KgChrt9WLrEpJNN+vFFTuXm/aQq7/f7lXuUSnk2m2VlZYV3331X+cHbt29rpvbgwQMN9MPhULW74scg7agbGxvqESDC/1QqdaA7TTIskUPFYjHlpGUCSmkAmQSRi01GGljA51vG2vDIyMZ3gCaIxcK02xs0m/cwpkE2m2NtbY1UalWnJ5LgI9m22+dB5F6vvvoqCwsLWiSTrFiCbqvVolQqEQqFtLgms0hIQVMsIaXAJecuIwu3OU6322VtbU2Dp7Sd53I5bty4oRy/2wxnHOMZqRgfiWmPaK1PMlegh/PBtAH4e3BINXBmQf5nONTDu/z/7b15fOR7Wef7fmpfU0uSStJJL+nmrJwDBzjDgCsojMiMr/ECinoZOc5LGQd0nHE5OuLCjHi93ouIguCg4zguKOjMXAXZFEEQETwozDn2Wek+vWatpJJUKpXavvePXz3f/qVOJal0p1Lpzvf9euXVXVW/qnpSSZ7f83uWzwP/qg92HQm2K2D4I+O5uTnbSaCdCbpmR/O4+XwegKtXr1KpVGx1Wy/59ZJei2fqRLSAViqVMMawvLxshdj9vcGXL1+2K9dHRkZYWlqy633UMatmrKqUaXpE9Xv9qmuam9bpKi3abT9YIajT9b686L3VErwV7IH2aiUIh5eJRkvkck2WlhaJRGq0Wtf6bFVyUXuUNT+teWHNeWvHwbOf/WzrYDOZDIFAgNOnTxOJRJifn0dEaDabZDIZu8FYJSCz2SzZbJaLFy9aZ18oFOxViLbFXRsA8Qp6mspIpVJks1nS6bRdNqrqZDo+3MuGDj0JdOo1OwZPTw7YGPM53/9ngZf2zaIjxHYFDHVGeqlZq9XsH5Be6qtTUEeicoF+tarZ2VlqtZqd+dcWMt32q05ydnbWVux1e8PQ0BAzMzO2E0JzkEtLSzbq1rarTCZj98JpVKgORx2eph/0clijeU1vaNX+2meToF5PtkeAx9DOR5FAO2XhfTUaG4RCyxgzTzBYsepgniTiNf2IZDJpHZ06YnV+0WiUQqFAMpnk4Ycfptlsks1mERG71TkQCDA8PGz7o69evUqxWGRoaIjx8XHbyvX000/bn62enDTK1py7TtPpCVL1jsFTN1M935GRERs1ax5ZT1p6sup1PHhkZMQWcF3ke3hwgxgDplsBIxwOs7KywsrKit304F+Gqd0M6qR12kxfJxwOW0UzrczrpW4qlbIdD5o39rbwrm1RzFIpyNXVVeu81ZmqHoG2lal+gaYjAoGAHa+9tkjymvKXP+LzrzcPh6MYk8WYAvV6nkAgRigUsE7rWsdBnXB4GZinVptFRCfW4rYn1z9GrQ5fo3uNBFOpFMlkktHRURKJhG038+s0rK2tce+999rCWbFY5OrVq1a5TR3kmTNnCAa9jc/Ly8tWdGdjY4OxsTGOHTtmHah/lU8sFrMnsPX1dZLJJCMjI3bvml8trPMkvZeuA1coO5z02gc8BLwZL/ItAAH/48aYE/tv2tFFI9F6vc7w8LB1WLfffrvdo6ZKZOpsksmkXQevo8CZTIZisWj3lGlEqs7hiSeeYH5+3jr5+fl5YrEYV65cYWJiwu5l08hUc7Iq2FMoFOzqdb9AuhbVNM2gxSfAFqSuFZiCGJPDmAKbmxkCgVj7uCbQstKOntNdpFa7DCwTiyWIxWIsL3sCMlr119x5LpfbMmmnAjQTExMsLCzYboWTJ0+Sz+fJZDIsLi4yNjZmTzz1ep3Z2VkuXLhAMBikUCiwvLzMyMiI/Ryr1Srj4+M2ytfoW1Mb2plQLBbtCLDm5VWTIZ1Os7a2ZtvKOiPU7eQcHTc/vUbA/x24H/g9YI7um5Id+4hWqTVfqiIu2vObTqftcINuDa5Wq6TT6S2XqFpwymaz6BaIjY0N5ubmbOSrugw6clwul63TicW8xYzqVFUpTbUO1BGoxmzn4kqdrtJo2yvCxSkWoV4fpdkcxphgO09Zs9sUvEvrTQKBOURmgRLBoJBMBoC4dYDqzHQjheZy9aQTjUbtnjLNmU5MTDA0NEQ8HicSiTA6OmpzrdFolHPnzrG0tGRFfObm5jh9+jSTk5MMDw9bDYdWq2WF6xcXF1lcXLRbQTSy1hNDJpOxUe12k1/bae32y9neiit+bjZ6dcDfCHyjMebv+mmM4xoqQamdAvl83k6j+aeXdPuE//bGxgYzMzO2RS2bzbKwsGAjP/924XQ6TalUsm1SKk/oV+XSwQ1NOWgqZG1tjVwuZ4uGmuroHLIYGhoiEAgTCo0Dk1QqCSIRr03Mn7bwBHiqGDOHyBLRaJVcLks0mqJY9FTXtK9WpRn975dOpxkaGmJtbY1SqUQ2m2V6etrq7eo0m3aIqMPWIRPNr2sxUYV6RMQONkxOTlKr1bh06RLHjx9nenqaCxcuWOU3XXh522232eLp8PAwqVSKpaUlK3ikDGrVzq264udmo1cHfAGvF9ixDfsVTfhfRzsO/OtztPglIhSLRTKZjI0ydaCiUqnYy2V/nlhznFrQ0Xxms9m07W062KFRqIrEqL6vRm/qsDQa1t5Sjda99EUTGKFanQZGELn22QQCtKfRIjQaa9RqF4ALtFqL7T7cMCJR1tfXGRoasg5Qc7Vq69LSkh3v1XXwrVaLZDLJ8PCw1ZrQ/PP09DTNpret2W9vPp8nn89b0RudLGw0GkxOTloBovHxcVtQ1I0fmmsfHR2lWq1SKBQ4fvy47aEOhUKsrKzYqxfAOuHtWhH7EZ36X/MoST4eZnp1wP8B+EUR+UFjzOP9NOhmRKMJHcHN5XJbopxeX2Ntbc0uJtTR1UAgYCMnzcFms1lbFNLiUr1eJ5PJsLCwYCv2lUqFhYUFhoaGmJubsxFdLBYjl8sxOzvL6Oio3eWmTlYLRCog7lf40hxuKpWy+WedDvPGjAMEgxMEAscIhbI0GobNzSDBIMRi3qCDt/hRiMdXSacrrK/PcvnyJaLRJq1W0A52pFIp4nEv3aAtXIA9seh6du1D1pU5+XzeSjuWSiUmJyd51rOeZSP7QqFgOw+071cj8Gg0yotf/GJEhIsXLyIijI2N2S0SxhiSySTBYJDz589TqVTsTjk9KaiTBuwGkXg8bnfeaa59O+nFfkSnna/pF7S/1SUfDzO9OuBH8Jovz4pIA9jSrGmMSXR91hFBc6s6NqoLL3v9o9E/DlUKU0erK2harZZNPajSVq1Ws4s4tej2pS99yeYRNRLO5/PWSfpXEQ0PD3PvvfdSqVS4fPmyFZLxi+uo41WhdG0Z84u9eCkAEBllfT2BSIFmM4hICGOahMMBX8FqiWRylUSiyvh4mmp1g1YrxOZm1TpznTALhUKMjY1x6tQp2wmg7W/PetazbB68UqlQLBbtDjXNS2uUPzU1ZUehtWdadZj1RKcSkNVqldHRUcrlMiMjI9xzzz2srKxY4fJ0Os3MzAz5fN7qPaRSKW6//Xbm5uYwxjAxMUEymbSfp35+WpRbWVlhfHx8yxix/g75hy/2OzrtjHg1v+80HAZLrw74fXjNmA/iinDPQPtbjTHWwfX6R6OTTVpE0lXi2uOpLWfa+6tFLq2i6yVlpVKxWxW08yCXy/GVr3yFubk5e2ncarUYGxsjl8tRLpft8sxTp07RaDSYmZmxU1KaltDvSy/nPQGgOF5DTIp6PU6t1gAMwWDY17kgQJlgcJ5a7SLN5iaQptVKUa2GaLVaW1YiATYdoGkMFZbJ5/M89dRThEIhpqamMMawsrJi2/HGxsZsOkDTKLopAjyH87znPY9UKsWXv/xlK56TSqVsb28ulyOfz3Pu3Dk7FRePx1lYWLATbCrqrmuDVNPXL/2ox/t7d3W6bnx83I4TdxNA19+n/RYk7/aarpti8PTqgF8EvMgY87/7aUw32rvpfgyYAP4R+PfGmM8ctB07oZf0GvlqO9Ru+TuNfHUFkIpiq46uOke/uI4KtKhgty5fjMfjtitCJ9HW19dZXl62k24bGxtW47dQKNhRZVXe0g3HuufMGGO1Dzw7I7RaI1SrBTY3R4hGY7RaNYLBOqEQtgsiGq0RjZbY2LiAMWvtfPA6IqEtWr6JRIKrV6/aiT7tgNBNwCdOeN2NGoGrLrFG8pOTkza61y6RYDC4ZYBBUwi5XI5cLmdTN9Gol18WEaanp6nX67YAOTQ0ZF+jXq9z5swZZmdn7aTc5OSk7b7wJvC2/py1gLqxsUGlUrH5aM3t7iaA3g+FMadadjjp1QE/jl9e6oAQkdcCvwK8Efjr9r8fEZG7jTEX+/neey2C6P4sbesKhULPuMzsRC8LVRhHJ8vU6a6trTE3N8exY8cAbGO/CrjcddddDA8P22EJddDnzp2znQ96Wa8TbtFolGKxyOrqKlNTUxw7dsyuZVfRGdXs9QpUSSKRSer1GLWaqpiZLdKMXipiBZE5YJ5IJAwIsZjBGO97V61b1RMWEcrlsm1700LW0NAQ+XyeY8eOcfz4cRvZLyws2NYu7XEeHh62BUjNzx47doxMJmMLcoVCgVgsRiAQsFuf/euOJiYm7ATfyMgIi4uLtuipGgra46t92Zrv3g7/5JlG0apToa+pP//tBND7EZ26iPfw0asD/jHgbSLyE8DDwJbfPmNMZb8Na/PDwG8bY36jffsHReQVwL8F/mOf3vO6iyCaeuh1q0DnRuNcLmcFWbSINjo6ytDQEIAt0qnUo47ZBgIBRkdHqdVqzM/Pk0wmWV1d5eLFi1ZEXZ1WKpWy0e3jjz9udQni8TgTExM8/fTTXLw4R6s1xeZmimo1QyQSpdncJByuA3WbYgiF1gmF5ggELrC6OksoFCaRSNjLftWpVd0IvdzXz0Ojv2w2ayf5Tp06taX4qM5Rnai+tip4Xblyhc3NTZu2AOzG31OnTtkcrjpAbSvTqbjjx4/bMWzdFKFi9gD5fN6mJ7LZrN0+oQMvQ0NDdhy48+esxUQdVqlWq1YfWNvvXCHsaNOrA/54+9+/2ubx3RVB9oiIRPAU2N7WxZav6nL8G4A3APbS9Xq5kRadveTvul0WateBCthom5S2PGk+VItlOo3l1zyoVqusr69TKBRs65bueZuZmbHdDYuLi4RCIe677z6Wlir8/d8XmZ8fYmbmNoyhPdDgSUuqSE0q1SAeXyGZXKdWWwGgWAwRiYzY99AhEq20Dw8P20t11ThYWVlhbm7OLv7MZDL2BBQKhWzUr/vthoeHKRaL9qSkn4F2IAwNDTE2NmZTKhr56glIheJVt0GLeHqMdrCsra0xMjLCyMiIHb9WpxkKheyyU01HaHtg5+9I59WNMYZcLrfF8erJxKUFji69OuBv7qsV3RnBc+xzHffPAS/rPNgY817gvQD333//DRUJb6QI0ulUwYtct0tl+I/XFrBsNsvq6qp1ZNVq1WrwXrlyhWw2y9LSkhWSaTabrKysUCqVbLpBi0SqnJZKpexYc7FYbKdXhqhU0jz8cILLl5u0WuF2Dvea3mwsFmVsLMLoaIh4vE6zGWFjI0k6Pc76+jpnz54FsJq1iUSCqakpu/CxVqtRKBQYGxuzI9OAVWcrFoskk8lnXPbrinZNF+gYbyQSIZvNMjc3RzqdtlG1djJoCmJoaIjNzU3bEqbiRYVCwTrCWCxGNBplamqKRqNBMBjkxIkTVmu5Xq+Tz+e3/D6oKpnqZqhz7/wd6by60e6MTq1e/++A4+jRqxrax/ptyE5v33Fbuty3r9xowUJzbb2kMvzHlEolYrGY7QTQybNCoUAqleLixYuEQiGKxSKNRoN8Ps/8/DzlctkW0DQi1g283iJKbAFrczNIsZhmcTGEMem2RGXZ9s167VKGbLbF8eOQz5cpFDzHVKkk7DJOHd7QzcjgjfpmMhnOnDljHZwqtS0vL1tnqdoQhUKBUCjE6uoqi4uLJBIJe7JoNpscO3bMtsLpUIhGstoSNzk5aYdFVFM3k8mQzWZtZKtDI9PT03bcWF9P2+r8ouSlUsm28Pn7uev1uk1T6O9GtyLcTr9DLg/r8LOtAxaRu4HH2muI7t7pRYwxZ/fdMljE6zce77i/wDOj4n1nP/5Qekll+I9R3QXtB1bHCzA3N8fMzIwVD9dBBW1b00vm9fV1O6arDisUynDpUpALF8pcuRKgXM6zvr4OVGyEnM/nCIfXaLWKBAKrxONB8vmk7cv1ay+ojq7KSY6NjdnCo3ZnALZIduXKFTY2Nmx6QF+nVCrZYpZGkGNjY5w4cYIzZ85w4sQJms0m8/PzLCwskMlk7K6648ePUygUSCQSdnuGT+ziigAAIABJREFUOnNVktONFhsbG0xOTtr2r1AoZIciup1kVce3l9+HnYq0ztk6dmOnCPgRPOc33/6/Qfe8eOhtQx9ywMaYmoh8EXg5W3fOvRxvQeihRy9DNUerojCK3r+wsGDvM8awurpq9XVVkKdYLNJqtSiVSqyurjIzM2NbtoaGhnjiiSfsOpzV1TWWl+uUSlEuXWoiUqdWW7f75FRDoVarEoutkc2uMDx8mcnJApVKhGBwilKpZKPKfD7PhQsXqNVqGGNs7jidTrO8vEyxWCQcDlsdBoDR0VE7UDE6Osrq6qrtZtDLeNUW1uhbR5zVkWtLXCqVsrvagsEg09PTdvJNc6yqJKbP0ak+XTRZLpcpl8tbfg67OcjtOmGcjoJjv9jJAd+Ft35e/z8I3g78roh8Afgs8P3AMeDXB2TPntA0hK6V0fSAPz1RLpeZn5+3Gy6GhoasPi1cyzUWCgW7ebhUKpFKpXj00UeJx+PcfvvtRKNRlpcbzMyE+cpXDOvrng2tlqcyptFwOBxkaKjO+HiFZnOWUmmBZjPBhQubBIMtO8ghIjbqLBaLXLp0yeoaLC4u2hU3OsSgo9Ia3epQw+rqqp04Uw2C6elp68TVUQI2Qk4kEjb9ot0IumdO89r5fN6mQnRFvIqtJ5NJIpHIlrTCdj8HfazT0e7kZJ2OgmO/2NYB+zUfBqX/YIx5v4gM461BmsCLxF9pjLkwCHt6xf8HrW1Wqky2sbFhRcG10V9bmarVqr10Vt0C1RFIJBJsbm4yNzdHLBZrq501mZ2t8OijZymXk9Rq8XabWoBW65qGbzgcYGIiyLFjCaamolQqq6yupnj44Q0ikYjd0OBf2qjDD+VymcuXL1snq7vJVDEMsJFxvV5nYWHBTtjpZg0dlojH40xOTlIqlahWqzYfvLy8bOUaR0ZG7Op1ddDhcJj77rvPOmPdGqHpEbjW0qZOVDsMtC+7UqnY/LruutspT7+Tk+3HpJrjaNKrIPv/A/ykMabRcX8e+E1jzKv6YRyAMebdwLv79fr7TTfRk/X1dZtu0IkunWhrtVo2t6vLHlU6cWVlhXg8ztLSkp2gGhoa4umnl7l8ucXsLAQCUSKRFrBKJpNtR4AJoMXERIh0eoPh4RYiLUqlZSqVBJlMxg4+qINaWlqy/bg6/lur1VhZWdkyhVYqlXj+85/P2NgYjUbD6iSsrXkTb5lMxk6gqRSjFsI2Njbs6+vWj0gkwsmTJxkeHrZFPH1N3V0WjUatvoWmPjSNot0a8Xjcdkr4fw71ep3V1VVboNP0R6VSsSfIbo52Jyfrpsoc+0WvbWjfBnyjiHyXRsMi8nI8ofbz/TLuZqSb6IkWsfSPXxW1yuWyVc8qlUp2GEFFZbQAJyI8/PBFLl9ucO5ck1IpwubmNXlKY1pEozGgyR13jHDsWJ5kskoy6UXKi4uLdvpMBXSy2Sx33HEHs7OzLC8v26GElZUVKwCka+mTySSZTIa1tTXGx8e54447rMRioVBgYWGBp556yhYGI5EIp06dArDpldXVVTtpp2JAWtjT+7U7wT+SPTk5yejoKEC7cAgzMzPkcjmbO9aIt1sfrkbQuolZ+4IjkQjLy8t2TxtsdbS7Odlu+eMbkZB04uhHk14d8HPx8q5fFJEHgduANwG/APznPtl2qOj1D6Rb4U21ATT3qL2jekmsYt2zs7PE43EuXrzI6GiBajXGl750lSefXMWYiNWE0M24oVCQUEg4fTrFbbdlmJqKEQjQjrBjWzb36t413RahOdPx8XGy2azdVRaNRjlx4oRdAjo8PMzVq1fZ2NhgdHSU6elpRkdH7e403YwxMjKyJVXiz7MuLS0xNDRko+FisQhg29A6txXr5J+2mmmqoNVqMTc3R6VSIZVKceedd1qn3/kz0Z+Dv183kUjY91FRoZ1UwfbSxXAjhTlX1Du69NoHvAp8l4i8FXgXnjj7K4wxf9lP4w4Le/0D2djYoFwu29yvFpl0nFadLmDHZD0H36BcbvLkkxVKpaskElnK5QYQI5lM0Gp563ay2TAnT8Z4znPGueeeCc6f/0q7e8CTP1SHpEpq8Xjcirc3Gg0WFxetI9KWtkKhYPOuIyMjVg1MR3gXFhYYGxsjm81ajV3VFl5ZWWF0dNQ6s0QiYdvSdCJNuxxUGF3Xtq+trdnuh1gsZlvKcrnclu0US0tLXL582WpIiIjdTdetCKa319bWbHonl8uRSqVYXl620baeUA+i5bAfz3Xc3PS8FVlE3oQnzP6HwPOBX22nJA5cIe2g6fUPRB21tlKp81JFLJUo1J5fgGazxVNPLXHxYpLPfjZIvb5JsxkkGg0BXuXf2/ArTE0NMTkZ5NSpDKlUol0wW7WRYbVa5cSJE6TTacrlMk8//bQV6qnValYfd2FhgUuXLtmWMZVV1PTH/Py8VWRTZ6nPDQQCthinUX6hULD9tpubm6TTaZLJpN1OMTw8TDqdtrrFExMTRCIRO6asIkHgqZT57dHPUcehwVMb0zz6bkUwTedomkFFk/b7cv9GCnOuqHd06bUI9yHgxcD3GGM+ICIJPJWyz4vITxljfqmfRg4SdTK6qWKnPxB11PF4nFqtxsbGhp3u0gp+s9kkEony5JPLnD1b5LHHimxsNGg0gsTjQzSba0SjScLhEIFAg3vuGSGX2+TMmTzxuNdCpeLejUaDS5cusbS0xMbGBo1Gg7Nnz9o8b7FY5PLly7ZFrFwuU6lU7KLPer1uc6QXL15kfHzcRqw6madtZSpgnk6nmZycJJPJkMlkrMqYjharelg+n7cFRb0vHA6Tz+dpNBpWlezkyZP2xKbvoYI54XCYcrlsZSpPnDhhFebS6bTVaNhNba7zxNkvpTF9j70W5lxR7+jSawScBu4zxlwCq372fSLyZ3j6C7ekA9aIVgtOtVpty2qgzj+UZrNpx4lVZ0BTDcvLKzz5ZImLFzc5f75MtdqwvakgxOMxMpkh0ukwo6OG5zxnjGwWNjertFoRAgFPEF2FYhYXF+16n8uXLwNYx3Xu3LktYjTlctl2KFy5csVuStYtG/r96P9VYCYQCLC+vk4ulyOZTJLP560MpYqzaz/wwsKC3QasSztTqRRTU1P2diQSoVQqEYlErPNXoR2V4lSh+VartUXyUdXK9D7tYPD/rHRXnHZZXG9kudeCmP94bX/bK25q7mjSqwN+idG95D6MMf+fiPztPtt0aNAIyh+96qgwsGX3m3+Xmhbfksk0//iPc/zDP1zl3Lk1NjcbdpihWq1SLC6xuVklHg9SKMALXnCc0VGvbW1xcZH5eW8jxaVLl6zQzfz8PJlMhuXlZRKJhC0mzc/Pk81mbV/v5uam3fara3d0l1m1WuXkyZPMzMwQCAQYGxvjjjvu4MyZM2xubjI7O0sul7MCN5FIxEZm2pK2tLREIBCgWCzaaFXbwfTz0pSG5sFVxlLlHTWyVeequ95ExHaM+FM32lNdKpWs+L32TzcaDdbW1lhaWiKfz1uhHt0a0mtkudd8vyugOW6EXotwBkBEvgq4G2/8+Kwx5nPGmNk+2jdQNILSTRNa9V9aWrKbIjRyUWctEuL8+Q0+85mnuXy5ytrahm1BEwnQbLYIhSAeF+6+O8np06OMjnopgVisRrMpNpc6NzdnL6HX19et41PN4FKpRLPZbGs55G1HwPj4uFU8Gx0dJRQKMTs7a8eXNUpNp9MMDw9z6tQp0um07eudmpqymsPRaJRcLmc7E/R7aTQaNqr1F9yCwaDt9VVRehWS104I7XfWtfDxeJzR0VFblANsJKkpB//CSpWoVIdXq9Wsxq8W6fRn0tmetht7LYi5AprjRug1BzwG/DHw1UCxffewiPw18BpjzHyf7BsYelkZCoWIx+MEAgHbQpVMJtnY2CAej1Ov1xEJ8fjjK3zhCxc5f36VZtPYUWJvBLhBOBwhkwlz330T3HffBPF4naeeeqqdCvA2GhcKBauHq0Ma/k4FXZZpjGF8fJyZmRkqlQqJRIJsNms7LEKhEKdOnbIRq7a9qa6CCrfncjmmp6cpFAr2fWIxb6uHTr6VSiUSCa/gNzIyQrlcZnl52eaOdYBDI996vW5PWNVq1er66qZiHdJQJTHt7dWWtW7Oq3Nhpb8tTa82dM2PFkC7aW/0wl7TFq6A5rgRek1BvBOIA3cbYx4DEJG7gN8BfhX4jv6YNxj8l5UqnJ1Op7l69aqNfOt1wxe/eJVSaYnZ2RrVas2OuPoHHkZG4pw6FefZzx7lzJnRLX+gt912G1evXkVEmJiYIJvN2sGI8fFx26+qu8M0pxsMBu2UF1wbnVWHp8Wv22+/3Ua+mp/Vk0cymbTFNs2/5nI5arWaHSeenJwknU7bNjGVY1SbdFxa2+oajQYrKyvWXvCkHVUDWLUatLtB7d9pfVOnU9bcrv6c/GkguKaq5teB2At7LYi5AprjRujVAX8T8DJ1vgDGmEfbrWkf3/5pNyfdLivD4TDNZoArV+Dhh+e4cKFMIpEiGo20L8NbhMOewxwejnDqVILnPGeM8fGUdVKd0VEsFuP48eNbij3JZJLjx4+ztLRkHWQgELCiNqVSyQ4QqKMLhULMzMxw7Ngxq6OgAjXlcpnh4WG7fcIYr5dYC2o6rKDRrN8xrqx4Gy+GhoZYX18nFovZbRR6gvJPs2kBUifQRIR0Om3fJxKJ2FFl3SKhz9f33YvD8zvZ/Wwv22tBzBXQHNdLrw44ANS63F9vP3ZL4b+sXF2tcuVKnUceWeD8+RUajSaVSp1YLGGr+cbAiRM5Tp6McdddeXK5iI3qSqUSgUDA6vWqgwC6Fm/W19dtYUu36QL28np0dJSxsTE7ALG6usr8/LzN9eqxqicxMTFBPp+3mzV0d5o6QV1dBJ7DXV5eZmJiwq6E9wu6i4gVftfnT01NUa1WWVpasmmO9fV1uy9Nl2j6Ha1uutCtz17++9pOtt3YzuE5R+i42ejVAX8SeIeIfKcW3URkHK/97JP9Mm6/2Unf1X9/oxHgscfWeeSRBa5c2boSXp2bF/UJZ87kueeeUW67bRLgGQ7W/x5aydeWtng8bgcQNIUwPz9vOy1UXEaLbVpgymQyNnLWzoJUKrVlvf3ExATFYpG1tTVbMItGo2SzWcbGxkilUrZrQLV6NWesnQmqmaD71hqNhtWN0FFq/T51t5sqvmlr2eXLl7cMUjQaDdLpNPV6nWQyaQc4NDXhcBwlenXA/w74M+CCiDyN1wUxDTwJfE9/TLt+tDjT6WS7RZx6f6XS5LHHlnj66Q1mZqpo1532mmp0OT7u5XOnpsJEoy07XttZcV9bW9vSQqWFtEajYTdBqEA4YJdLaq4XYGFhgeHhYTvxpbKR2m/caDTs6iHAbqtQGUmdYNvc3GRqasoOkuj3piPIqi+snRCqGVGtVpmcnKRWq23RdvCnZvTz1sJapVIhnU7bzgkVvMlmszby1u9P0yeq8+twHDV6bUN7WkTuBf45cCfeJoyzwIeNMa0+2ndd6NaGaDRqnWK3vO7mpvDQQ5c5e7bI1asV22IVjXoOzYt6W5w6leG5zx3nrruGyWSubWDwF+p2WsqorWLqfHW4YW1tjWKxaPeaaadFtVq1hTLN9apWr+ZR1aHr9Ji2kGnu9fz58zbH7HecpVKJjY0N63RHRkY4ceKEzf+qbeCtFNL31q2+2gWhaRW4lh7RSFYddjAY5PTp0zZdsRe1MYfjKLCrAxaRMPAXwPcZYz4IfLDvVt0g6gw0MoNrDrFU2uTRR5e4cGGDubmqvTwXCWBMi2Aw1N6uG+fkyRh33JEnmQy2R16j9j16kSusVqtb2sSq1aoVm9H15JqfVSd37NgxFhcXyWaztFotG/1qb64OH+hrALZTo16vMzw8jIjYdfYaWaooeq1WsyciLfRpp0Or1SKfz9tIWW3U1UiwNa2i3+fIyAjRaNSupG82m7RarS3f93ZqY/oZKk6S0XGU2NUBG2Pq7aWchy7S3Q7/JXEwGGRubo1Llzb58pdnuXx5jWAwsEV/QJ9z+nTeRrrGbNrLce1v3a1Fyo/mfDXtoFGormtfWVmx23xVgDwSibCysmIv1VVABq4tivSP2wJWewI8kXHV3wVsrjocDtueZdWCCAQCVqVsOz2FTse5trZmuzJ0oq0XbYXtHvdfRWjHha4v0uc5HLcyveaAfx8v1/vmPtqybwQCASoV4fHHF3j00SVKpaZ1tJpe8I4Tpqcz3H33MHfemSeZvPZYtdrac4O9v5hXr9et3oHfWemAQyAQsH2xmttdWVlhcXHRRp/Hjh2zmgeaY9ZJMI2E1UktLi5aOxYXF5mamrK9uf7cdDgcZnZ21jrufD6/raPrdJzNZnPLAtEbHTrwp4VaLe/87ibKHEeJnuUogR8QkZcBDwHr/geMMQ/uq1U3yPJyjQ984DLNZmtLtAsQDAY4fdpzunfckSeRCHd9jb3mKDuLfI1Gw2421tfwv7YqkmkKQKfa1KmqApsWFOPxOAsLCxSLRSKRiBV914k0nZpThbChoSGbI+687FexG7/tvVz6r62tsbGxQTgcti14N7LJwZ8nV+0H7TZxE2WOo0CvDvif4hXdwNMC9vMMkZ5BU6+32pfx3u1QKMCZM1nOnEkzPZ0kne6t6KMRoKqW7eRkOot8tVqNoaEhOxmnY77aiqU5Uo1Oc7mcXQek2ytUDEdEWF5etjlZ7Z9tNBpMT0/bXlrAOlYR6erItP1LUyv6fruJyfhPMGpTtVq10X23qbRePl+1SQt6rijnOEr02gXx4n4bst+EQgFuuy3H3XcPc/vtOYxptB0I2469dqNXtavOrodarWZ1HTTfqmmCTCZDtVrdknvNZrPceeedLCws2DSFFsNUfKbZbFKtVmk2mzbFsbCwQDqdtiPSmUzGpi26nTD8dq6vr3ftR95OjyGbzVKr1azojX8E2hhjUyO9XC34o+ZuhblB4vazOQ6KXrogjgHf2D72M8aYp/pu1Q2Sy8V48MEXEolc04tdW9u4LtWqvahdGWPsJbT2uM7Pz1MoFOwqHPCcpI7sKvpHr5sgrtl9TXxG+321hU1XC62vrzM9Pc34+Piu34+/Txm8PO7q6iqALdZ1wxvFvjZSnUqlrGC6jjernvBOn+thl2887PY5bi12dMBt+ckPA0Ptu2oi8jpjzB/33bIbIB4PbXG+cP2qVb08zy/c3mw2t+RywYs0VUHMm7Tbmufc6Y++U3xmamqKRqPB/Pz8lkKcP6fbC3pi0fYyfzdEtwgwFovZ7RaJRMKeQFSJzL9jrZf3PazFtsNun+PWYrcI+K3A3wJvBKrt22/Dk6a8qbjexv/O5wHPyAd3/tGGw2GroeB/nhbAtANhu+drX6w6QRUVV/EZ3T6hAjeaT+6FUqnEzMyMPVHkcjni8bgde97tZNBqtTDGsLq6avUqcrnctimPTg67fONht89xa7GbA34u8FJjzDkAEfkhoCQiWWNMqe/W7TPXK9biL8Z1c06dq+h1Bbo6zVQqtWWrQ+fams4/ehWq0ffRMWH/8alUikAgwNraml0tvxvVapWZmRnW19ft5FynSttOEWAwGNxSWPSvEer1sz3sE3CH3T7HrcVuDjgH2I0Xxpg1Eam077/pHPCNstOSx2v73TxVMX8bmH9irVtE1flHr3vZtrsMVkeYTqcZHx/vWUdBBeZVuyIUCpHNZq1mhP9k0s1eTTHoiaFTF2IvVxWH2bEddvsctw69dEHcLiJ+nUABbhMR+5dpjDn7zKfdemznnEqlEvPz84TDYTtYoSuMgsGg7RbYKaLq/KPf6TLY7wjX19epVqs9X/7rxuZqtUoikbDbMnTdjzrmzjSJ2qjj1Trh16kLsV+4TgTHUaAXB/xXHbcF+Che/6+0/w12PulWpNvlaalUYm5uzq6B19VAfse214iqF50JuNbJsNNGic7nqW5DoVDY0q4GbBEX8kf2folNHa9Wx6+dGfuJ60RwHBV2c8B3HYgVh5huPat+Z9DZ8RAMBu1yyr1Gbzv1x3aiUbWmFKC3NMB2r6s6D52FQL8j1LSIjg5HIhFyudy2WhnXiz/Vo2LvO41MOxw3Kzs6YGPM4wdlyGGg0wH2EoklEgkWFxdtBKq73fb6ftB9Q0Y3u5RuxbvdJva2o1t6pTPnre1z0N/RYX9RUzdr7GV4xuG4WdiLFsQtjTpb/1it5nB3ijBjsRiJRMKuaPc/vlMes9O56xBHp3jPbicBfZ6OOPvXte9H2sPvlLUTo3N0WO3d63tu9xnpv0tLSwwNDVlRIdeT67jVcA64jY72qjPUTQ4a8W0X5akGb6ds5W6OszO69LZyVJ4h3rNd50Xn8Mf1pCM62W4suNMpd76ufmZ7dfw7fUaxWMwu/3QCPY5bFeeA24TDYatpoDoHvXQwbNcZsdtEVefztKXLGGN1jPfy+v70wH46q06n3Bmx3sjk2G7PdT25jlsd54DbxGIxO1ar/bC9FsPgmU5it4mqbhN2Gg0Wi0U2NjZoNps2n+x/fR342NzctII9/vTATs6qW56713avbhHrjUyO9fJc15PruJXZkwMWkRRwBjhrjKnvdvzNRjabtVHdXgpZ3ZxEZ6tYL8/TSbVyuczw8DBzc3NUq1WSyeQzCoOhUIjNzU27zdj/GqVSiVgstkWIXR/zO1D/puZe0gfdItZeHf923//1PtfhuBXoyQGLSBJ4D/A6vNVEtwPnRORdwIwx5uf7Z+LBsp8Rlzq8WCy2axVfnaFuLBYRWq0WCwsLRKNR6yD9TjAYDFKtVgmFQiwuLtqoWDci6xiztsR1OlD/Yk997Z2+93A4zMrKil1eqoW4G/nMXITrOMoEejzuF/C2IX8VniiP8nHg2/bbqFsBXR2kxSkt8m2HOsd0Oo0xhrW1NSqVitWR0LVEKgvZuSa+1WqxtrbG+vo6gUCAQCDAxsaGFXIvl8t2wafmixOJxJbbuymZORyO/aXXFMS/BL7dGPN5EfFvwDgLnN5/s25+/N0KulZI1713Q/OhqVSKfD5PIBAgkUjY7gr/VJ2+vg5BaPua/lupVBARUqmUdeBA16LidhuLt/ue/Ns0XFuYw3Fj9OqAR4H5Lvcn99GWW4pOHV+VktwOv2Odmpp6xhBGZxtY5+OZTIZkMsnGxgbr6+skk0ny+bx10NuNRe8lBXBQUo1OB8JxVOjVAX8ReCXwa+3bGgX/a+Bz+23UrUBnpNqLI9mumLeb49auDc036/DCXiPcvXxP/SqaOR0Ix1GiVwf8ZuDDInJn+zlvEpFnAy8Bvr5Ptt30HGSBaaehif20od/fk9tI4ThK9FSEM8Z8Gs/RFoArwKvwVtN/tTHmC/0z7+ii+sLVanX3g9t0az272fAXGV1h0HGr03MfsDHmi8Br+2iLo81Rvgx3vcGOo0SvfcA7LhwzxlT2xxwH9P8y/LAXuVxvsOOo0GsEXOZa4a0bR0KQ/aDYqdvgRp3nUY6uHY7DRq8O+Js7boeB5wHfC/z0vlp0SLlex3c9z9vuMnw/nKcrcjkch4eeHLAx5mNd7v6QiDyBN578O/tq1SHjeh3fjTjMbpfh++E83dp1h+Pw0Oso8nY8BHzDfhhymOnUX9hppHg/nrcd+9EhEIvF7HSc9go7HI7BcN1ylCISAd6E15Z2S3O9UeN+R5v71SHgilwOx+Gg1y6IBbYW4QTIAjXgu/tg16Hieh1fP1qqDsJ5HvYuCYfjVqHXCPinOm63gAXgb4wx3TQibggRyQP/CXg5cBJYBD4E/JQxprjf79cL1+v4brZo8zB0SbgTgOOosKsDFpEQUAc+bIyZ7b9JABwDJoEH8RTXJoF3A38A/LMDsuFIMuguicNwAnA4DopdHbAxptEWXr/rAOzR93wEb9xZeUpEfgyv82LIGLN6ULYcNQbdJTHoE4DDcZD02gXxBeC5/TSkB4aATaDr1J2IvEFEHhKRhxYWFg7WsluIQXdJOC0Ix1Gi1xzwu4BfEpFjeNKU6/4HjTFn99swPyKSBX4O+A1jTKPbMcaY9wLvBbj//vt3mtpz7MIg89ZOC8JxlOjVAX+g/e+72/+qg5P2/3saRRaRt+JJW+7ES40xn/I9Jwl8EK/d7cEe7XXcxNxshUuH43rp1QHvV/73HcDv7XLMRf1Pewvzh9s3/4UxpndtRofD4Tjk7OiAReS3gB8yxjy+H29mjFnEaynbFRFJAx/Bi7JfYYwp74cNDofDcVjYrQj3euDAxQLazvfjQA54AEiKyHj7K3LQ9jgcDkc/2C0FIQdixTN5AfCi9v+f6HjspcCnDtQah8Ph6AO95IAPvKOgXYQblPN3OByOA6EXBzwrsrMvNMY4QXaHw+HYI7044DcApX4b4nA4HEeNXhzwB/shuOPoD07IxuG4edjNAbuJspsIJ2TjcNxc7NaG5gphNxH7vYHD4XD0lx0jYGPMja4schwgg1Yyczgce+O6VxI5Dh9OyMbhuLlwDvgWwwnZOBw3Dy7F4HA4HAPCOWCHw+EYEM4BOxwOx4BwDtjhcDgGhHPADofDMSCcA3Y4HI4B4Ryww+FwDAjngB0Oh2NAuEEMx6HBKbk5jhrOATsOBU7JzXEUcSkIx6HAKbk5jiLOATsOBeFwmGazSaPRoNlsEg6HB22Sw9F3XArCcSjoVcnN5YkdtxLOATsODbspubk8seNWw6UgHDcNLk/suNVwDthx0+DyxI5bDZeCcNw0uI0fjlsN54AdNxVu44fjVsKlIBwOh2NAOAfscDgcA8I5YIfD4RgQzgE7HA7HgHAO2OFwOAaEc8AOh8MxIJwDdjgcjgHhHLDD4XAMCOeAHQ6HY0A4B+xwOBwDwjlgh8PhGBDOATscDseAcA7Y4XA4BoRzwA6HwzEgnAN2OByOAeEcsMPhcAwI54AdDodjQDgH7HA4HAPCOWCHw+EYEM4BOxwOx4BwDtjhcDgGhHPADofDMSCcA3Y4HI4B4Rx4I/WhAAAN8klEQVSww+FwDIhD74DF46MiYkTkNYO2x+FwOPaLQ++AgR8BmoM2wuFwOPab0KAN2AkRuR/4IeAFwNyAzXE4HI595dBGwCKSBv4A+DfGmPkejn+DiDwkIg8tLCz030CHw+G4QQ6tAwZ+HfioMebDvRxsjHmvMeZ+Y8z9o6OjfTbN4XA4bpwDTUGIyFuBN+9y2EuB48Bzgfv7bpTD4XAMiIPOAb8D+L1djrkIPADcDZRFxP/Y+0Xkc8aYr+mPeQ6Hw3FwHKgDNsYsAou7HScibwbe1nH3w8CPAn/SB9McDofjwDmUXRDGmCvAFf997Uj4kjHm3ECMcjgcjn3mMBfhHA6H45bmUEbA3TDGyO5HORwOx82Di4AdDodjQDgH7HA4HAPCOWCHw+EYEM4BOxwOx4BwDtjhcDgGhHPADofDMSCcA3Y4HI4B4Ryww+FwDAjngB0Oh2NA3DSTcA7HQVOtVqnX64TDYWKx2KDNcdyCOAfscHShWq1SLpcJBoNsbm4COCfs2HfEGDNoG/YdEVkALgzaji6M0IMc5yHkKNodAAQwvn9b+2RXLxzFz3zQ7KftJ40xu67muSUd8GFFRB4yxtx0Wz6c3QfPzWr7zWo3DMZ2V4RzOByOAeEcsMPhcAwI54APlvcO2oDrxNl98Nystt+sdsMAbHc5YIfD4RgQLgJ2OByOAeEcsMPhcAwI54AdDodjQDgH3CdEJCoi7xSRRRFZF5E/FZGpXZ7zFhExHV+zB2DrG0XkvIhUReSLIvK1uxz/9e3jqiJyTkS+v982bmNHz3aLyEu6fLZGRO48YJu/rv27cKX9/g/08Jx7ReSvRGSj/byfEZEDX1K7V9tF5NQ2n/krDshkteM/isjficiqiCyIyAdF5J4entf3z9054P7xDuDVwHcCXwsMAR8SkeAuz3scmPB93dtPI0XktcCvAP8X8Dzgb4CPiMiJbY6fBj7cPu55wC8A7xSRV/fTzi527MluH89m6+f7ZD/t7EIKeAT4IWBjt4NFZAj4c2AO+CfAvwN+DPjhPtq4HXuy3ccr2PqZ/+X+m7YjLwHeDXwV8A1AA/gLEclv94QD+9yNMe5rn7+ADFAD/k/ffcfxRlm/aYfnvQV45IBt/TzwGx33PQn8wjbH/yLwZMd9vwl87pDb/RK8ceKRQf9++GwqAw/scsy/BVaBuO++nwKu0O5iOsS2n2p/5vcP+rPusCsFNIFvGfTn7iLg/vACIAx8XO8wxlwCHsU7C+/E6fblznkR+UMROd0vI0Uk0rb14x0PfZzt7Xxxl+M/BtwvIuH9tbA712m38pCIzIjIJ0TkpX0xcH95MfAZY4w/4vwYcAzPwd0M/E8RmReRz4rIawZtDJDGu/pf3uGYA/ncnQPuD+N4Z9hOYY+59mPb8XngAeCbge9rH/s3IjLcBxvBEx8Jtu3ys5Od49scH2q/3kFwPXbP4EU1rwZehZfq+YSIfF2/jNwntvu89bHDTBn4UeDbgVcCnwDeLyKvG6hVXurqS8DndjjmQD53J0e5B0TkrcCbdzlsp6hKVbW6Yoz5SMf7/S1wDng98PYezbweOm3a0c5tju92f7/p2W5jzON4Tlf5nIicwnMQn+6HcfvIYfm894QxZhH4Jd9dD4nICPAg8HuDsElE3g58DfA1xpjmLof3/XN3DnhvvIPdf3EuAi/Ci9BGgAXfYwX28MdujCmLyD8Ct+3Rzl5ZxIvUO8/oBZ559ldmtzm+ART31brtuR67u/F54Dv2y6g+sd3nDXv7Xg8Lnwe+ZxBvLCK/jPfzfqkx5twuhx/I5+5SEHvAGLNojHlsl68K8EWgDrxcn9tuQbsLr1rfEyISA+7Eu3zed4wxNTxbX97x0MvZ3s7PAS/rcvxDxpj6/lrYneu0uxv30afPdh/5HPC17d8F5eXAVeDpgVh0YwzkMxeRXwG+C/gGY8xjPTzlYD73QVckb9Uv4D14FdOX4bVJfRIv7xT0HfMY8AO+228Dvh6YBv4p8CG8SuzJPtr5WryOje/FO0H8Cl7u7mT78d8Bfsd3/DSwjnc1cFf7eTXg1Qf8+e7V7n8PfCve1cSz8drnDPCqA7Y7heeE7gMqwM+0/3+i/fgvAJ/wHZ/Bi8b+ELgHL3+9CvzIAH6n92r76/Gc3l3AHXjpnhrwHw7Y7l9rf2bfgBfV6lfKd8xAPvcD/QEepS8gBrwT77K8AnwQON5xjAHe4rv9h3hn2Frbef8P4O4DsPWNeGf1TbzI8ut8j30K+FTH8V8P/H37+PPA9w/oM+7Zbry841N4/atLwGeAVw7A5pe0f+6dX7/dfvy3gac7nnMvXuqqihc9/iwDaEHbq+1tB3wW74S9CjwEvG4AdnezufNvbyCfu1NDczgcjgHhcsAOh8MxIJwDdjgcjgHhHLDD4XAMCOeAHQ6HY0A4B+xwOBwDwjlgh8PhGBDOATsOBBF5RETeMmg7uiEiD4hI+QDeRwXK7+/3ezluDpwDPqKIyG/7NhTU25st3iYiyQHZ80DH1oQZEflAWwC+37wf6Jvs514QkU+JyLu63H8gJwnHweIc8NHmL/A2FJzGE5t+I944dFcOQO+30rbnGN4I633An263RaStC3zDGGM2jDHz+/FaDsdecA74aLNpjJk1xlwyxrwP+H08vQT/DrVXisgXRKQGfFP7sW/x7YQ7LyI/73eGIlIQkT9p79K6ICL/ukd7TNueGWPMJ4H/hDeH/6z26xoReZOI/E8RWcdbR6S7yj7ftmdORH5Z7RGR0XY0/TM++57TPvY17dtbokvxdvM9IiKvF5GnRaQsIv9NRCLi7aG7JCJFEXm7iAR8z3tde/fYWluA/I9EZHLvP5bdae8r+4R4e87WROTLKjAvIkER+a/tn82GiDwpIg922Bpqf07L7a9fFpH3iMinfMdI+3lfab/Ow4dAy/eWwslROvxs4G3y8POLwI/g6Sisicg34TnqH8Kbkz8B/DoQxRNbAW+u/iSeEFEF+GWub4uAbiPw2/SzwE+238u0HdxHgN/FE7M/g7ciqYUnnLIg3vLID4rIn+MJIv0B8AfGmD/e4b1PAf8S+BfAJJ4uxzieQMs/w1Op+wDw2fZjAJG2fY/hSZH+Yvu9+iH6/j7gy8AL8aRA78XTLAAvsLqCJ4S+0D7mvXi6JP+1fcyP4n1e34u35+2NeFcd/+B7j7cCrwHehKel/GLgN0Rk2RjzZ334no4eBy2M4b4Oxxeek/yQ7/YL8XR239++/RI8wZJXdzzv08BPd9z3rXhKZALc3n7eV/seP4mn3/uWHex5ACj7bk/hSQJeAiLt+wzwzo7n/TzeySHQ8VqbQMJ33zvwxO3/W/v41A7v/RY855/x3ffHeM4s4rvvU8C7dvie7mzbPNW+fYpddqRt95pdbFwFXr+Hn/f/DfyF7/YM8BO+24J34vhU+3ay/Rl8bcfrvAP48KB/f2+VLxcBH21e0b70DuFFmX8C/GDHMQ913H4B8EIR+XHffQEgjhch3oUXfX5BHzTGXBCRqz3Yk2zbI0ACT3HtVcbT/93OnrvwFoK2fPf9NV40+izgf7fv+3G87bzfDXyVMWa3gtZFY8yK7/Yc8ESHLXNcE+lGRJ6PFwHfB+S5tkHhBHB5l/fbK28HflNEXo+36ud/GJ/OrYh8P150exLvZxMGLrQfy+D9rPw/IyMif4e3PBbgbjxFv4+KiF+xK8zNqUN8KHEO+GjzaeANeOLxV013QfX1jtsBvNzsH3U5doFrTud6qOA5rxYwZ4zpfO9u9uy0Psl//yk852Lwio6f38WWzs/CbHNfEKDdPfIxvMLmvwLm8dIQn8E7GfTKKp4WbSdZwJ4QjDFvEZHfx9sf+E3Az4rI9xtjfktEXosXqf4onkD9Kl4a4f/oYv92aL74W/C2vPg5EOH9o4BzwEebijHmqT0+5++BO7d7nog8ivfH+09ob6cQkRN4nQ27Ya7DnrPAt4tIwBcFfw2epvJX2u8fxstb/yme432PiHzWGNPpWG6EO/Ec7k8aY8633/dV1/E6jwOvFBEx7Wv+Ns9n6047jDFPAk8Cvyoi78GLeH8L7/v/vDHGtrOJyBnf81ZEZBYv7fTJ9uOC9zObbR92Fi+Nc9IY85fX8X04esA5YMde+c/Ah0TkAl4RqoHXqfBCY8yDxpjHReSjwH8RkTfg5RHfzrWC2n7zbrxtF+8Wb+3Mabx857uMtx4K4OfwUgUvw4siXwH8roi8tCN1cSNcxHNYPyAiv4aXGvm563id9wA/ALxTRH4Dr7D2SuA78YqCiEgcr13wj/DSAWO0nW77NZ4AHhCRb8bLd38Hnoi+fw37rwAPisgTeM723+C1AM4AGGPWRORtwNvazvnTeBsxXgS0jDHvvY7vzdGBa0Nz7AljzMeAf463/fkL7a+fYOtl6gN4mzL+Em8TyPvoU97QGHMF7zL8eXgdDr+F13nwkwAi8vV4XRzfbYwptaPKB/Ac5I93e83rtGMBbwPEt+I5tJ8Ffvg6XuccXtfEbcDH8T7f7wC+zRjz4fZhTSAH/He8qPh/4RUs9f3+C97J8X3A3+GlX/zbicFz4L+LV5T82/Z9/4trnRQAP41XkPxR4B+BPwdejfezdewDbiOGw+EAQET+HvisMaazEOvoEy4F4XAcQUTkJF7x7q/w/MAbgOe2/3UcEM4BOxxHkxZeS97/i5eKPAt8szGms83P0UdcCsLhcDgGhCvCORwOx4BwDtjhcDgGhHPADofDMSCcA3Y4HI4B4Ryww+FwDIj/H6M+N74YZ8XbAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test set R^2 = 0.59, p = 0.0, n = 8000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test set R^2 = 0.68, p = 0.0, n = 8000\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Evaluate isoform logodds predictions on test set\n",
    "\n",
    "def safe_log(x, minval=0.01):\n",
    "    return np.log(x.clip(min=minval))\n",
    "\n",
    "y_test_pred = get_y_pred(X_test, np.concatenate([w_L, w]), w_0)\n",
    "\n",
    "for lib in [2, 5, 8, 11] :\n",
    "\n",
    "    keep_lib = np.nonzero(X_test_lib[:, lib] == 1)[0]\n",
    "    y_test_pred_lib = y_test_pred[keep_lib]\n",
    "    y_test_lib = y_test[keep_lib]\n",
    "\n",
    "    #Compute Log Odds values\n",
    "    keep_index = (y_test_lib < 0.99999)\n",
    "    y_test_valid = y_test_lib[keep_index]\n",
    "    y_test_pred_valid = y_test_pred_lib[keep_index]\n",
    "\n",
    "    logodds_test = np.ravel(safe_log(y_test_valid / (1. - y_test_valid)))\n",
    "    logodds_test_pred = np.ravel(safe_log(y_test_pred_valid / (1. - y_test_pred_valid)))\n",
    "\n",
    "    r_val, p_val = pearsonr(logodds_test_pred, logodds_test)\n",
    "\n",
    "    print(\"Test set R^2 = \" + str(round(r_val * r_val, 2)) + \", p = \" + str(p_val) + \", n = \" + str(y_test_pred_lib.shape[0]))\n",
    "\n",
    "    #Plot test set scatter\n",
    "    f = plt.figure(figsize=(5, 5))\n",
    "\n",
    "    plt.scatter(logodds_test_pred, logodds_test, s = np.pi * (2 * np.ones(1))**2, alpha=0.05, color='black')\n",
    "    min_x = max(np.min(logodds_test_pred), np.min(logodds_test))\n",
    "    max_x = min(np.max(logodds_test_pred), np.max(logodds_test))\n",
    "    min_y = max(np.min(logodds_test_pred), np.min(logodds_test))\n",
    "    max_y = min(np.max(logodds_test_pred), np.max(logodds_test))\n",
    "    plt.plot([min_x, max_x], [min_y, max_y], alpha=0.5, color='darkblue', linewidth=3)\n",
    "\n",
    "    plt.xticks(fontsize=14)\n",
    "    plt.yticks(fontsize=14)\n",
    "\n",
    "    plt.xlabel('Pred Proximal Usage', fontsize=14)\n",
    "    plt.ylabel('True Proximal Usage', fontsize=14)\n",
    "\n",
    "    plt.axis([np.min(logodds_test_pred), np.max(logodds_test_pred), np.min(logodds_test), np.max(logodds_test)])\n",
    "\n",
    "    plt.title(data_version + ' (R^2 = ' + str(round(r_val * r_val, 2)) + ', n = ' + str(y_test_pred_lib.shape[0]) + ')', fontsize=14)\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:aparent]",
   "language": "python",
   "name": "conda-env-aparent-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}