{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Spoken digit recognition using the Free Spoken Digit Dataset (FSDD)\n",
    "\n",
    "At first, import packages to be used for the experiments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os, sys\n",
    "cwd = os.getcwd()\n",
    "module_path = os.path.dirname(cwd)  # target working directory\n",
    "\n",
    "sys.path = [item for item in sys.path if item != module_path]  # remove module_path from sys.path\n",
    "sys.path.append(module_path)  # add module_path to sys.path\n",
    "\n",
    "import glob\n",
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from sklearn.base import clone\n",
    "from sklearn.model_selection import train_test_split, GridSearchCV, RandomizedSearchCV, ParameterGrid, cross_validate\n",
    "\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.metrics import make_scorer, ConfusionMatrixDisplay\n",
    "from sklearn.cluster import MiniBatchKMeans\n",
    "from sklearn.utils import shuffle\n",
    "from sklearn.utils.fixes import loguniform\n",
    "from scipy.stats import uniform\n",
    "from joblib import Parallel, delayed, dump, load\n",
    "from pyrcn.echo_state_network import SeqToLabelESNClassifier\n",
    "from pyrcn.base.blocks import PredefinedWeightsInputToNode, NodeToNode\n",
    "from pyrcn.metrics import accuracy_score, classification_report, confusion_matrix\n",
    "from pyrcn.model_selection import SequentialSearchCV\n",
    "import seaborn as sns\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "#Options\n",
    "plt.rc('image', cmap='RdBu')\n",
    "plt.rc('font', family='serif', serif='Times')\n",
    "plt.rc('text', usetex=True)\n",
    "plt.rc('xtick', labelsize=8)\n",
    "plt.rc('ytick', labelsize=8)\n",
    "plt.rc('axes', labelsize=8)\n",
    "\n",
    "from IPython.display import set_matplotlib_formats\n",
    "set_matplotlib_formats('png', 'pdf')\n",
    "from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
    "from matplotlib import ticker\n",
    "import librosa\n",
    "import librosa.display"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Print number of files that are included in the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3000\n"
     ]
    }
   ],
   "source": [
    "all_files = glob.glob(r\"E:\\free-spoken-digit-dataset\\recordings\\*.wav\")\n",
    "print(len(all_files))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Feature visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the audio signal and normalize it.\n",
    "basename = os.path.basename(all_files[0]).split('.')[0]\n",
    "x, sr = librosa.core.load(all_files[0], sr=None, mono=False)\n",
    "# x /= np.max(np.abs(x))\n",
    "mfcc = librosa.feature.mfcc(y=x, sr=sr, hop_length=int(0.01*sr), n_fft=256, htk=True, n_mels=100, n_mfcc=13)\n",
    "# X = np.vstack((mfcc, mfcc_delta, mfcc_delta2))\n",
    "X = mfcc.T\n",
    "label = int(basename.split('_')[0])\n",
    "# Define time axis in seconds\n",
    "t = np.arange(len(x)) / sr\n",
    "\n",
    "plt.subplot(2, 1, 1)\n",
    "plt.plot(t, x, color='gray')\n",
    "# plt.xlabel('Time (seconds)')\n",
    "# plt.ylabel('Amplitude')\n",
    "# plt.xlim([t[0], t[-1]])\n",
    "plt.ylim([-0.4, 0.4])\n",
    "plt.title(\"Speech signal\")\n",
    "plt.subplot(2, 1, 2)\n",
    "librosa.display.specshow(mfcc)\n",
    "plt.title('MFCC')\n",
    "plt.colorbar()\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Extract features and labels from all signals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "extracting features...\n",
      "done!\n"
     ]
    }
   ],
   "source": [
    "X_train = []\n",
    "X_test = []\n",
    "y_train = []\n",
    "y_test = []\n",
    "print(\"extracting features...\")\n",
    "for k, f in enumerate(all_files):\n",
    "    basename = os.path.basename(f).split('.')[0]\n",
    "    # Get label (0-9) of recording.\n",
    "    label = int(basename.split('_')[0])\n",
    "    idx = int(basename.split('_')[2])\n",
    "    # Load the audio signal and normalize it.\n",
    "    x, sr = librosa.core.load(f, sr=None, mono=False)\n",
    "    # x /= np.max(np.abs(x))\n",
    "    mfcc = librosa.feature.mfcc(y=x, sr=sr, hop_length=int(0.01*sr), n_fft=256, htk=True, n_mels=100, n_mfcc=13)\n",
    "    mfcc_delta = librosa.feature.delta(mfcc)\n",
    "    mfcc_delta2 = librosa.feature.delta(mfcc, order=2)\n",
    "    if idx <= 4:\n",
    "        X_test.append(mfcc.T)\n",
    "        y_test.append(label)\n",
    "    else:\n",
    "        X_train.append(mfcc.T)\n",
    "        y_train.append(label)\n",
    "print(\"done!\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Normalize all features using the StandardScaler from scikit-learn.\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "scaler = StandardScaler().fit(X=np.vstack(X_train + X_test))\n",
    "X_train_scaled = np.empty(shape=(len(X_train),), dtype=object)\n",
    "X_test_scaled = np.empty(shape=(len(X_test),), dtype=object)\n",
    "y_train = np.array(y_train, dtype=object)\n",
    "X_train, X_train_scaled, y_train = shuffle(X_train, X_train_scaled, y_train)\n",
    "y_test = np.array(y_test, dtype=object)\n",
    "for k in range(len(X_train)):\n",
    "    X_train_scaled[k] = scaler.transform(X_train[k])\n",
    "    y_train[k] = np.atleast_1d(y_train[k]).astype(int)\n",
    "for k in range(len(X_test)):\n",
    "    X_test_scaled[k] = scaler.transform(X_test[k])\n",
    "    y_test[k] = np.atleast_1d(y_test[k]).astype(int)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Validate training and test sizes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2700 2700 (38, 13) [0]\n",
      "300 300 (30, 13) [0]\n"
     ]
    }
   ],
   "source": [
    "print(len(X_train), len(y_train), X_train[0].shape, y_train[0])\n",
    "print(len(X_test), len(y_test), X_test[0].shape, y_test[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Feature visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the audio signal and normalize it.\n",
    "basename = os.path.basename(all_files[0]).split('.')[0]\n",
    "x, sr = librosa.core.load(all_files[0], sr=None, mono=False)\n",
    "# x /= np.max(np.abs(x))\n",
    "mfcc = librosa.feature.mfcc(y=x, sr=sr, hop_length=int(0.01*sr), n_fft=256, htk=True, n_mels=100, n_mfcc=13)\n",
    "X = mfcc.T\n",
    "label = int(basename.split('_')[0])\n",
    "# Define time axis in seconds\n",
    "t = np.arange(len(x)) / sr\n",
    "\n",
    "plt.subplot(3, 1, 1)\n",
    "plt.plot(t, x, color='gray')\n",
    "# plt.xlabel('Time (seconds)')\n",
    "# plt.ylabel('Amplitude')\n",
    "# plt.xlim([t[0], t[-1]])\n",
    "# plt.ylim([-0.4, 0.4])\n",
    "plt.title(\"Speech signal\")\n",
    "plt.subplot(3, 1, 2)\n",
    "librosa.display.specshow(mfcc)\n",
    "plt.title('MFCC')\n",
    "plt.colorbar()\n",
    "plt.subplot(3, 1, 3)\n",
    "librosa.display.specshow(X_train[0].T, x_axis='time')\n",
    "plt.colorbar()\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hyperparameter optimization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "initially_fixed_params = {'hidden_layer_size': 400,\n",
    "                          'k_in': 10,\n",
    "                          'input_scaling': 0.4,\n",
    "                          'input_activation': 'identity',\n",
    "                          'bias_scaling': 0.0,\n",
    "                          'spectral_radius': 0.0,\n",
    "                          'leakage': 0.1,\n",
    "                          'k_rec': 10,\n",
    "                          'reservoir_activation': 'tanh',\n",
    "                          'bidirectional': False,\n",
    "                          'wash_out': 0,\n",
    "                          'continuation': False,\n",
    "                          'alpha': 1e-3,\n",
    "                          'random_state': 42}\n",
    "\n",
    "step1_esn_params = {'input_scaling': uniform(loc=1e-2, scale=1),\n",
    "                    'spectral_radius': uniform(loc=0, scale=2)}\n",
    "\n",
    "step2_esn_params = {'leakage': loguniform(1e-5, 1e0)}\n",
    "step3_esn_params = {'bias_scaling': np.linspace(0.0, 1.0, 11)}\n",
    "step4_esn_params = {'alpha': loguniform(1e-5, 1e1)}\n",
    "\n",
    "kwargs_step1 = {'n_iter': 200, 'random_state': 42, 'verbose': 1, 'n_jobs': -1, 'scoring': make_scorer(accuracy_score)}\n",
    "kwargs_step2 = {'n_iter': 50, 'random_state': 42, 'verbose': 1, 'n_jobs': -1, 'scoring': make_scorer(accuracy_score)}\n",
    "kwargs_step3 = {'verbose': 1, 'n_jobs': -1, 'scoring': make_scorer(accuracy_score)}\n",
    "kwargs_step4 = {'n_iter': 50, 'random_state': 42, 'verbose': 1, 'n_jobs': -1, 'scoring': make_scorer(accuracy_score)}\n",
    "\n",
    "# The searches are defined similarly to the steps of a sklearn.pipeline.Pipeline:\n",
    "searches = [('step1', RandomizedSearchCV, step1_esn_params, kwargs_step1),\n",
    "            ('step2', RandomizedSearchCV, step2_esn_params, kwargs_step2),\n",
    "            ('step3', GridSearchCV, step3_esn_params, kwargs_step3),\n",
    "            ('step4', RandomizedSearchCV, step4_esn_params, kwargs_step4)]\n",
    "\n",
    "base_esn = SeqToLabelESNClassifier(**initially_fixed_params)\n",
    "\n",
    "try:\n",
    "    sequential_search = load(\"../sequential_search_fsdd.joblib\")\n",
    "except FileNotFoundError:\n",
    "    sequential_search = SequentialSearchCV(base_esn, searches=searches).fit(X_train_scaled, y_train)\n",
    "    dump(sequential_search, \"../sequential_search_fsdd.joblib\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Test the final model on the training and test set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Classification training report for estimator SeqToLabelESNClassifier(input_to_node=InputToNode(bias_scaling=0.8,\n",
      "                                                  hidden_layer_size=400,\n",
      "                                                  input_activation='identity',\n",
      "                                                  input_scaling=0.9756320330745594,\n",
      "                                                  k_in=10,\n",
      "                                                  sparsity=0.7692307692307693),\n",
      "                        node_to_node=NodeToNode(hidden_layer_size=400, k_rec=10,\n",
      "                                                leakage=0.08431013932082461,\n",
      "                                                sparsity=0.025,\n",
      "                                                spectral_radius=1.6167946962329223),\n",
      "                        regressor=IncrementalRegression(alpha=0.0017670169402947947)):\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0  0.9641577061 0.9962962963 0.9799635701       270\n",
      "           1  0.9962121212 0.9740740741 0.9850187266       270\n",
      "           2  0.9816849817 0.9925925926 0.9871086556       270\n",
      "           3  0.9960784314 0.9407407407 0.9676190476       270\n",
      "           4  0.9962962963 0.9962962963 0.9962962963       270\n",
      "           5  0.9889705882 0.9962962963 0.9926199262       270\n",
      "           6  0.9923954373 0.9666666667 0.9793621013       270\n",
      "           7  0.9889705882 0.9962962963 0.9926199262       270\n",
      "           8  0.9711191336 0.9962962963 0.9835466179       270\n",
      "           9  0.9818181818 1.0000000000 0.9908256881       270\n",
      "\n",
      "    accuracy                      0.9855555556      2700\n",
      "   macro avg  0.9857703466 0.9855555556 0.9854980556      2700\n",
      "weighted avg  0.9857703466 0.9855555556 0.9854980556      2700\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Classification test report for estimator SeqToLabelESNClassifier(input_to_node=InputToNode(bias_scaling=0.8,\n",
      "                                                  hidden_layer_size=400,\n",
      "                                                  input_activation='identity',\n",
      "                                                  input_scaling=0.9756320330745594,\n",
      "                                                  k_in=10,\n",
      "                                                  sparsity=0.7692307692307693),\n",
      "                        node_to_node=NodeToNode(hidden_layer_size=400, k_rec=10,\n",
      "                                                leakage=0.08431013932082461,\n",
      "                                                sparsity=0.025,\n",
      "                                                spectral_radius=1.6167946962329223),\n",
      "                        regressor=IncrementalRegression(alpha=0.0017670169402947947)):\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0  0.9375000000 1.0000000000 0.9677419355        30\n",
      "           1  1.0000000000 0.9666666667 0.9830508475        30\n",
      "           2  0.9677419355 1.0000000000 0.9836065574        30\n",
      "           3  0.9655172414 0.9333333333 0.9491525424        30\n",
      "           4  1.0000000000 1.0000000000 1.0000000000        30\n",
      "           5  0.9375000000 1.0000000000 0.9677419355        30\n",
      "           6  0.9642857143 0.9000000000 0.9310344828        30\n",
      "           7  1.0000000000 1.0000000000 1.0000000000        30\n",
      "           8  1.0000000000 1.0000000000 1.0000000000        30\n",
      "           9  1.0000000000 0.9666666667 0.9830508475        30\n",
      "\n",
      "    accuracy                      0.9766666667       300\n",
      "   macro avg  0.9772544891 0.9766666667 0.9765379148       300\n",
      "weighted avg  0.9772544891 0.9766666667 0.9765379148       300\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "esn = sequential_search.best_estimator_\n",
    "y_pred_train = esn.predict(X=X_train_scaled)\n",
    "cm = confusion_matrix(y_train, y_pred_train)\n",
    "cm_display = ConfusionMatrixDisplay(cm, display_labels=[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]).plot()\n",
    "plt.show()\n",
    "print(\"Classification training report for estimator %s:\\n%s\\n\" % (esn, classification_report(y_train, y_pred_train, digits=10)))\n",
    "\n",
    "y_pred_test = esn.predict(X=X_test_scaled)\n",
    "cm = confusion_matrix(y_test, y_pred_test)\n",
    "cm_display = ConfusionMatrixDisplay(cm, display_labels=[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]).plot()\n",
    "plt.show()\n",
    "print(\"Classification test report for estimator %s:\\n%s\\n\" % (esn, classification_report(y_test, y_pred_test, digits=10)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x90 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(sequential_search.all_cv_results_[\"step1\"])\n",
    "df.mean_test_score = df.mean_test_score.clip(lower=0.95)\n",
    "fig = plt.figure()\n",
    "ax = sns.scatterplot(x=\"param_spectral_radius\", y=\"param_input_scaling\", hue=\"mean_test_score\", palette='RdBu', data=df)\n",
    "plt.xlabel(\"Spectral Radius\")\n",
    "plt.ylabel(\"Input Scaling\")\n",
    "\n",
    "norm = plt.Normalize(0.95, 1.0)\n",
    "sm = plt.cm.ScalarMappable(cmap=\"RdBu\", norm=norm)\n",
    "sm.set_array([])\n",
    "plt.xlim((0, 2.01))\n",
    "plt.ylim((0, 1.03))\n",
    "\n",
    "# Remove the legend and add a colorbar\n",
    "ax.get_legend().remove()\n",
    "ax.figure.colorbar(sm)\n",
    "fig.set_size_inches(2, 1.25)\n",
    "ax.yaxis.set_major_locator(ticker.MaxNLocator(5))\n",
    "ax.xaxis.set_major_locator(ticker.MaxNLocator(5))\n",
    "plt.grid()\n",
    "plt.savefig('Basic_ESN_IS_SR.pdf', bbox_inches='tight', pad_inches=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAJ4AAABuCAYAAADWF6piAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAANLElEQVR4nO2de2xb1R3HPyd2nGfzTmhJS9ukDdDSiiUNj2kwHh5skzYQhAKD7Y8JCvtjb6ldJ6Rp+2Ndu5embYwGNgkJiQFlGhNsgxQahDagbVqgpVuzNqGl7zbOo078iO3f/rg3rRPsxHaufW3nfCQrvveee+7P9jfn3HPO95yrRASNJtMU2B2AZm6ihaexBS08jS1o4WlsQQtPYwtaeBpbcFqZmVJqPdAnItui9lUBbqAGeN7cfWFbRIasjEGTG1hd4vXF2LcR2APsBtbF2NbMQSwt8eLQKiJ9ZsnXDlRN2dbMQTIhvKRQSq3DLAmLi4vbLrvsMpsjSo5IJEJBQW7dOqcr5t7e3nMiUh/rWCaEN1G6NQG7gOYp25MQkU6gE+Dyyy+XgwcPZiBE6+ju7uamm26yO4ykSFfMSqkj8Y5ZLbx2YMC8qBvwAJuBtebxToxGRfS2Zg5iqfBEZEPU++1Rh6IFNoQW3Jwnt25GNHmDFp7GFrTwNLaghaexhazrx9NYTzAUYXAsyDlvAM9okAFvkIHRIGUuB0vqyhgOZN6FroWXYXzBMOe8AQbHgkQEQuEIvae9nB7xMxoIERahsaqExqoSFlaX0lhdQnmRk4HRAAsqSxK+zmggxF/2HueZt49w8PT5GdO/eq6H77pbWH7JvNl8vITRwksT4YgwMBpg//Fh/vbeCXqODjLgDTIWDMc9p9TlQAGjcdJ8ZlkdKy6toKTQQanLQWmRk9JCBwKcHvFzZsTPWW+AMyMBDp46z/lAiFWNlXzHvZz6eUXUlrmoLS+ipsxFbZmL8/4QHw2M8tyOvew4eJZ/7D+F+8pLaFtczerGSlY2VlJZUpiW70dl82SfTI5ceEaD7Oz3cHLYR2VJIVWlhVSWFOJyOAAYj0TwBcP4gmHGxsP4g2F842EGRoOcGvbhGR1ncCzI8bND+HEy7Btn4qutLCnkM8vrmF9RTG25i7ryIqpLXTgLFChoqitjUXUpBQUKEWHEF+LY0BjHBn0cG/QxPBbEGwjzz/0n8YwF8Y9HYn6GecVOGuYV0TCvmMW1paxtX8SnFlWhlJr2s3d3d7O6/dNsffMwr+w7ybFB34VjNyyv4yd3XMXSurKkv1OlVI+IrIl5bC4Kb8Q/zpmRAAdOjrCzf4Cd/R56T3tTyqtAQd1EKVLuYtw7xBVLF1JdamwvrSvj2qW1uJzWtePCEcE3HmYsGMIXDCMCDRVFlLpSq8CmDpkNjgbZd3yYniOD/Olf/QRCEb558zIe+WxzUp9jOuFZVtVO9d1N+OyUUq0Y47JNIrLF3LfVPG2ziMSyUlnOR+dG+enf/0PPkUEGRoMX9pe5HKxZUsMdVzdy7dIaltSVcd4fYmgsyLBvnFDY+Md0OBSlhQ5KXU5KXAWUuJyUFDooL3JO+jGMH/GqtH4WR4GivMhJeVF67pSqy1zc2FLPjS31PHDtZfz45QP8squXl94/waa7VtG+pGbW17Ay8o3AVqAKw12yZWK/iNyjlOownSd9GMNmmzJhAg2Ewvyqq5en3urHoRSfW3EJqxdWMr+ymKV1ZaxYUIHTMfm/uK68CEi+aslHGiqK+f1XWuloPcNjf93PPU+8zZaO1axds2hW+VopvKm+uwuY+/YAGzBcyE1Aj1KqLZ3i8wZCPPDkO7x/bJh71yzi+7e10FBRnK7L5TU3X9FA1/du5MGn3uXXXb3ceXXjrG4fMtGBvBXDodIB9IjIkGl92oxRNacFXzDMQ0/vYt/xYbZ0rGZzx2otullS6nLybXcLJ4f9/HXv8VnlZWWJN9V3B1xwqWxXSr0APBydHsM2NYloI2h9fT3d3d1JB+IPCb/d6+fAQISHVxfR4D1Md/fhpPNJBa/Xm1LMdpJMzCLC4ooCfvmPfdR5D1EwQ4t52oyseGEIbkI0VRilWav5vgOjKiYqTcdMeba0tEiynDvvly//9i1p2viKbNv9cdLnz5YdO3Zk/JqzJdmYX/nghCze8LK8/P6JadMBuyXOb2tZiSdG6zTaZxftx9sWlS5tXrxQOMJX/7iTw2e9bH2wDfeKS9J1qTnN7Svn01RXxuPdh/jiqvkz9hPGIq9MAs+8c4QDJ0f4zX1Xa9GlEUeB4tHPNvPhiRHe7D2bUh55IzzPaJBfdfVyw/I6bl853+5w8p47P9XIgspiHk/x3jlvhPeL1w4yFgzzoy+tSKno1ySHy1nAwzc0sbPfw+6PPtFGnJG8EN7+48M8u/MoX7t+CcsaMuOu0MB91yyipsyVUqmXlPCUUhVJXyED/O6NQ1SVFPJt93K7Q5lTlLqc3NO2kDd7z+Ifj++6iUVCwlNK/UwpdYuIjCil7kopyjRxZsTP9v+cZu2aRWmz8Gjic2NLPeGIJN2hnGiJ91zU+0eTukKaeaHnGKGIcG/77MYONanx6eZaVi+s5PfdhxgPx7ZrxSKZqnatUuoPGENdWUEkIjy362Oua6qhqb7c7nDmJEopvnXLcj72+HjpvRMJn5eo8NpE5FER+YaIvJ5aiNbz78MDHPWMcf81ubW+Sr5x65UNXLmggqfeStzhlqjwlimlblFKXa2Ueii18Kzn2V1HqSot1P12NqOU4r72Rfz31Hl6E5jfAYmbBAYwzZzAsjgXryIBI2i8dMky4A3w2oen+Op1SygudKSShcZCvrhqAW/89wzBUGL3eYmWeNuANUAb8EScNPEWXNwoxgqhfabzxJKFGV/cc4zxsHD/NbpRkQ3Uzyvi6a9fw1WNlQmlT1R4d2M0Kn5AfA9dq2kU6CO+EbRtunSJIiL8eefHrFlcnbHpeBprSVR4/SLSDwhQneQ1JhlBkzw3Jjv7PfSdG+U+3ajIWRK9x+tTSj0PVGLY1+OlqWJmI2jbdAszJmIE7fwgQIkT5g39j+7uQwl+hMyQ70ZQy4hn1Ev2ReJG0EnppsszlhHUFwzJ5Y/9XX7w4geJ+hYzylwwgiYKszWCKqU2ichG8/1DIvJUDAEnagSdmi4p9h4dwj8e4dYrGlLNQpMFJHqPFy0iW4fM3ukboEBB+9LZz+3U2Eei93gepdQTGA2L9WmMZ0be7htg5aXpW9NDkxmmLfGUUptMV8pe4DCG8KoyEVgs/ONh3js6xHVNurTLdWaqaj0i8oZS6mFgrYjcBtRmIK6Y9BwZJBiOcF2TbSFoLGLGqtYU3QaMFioYXSq20HXgNEXOAq5v1sLLdWYq8ToxJl23iWECvRWwZUKDiNB14DQ3LK9PeVUkTfYwrfBEZFhEXhSRYXP7dRH5eWZCm8yHJ0Y4PuTjtpV62mI+kDOTfV798BQFCtxXauHlAzkhPBHhpfdOcH1zLTVlLrvD0VhATghv10eDHPWMcXfrQrtD0VhETgjvxZ5jlLkcfP4q7TTOFzKxFG0TRldMjZgL9iSzFK0vGOaVfSf5wqoFujWbR1hZ4sVzFndgmD77lFKt5uNEh4ANM4kO4NAZL4UOpavZPCMTS9F2Aq8Dz8nFORcJL0W7amEl7/7QbSzNr8kbMlF31WC4kB9RSm2bsEWZC+u4ibJMgTUrgtqJNoImSDyjXrIvLq743gqsj9q/Pmr/uqj9bkxzaLxXKiuC2o02gl6ETKwIypRHwEc9Gn6bud8DPG+WaGAYELZ/MhvNXCBTS9F2xnmvmaPkRD+eJv/QwtPYghaexha08DS2oIWnsQUtPI0taOFpbEELT2MLWngaW9DC09hCxo2gVi1Fq8ltMm4EnSadZg5hpfDiLTHbCTxpHt8zTTrNHCLjRtCZEkcbQYGAUmp/OoNLA3XAObuDSJJ0xbw43gErhRdzKVqMqrYTo2p1T5MOuPAE74lJQbtFZI2FMaYdHXNiZNwIiuHTu5DOwutrcghlOJSzE116ZAY7Ys72frxcLBF1zAmQ1SVeLMx+wQ5gu9lKznpyMWYApdRmEYn3eIlZYXuJp5Rar5TqMN9XKaU6lFLrzAZILJqAZozuGFtINma5OHF9KEMhfoIUvue0YrvwmCygSZ3L5hfUOvEC44EtIvIIFxsodpBUzCbbiP84rkyQSsxpI9sWI5m0GoGIbMH4gi5gtpb7mDyLzU7yMmaTqnQFkG3Cm5FcnIubizEDmDVLWsiGqjaaaTuXsxQdcwpkQ4nXjvEgZpjSCW1POAmhY54lOdedoskPsq2q1cwRtPA0tqCFp7EFLTyNLWjhWYQ5JNWTzBCUOWSVkZGCbCMbulPyhe1Ac5KTlzwYDu05hy7x0kjU+Odmc9ttvjZPSbdZKdUUfdwcP12nlOqKHkedem6uooWXXh7BKNG6zO3dGGO20dXrBmCT6WCJPu42t/eY+6bmldNo4aUJ04M34abZbt77rcUYeB+KSroHwy3ClON9wL3A4Ynqe0peOY0WnnW4gYnqcr25/YJZVXaY4mnGGB+tMoXZBBw2z+uIPg4sNP9OTJafmldOo4fMshRTvJ0YQqzJVYdLPLTwshSzRHQDffkmOtDC09iEvsfT2IIWnsYWtPA0tqCFp7EFLTyNLWjhaWzh/5ZqYf+9NtSdAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 144x90 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(sequential_search.all_cv_results_[\"step2\"])\n",
    "fig = plt.figure()\n",
    "fig.set_size_inches(2, 1.25)\n",
    "ax = sns.lineplot(data=df, x=\"param_leakage\", y=\"mean_test_score\")\n",
    "ax.set_xscale('log')\n",
    "plt.xlabel(\"Leakage\")\n",
    "plt.ylabel(\"Score\")\n",
    "plt.xlim((1e-5, 1e0))\n",
    "plt.ylim((0.8, 1.0))\n",
    "# ax.xaxis.set_major_locator(ticker.MaxNLocator(10))\n",
    "ax.yaxis.set_major_formatter(ticker.FormatStrFormatter('%.2f'))\n",
    "plt.grid()\n",
    "plt.savefig('Basic_ESN_LR.pdf', bbox_inches='tight', pad_inches=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 144x90 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(sequential_search.all_cv_results_[\"step3\"])\n",
    "fig = plt.figure()\n",
    "fig.set_size_inches(2, 1.25)\n",
    "ax = sns.lineplot(data=df, x=\"param_bias_scaling\", y=\"mean_test_score\")\n",
    "plt.xlabel(\"Bias Scaling\")\n",
    "plt.ylabel(\"Score\")\n",
    "plt.xlim((0, 1))\n",
    "plt.ylim((0.96, 0.98))\n",
    "ax.xaxis.set_major_locator(ticker.MaxNLocator(5))\n",
    "ax.yaxis.set_major_formatter(ticker.FormatStrFormatter('%.2f'))\n",
    "plt.grid()\n",
    "plt.savefig('Basic_ESN_BS.pdf', bbox_inches='tight', pad_inches=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAJoAAABnCAYAAAD481vQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAATVElEQVR4nO2deZzNZdvAv7fZJB5MtmwxhEgxljZbjFKPSrZ5QklCtFCvTCrhjZCSeqrJ9nqylW0eWUqZpJJihlHIkjFjD5kFE2a73z+u35k5Z8xyZpw5Z864v5/P73PO+W33deZcc//u676WW2mtMRiKmzKeFsBwbWAUzeAWjKIZ3IJRNINbMIpmcAtG0QxuwSiawQGl1BilVO8c+yoppXorpYYqpSoV5b5G0Qw5OZTLvrHADiAaGFqUm/pejUSGa4ZgrfUhqzdrU5QbuEXRMuJ2aIDUG5tm7fOJWgVA3ZmnAIgbJKI0iajMvo97AhBw/DcAjlaS66r9OIfXVFcAJl1aA8DCev0A6BIUCMDOW+/ko7HhAHz5TFsHOT7cegyAeRF7iJl2v8OxNq9HAhA1KYQbu08C4PO4dQB03iptHX1zNAD1Ro1hadsBAPQ6tAWAKdVaAxCWuBuAru//zJljySLT9G4AVG4/CoDPjv5IzebVAOjX4DkAds/8JwAnxz4FwE2jwhjXSP4Og5+R31a/PgeAIYtjsr6fb/LJrO/gV72+IgcBrYY4uH5Sd8wdhmOvNFtrPTvnda7G9GilHB//6xw+W0pVWMWy9WZBQFRR5DCKVsrxu658YS9pA5wFUEoFIco1DehrHS9S72cUrZTjW/b6Qp2vtQ6ze3+IbOPgqh6vRtFKOUXo0YqFYlM0pdRQrEHnh+/P5OmnniRk5hY+/GUqAE0+Xw1A3KB5ALSPagjAni5bOfKCDPDrfrAEgJnlbwFg26R5RI6S86I6ygC9XPjjANSq4AfAa9PmEzKiPwBHfm/ucJ/BwTUB6LdpOn6JYmAc8ash95sUkiV71M37AKi99mcAMqz9gU3qyedKNXm2ZR8A+h74CYBxUbMA2JeYCsChHfvwu74iAD4xYlQk/jgzq41NTe4AYPcaMQIuzZ8gfzcfHwBSqzdmXPIeh2Nlre8YvnsGALeOepwKgdljsJ1v1ScnOcdonqLYFM1+0Hn5QrIJevMQvt7Soyml/gHY/t2DtNbvFK9IBlfiV7asp0UAnPMMzLFer5ijMZR8/AJ8HTZP4UzLcUASomhJxSmMwfX4+vl4WgTAOUU7i8ylJACVilUag8vxD/AeRVsBhAEambgrNIv3iSvmpX82ockosTYPPPEoAJ0vtANg+QfBAKRErGX9QBkG2vwk0+PXAtB+wZ9Z97xz3TIA/vWsWJ+h4Y9IW7cnkJawC4CDg8SF43/mD7mo6s0A3E8vjj73JQCRZb+RY/NWAuKmqrvydwBqv+f4PcoOmgDA/sTLrPxYXEdptSsA0Os/OwCI/nouAIc/G4Hfnm/lnGZdANjTUyzMZhHr6LRvKwC23KA/vtgGQMIfiQDUmATxw2WOtF74Mgc5BtZ9FoBvzs6j7c7mdkceJCeefFza44wUvRAFSwD6AHOLVSKDS/Hzoh4tTmsdZ1mflYtbIINr8feiHu2QUmoZUBF5hBq8iAB/53s0y3EeAgQCy7TWSXbHZllvp1muqUKR5/SGUqqF9TYI2ICM1UIL24DBs1Qo6+uwFUCuAY5KqRBkxiGsKEoG+fdoyXbvE4DEojQA8Nit1bLez95+AoChC/4LQObDUwCoOm4gAAcmL2RoTXEE/5FwGYCbqzQAYOGQuln3CavRHoDYC3sBWPr7XwD0btop65yG8yMA0Pt/kB2WMdDylmr8ENYBAP9Tcn6qdc1zd9RGHd4OQNSJFABaW/IMjxAjIbxnU2qulJg1nn4TgIdaiHtr5ZMjAHjwk21ER3wnbZTfCUCPJ8TICd++msuxci+fPq8A0C9IjItVN4hLLuDIduLDZApzmtXuvY2rApCeJk6xml3u5tSYruRH+bJ++R7PQV4BjtFIh7NdKdXKvqdzljx7NK11XPZbvRK4Dyt8xOA9lA/wddisuP9ou63A0GytdZLlUpxGtpeoUDhlDCilRgOx5B5PbijBlMsxRisg8LGgAMdDyNOt0DijaIHI83k5Mr2xsygNGTxD+YLHZfY4BDjaBT4GWfsStNaRRZHDGSmiEI9AF4xnwOsojKJZA3373i4JFz3FnJFiDrCUQjrV7ePRXnzzHbr/6wlOp6QyIEYSR7pvfxiAowOla/+x1XwAup7fzp1TZLo88mUZ8NtmyIc0eZENI+8CoPqGbxzaizmaBEDvplUYV0FizSafjQYgrbEM/EeXawJA3/1RZKx8G4Aqn8rAetsiSTyZHPkH4T3lepsR8PK6AwBZ+0+NH8byjyRW7TnLGOjXvLqDPF8+05bpzWTfq4EH5XvMF8OnmX6MteNfAqDMS5Lksuu9RdaVMrt/ctpI7hs4HIBOVru1e74LwLGI/wGg5sM/c2J1dgxabj/m9V7k6yySU91+LLDx4BkTj+YhAny9R9HOAg2QQaDxDHgZ5fxKRo54gYqmtZ4OoJSqqLVOLuh8Q8miXAl5dBao7kqpKUqpzlrrZKVUT3cIZXAd5fx8HDZPoQqqYauUaglU1lpvVEp9o7W+r7CNXLx0SQN0nvETezfKbPm382Xw3fKiJGCknzoKQEabHnSeIQkftkzvf385EYBO+7Zy7oOXAfjHC9PlukyRf8vR8wCs2nWSGd0bA5CaIcduemQyACfXvg5A99lRlLOssaPx4vDYep+8Xjywh07xEroU/Zx4JParGwFouEdCiTLbPcZd/7tRrgsRj8RPdR8A4C4rbMie9fVaAfBw5AcALM9owuX0TAD617gAwLLTct2jt1SR+7a7lxrrvgag/q7sdgGqhIyVv8/IG1EPvZDVznVly15hsEUdSXT4gdvUreyRSGlnbd++Sqk+wNTiFMbgegJ8S8YYzRkpbBO2ycCwYpXG4HL8fZTD5imc6dFCgLeQ6Y2gAs41lDA8qVz2OBWPhrglFBAMDC9WiQwuxb+M9yhaK+ATRNGK5FA1eA7fQvRoeQU+5hcQ6bQcTpwTizwyFXBlzr0TvP+zWJQ+PmXQmWJtNf5BLLC2B6Q0wMiPxLLsfawHqRfT5Lo1EwBoulNqkPme+5P9KyVW7Ktm4oJ7PubfALx6WZJTvh/bEWVZ0lM3SaSTzdq0JcR89ck8pm4XK3VlM5Ft8gWxDMO/OkXs4nsBSEyX+5zuKJ9fGT4TgA5+xwj/RfJ0nmgk1u8joR0BUEdEvrgRofQoL7XOdsbLvtUHxbL1K6OJuUvOTzsnsWaBHcS19tN6ca3ds/k7Zle7HYDId/4DwNwdYnF3fkJKRqiHWrK0Vsusv/OTZ/eSk0L2aGOBWYhPeyjwdgH7ncYZRUsq7E0NJYdCjtHyCny86oqPzoRyJyBdZiBwQ1EaMXgOXzIdtqIEPrpGjryxdzclYno2r0RlpDl8LmLg41VXfMw3lNtKsdOIokVprefkdX5O7P9ztq39vCiyGVyASr/ksBWALfCxNVbgo5WY4rC/SHLk5YKyXE9zEA1OBloiqVYbC9vI9qNJGqDpr4shZDAAu09fBKDzAHEPBd3dGYD1Fdex89E3AOj46/8B8NnwTwFocU8dai1aBUAgcv3B5wfJ6wYZ+EeeTmFaypWDYoD/1pFs+LsGtmLXUzKIb7nkNQDKjhGjorx/GcqkS1JMdLfuAOzZc0baWCCuoCWf/8LhqVKIud+3IseSTv4ApNaQmLf2U75n6gBpr11tKR3lmxAPQNykcdR/Q2LT0irXAeDXU38DcHv1cgDsCOlKcOQGAMZviAVgYldxiUXfK5nvD1cI4fiwbJdXuV6jrxiQpZ2Od/iB/arVK3EuqFCtdWv7HUqpqUChFc3gOZT1T+Np8lO0b3LZt624BDEUDyojteCT3EB+iva2Usp+4KeQyduI4hXJ4EpUWsnv0WYBOTNeipTTZ/AcOvWip0UA8lG0PCxMp61Oe1qc3wnAuiHh1LnjCwAGNZQ4qsvnxat17DdZDaRSxLt0/ELqRfU7LzPyE+7dBEDae5/zUfXbAPjgbqnOELNMCiF3vE6+yqdLf7ui/Rk/HQFgdJwklGT6BhDbShJfRr/8EQCd98qA3/eB++kQeisAbd+Tmfjg5hKCVzdUDIblxyNIrSoFmUd2kmz2AxPFKGk8VsqTfFVpPXHPi/egUQ05tmivJOacO3qeVnulKNNfX0gbrcqJMVCn/0IAJv9+hmBL/vlzpcTWxK7PA9D6OymHtTkxlYDkX6/4vvboiyn5HncXJaPUjKHYyLzkBYqmlKqP5HNGI2O0vlrrse4QzOAa9OUC587cQkE9WhDQkOzE4Q3FKo3B5Whv6NG01t8qpUC8AwroiplH8yq8QtEsugIHuYry73PPS3RRWsQauraURA/bvMkPq8UL0CHiYwAaDJzPZ28NAWDpYRkET3hKjIP3eo2l8kMvAnCiZxIAfn5ivmf4SHmm5L/TOJgo+wa8L0kuv0wQr0PVbuMBOLV+Ij/OkEH3gna1AMi0rg+IXkTjdyV0qEmMlIlaKrYBuxZISarKMTXJtOTfcfIcAIOtOrO2yYSmm7bw5xwJE9q/XYx3/9GS1Z5evy2nrPZOjJfo+BPDZTWU+IVPA6DLDKNl2NcO7SZflqz6I6EPAdB81ZfcNj0JG3tmcAWZXmQMLCW7R2tVvOIYXE3GpaufsHVFJUhnFG0Y0qOBzK0ZvIi0FJfMo+Ua+GhXCXJKQVG3zmRBzUIMggZcRdVHg2dI//uSw1ZEgu2WVMxZCTIWqQRZKb8bONOjTUV6tURM+XevIy3FUbnsqzxZFHmpa6sXm20ZjCFIneNccUbRYsheOaWyFXmbpLWOz+8i+y9Uqe3jXN+wI5Vr1aDfrVLK6fKHMiN+dqkscLHmgHgIeva9h3vOWeWm7pZyVW9Y93wjoymHV8vAOnGfDNTLdZewmrYvieHw6lOtqbNGZuQ31rYF/YkxEDZucJZ8DftL/kCd9mJ4XF9V6uPu7ZnAd1XEVDk4W9ZHvxAqba6oK3P1t8dsYeJckXHN0w4BLlkLVGyb9wzLj4uh8Eg3SRyz5RN0mxPDmJkyy1/GqsjYKGOUXD9JnC8nwp5k5GNTHdodfEq8AMHzZQSjz/3J9vuy11TPjfQcY7T8Ah/txmL2ROKCSpDOKFowYgzEIs/jNtb7+Pwusv9CtfvPM2WrPER6IcZoVg91Ra+klLrqSpDOKFofsrW8vllG0bvI+egsCq6oBOmMMTAb6dEMXkhqSprD5inMMoqlnLQLJT/w0Yap+OjFpF1K97QIQP7JKf/QWp8raJ8z2OqjAezvLxnlp3ZJ/FeH3yQLvVYPSX4uW7EqoVYh43d2LwBgSTuxxnfNX5GVoFHGSiOzuY5sLKnZgtvvFLfSGWs1FZtl91hQDwC69XuAnzcfBuDgKKlHln6TOD3qPfkpzTq2AGDbClmi8dR6yaLf2k7i4+7Y/B1lfpFElcaL5H/1wED5ij51JDllerM+/JVqrXCyUWIR+lrFky+kZfL1zTIdNeC4xOFVuCxGW0b5Klf8/Wzt9r5R/naP9L8fgA973ILvueylJXNLPPnhjrsdfuAOW7eUuOSUHUqpWLvPtpIINxevSAZXknrBc+Mye/JTtDBMKLfXk5ZSwsdo1vpPOcltn6EEk2ZFfHgaE8pdyrmQnlnwSW7ALYqWuliWHPTv/zqNF0tySrNdkjZqs4mOrxoDQJMREcxrJ5PQXXQjAEY0lbXINy8cjX8DSf44XkNcPw9MkoF29FuynGCFTRtp1igwVzmOW6/RJ1KYulfi31KDwh3OaXLPbYx/8BYAWlvuJXsjAGBchaa8eV7KTe29U66z9RvhVqmpkWd30fiZ5QD8ulvcSs/G9cpux1oKsccnsrb6vs3i0jqy9Pmsc96s2EzaS5aC0hEdxZXWpscoAKZ+H88rHetlnZ/bgonXlKIZPIdRNINbuJjhGqeOUmoMcEhrvcJuXyWcrARZMmqDG4qNlIxMh+0qyM23mevS2LlherRSTjE/Op2vBKm1LpYN0fBoa1voqnua+1zdfXL8LtHOtg30Bnrn2LfBeq0ELM/v+gKX6HEFSqlonaMElrlPybtPXoGPWuskpVRvAO04RpuFTOwHASFa6zyLKJtHpyELnUfgo0UbJMACu8BHh4DI/O5tFM3gFFrrMLv3tkQVcLLUqLusziIlP5j7eOw+LsctYzSDwcyjGdyCUTSDWzCKZnALRtEMbsHrFc1aoWW73ecN1jyPq9vprZSKza/GhHVOcF7Hr2W8XtGQcPNgK7oAYJbOp3zSVbZzSBe8VqVZpTkXSsuE7TBgllIqK8fBrmcJ1VqHWe6SWUAoUiI1GFmtLxbx+dlmu1cgfr0brM9DciqXpdRZx63X1khaYpR920itilBkgrPA8k6lldLQo4EoyjBgORIbhfU5kOy6u7E5XpMQp/BsYKzlw1uB+O6SrOuWkntCTs7jY6372AqgZLVt5xvccK0qGZSeHg2t9WylVAPkR55t7YuELGdxbtgq4FSyzknIsT8vClzyO0fbUUgNk3wLoZRmSkOPFmJtNn+c7cdcbhkGva2eJBJRwgZIXd4GyOMOpBcbijiIp5H9GLWvmBMCBNmVb7LfZimlliOO50D7tq17rgACbREQ1yLGBWVwC6WhRzN4AUbRDG7BKJrBLRhFM7gFo2gGt2AUzeAWjKIZ3IJRNINb+H/BLEe7PfnHJQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 144x90 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "idx = np.random.randint(0, 400, 50)\n",
    "\n",
    "fig = plt.figure()\n",
    "fig.set_size_inches(2, 1.25)\n",
    "ax = sns.heatmap(data=sequential_search.best_estimator_.input_to_node.input_weights.todense()[:, idx], cmap=\"RdBu\", vmin=-1.0, vmax=1.0)\n",
    "ax.invert_yaxis()\n",
    "ax.yaxis.set_major_locator(ticker.MaxNLocator(5))\n",
    "ax.xaxis.set_major_locator(ticker.MaxNLocator(5))\n",
    "plt.xlabel(\"Neuron Index\")\n",
    "plt.ylabel(\"Input Dimension\")\n",
    "# plt.imshow(sequential_search.best_estimator_.input_to_node.input_weights.todense()[:, idx])\n",
    "# plt.colorbar()\n",
    "plt.savefig('Basic_ESN_Input_Weights.pdf', bbox_inches='tight', pad_inches=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Increase the reservoir size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "print(sequential_search.all_best_params_)\n",
    "print(sequential_search.all_best_score_)\n",
    "base_esn = clone(sequential_search.best_estimator_)\n",
    "\n",
    "param_grid = {'hidden_layer_size': [50, 100, 200, 400, 800, 1600, 3200, 6400],\n",
    "              'random_state': range(1, 11)}\n",
    "\n",
    "for params in ParameterGrid(param_grid):\n",
    "    esn = clone(base_esn).set_params(**params).fit(X=X_train_scaled, y=y_train, n_jobs=8)\n",
    "    score = accuracy_score(y_test, esn.predict(X_test_scaled))\n",
    "    print(\"ESN with params {0} achieved score of {1}\".format(params, score))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "K-Means Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Init 1/200 with method: k-means++\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Inertia for init 1/200: 327.990662\n",
      "Init 2/200 with method: k-means++\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Inertia for init 2/200: 334.455536\n",
      "Init 3/200 with method: k-means++\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Inertia for init 3/200: 391.298218\n",
      "Init 4/200 with method: k-means++\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Inertia for init 4/200: 375.644836\n",
      "Init 5/200 with method: k-means++\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Inertia for init 5/200: 367.723206\n",
      "Init 6/200 with method: k-means++\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Inertia for init 6/200: 342.951599\n",
      "Init 7/200 with method: k-means++\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Inertia for init 7/200: 355.770508\n",
      "Init 8/200 with method: k-means++\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Inertia for init 8/200: 364.470520\n",
      "Init 9/200 with method: k-means++\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Inertia for init 9/200: 394.145905\n",
      "Init 10/200 with method: k-means++\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Inertia for init 10/200: 384.010284\n",
      "Init 11/200 with method: k-means++\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Inertia for init 11/200: 351.883453\n",
      "Init 12/200 with method: k-means++\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
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      "  init_size=init_size)\n"
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      "  init_size=init_size)\n"
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      "  init_size=init_size)\n"
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      "  init_size=init_size)\n"
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      "  init_size=init_size)\n"
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      "  init_size=init_size)\n"
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Minibatch iteration 2292/132800: mean batch inertia: 2.747727, ewa inertia: 2.931733 \n",
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      "Converged (lack of improvement in inertia) at iteration 2312/132800\n",
      "Computing label assignment and total inertia\n"
     ]
    }
   ],
   "source": [
    "kmeans = MiniBatchKMeans(n_clusters=400, n_init=200, reassignment_ratio=0, max_no_improvement=50, init='k-means++', verbose=2, random_state=0)\n",
    "kmeans.fit(X=np.concatenate(np.concatenate((X_train_scaled, X_test_scaled))))\n",
    "w_in = np.divide(kmeans.cluster_centers_, np.linalg.norm(kmeans.cluster_centers_, axis=1)[:, None])\n",
    "w_in = np.pad(w_in, ((0, 1600 - 400), (0, 0)), mode='constant', constant_values=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hyperparameter optimization KM-ESN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "initially_fixed_params = {'hidden_layer_size': 1600,\n",
    "                          'k_in': 10,\n",
    "                          'input_scaling': 0.4,\n",
    "                          'input_activation': 'identity',\n",
    "                          'bias_scaling': 0.0,\n",
    "                          'spectral_radius': 0.0,\n",
    "                          'leakage': 0.1,\n",
    "                          'k_rec': 10,\n",
    "                          'reservoir_activation': 'tanh',\n",
    "                          'bidirectional': False,\n",
    "                          'wash_out': 0,\n",
    "                          'continuation': False,\n",
    "                          'alpha': 1e-3,\n",
    "                          'random_state': 42}\n",
    "\n",
    "step1_esn_params = {'input_scaling': uniform(loc=1e-2, scale=1),\n",
    "                    'spectral_radius': uniform(loc=0, scale=2)}\n",
    "\n",
    "step2_esn_params = {'leakage': loguniform(1e-5, 1e0)}\n",
    "step3_esn_params = {'bias_scaling': np.linspace(0.0, 1.0, 11)}\n",
    "step4_esn_params = {'alpha': loguniform(1e-5, 1e1)}\n",
    "\n",
    "kwargs_step1 = {'n_iter': 200, 'random_state': 42, 'verbose': 1, 'n_jobs': -1, 'scoring': make_scorer(accuracy_score)}\n",
    "kwargs_step2 = {'n_iter': 50, 'random_state': 42, 'verbose': 1, 'n_jobs': -1, 'scoring': make_scorer(accuracy_score)}\n",
    "kwargs_step3 = {'verbose': 1, 'n_jobs': -1, 'scoring': make_scorer(accuracy_score)}\n",
    "kwargs_step4 = {'n_iter': 50, 'random_state': 42, 'verbose': 1, 'n_jobs': -1, 'scoring': make_scorer(accuracy_score)}\n",
    "\n",
    "# The searches are defined similarly to the steps of a sklearn.pipeline.Pipeline:\n",
    "searches = [('step1', RandomizedSearchCV, step1_esn_params, kwargs_step1),\n",
    "            ('step2', RandomizedSearchCV, step2_esn_params, kwargs_step2),\n",
    "            ('step3', GridSearchCV, step3_esn_params, kwargs_step3),\n",
    "            ('step4', RandomizedSearchCV, step4_esn_params, kwargs_step4)]\n",
    "\n",
    "base_km_esn = SeqToLabelESNClassifier(input_to_node=PredefinedWeightsInputToNode(predefined_input_weights=w_in.T),\n",
    "                                      **initially_fixed_params)\n",
    "\n",
    "try:\n",
    "    sequential_search = load(\"../sequential_search_fsdd_km_sparse_400.joblib\")\n",
    "except FileNotFoundError:\n",
    "    sequential_search = SequentialSearchCV(base_km_esn, searches=searches).fit(X_train_scaled, y_train)\n",
    "    dump(sequential_search, \"../sequential_search_fsdd_km_sparse_400.joblib\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Test the final model on the training and the test set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Classification training report for estimator SeqToLabelESNClassifier(input_to_node=PredefinedWeightsInputToNode(bias_scaling=1.0,\n",
      "                                                                   input_activation='identity',\n",
      "                                                                   input_scaling=0.9830105547524456,\n",
      "                                                                   predefined_input_weights=array([[ 0.2750404 ,  0.3212066 , -0.10526009, ...,  0.        ,\n",
      "         0.        ,  0.        ],\n",
      "       [-0.28342554,  0.15917715, -0.5848191 , ...,  0.        ,\n",
      "         0.        ,  0.        ],\n",
      "       [-0.23426661,  0.56071055,  0.01936606, ...,  0.        ,\n",
      "         0.        ,  0.        ],\n",
      "       ...,\n",
      "       [-0.4181385 ,  0.2330637 ,  0.37565753, ...,  0.        ,\n",
      "         0.        ,  0.        ],\n",
      "       [-0.01583754, -0.37212756,  0.3546613 , ...,  0.        ,\n",
      "         0.        ,  0.        ],\n",
      "       [-0.07822532, -0.05877961,  0.29404518, ...,  0.        ,\n",
      "         0.        ,  0.        ]], dtype=float32)),\n",
      "                        node_to_node=NodeToNode(hidden_layer_size=800, k_rec=10,\n",
      "                                                leakage=0.3520481045526037,\n",
      "                                                sparsity=0.0125,\n",
      "                                                spectral_radius=0.7861954493335208),\n",
      "                        regressor=IncrementalRegression(alpha=0.0006724850206557248)):\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0  0.9608540925 1.0000000000 0.9800362976       270\n",
      "           1  0.9962825279 0.9925925926 0.9944341373       270\n",
      "           2  0.9925650558 0.9888888889 0.9907235622       270\n",
      "           3  0.9960784314 0.9407407407 0.9676190476       270\n",
      "           4  1.0000000000 0.9962962963 0.9981447124       270\n",
      "           5  0.9854014599 1.0000000000 0.9926470588       270\n",
      "           6  0.9849624060 0.9703703704 0.9776119403       270\n",
      "           7  0.9852941176 0.9925925926 0.9889298893       270\n",
      "           8  0.9676258993 0.9962962963 0.9817518248       270\n",
      "           9  1.0000000000 0.9888888889 0.9944134078       270\n",
      "\n",
      "    accuracy                      0.9866666667      2700\n",
      "   macro avg  0.9869063990 0.9866666667 0.9866311878      2700\n",
      "weighted avg  0.9869063990 0.9866666667 0.9866311878      2700\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Classification test report for estimator SeqToLabelESNClassifier(input_to_node=PredefinedWeightsInputToNode(bias_scaling=1.0,\n",
      "                                                                   input_activation='identity',\n",
      "                                                                   input_scaling=0.9830105547524456,\n",
      "                                                                   predefined_input_weights=array([[ 0.2750404 ,  0.3212066 , -0.10526009, ...,  0.        ,\n",
      "         0.        ,  0.        ],\n",
      "       [-0.28342554,  0.15917715, -0.5848191 , ...,  0.        ,\n",
      "         0.        ,  0.        ],\n",
      "       [-0.23426661,  0.56071055,  0.01936606, ...,  0.        ,\n",
      "         0.        ,  0.        ],\n",
      "       ...,\n",
      "       [-0.4181385 ,  0.2330637 ,  0.37565753, ...,  0.        ,\n",
      "         0.        ,  0.        ],\n",
      "       [-0.01583754, -0.37212756,  0.3546613 , ...,  0.        ,\n",
      "         0.        ,  0.        ],\n",
      "       [-0.07822532, -0.05877961,  0.29404518, ...,  0.        ,\n",
      "         0.        ,  0.        ]], dtype=float32)),\n",
      "                        node_to_node=NodeToNode(hidden_layer_size=800, k_rec=10,\n",
      "                                                leakage=0.3520481045526037,\n",
      "                                                sparsity=0.0125,\n",
      "                                                spectral_radius=0.7861954493335208),\n",
      "                        regressor=IncrementalRegression(alpha=0.0006724850206557248)):\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0  0.9375000000 1.0000000000 0.9677419355        30\n",
      "           1  1.0000000000 1.0000000000 1.0000000000        30\n",
      "           2  1.0000000000 1.0000000000 1.0000000000        30\n",
      "           3  1.0000000000 0.9333333333 0.9655172414        30\n",
      "           4  1.0000000000 1.0000000000 1.0000000000        30\n",
      "           5  1.0000000000 1.0000000000 1.0000000000        30\n",
      "           6  0.9666666667 0.9666666667 0.9666666667        30\n",
      "           7  0.9677419355 1.0000000000 0.9836065574        30\n",
      "           8  1.0000000000 0.9666666667 0.9830508475        30\n",
      "           9  1.0000000000 1.0000000000 1.0000000000        30\n",
      "\n",
      "    accuracy                      0.9866666667       300\n",
      "   macro avg  0.9871908602 0.9866666667 0.9866583248       300\n",
      "weighted avg  0.9871908602 0.9866666667 0.9866583248       300\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "km_esn = sequential_search.best_estimator_\n",
    "y_pred_train = km_esn.predict(X=X_train_scaled)\n",
    "cm = confusion_matrix(y_train, y_pred_train)\n",
    "cm_display = ConfusionMatrixDisplay(cm, display_labels=[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]).plot()\n",
    "plt.show()\n",
    "print(\"Classification training report for estimator %s:\\n%s\\n\" % (km_esn, classification_report(y_train, y_pred_train, digits=10)))\n",
    "\n",
    "y_pred_test = km_esn.predict(X=X_test_scaled)\n",
    "cm = confusion_matrix(y_test, y_pred_test)\n",
    "cm_display = ConfusionMatrixDisplay(cm, display_labels=[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]).plot()\n",
    "plt.show()\n",
    "print(\"Classification test report for estimator %s:\\n%s\\n\" % (km_esn, classification_report(y_test, y_pred_test, digits=10)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 144x90 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(sequential_search.all_cv_results_[\"step1\"])\n",
    "df.mean_test_score = df.mean_test_score.clip(lower=0.95)\n",
    "fig = plt.figure()\n",
    "ax = sns.scatterplot(x=\"param_spectral_radius\", y=\"param_input_scaling\", hue=\"mean_test_score\", palette='RdBu', data=df)\n",
    "plt.xlabel(\"Spectral Radius\")\n",
    "plt.ylabel(\"Input Scaling\")\n",
    "\n",
    "norm = plt.Normalize(0.95, 1.0)\n",
    "sm = plt.cm.ScalarMappable(cmap=\"RdBu\", norm=norm)\n",
    "sm.set_array([])\n",
    "plt.xlim((0, 2.01))\n",
    "plt.ylim((0, 1.03))\n",
    "\n",
    "# Remove the legend and add a colorbar\n",
    "ax.get_legend().remove()\n",
    "ax.figure.colorbar(sm)\n",
    "fig.set_size_inches(2, 1.25)\n",
    "ax.yaxis.set_major_locator(ticker.MaxNLocator(5))\n",
    "ax.xaxis.set_major_locator(ticker.MaxNLocator(5))\n",
    "plt.grid()\n",
    "plt.savefig('KM_ESN_IS_SR_sparse.pdf', bbox_inches='tight', pad_inches=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAJ4AAABuCAYAAADWF6piAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAANNklEQVR4nO2da3BU1QHHfyePzYskmwAmQEgkEECRVwKIVapIFG2rYzGgjnY6tYp0OmP9Ikg709ZpR4R2ajv9UEmrjo6jFeL72QISC4gKRAiIISQbgZAEEjbZvLOb7OmHewNLyCa7ye7evZvzm9nJ3nvP3vtn9885957zv+cKKSUKRaiJMlqAYmyijKcwBGU8hSEo4ykMQRlPYQjKeApDiAnkzoQQ6wGblLLEY50VKATSgW366ovLUsqWQGpQmINA13i2QdZtBMqAg8DaQZYVY5CA1nheyJdS2vSabzFgHbCsGIOEwnh+IYRYi14TxsfHF2RnZxusyD/cbjdRUeY6dQ6W5srKyiYp5cTBtoXCeP21Wy5wAJg+YPkypJTFQDHArFmz5IkTJ0IgMXCUlpZyyy23GC3DL4KlWQhxytu2QBtvMXBBP2ghYAc2A2v07cVoFxWey4oxSECNJ6Xc4PF+p8cmT4O1oAwX9nS7+mjtctHc6cLe4aS504m9w0lLp5OJyXHMzEgmLyOZcXEjs1DYneMpRo+j00VVYxtxMdEkxcXQ0dPLGXsntc1dnGnW/tY2d2KJiWLahHG4HE7eqv+aUxc6qHN04+hy4ex1+3SsKdYE5mWl8vTdc7gqJd5njcp4EcLpC528X17H7orzlJ1uxu0l7ZYcH8PUtERyxifR0+vm8Jlm6ppdTE5rJic9ieWZyVgTLaQmxJKSEEt6ooW0pFjSkyykJ1pISYjlXGs3lefaqTzXxrf1rXxyrIETDW289uhSMlN9M58ynglxuyWn7Z1UNLRS0dDG3pNNHDzVDMDcKan8cvkMFmZbcfVJOnp6SbREk5WWyNT0RFITYq/Yn78XFznjk8gZn8Rt12YAcOiUnZ++eID7i/ezbd0NXJU8vPmU8cIcZ6+b4/WtnG3uYm9VI8fr26hsaKPL1QeAEDArI5knV87inoVTmGJNCLnGgpx0Xn54CWtfOUhNY4cynlmRUlJe6+DNslreO1JHS6cLgJT4GOZMTuX+JVOZnZnM7MwU8jLGkWgx/mcsyEljz4blPmsxXvEYx9HpovxsC44uzVyn7Z28VXaWqvPtWGKiuP3aDO68bhIZKXEsmGolJjp8O6f9+Q+gjBcCHF0ubI3t9PS6cfa66el1c6G9hw+P1rOvqumKC4FFOWlsWjWXH8ydNOg5WSSgjDcK+tySupYu6h3dF/u6DlU72ddxHHuHC0eXC3tHD0dqHfQNcpmZlZbAupun873pE8hIiQMgOT7W5ytDM6OM5yNSSmqbuzhS20J5rYMjZ1o4dtZBh7PvirIJ350mPUnrekiyRPOLm6ezMNtKQmw0cbFRWKKjSYyLJndCEkIIA/41xhMw4w3M3fXn7IQQ+WjjsrlSyi36uq36xzZLKQeLUoUNbrfkz/89wb8PnMHe4QTAEh3FNZNTWJWfxZzJKUy2Jmj9XEkWjh76gpUrlhusOvwJZI23EdgKWNHSJVv610spVwshivTkiQ1t2GxTuIdAz9g72fBmOZ9XX2DlnAyW5U1kfpaVWZnJWGIGP8mvjB6bNZi/BNJ4A3N3F9HXlQEb0FLIucAhIURBOJpPSsk7h8/yu3e/oc8t+eM91/Hg9dljtlkMBqE4x9uKllCpBg7pRivWf8RCoMT7R0NPg6Ob37x9lF0V58nPtvLcfQvIGZ9ktKyII5DGG5i7Ay6mVHYKIbYDj3qWR4tNXYZnEHTixImUlpYGUOLQHGjo5cVjPfS54YHZFm7LcVJz9AA1fuyjvb09pJoDgRGaRaDmThFC5KLVYKA1p4vQjGXT19uklGW6sQDsnjcFDUYog6BvHDjNU28dZX6Wlb/et4CrJ4ysllNB0EsIIQ5JKRcNti1gNZ5+deqZs/PM45V4lAu7LN4Le2v4wwfH+f7MiWx9qIAES7TRkiKeMd2PJ6Xk759W8ZcdldwxJ5O/PbCAuBhlulAwZo0npeTZjyvY+j8bqxZOYUvRvLAeB400xqTxGhzdPPPRt7x3pI6fLM3h6bvnEBWlukpCyZgz3tFaB2u27qfX7eaJwjx+tSJP9c8ZgF/GE0KkSClbgyUm2HS7+njija9JTYhl+7obmJqeaLSkMYtPJzVCiGeFELdKKVuFEKuCLSpYbPnkBNWNHfxp9TxlOoPx9Wz6DY/364IhJNg0dzh59YtT3L94KsvyBr25XRFC/Glq1wghVqMNf5mOF/fV4Oxz8/BN04yWosB34xVIKU1Z0wG0dDp5ad93/HDuJGZmJBstR4HvTe0MIcStQogFQohHgqooCDy3o5IOZy+Pr8gzWopCx9ca7wJ6mBOYMVgBX4Og3soFi8+rmnh5/yl+duPVzMpUtV244GuNV4I26F8APO+ljLcJFzfqYQCbHhAI2cSMbd0uniwpZ9qEJNavnB3MQyn8xFfj3Yt2UfEUlxIoA8nXgwI2vAdBC4YqF2g2fVxBvaOLP6+erwb+wwxfjVcjpawBJJDm5zH6g6BFwCE/Pzti9p5s4rUvT/PIslwKcvyVrAg2vp7j2YQQ24BUtPi6tzJWhg+CFgw1MWMggqA9vZJf7+0iM0mwKK6B0tJzfu9jpKggqI9IKQPyQjNSv2msaE1yvv6+CK2JvaLcUPucOXOmHAnPfHRc5mz4QH5puzCiz4+G3bt3h/yYoyVYmoGD0stv61ONJ4TYJKXcqL9/REr5r0EM7GsQdGC5gFLR0MoLe2pYsyiLJdPSg3UYxSjx9RzP00Rh25EspeS3735DcnwMG++8xmg5iiHw9RzPLoR4Hu3CYn0Q9YyKr2rsfFVj5+m755CWZDFajmIIhqzxhBCb9FTK12i3J6ahnbOFJf/4rJrxSRbWLJpqtBTFMAzX1NqllJ8KIR4F1kgpbwfGh0CX33xT56D0RCMP3zRN9dmZgGGbWt10G9CuUEHrUgk7nv/Mxri4GB5ammO0FIUPDFfjFaPdG1sgtRDoCiDscuLfNXXwYXkdDy7Njtj55CKNIWs8KaUDeNNjeRewK9ii/OWlfTXEREXx8xtV1s4smP5+vp7ePt45XMcd12X69ZwFhbGY3ni7vj2Po8tFUUGW0VIUfmB645UcqiUzJZ4bZ0wwWorCD0xtvPOt3XxW2ciq/ClEqxuyTUUopqLNReuKSZf6hD2Bmor2ncNn6XNL1cyakEDWeN6SxUVooU+bECJff5xoC7BhNKaTUrL9YC0FOWnkThw3CtkKIwik8bwli4uBf+rb+41ZjTYVrXWkByuvdXDyfLuq7UxKKOZOSUdLIT8mhCjpj0V5m4rW1yDoK8d7iI2CVEc1paXhM3G8CoL6iLegnr8vLs34ng+s91i/3mP9Wo/1hejhUG8vb0HQLmevnPf7/8jHXy8bcUgxWKgg6CUYbRDURy57BLzHo+FL9PV2YNuAqWh3Xrmb4dlffQFHl4sfL5wyWs0KgwjVVLTFXt6PiD0nm4iLiWJpblgGZRQ+YMp+vL1VjSyZlk58rIo/mRXTGa+ioZXKc+3cPFPN+GRmTGe8V784hSUminvzVTeKmTGV8dp7enm77Cw/mjdJ3VNhckxlvI/K6+lw9vHg9SplbHZMZbz3y+vIGZ9IfrbVaCmKUWIa4zW29bCvqom75k1Ws7RHAKYx3sfH6nFLuGv+ZKOlKAKAaYy34/g5Zlw1Tk2uGCGYwnjdrj6+rLGrvrsIIuRB0JFMRftVjR1nr5tleSreHimEPAg6RDmv7DnZiCU6iuunqbHZSMGIIKjfU9HuOdnEoqvT1NQUEUTIg6DDFfYMggI9Qohj/dteD+pU3QFjAtBktAg/CZZmrz39gTTeoFPRojW1xWhNa+EQ5YCLT/DuvynooPTyaPFwRWn2jZAHQdFyehfLBfD4ChMhtIRyeKJqj9BghOZw78czY42oNPtAWNd4g6H3CxYBO/Wr5LDHjJoBhBCbpZTeHi8xKgyv8YQQ64UQRfp7qxCiSAixdoh7bnOB6WjdMYbgr2Z56cb1lhBJvIIRfM9BxXDjcbmBLutc1r+g/P4XaA9skVI+xqULFCPwS7NOCd4fxxUKRqI5aISiH88f8qWU/d0ti6WUW9C+oIvoV8s2Lr+LzUgiUrOONVgCws14wzLSe3GNxIyaAfSWJSiEQ1PryZCdy2GK0jwCwqHGW4z2IGYY0AltjByfUJpHiem6UxSRQbg1tYoxgjKewhCU8RSGoIynMARlvAChD0n5Nb2uPmQVkpGCcCMculMihZ3AdF9uXvLAjpbQHnOoGi+IeIx/btaXC/XX5gHlNgshcj236+Ona4UQOzzHUQd+1qwo4wWXx9BqtB368kG0MVvP5nUDsElPsHhuL9SXy/R1A/dlapTxgoSewetP0+zUz/3WoA28t3gULUNLizBguw24D6jub74H7MvUKOMFjkKgv7lcry9v15vKIt0809HGR626MXPRnvmRq2flLm4HsvS//TfLD9yXqVFDZmGKbt5iNCOmmzXh4g1lvDBFrxELAVukmQ6U8RQGoc7xFIagjKcwBGU8hSEo4ykMQRlPYQjKeApD+D8YtFIlA+YYEQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 144x90 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(sequential_search.all_cv_results_[\"step2\"])\n",
    "fig = plt.figure()\n",
    "fig.set_size_inches(2, 1.25)\n",
    "ax = sns.lineplot(data=df, x=\"param_leakage\", y=\"mean_test_score\")\n",
    "ax.set_xscale('log')\n",
    "plt.xlabel(\"Leakage\")\n",
    "plt.ylabel(\"Score\")\n",
    "plt.xlim((1e-5, 1e0))\n",
    "plt.ylim((0.8, 1.0))\n",
    "# ax.xaxis.set_major_locator(ticker.MaxNLocator(10))\n",
    "ax.yaxis.set_major_formatter(ticker.FormatStrFormatter('%.2f'))\n",
    "plt.grid()\n",
    "plt.savefig('KM_ESN_LR_sparse.pdf', bbox_inches='tight', pad_inches=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 144x90 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(sequential_search.all_cv_results_[\"step3\"])\n",
    "fig = plt.figure()\n",
    "fig.set_size_inches(2, 1.25)\n",
    "ax = sns.lineplot(data=df, x=\"param_bias_scaling\", y=\"mean_test_score\")\n",
    "plt.xlabel(\"Bias Scaling\")\n",
    "plt.ylabel(\"Score\")\n",
    "plt.xlim((0, 1))\n",
    "plt.ylim((0.97, 0.98))\n",
    "ax.xaxis.set_major_locator(ticker.MaxNLocator(5))\n",
    "ax.yaxis.set_major_formatter(ticker.FormatStrFormatter('%.2f'))\n",
    "plt.grid()\n",
    "plt.savefig('KM_ESN_BS.pdf', bbox_inches='tight', pad_inches=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 144x90 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "idx = np.random.randint(0, 400, 50)\n",
    "\n",
    "fig = plt.figure()\n",
    "fig.set_size_inches(2, 1.25)\n",
    "ax = sns.heatmap(data=sequential_search.best_estimator_.input_to_node.input_weights[:, idx], cmap=\"RdBu\", vmin=-1.0, vmax=1.0)\n",
    "ax.invert_yaxis()\n",
    "ax.yaxis.set_major_locator(ticker.MaxNLocator(5))\n",
    "ax.xaxis.set_major_locator(ticker.MaxNLocator(5))\n",
    "plt.xlabel(\"Neuron Index\")\n",
    "plt.ylabel(\"Input Dimension\")\n",
    "# plt.imshow(sequential_search.best_estimator_.input_to_node.input_weights.todense()[:, idx])\n",
    "# plt.colorbar()\n",
    "plt.savefig('KM_ESN_Input_Weights.pdf', bbox_inches='tight', pad_inches=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Increase the reservoir size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'step1': {'input_scaling': 0.9248643902204485, 'spectral_radius': 0.7403174005108888}, 'step2': {'leakage': 0.3520481045526037}, 'step3': {'bias_scaling': 0.9}, 'step4': {'alpha': 0.005450293694558251}}\n",
      "{'step1': 0.9840740740740742, 'step2': 0.9862962962962962, 'step3': 0.9922222222222221, 'step4': 0.9922222222222222}\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 800, 'random_state': 1} achieved score of 0.99\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 800, 'random_state': 2} achieved score of 0.9933333333333333\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 800, 'random_state': 3} achieved score of 0.9933333333333333\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 800, 'random_state': 4} achieved score of 0.9866666666666667\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 800, 'random_state': 5} achieved score of 0.99\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 800, 'random_state': 6} achieved score of 0.99\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 800, 'random_state': 7} achieved score of 0.9833333333333333\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 800, 'random_state': 8} achieved score of 0.98\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 800, 'random_state': 9} achieved score of 0.9866666666666667\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 800, 'random_state': 10} achieved score of 0.99\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 1600, 'random_state': 1} achieved score of 0.99\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 1600, 'random_state': 2} achieved score of 0.99\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 1600, 'random_state': 3} achieved score of 0.99\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 1600, 'random_state': 4} achieved score of 0.99\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 1600, 'random_state': 5} achieved score of 0.99\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 1600, 'random_state': 6} achieved score of 0.9866666666666667\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 1600, 'random_state': 7} achieved score of 0.99\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 1600, 'random_state': 8} achieved score of 0.99\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 1600, 'random_state': 9} achieved score of 0.99\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 1600, 'random_state': 10} achieved score of 0.9866666666666667\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 3200, 'random_state': 1} achieved score of 0.9933333333333333\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 3200, 'random_state': 2} achieved score of 0.9966666666666667\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 3200, 'random_state': 3} achieved score of 0.9933333333333333\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 3200, 'random_state': 4} achieved score of 0.9933333333333333\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 3200, 'random_state': 5} achieved score of 0.9933333333333333\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 3200, 'random_state': 6} achieved score of 0.9966666666666667\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 3200, 'random_state': 7} achieved score of 0.9933333333333333\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 3200, 'random_state': 8} achieved score of 0.9966666666666667\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 3200, 'random_state': 9} achieved score of 0.9966666666666667\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 3200, 'random_state': 10} achieved score of 0.9966666666666667\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 6400, 'random_state': 1} achieved score of 0.9933333333333333\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 6400, 'random_state': 2} achieved score of 0.9933333333333333\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KM-ESN with params {'hidden_layer_size': 6400, 'random_state': 3} achieved score of 0.9966666666666667\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n",
      "C:\\Users\\Steiner\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\cluster\\_kmeans.py:1676: RuntimeWarning: init_size=300 should be larger than k=400. Setting it to 3*k\n",
      "  init_size=init_size)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING: No convergence! Returning possibly invalid values!!!\n"
     ]
    },
    {
     "ename": "AttributeError",
     "evalue": "type object 'ArpackNoConvergence' has no attribute 'eigenvalues'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNotFittedError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m~\\Documents\\Python\\PyRCN\\pyrcn\\echo_state_network\\_esn.py\u001b[0m in \u001b[0;36mpartial_fit\u001b[1;34m(self, X, y, n_jobs, transformer_weights, postpone_inverse)\u001b[0m\n\u001b[0;32m    140\u001b[0m         \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 141\u001b[1;33m             \u001b[0mhidden_layer_state\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_node_to_node\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtransform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhidden_layer_state\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    142\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mNotFittedError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Python\\PyRCN\\pyrcn\\base.py\u001b[0m in \u001b[0;36mtransform\u001b[1;34m(self, X, y)\u001b[0m\n\u001b[0;32m    651\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_recurrent_weights\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 652\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mNotFittedError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    653\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNotFittedError\u001b[0m: NodeToNode(hidden_layer_size=6400, k_rec=10, leakage=0.3520481045526037,\n           random_state=4, sparsity=0.0015625,\n           spectral_radius=0.7403174005108888)",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mArpackNoConvergence\u001b[0m                       Traceback (most recent call last)",
      "\u001b[1;32m~\\Documents\\Python\\PyRCN\\pyrcn\\base.py\u001b[0m in \u001b[0;36m_normal_random_recurrent_weights\u001b[1;34m(n_features_in, hidden_layer_size, fan_in, random_state)\u001b[0m\n\u001b[0;32m    714\u001b[0m                         \u001b[0mreturn_eigenvectors\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 715\u001b[1;33m                         \u001b[0mv0\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mrandom_state\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnormal\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0.\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mscale\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1.\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msize\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mhidden_layer_size\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    716\u001b[0m                         )\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\scipy\\sparse\\linalg\\eigen\\arpack\\arpack.py\u001b[0m in \u001b[0;36meigs\u001b[1;34m(A, k, M, sigma, which, v0, ncv, maxiter, tol, return_eigenvectors, Minv, OPinv, OPpart)\u001b[0m\n\u001b[0;32m   1346\u001b[0m         \u001b[1;32mwhile\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mparams\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconverged\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1347\u001b[1;33m             \u001b[0mparams\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0miterate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1348\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\scipy\\sparse\\linalg\\eigen\\arpack\\arpack.py\u001b[0m in \u001b[0;36miterate\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    756\u001b[0m             \u001b[1;32melif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0minfo\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 757\u001b[1;33m                 \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_raise_no_convergence\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    758\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\scipy\\sparse\\linalg\\eigen\\arpack\\arpack.py\u001b[0m in \u001b[0;36m_raise_no_convergence\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    376\u001b[0m             \u001b[0mk_ok\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 377\u001b[1;33m         \u001b[1;32mraise\u001b[0m \u001b[0mArpackNoConvergence\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmsg\u001b[0m \u001b[1;33m%\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mnum_iter\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mk_ok\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mev\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvec\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    378\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mArpackNoConvergence\u001b[0m: ARPACK error -1: No convergence (64001 iterations, 8/10 eigenvectors converged)",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-61-4308b294aab5>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     22\u001b[0m     \u001b[0mkm_esn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0minput_to_node\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mPredefinedWeightsInputToNode\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpredefined_input_weights\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mw_in\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mT\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     23\u001b[0m     \u001b[0mkm_esn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_params\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0mconstant_params\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mparams\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 24\u001b[1;33m     \u001b[0mkm_esn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mX_train_scaled\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0my_train\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     25\u001b[0m     \u001b[0mscore\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0maccuracy_score\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0my_test\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkm_esn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX_test_scaled\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     26\u001b[0m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"KM-ESN with params {0} achieved score of {1}\"\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mparams\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mscore\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Python\\PyRCN\\pyrcn\\echo_state_network\\_sequence_to_label_model.py\u001b[0m in \u001b[0;36mfit\u001b[1;34m(self, X, y, n_jobs, transformer_weights)\u001b[0m\n\u001b[0;32m     67\u001b[0m             \u001b[1;32mfor\u001b[0m \u001b[0mX_train\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my_train\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mzip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     68\u001b[0m                 \u001b[0my_train\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrepeat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0my_train\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mX_train\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 69\u001b[1;33m                 \u001b[0msuper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpartial_fit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX_train\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my_train\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mclasses\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mclasses\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpostpone_inverse\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     70\u001b[0m             \u001b[0msuper\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpartial_fit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrepeat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mclasses\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mclasses\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mpostpone_inverse\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     71\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Python\\PyRCN\\pyrcn\\echo_state_network\\_esn.py\u001b[0m in \u001b[0;36mpartial_fit\u001b[1;34m(self, X, y, classes, n_jobs, transformer_weights, postpone_inverse)\u001b[0m\n\u001b[0;32m    456\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    457\u001b[0m         return super().partial_fit(X, self._encoder.transform(y), n_jobs=n_jobs, transformer_weights=None,\n\u001b[1;32m--> 458\u001b[1;33m                                    postpone_inverse=postpone_inverse)\n\u001b[0m\u001b[0;32m    459\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    460\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mn_jobs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtransformer_weights\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Python\\PyRCN\\pyrcn\\echo_state_network\\_esn.py\u001b[0m in \u001b[0;36mpartial_fit\u001b[1;34m(self, X, y, n_jobs, transformer_weights, postpone_inverse)\u001b[0m\n\u001b[0;32m    143\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mverbose\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    144\u001b[0m                 \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'node_to_node has not been fitted yet: {0}'\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 145\u001b[1;33m             \u001b[0mhidden_layer_state\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_node_to_node\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit_transform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhidden_layer_state\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    146\u001b[0m             \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    147\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\AppData\\Roaming\\Python\\Python37\\site-packages\\sklearn\\base.py\u001b[0m in \u001b[0;36mfit_transform\u001b[1;34m(self, X, y, **fit_params)\u001b[0m\n\u001b[0;32m    688\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0my\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    689\u001b[0m             \u001b[1;31m# fit method of arity 1 (unsupervised transformation)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 690\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mfit_params\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtransform\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    691\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    692\u001b[0m             \u001b[1;31m# fit method of arity 2 (supervised transformation)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Python\\PyRCN\\pyrcn\\base.py\u001b[0m in \u001b[0;36mfit\u001b[1;34m(self, X, y)\u001b[0m\n\u001b[0;32m    634\u001b[0m             \u001b[0mhidden_layer_size\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhidden_layer_size\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    635\u001b[0m             \u001b[0mfan_in\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhidden_layer_size\u001b[0m \u001b[1;33m*\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msparsity\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mint\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 636\u001b[1;33m             random_state=self._random_state)\n\u001b[0m\u001b[0;32m    637\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    638\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Documents\\Python\\PyRCN\\pyrcn\\base.py\u001b[0m in \u001b[0;36m_normal_random_recurrent_weights\u001b[1;34m(n_features_in, hidden_layer_size, fan_in, random_state)\u001b[0m\n\u001b[0;32m    717\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mArpackNoConvergence\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    718\u001b[0m             \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"WARNING: No convergence! Returning possibly invalid values!!!\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 719\u001b[1;33m             \u001b[0mwe\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mArpackNoConvergence\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0meigenvalues\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    720\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mrecurrent_weights_init\u001b[0m \u001b[1;33m/\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mamax\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mabsolute\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mwe\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    721\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: type object 'ArpackNoConvergence' has no attribute 'eigenvalues'"
     ]
    }
   ],
   "source": [
    "print(sequential_search.all_best_params_)\n",
    "print(sequential_search.all_best_score_)\n",
    "\n",
    "constant_params = sequential_search.best_estimator_.get_params()\n",
    "constant_params.pop('hidden_layer_size')\n",
    "constant_params.pop('random_state')\n",
    "constant_params.pop('predefined_input_weights')\n",
    "param_grid = {'hidden_layer_size': [50, 100, 200, 400, 800, 1600, 3200, 6400],\n",
    "              'random_state': range(1, 11)}\n",
    "\n",
    "for params in ParameterGrid(param_grid):\n",
    "    if params['hidden_layer_size'] > 400:\n",
    "        kmeans = MiniBatchKMeans(n_clusters=400, n_init=200, reassignment_ratio=0, max_no_improvement=50, init='k-means++', verbose=0, random_state=params['random_state'])\n",
    "        kmeans.fit(X=np.concatenate(np.concatenate((X_train_scaled, X_test_scaled))))\n",
    "        w_in = np.divide(kmeans.cluster_centers_, np.linalg.norm(kmeans.cluster_centers_, axis=1)[:, None])\n",
    "        w_in = np.pad(w_in, ((0, params['hidden_layer_size'] - 400), (0, 0)), mode='constant', constant_values=0)\n",
    "    else:\n",
    "        kmeans = MiniBatchKMeans(n_clusters=params['hidden_layer_size'], n_init=200, reassignment_ratio=0, max_no_improvement=50, init='k-means++', verbose=0, random_state=params['random_state'])\n",
    "        kmeans.fit(X=np.concatenate(np.concatenate((X_train_scaled, X_test_scaled))))\n",
    "        w_in = np.divide(kmeans.cluster_centers_, np.linalg.norm(kmeans.cluster_centers_, axis=1)[:, None])\n",
    "    km_esn = clone(sequential_search.best_estimator_)\n",
    "    km_esn.input_to_node = PredefinedWeightsInputToNode(predefined_input_weights=w_in.T)\n",
    "    km_esn.set_params(**constant_params, **params)\n",
    "    km_esn.fit(X=X_train_scaled, y=y_train, n_jobs=8)\n",
    "    score = accuracy_score(y_test, km_esn.predict(X_test_scaled))\n",
    "    print(\"KM-ESN with params {0} achieved score of {1}\".format(params, score))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualization of a reservoir state from the training set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "ename": "IndexError",
     "evalue": "index 69 is out of bounds for axis 1 with size 50",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-28-11596e5227e1>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0mrng\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrandom\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdefault_rng\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m12345\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[0midx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrng\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mchoice\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m100\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m50\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m \u001b[0mim\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkm_esn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhidden_layer_state\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0midx\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mT\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mvmin\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvmax\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      8\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxlim\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkm_esn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhidden_layer_state\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      9\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylim\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m50\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mIndexError\u001b[0m: index 69 is out of bounds for axis 1 with size 50"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = km_esn.predict(X=X_train_scaled[361])\n",
    "fig = plt.figure()\n",
    "fig.subplots_adjust(left=.15, bottom=.16, right=.99, top=.97)\n",
    "ax = plt.gca()\n",
    "rng = np.random.default_rng(12345)\n",
    "idx = rng.choice(100, 50)\n",
    "im = plt.imshow(km_esn.hidden_layer_state[:, idx].T,vmin=-1, vmax=1)\n",
    "plt.xlim([0, km_esn.hidden_layer_state.shape[0]])\n",
    "plt.ylim([0, 50])\n",
    "plt.xlabel(r'$n$')\n",
    "plt.ylabel(r'$\\mathbf{r}[n]$')\n",
    "plt.grid()\n",
    "# create an axes on the right side of ax. The width of cax will be 5%\n",
    "# of ax and the padding between cax and ax will be fixed at 0.05 inch.\n",
    "divider = make_axes_locatable(ax)\n",
    "cax = divider.append_axes(\"right\", size=\"3%\", pad=0.2)\n",
    "tick_locator = ticker.MaxNLocator(nbins=5)\n",
    "cb = plt.colorbar(im, cax=cax)\n",
    "cb.locator = tick_locator\n",
    "cb.update_ticks()\n",
    "fig.set_size_inches(0.5*width, height)\n",
    "# plt.savefig('input_scaling_rand_train.pdf', bbox_inches = 'tight', pad_inches = 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualization of a reservoir state from the test set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "ename": "IndexError",
     "evalue": "index 69 is out of bounds for axis 1 with size 50",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-29-2e64a23d9fd3>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0mrng\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrandom\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdefault_rng\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m12345\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[0midx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrng\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mchoice\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m100\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m50\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m \u001b[0mim\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkm_esn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhidden_layer_state\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0midx\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mT\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mvmin\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvmax\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      8\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxlim\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkm_esn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhidden_layer_state\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      9\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylim\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m50\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mIndexError\u001b[0m: index 69 is out of bounds for axis 1 with size 50"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = km_esn.predict(X=X_test_scaled[0])\n",
    "fig = plt.figure()\n",
    "fig.subplots_adjust(left=.15, bottom=.16, right=.99, top=.97)\n",
    "ax = plt.gca()\n",
    "rng = np.random.default_rng(12345)\n",
    "idx = rng.choice(100, 50)\n",
    "im = plt.imshow(km_esn.hidden_layer_state[:, idx].T,vmin=-1, vmax=1)\n",
    "plt.xlim([0, km_esn.hidden_layer_state.shape[0]])\n",
    "plt.ylim([0, 50])\n",
    "plt.xlabel(r'$n$')\n",
    "plt.ylabel(r'$\\mathbf{r}[n]$')\n",
    "plt.grid()\n",
    "# create an axes on the right side of ax. The width of cax will be 5%\n",
    "# of ax and the padding between cax and ax will be fixed at 0.05 inch.\n",
    "divider = make_axes_locatable(ax)\n",
    "cax = divider.append_axes(\"right\", size=\"3%\", pad=0.2)\n",
    "cb = plt.colorbar(im, cax=cax)\n",
    "cb.locator = tick_locator\n",
    "cb.update_ticks()\n",
    "fig.set_size_inches(0.5*width, height)\n",
    "# plt.savefig('spectral_radius_rand_test.pdf', bbox_inches = 'tight', pad_inches = 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Random experiments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "rng = np.random.default_rng(12345)\n",
    "params = {\"random_state\": rng.integers(100, size=20)}\n",
    "gs_km_esn = GridSearchCV(clone(km_esn), params, scoring=make_scorer(accuracy_score), n_jobs=-1).fit(X_train_scaled, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "gs_km_esn.cv_results_[\"mean_test_score\"].mean(), gs_km_esn.cv_results_[\"mean_test_score\"].var()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
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}