{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "sns.set(style=\"white\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Useful function\n",
    "\n",
    "def get_highest_values(arr, n):\n",
    "    return np.array(arr).argsort()[-n:][::-1]\n",
    "\n",
    "def get_lowest_values(arr, n):\n",
    "    return np.array(arr).argsort()[::-1][-n:][::-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_file = \"data/temp.train\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Correlation analysis between SVD features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>...</th>\n",
       "      <th>191</th>\n",
       "      <th>192</th>\n",
       "      <th>193</th>\n",
       "      <th>194</th>\n",
       "      <th>195</th>\n",
       "      <th>196</th>\n",
       "      <th>197</th>\n",
       "      <th>198</th>\n",
       "      <th>199</th>\n",
       "      <th>200</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.652851</td>\n",
       "      <td>0.080402</td>\n",
       "      <td>0.056751</td>\n",
       "      <td>0.039518</td>\n",
       "      <td>0.033673</td>\n",
       "      <td>0.027273</td>\n",
       "      <td>0.023607</td>\n",
       "      <td>0.020556</td>\n",
       "      <td>0.017670</td>\n",
       "      <td>0.013568</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000035</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>0.000024</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.000017</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>1.686444e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.652760</td>\n",
       "      <td>0.080416</td>\n",
       "      <td>0.056754</td>\n",
       "      <td>0.039546</td>\n",
       "      <td>0.033672</td>\n",
       "      <td>0.027291</td>\n",
       "      <td>0.023601</td>\n",
       "      <td>0.020557</td>\n",
       "      <td>0.017670</td>\n",
       "      <td>0.013580</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000036</td>\n",
       "      <td>0.000029</td>\n",
       "      <td>0.000026</td>\n",
       "      <td>0.000024</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>2.844966e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.643783</td>\n",
       "      <td>0.080578</td>\n",
       "      <td>0.057158</td>\n",
       "      <td>0.039712</td>\n",
       "      <td>0.033941</td>\n",
       "      <td>0.027758</td>\n",
       "      <td>0.023486</td>\n",
       "      <td>0.020380</td>\n",
       "      <td>0.017896</td>\n",
       "      <td>0.013507</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000083</td>\n",
       "      <td>0.000069</td>\n",
       "      <td>0.000064</td>\n",
       "      <td>0.000057</td>\n",
       "      <td>0.000049</td>\n",
       "      <td>0.000037</td>\n",
       "      <td>0.000029</td>\n",
       "      <td>0.000019</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>3.036373e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.650533</td>\n",
       "      <td>0.080679</td>\n",
       "      <td>0.056969</td>\n",
       "      <td>0.039813</td>\n",
       "      <td>0.033782</td>\n",
       "      <td>0.027492</td>\n",
       "      <td>0.023604</td>\n",
       "      <td>0.020538</td>\n",
       "      <td>0.017768</td>\n",
       "      <td>0.013596</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000056</td>\n",
       "      <td>0.000053</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.000037</td>\n",
       "      <td>0.000033</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>1.173903e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.652726</td>\n",
       "      <td>0.080419</td>\n",
       "      <td>0.056751</td>\n",
       "      <td>0.039549</td>\n",
       "      <td>0.033665</td>\n",
       "      <td>0.027298</td>\n",
       "      <td>0.023603</td>\n",
       "      <td>0.020559</td>\n",
       "      <td>0.017683</td>\n",
       "      <td>0.013588</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000041</td>\n",
       "      <td>0.000030</td>\n",
       "      <td>0.000029</td>\n",
       "      <td>0.000023</td>\n",
       "      <td>0.000019</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>7.965241e-07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 200 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        1         2         3         4         5         6         7    \\\n",
       "0  0.652851  0.080402  0.056751  0.039518  0.033673  0.027273  0.023607   \n",
       "1  0.652760  0.080416  0.056754  0.039546  0.033672  0.027291  0.023601   \n",
       "2  0.643783  0.080578  0.057158  0.039712  0.033941  0.027758  0.023486   \n",
       "3  0.650533  0.080679  0.056969  0.039813  0.033782  0.027492  0.023604   \n",
       "4  0.652726  0.080419  0.056751  0.039549  0.033665  0.027298  0.023603   \n",
       "\n",
       "        8         9         10       ...            191       192       193  \\\n",
       "0  0.020556  0.017670  0.013568      ...       0.000035  0.000028  0.000027   \n",
       "1  0.020557  0.017670  0.013580      ...       0.000036  0.000029  0.000026   \n",
       "2  0.020380  0.017896  0.013507      ...       0.000083  0.000069  0.000064   \n",
       "3  0.020538  0.017768  0.013596      ...       0.000056  0.000053  0.000051   \n",
       "4  0.020559  0.017683  0.013588      ...       0.000041  0.000030  0.000029   \n",
       "\n",
       "        194       195       196       197       198       199           200  \n",
       "0  0.000024  0.000021  0.000017  0.000009  0.000008  0.000004  1.686444e-06  \n",
       "1  0.000024  0.000020  0.000014  0.000013  0.000009  0.000008  2.844966e-06  \n",
       "2  0.000057  0.000049  0.000037  0.000029  0.000019  0.000011  3.036373e-06  \n",
       "3  0.000037  0.000033  0.000025  0.000021  0.000015  0.000010  1.173903e-06  \n",
       "4  0.000023  0.000019  0.000014  0.000012  0.000010  0.000007  7.965241e-07  \n",
       "\n",
       "[5 rows x 200 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(data_file, sep=';', header=None)\n",
    "df = df.drop(df.columns[[0]], axis=1)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute the correlation matrix\n",
    "corr = df[1:200].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fbf8e1f9358>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generate a mask for the upper triangle\n",
    "mask = np.zeros_like(corr, dtype=np.bool)\n",
    "mask[np.triu_indices_from(mask)] = True\n",
    "\n",
    "# Set up the matplotlib figure\n",
    "f, ax = plt.subplots(figsize=(30, 20))\n",
    "\n",
    "# Generate a custom diverging colormap\n",
    "cmap = sns.diverging_palette(220, 10, as_cmap=True)\n",
    "\n",
    "# Draw the heatmap with the mask and correct aspect ratio\n",
    "sns.heatmap(corr, mask=mask, cmap=cmap,\n",
    "            square=True, linewidths=.5, cbar_kws={\"shrink\": .5})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "features_corr = []\n",
    "\n",
    "for id_row, row in enumerate(corr):\n",
    "    correlation_score = 0\n",
    "    for id_col, val in enumerate(corr[row]):\n",
    "        if id_col != id_row:\n",
    "            correlation_score += abs(val)\n",
    "\n",
    "    features_corr.append(correlation_score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([63, 64, 62, 65, 66, 61, 67, 68, 69, 60, 70, 59, 71, 58, 72, 57, 73,\n",
       "       74, 75, 76])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_highest_values(features_corr, 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  0,   7,   3,   2,   1,   6,   4,   8,  10,   5,  11,   9,  12,\n",
       "       199,  18,  14,  17,  13,  19,  16])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_lowest_values(features_corr, 20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Correlation analysis between SVD features and labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>191</th>\n",
       "      <th>192</th>\n",
       "      <th>193</th>\n",
       "      <th>194</th>\n",
       "      <th>195</th>\n",
       "      <th>196</th>\n",
       "      <th>197</th>\n",
       "      <th>198</th>\n",
       "      <th>199</th>\n",
       "      <th>200</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0.652851</td>\n",
       "      <td>0.080402</td>\n",
       "      <td>0.056751</td>\n",
       "      <td>0.039518</td>\n",
       "      <td>0.033673</td>\n",
       "      <td>0.027273</td>\n",
       "      <td>0.023607</td>\n",
       "      <td>0.020556</td>\n",
       "      <td>0.017670</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000035</td>\n",
       "      <td>0.000028</td>\n",
       "      <td>0.000027</td>\n",
       "      <td>0.000024</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.000017</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>1.686444e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>0.652760</td>\n",
       "      <td>0.080416</td>\n",
       "      <td>0.056754</td>\n",
       "      <td>0.039546</td>\n",
       "      <td>0.033672</td>\n",
       "      <td>0.027291</td>\n",
       "      <td>0.023601</td>\n",
       "      <td>0.020557</td>\n",
       "      <td>0.017670</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000036</td>\n",
       "      <td>0.000029</td>\n",
       "      <td>0.000026</td>\n",
       "      <td>0.000024</td>\n",
       "      <td>0.000020</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>0.000009</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>2.844966e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0.643783</td>\n",
       "      <td>0.080578</td>\n",
       "      <td>0.057158</td>\n",
       "      <td>0.039712</td>\n",
       "      <td>0.033941</td>\n",
       "      <td>0.027758</td>\n",
       "      <td>0.023486</td>\n",
       "      <td>0.020380</td>\n",
       "      <td>0.017896</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000083</td>\n",
       "      <td>0.000069</td>\n",
       "      <td>0.000064</td>\n",
       "      <td>0.000057</td>\n",
       "      <td>0.000049</td>\n",
       "      <td>0.000037</td>\n",
       "      <td>0.000029</td>\n",
       "      <td>0.000019</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>3.036373e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>0.650533</td>\n",
       "      <td>0.080679</td>\n",
       "      <td>0.056969</td>\n",
       "      <td>0.039813</td>\n",
       "      <td>0.033782</td>\n",
       "      <td>0.027492</td>\n",
       "      <td>0.023604</td>\n",
       "      <td>0.020538</td>\n",
       "      <td>0.017768</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000056</td>\n",
       "      <td>0.000053</td>\n",
       "      <td>0.000051</td>\n",
       "      <td>0.000037</td>\n",
       "      <td>0.000033</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>0.000021</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>1.173903e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>0.652726</td>\n",
       "      <td>0.080419</td>\n",
       "      <td>0.056751</td>\n",
       "      <td>0.039549</td>\n",
       "      <td>0.033665</td>\n",
       "      <td>0.027298</td>\n",
       "      <td>0.023603</td>\n",
       "      <td>0.020559</td>\n",
       "      <td>0.017683</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000041</td>\n",
       "      <td>0.000030</td>\n",
       "      <td>0.000029</td>\n",
       "      <td>0.000023</td>\n",
       "      <td>0.000019</td>\n",
       "      <td>0.000014</td>\n",
       "      <td>0.000012</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>0.000007</td>\n",
       "      <td>7.965241e-07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 201 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   0         1         2         3         4         5         6         7    \\\n",
       "0    0  0.652851  0.080402  0.056751  0.039518  0.033673  0.027273  0.023607   \n",
       "1    0  0.652760  0.080416  0.056754  0.039546  0.033672  0.027291  0.023601   \n",
       "2    1  0.643783  0.080578  0.057158  0.039712  0.033941  0.027758  0.023486   \n",
       "3    0  0.650533  0.080679  0.056969  0.039813  0.033782  0.027492  0.023604   \n",
       "4    0  0.652726  0.080419  0.056751  0.039549  0.033665  0.027298  0.023603   \n",
       "\n",
       "        8         9        ...            191       192       193       194  \\\n",
       "0  0.020556  0.017670      ...       0.000035  0.000028  0.000027  0.000024   \n",
       "1  0.020557  0.017670      ...       0.000036  0.000029  0.000026  0.000024   \n",
       "2  0.020380  0.017896      ...       0.000083  0.000069  0.000064  0.000057   \n",
       "3  0.020538  0.017768      ...       0.000056  0.000053  0.000051  0.000037   \n",
       "4  0.020559  0.017683      ...       0.000041  0.000030  0.000029  0.000023   \n",
       "\n",
       "        195       196       197       198       199           200  \n",
       "0  0.000021  0.000017  0.000009  0.000008  0.000004  1.686444e-06  \n",
       "1  0.000020  0.000014  0.000013  0.000009  0.000008  2.844966e-06  \n",
       "2  0.000049  0.000037  0.000029  0.000019  0.000011  3.036373e-06  \n",
       "3  0.000033  0.000025  0.000021  0.000015  0.000010  1.173903e-06  \n",
       "4  0.000019  0.000014  0.000012  0.000010  0.000007  7.965241e-07  \n",
       "\n",
       "[5 rows x 201 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(data_file, sep=';', header=None)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Compute the correlation matrix\n",
    "corr = df.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fbf8dfef588>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generate a mask for the upper triangle\n",
    "mask = np.zeros_like(corr, dtype=np.bool)\n",
    "mask[np.triu_indices_from(mask)] = True\n",
    "\n",
    "# Set up the matplotlib figure\n",
    "f, ax = plt.subplots(figsize=(30, 20))\n",
    "\n",
    "# Generate a custom diverging colormap\n",
    "cmap = sns.diverging_palette(220, 10, as_cmap=True)\n",
    "\n",
    "# Draw the heatmap with the mask and correct aspect ratio\n",
    "sns.heatmap(corr, mask=mask, cmap=cmap,\n",
    "            square=True, linewidths=.5, cbar_kws={\"shrink\": .5})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "features_corr = []\n",
    "\n",
    "for id_row, row in enumerate(corr):\n",
    "    for id_col, val in enumerate(corr[row]):\n",
    "        if id_col == 0 and id_row != 0:\n",
    "            features_corr.append(abs(val))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([162, 165, 164, 161, 160, 168, 163, 166, 167, 169, 159, 158, 156,\n",
       "       170, 155, 157, 154, 171, 153, 152])"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_highest_values(features_corr, 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([16, 17, 18, 15, 19, 20, 13, 14, 12, 21, 22, 11, 23, 10, 24,  9,  8,\n",
       "       25,  7,  2])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_lowest_values(features_corr, 20)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "thesis-venv",
   "language": "python",
   "name": "thesis-venv"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}