Explore_weather_submissions.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-12T16:29:27.202626Z",
     "start_time": "2017-05-12T16:29:26.880465Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from sklearn.preprocessing import MultiLabelBinarizer\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-12T16:30:23.291046Z",
     "start_time": "2017-05-12T16:30:23.260269Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "submission = pd.read_csv('./out/2017-05-12_1223-resnet50-L2reg-new-data-final-pred-0.922374050536.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-12T16:30:28.803383Z",
     "start_time": "2017-05-12T16:30:28.789531Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>image_name</th>\n",
       "      <th>tags</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>test_0</td>\n",
       "      <td>clear primary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>test_1</td>\n",
       "      <td>clear primary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>test_2</td>\n",
       "      <td>partly_cloudy primary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>test_3</td>\n",
       "      <td>clear partly_cloudy agriculture cultivation pr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>test_4</td>\n",
       "      <td>cloudy partly_cloudy primary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>test_5</td>\n",
       "      <td>clear primary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>test_6</td>\n",
       "      <td>clear agriculture cultivation habitation primary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>test_7</td>\n",
       "      <td>clear habitation primary road</td>\n",
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       "      <th>8</th>\n",
       "      <td>test_8</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>test_9</td>\n",
       "      <td>clear haze agriculture cultivation primary</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>test_10</td>\n",
       "      <td>partly_cloudy primary</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>test_11</td>\n",
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       "      <td>test_12</td>\n",
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       "      <td>clear agriculture cultivation habitation prima...</td>\n",
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       "      <th>17</th>\n",
       "      <td>test_17</td>\n",
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       "      <td>test_18</td>\n",
       "      <td>clear haze primary</td>\n",
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       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>test_19</td>\n",
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       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>test_20</td>\n",
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       "      <td>test_21</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>test_22</td>\n",
       "      <td>clear agriculture cultivation habitation prima...</td>\n",
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       "      <td>test_23</td>\n",
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       "      <td>test_24</td>\n",
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       "      <td>test_25</td>\n",
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       "      <td>clear agriculture bare_ground primary</td>\n",
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       "      <td>clear partly_cloudy agriculture habitation pri...</td>\n",
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       "      <td>clear primary</td>\n",
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       "      <td>clear primary</td>\n",
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       "      <td>clear primary</td>\n",
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       "      <td>clear agriculture habitation primary road</td>\n",
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       "      <td>clear primary</td>\n",
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       "      <td>clear agriculture habitation primary road</td>\n",
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       "      <td>clear agriculture habitation primary road</td>\n",
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       "      <td>clear primary</td>\n",
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       "      <td>clear agriculture cultivation primary road</td>\n",
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       "      <td>clear primary</td>\n",
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       "      <td>file_9993</td>\n",
       "      <td>clear primary water</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61185</th>\n",
       "      <td>file_9994</td>\n",
       "      <td>cloudy partly_cloudy primary water</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61186</th>\n",
       "      <td>file_9995</td>\n",
       "      <td>cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61187</th>\n",
       "      <td>file_9996</td>\n",
       "      <td>clear primary water</td>\n",
       "    </tr>\n",
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       "      <td>clear primary road water</td>\n",
       "    </tr>\n",
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       "      <td>file_9998</td>\n",
       "      <td>cloudy</td>\n",
       "    </tr>\n",
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       "      <th>61190</th>\n",
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       "      <td>clear habitation primary road</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "<p>61191 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      image_name                                               tags\n",
       "0         test_0                                      clear primary\n",
       "1         test_1                                      clear primary\n",
       "2         test_2                              partly_cloudy primary\n",
       "3         test_3  clear partly_cloudy agriculture cultivation pr...\n",
       "4         test_4                       cloudy partly_cloudy primary\n",
       "5         test_5                                      clear primary\n",
       "6         test_6   clear agriculture cultivation habitation primary\n",
       "7         test_7                      clear habitation primary road\n",
       "8         test_8                                      clear primary\n",
       "9         test_9         clear haze agriculture cultivation primary\n",
       "10       test_10                              partly_cloudy primary\n",
       "11       test_11              clear agriculture cultivation primary\n",
       "12       test_12                                             cloudy\n",
       "13       test_13         clear agriculture cultivation primary road\n",
       "14       test_14              clear agriculture cultivation primary\n",
       "15       test_15                          clear agriculture primary\n",
       "16       test_16  clear agriculture cultivation habitation prima...\n",
       "17       test_17                              partly_cloudy primary\n",
       "18       test_18                                 clear haze primary\n",
       "19       test_19                           clear primary road water\n",
       "20       test_20        clear agriculture cultivation primary water\n",
       "21       test_21                    clear agriculture primary water\n",
       "22       test_22  clear agriculture cultivation habitation prima...\n",
       "23       test_23                          cloudy haze primary water\n",
       "24       test_24             partly_cloudy agriculture primary road\n",
       "25       test_25                                      clear primary\n",
       "26       test_26  partly_cloudy agriculture habitation primary road\n",
       "27       test_27              clear agriculture bare_ground primary\n",
       "28       test_28  clear partly_cloudy agriculture habitation pri...\n",
       "29       test_29                                      clear primary\n",
       "...          ...                                                ...\n",
       "61161  file_9972              clear agriculture cultivation primary\n",
       "61162  file_9973  clear agriculture cultivation habitation prima...\n",
       "61163  file_9974                                      clear primary\n",
       "61164  file_9975                        clear partly_cloudy primary\n",
       "61165  file_9976              clear agriculture cultivation primary\n",
       "61166  file_9977                                      clear primary\n",
       "61167  file_9978                              partly_cloudy primary\n",
       "61168  file_9979                                      clear primary\n",
       "61169   file_998                                      clear primary\n",
       "61170  file_9980                                      clear primary\n",
       "61171  file_9981         clear agriculture cultivation primary road\n",
       "61172  file_9982          clear agriculture habitation primary road\n",
       "61173  file_9983                                      clear primary\n",
       "61174  file_9984                                      clear primary\n",
       "61175  file_9985                                      clear primary\n",
       "61176  file_9986                                      clear primary\n",
       "61177  file_9987          clear agriculture habitation primary road\n",
       "61178  file_9988                                      clear primary\n",
       "61179  file_9989          clear agriculture habitation primary road\n",
       "61180   file_999          clear agriculture habitation primary road\n",
       "61181  file_9990                                      clear primary\n",
       "61182  file_9991         clear agriculture cultivation primary road\n",
       "61183  file_9992                                      clear primary\n",
       "61184  file_9993                                clear primary water\n",
       "61185  file_9994                 cloudy partly_cloudy primary water\n",
       "61186  file_9995                                             cloudy\n",
       "61187  file_9996                                clear primary water\n",
       "61188  file_9997                           clear primary road water\n",
       "61189  file_9998                                             cloudy\n",
       "61190  file_9999                      clear habitation primary road\n",
       "\n",
       "[61191 rows x 2 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "submission"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-12T16:34:01.913402Z",
     "start_time": "2017-05-12T16:34:00.732332Z"
    }
   },
   "outputs": [],
   "source": [
    "subm_proba = np.loadtxt('./out/2017-05-12_1223-resnet50-L2reg-new-data-raw-pred-0.922374050536.csv',\n",
    "                       delimiter=';')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-12T16:41:12.524418Z",
     "start_time": "2017-05-12T16:41:12.521184Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  6.73540473e-01,   2.23873969e-04,   2.42309541e-01,\n",
       "         2.43358538e-02,   2.59449072e-02,   1.80957664e-04,\n",
       "         2.04540486e-03,   1.16751017e-03,   4.46651131e-04,\n",
       "         2.14810512e-04,   1.80665236e-02,   4.23510931e-03,\n",
       "         9.99252498e-01,   1.92479733e-02,   5.28321252e-04,\n",
       "         7.72662694e-04,   2.94506289e-02])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subm_proba[18]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-12T16:36:40.023354Z",
     "start_time": "2017-05-12T16:36:40.019589Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from PIL import Image\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-12T17:09:40.866361Z",
     "start_time": "2017-05-12T17:09:40.863627Z"
    }
   },
   "outputs": [],
   "source": [
    "img = Image.open(\"./data/test-jpg/test_185.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-12T17:09:41.260522Z",
     "start_time": "2017-05-12T17:09:41.257806Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "img = img.convert('RGB')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-12T17:09:41.793208Z",
     "start_time": "2017-05-12T17:09:41.661497Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f11007fca20>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DcwvdBpVxyAxTU14ej0wPd1Q7cXMGHtchle1qLUPQK1T93OOrMAwAZjAtrOMiABEaW1pd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\n47XxLBiex/N4Hq+NfwbgBx08g0ScEgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f110087be80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "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": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}