dataset_preparation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "from PIL import Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "DATA_FOLDER = '../leaf/data/femnist/data/raw_data/by_write'\n",
    "DATA_STATS_FILE = 'data_stats.csv'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset_stats = pd.DataFrame()\n",
    "\n",
    "for user_group in os.listdir(DATA_FOLDER):\n",
    "    user_group_path = f'{DATA_FOLDER}/{user_group}'\n",
    "    \n",
    "    for user in os.listdir(user_group_path):\n",
    "        user_path = f'{user_group_path}/{user}'\n",
    "        \n",
    "        \n",
    "        digits_count = np.nan\n",
    "        char_count = np.nan\n",
    "        lowercase_count = np.nan\n",
    "        uppercase_count = np.nan\n",
    "        \n",
    "        for user_class in os.listdir(user_path):\n",
    "            user_class_path = f'{user_path}/{user_class}'\n",
    "            \n",
    "            if user_class.startswith('l'):\n",
    "                lowercase_count = len(os.listdir(user_class_path))\n",
    "            elif user_class.startswith('u'):\n",
    "                uppercase_count = len(os.listdir(user_class_path))\n",
    "            elif user_class.startswith('c'):\n",
    "                char_count = len(os.listdir(user_class_path))\n",
    "            elif user_class.startswith('d'):\n",
    "                digits_count = len(os.listdir(user_class_path))\n",
    "        \n",
    "        row = {'user':user,\n",
    "               'user_group':user_group,\n",
    "               'characters':char_count,\n",
    "               'lowercase':lowercase_count,\n",
    "               'uppercase':uppercase_count,\n",
    "               'digits':digits_count}\n",
    "        \n",
    "        dataset_stats = dataset_stats.append(row, ignore_index=True)\n",
    "        \n",
    "dataset_stats.to_csv(DATA_STATS_FILE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>characters</th>\n",
       "      <th>digits</th>\n",
       "      <th>lowercase</th>\n",
       "      <th>uppercase</th>\n",
       "      <th>user</th>\n",
       "      <th>user_group</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>116.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>f2328_92</td>\n",
       "      <td>hsf_4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>130.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>f2322_80</td>\n",
       "      <td>hsf_4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>103.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>f2472_83</td>\n",
       "      <td>hsf_4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>104.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>f2480_61</td>\n",
       "      <td>hsf_4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>111.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>f2134_58</td>\n",
       "      <td>hsf_4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3592</th>\n",
       "      <td>151.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>f0427_40</td>\n",
       "      <td>hsf_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3593</th>\n",
       "      <td>159.0</td>\n",
       "      <td>104.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>f0288_48</td>\n",
       "      <td>hsf_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3594</th>\n",
       "      <td>199.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>f0178_39</td>\n",
       "      <td>hsf_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3595</th>\n",
       "      <td>218.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>f0092_16</td>\n",
       "      <td>hsf_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3596</th>\n",
       "      <td>244.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>f0473_21</td>\n",
       "      <td>hsf_0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3597 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      characters  digits  lowercase  uppercase      user user_group\n",
       "0            NaN   116.0       24.0       26.0  f2328_92      hsf_4\n",
       "1            NaN   130.0       22.0       24.0  f2322_80      hsf_4\n",
       "2            NaN   103.0       25.0       26.0  f2472_83      hsf_4\n",
       "3            NaN   104.0       20.0       26.0  f2480_61      hsf_4\n",
       "4            NaN   111.0       23.0       21.0  f2134_58      hsf_4\n",
       "...          ...     ...        ...        ...       ...        ...\n",
       "3592       151.0   111.0       24.0       24.0  f0427_40      hsf_0\n",
       "3593       159.0   104.0       25.0       18.0  f0288_48      hsf_0\n",
       "3594       199.0   106.0       25.0       20.0  f0178_39      hsf_0\n",
       "3595       218.0   115.0       25.0       24.0  f0092_16      hsf_0\n",
       "3596       244.0   121.0       24.0       25.0  f0473_21      hsf_0\n",
       "\n",
       "[3597 rows x 6 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Groups count: 7\n",
      "Users count: 3597\n",
      "Total digits count: 402953.0\n",
      "Total lowercase characters count: 81096.0\n",
      "Total uppercase characters count: 81463.0\n",
      "Total characters count: 248743.0\n",
      "Total samples count: 814255.0\n"
     ]
    }
   ],
   "source": [
    "print(f'Groups count: {len(dataset_stats.user_group.unique())}')\n",
    "print(f'Users count: {len(dataset_stats.user)}')\n",
    "\n",
    "digits_count = dataset_stats.digits.sum()\n",
    "lcase_count = dataset_stats.lowercase.sum()\n",
    "ucase_count = dataset_stats.uppercase.sum()\n",
    "chars_count = dataset_stats.characters.sum()\n",
    "\n",
    "print(f'Total digits count: {digits_count}')\n",
    "print(f'Total lowercase characters count: {lcase_count}')\n",
    "print(f'Total uppercase characters count: {ucase_count}')\n",
    "print(f'Total characters count: {chars_count}')\n",
    "print(f'Total samples count: {digits_count + lcase_count + ucase_count + chars_count}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_class_path(user:str, _class:str) -> str:\n",
    "    \n",
    "    if _class not in ['d', 'c', 'l', 'u']:\n",
    "        raise ValueError('class should be d for digits, c for characters, l for lowercase or u for uppercase')\n",
    "    \n",
    "    row = dataset_stats[dataset_stats.user == user].iloc[0]\n",
    "    class_dir = row.user.replace('f',_class)\n",
    "    return f'{DATA_FOLDER}/{row.user_group}/{row.user}/{class_dir}'\n",
    "\n",
    "def get_images_path(user:str, _class:str) -> list:\n",
    "    path = get_class_path(user, _class)\n",
    "    \n",
    "    if os.path.exists(path):\n",
    "        images_path = [] \n",
    "        \n",
    "        for image in os.listdir(path):\n",
    "            images_path.append(f'{path}/{image}')\n",
    "    else:\n",
    "        raise ValueError('Path does not exist or samples count is 0')\n",
    "        \n",
    "    return images_path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/maan/BA/code/.ba/lib64/python3.6/site-packages/ipykernel_launcher.py:9: MatplotlibDeprecationWarning: Passing non-integers as three-element position specification is deprecated since 3.3 and will be removed two minor releases later.\n",
      "  if __name__ == '__main__':\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 121 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.image as mpimg\n",
    "\n",
    "images = get_images_path(user='f0473_21', _class='d')\n",
    "\n",
    "plt.figure(figsize=(20,20))\n",
    "columns = 10\n",
    "for i, img_path in enumerate(images):\n",
    "    plt.subplot(len(images) / columns + 1, columns, i + 1)\n",
    "    image = mpimg.imread(img_path)\n",
    "    plt.imshow(image)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "BA",
   "language": "python",
   "name": "ba"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}