data_ visualization.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "# matplotlib.pyplot : stylesheet 를 변경할 수 있게 해주는 라이브러리\n",
    "import seaborn as sns\n",
    "import os\n",
    "from scipy import stats\n",
    "# scipy 패키지 : 수치 해석 기능을 제공하는 패키지\n",
    "# stats 서브패키지 : 확률분보 분석을 위한 기능을 제공하는 패키지\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import missingno as msno\n",
    "# missingno 라이브러리 : 결측치/결측값을 시각화 해주는 라이브러리"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Solarize_Light2',\n",
       " '_classic_test_patch',\n",
       " '_mpl-gallery',\n",
       " '_mpl-gallery-nogrid',\n",
       " 'bmh',\n",
       " 'classic',\n",
       " 'dark_background',\n",
       " 'fast',\n",
       " 'fivethirtyeight',\n",
       " 'ggplot',\n",
       " 'grayscale',\n",
       " 'seaborn',\n",
       " 'seaborn-bright',\n",
       " 'seaborn-colorblind',\n",
       " 'seaborn-dark',\n",
       " 'seaborn-dark-palette',\n",
       " 'seaborn-darkgrid',\n",
       " 'seaborn-deep',\n",
       " 'seaborn-muted',\n",
       " 'seaborn-notebook',\n",
       " 'seaborn-paper',\n",
       " 'seaborn-pastel',\n",
       " 'seaborn-poster',\n",
       " 'seaborn-talk',\n",
       " 'seaborn-ticks',\n",
       " 'seaborn-white',\n",
       " 'seaborn-whitegrid',\n",
       " 'tableau-colorblind10']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.style.available\n",
    "# 사용가능한 스타일 목록을 출력"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use('seaborn')\n",
    "# 'seaborn' 스타일로 설정"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "# warnings 모듈 : 경고 메시지를 출력하고 걸러내는 기능을 제공하는 모듈\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "# filterwarnings(action) : action값에 따라 경고를 처리한다.\n",
    "# 'error' 경고를 예외로 변환한다.\n",
    "# 'ignore' 경고를 무시한다.\n",
    "# 'always' 항상 경고 메시지를 출력한다.\n",
    "# 'default' 경고가 발생한 각 위치에 대해서 경고를 한 번씩 출력한다.\n",
    "# 'module' 경고가 발생한 각 모듈에서 경고를 한 번씩 출력한다.\n",
    "# 'once' 어디서 발생되었는지에 상관없이 경고를 한 번씩 출력한다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train = pd.read_csv('data/train.csv', parse_dates=['datetime'])\n",
    "df_test = pd.read_csv('data/test.csv', parse_dates=['datetime'])\n",
    "# parse_dates는 날짜/시간 변수를 datetime 변수로 변환하기 위함"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>datetime</th>\n",
       "      <th>season</th>\n",
       "      <th>holiday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weather</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>humidity</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2011-01-01 00:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.84</td>\n",
       "      <td>14.395</td>\n",
       "      <td>81</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2011-01-01 01:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.02</td>\n",
       "      <td>13.635</td>\n",
       "      <td>80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8</td>\n",
       "      <td>32</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2011-01-01 02:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.02</td>\n",
       "      <td>13.635</td>\n",
       "      <td>80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>27</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2011-01-01 03:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.84</td>\n",
       "      <td>14.395</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2011-01-01 04:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>9.84</td>\n",
       "      <td>14.395</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             datetime  season  holiday  workingday  weather  temp   atemp  \\\n",
       "0 2011-01-01 00:00:00       1        0           0        1  9.84  14.395   \n",
       "1 2011-01-01 01:00:00       1        0           0        1  9.02  13.635   \n",
       "2 2011-01-01 02:00:00       1        0           0        1  9.02  13.635   \n",
       "3 2011-01-01 03:00:00       1        0           0        1  9.84  14.395   \n",
       "4 2011-01-01 04:00:00       1        0           0        1  9.84  14.395   \n",
       "\n",
       "   humidity  windspeed  casual  registered  count  \n",
       "0        81        0.0       3          13     16  \n",
       "1        80        0.0       8          32     40  \n",
       "2        80        0.0       5          27     32  \n",
       "3        75        0.0       3          10     13  \n",
       "4        75        0.0       0           1      1  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 10886 entries, 0 to 10885\n",
      "Data columns (total 12 columns):\n",
      " #   Column      Non-Null Count  Dtype         \n",
      "---  ------      --------------  -----         \n",
      " 0   datetime    10886 non-null  datetime64[ns]\n",
      " 1   season      10886 non-null  int64         \n",
      " 2   holiday     10886 non-null  int64         \n",
      " 3   workingday  10886 non-null  int64         \n",
      " 4   weather     10886 non-null  int64         \n",
      " 5   temp        10886 non-null  float64       \n",
      " 6   atemp       10886 non-null  float64       \n",
      " 7   humidity    10886 non-null  int64         \n",
      " 8   windspeed   10886 non-null  float64       \n",
      " 9   casual      10886 non-null  int64         \n",
      " 10  registered  10886 non-null  int64         \n",
      " 11  count       10886 non-null  int64         \n",
      "dtypes: datetime64[ns](1), float64(3), int64(8)\n",
      "memory usage: 1020.6 KB\n"
     ]
    }
   ],
   "source": [
    "df_train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "column:   datetime\t Percent of NaN value: 0.00%\n",
      "column:     season\t Percent of NaN value: 0.00%\n",
      "column:    holiday\t Percent of NaN value: 0.00%\n",
      "column: workingday\t Percent of NaN value: 0.00%\n",
      "column:    weather\t Percent of NaN value: 0.00%\n",
      "column:       temp\t Percent of NaN value: 0.00%\n",
      "column:      atemp\t Percent of NaN value: 0.00%\n",
      "column:   humidity\t Percent of NaN value: 0.00%\n",
      "column:  windspeed\t Percent of NaN value: 0.00%\n",
      "column:     casual\t Percent of NaN value: 0.00%\n",
      "column: registered\t Percent of NaN value: 0.00%\n",
      "column:      count\t Percent of NaN value: 0.00%\n"
     ]
    }
   ],
   "source": [
    "for col in df_train.columns:\n",
    "    msperc = 'column: {:>10}\\t Percent of NaN value: {:.2f}%'.format(col, 100 *(df_train[col].isnull().sum() / df_train[col].shape[0]))\n",
    "    print(msperc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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++OEHpWOtm5sbbGxsULduXaxfvx5WVlaYMGECSpcujZSUFJw8eRIfffSRUbbJT0hIwJtvvgkLCwtDF+Uf0z1aDQ4ORufOndGsWbNiN5qBmZkZtFot2rdvjzfffBPu7u5o06YNtm/fjlmzZkFE0KNHD3z11Vf47rvvcPz4cbzxxhv44osvMGXKFCXgG3Kdn68xFRFUrFgR7dq1Q3Z2NubMmYO33noLI0aMYC0XvbSsrCyUKlUKVatWRWZmJmbOnIl79+6hdu3aWLFiBZo1a4abN29i1qxZmDRpElasWAFnZ2csXrwYBw8ehJOTk6FX4S/pavLT09ORnp4Oc3Nz7Nu3D6Ghofj222/Rrl07fP/99/jll1/g5eVV5DxtzDcwxY3uOjJgwADcv38fjRs3ViYM9PDwQGJiIhYvXoyYmBhs2rQJKSkp2LNnD8qUKaM3IAIVXwz5/3K6ADVs2DAcPHgQVapUwb59+/Drr79ixIgRmDJlCrRaLa5du4aBAwfi008/xdWrV3Hx4kVERESgbNmyBl4DfRMmTMDZs2eRm5uLTp06wcHBAe+8846hi/WPWFhYICsrCytXrkSzZs2KVcDXiYqKQlpaGiZMmKC0Xa9Tpw42btyI2bNnw8TEBCEhIZg/fz6Sk5NRokQJlCpVCoDhO3gVDvjz58/H3bt38eDBAzRp0gQuLi7o0aMHRARz5syBiYkJhg8fDkAdzazo/84ff/yBsWPHYt68efj4448xY8YM+Pj4oHTp0sqkbpUrV0blypVRr149nDp1Chs3bsT06dORnZ2NEydOGFXIf/5GWLfve3h4YPz48QgNDcX+/fsxaNAgBAYGAigI8uXLlzeaJ8GZmZm4fPkyatSoUawrh17EwsIC77zzDg4ePIjs7Gz4+/srzac6d+6MN998E0eOHMHEiRPx5Zdf4pNPPsG0adM4io5KFL/UQK9E4Ymu0tLS8OjRI8ybNw+bN29GREQELl68iAkTJuDRo0eYPXs2AgMDkZ2djbNnz6JixYpYt24dNBqNAdegqMGDB2Pfvn3KqD/jx4/HunXrkJiYaOiivZTCzT10zaa6d++OpKQkHD16tMgyxUFOTg4SExP1LpwffPABWrduDQcHB8yaNQs//fQTAOCtt95CyZIlARhHBy/dxa1fv35Yt24dRATly5fHvn370KFDB5w+fRrBwcHo378/VqxYge+//x4A263Sf3bjxg00a9YMH3zwAfLy8pCUlIRatWqhYsWK2Lp1K7Zu3aosW7ZsWTg7O2PRokWYPn06/P39sXXrVvz6668GXIM/FZ5Uaf369Zg5cyZ2796NmzdvwsXFBfXq1cMvv/wCOzs7dO3aFRYWFnjw4AFOnjyJL774AqVLlzb0KgAAxo8fj8DAQERFRek1WS2Onp/EEihYvx49euD+/ftYsGABHj58qLzn4+ODuXPnYv/+/Vi9ejVmzpypDITAgK8CQv86ubm5yv8fPnxY9u7dK+3atZOnT58qr0dGRoq1tbV06tRJYmJilNdzcnIkLy/vdRb3paSkpEjfvn0lMjJSeS0sLEzq1Kkj8+bNk4SEBAOW7r/TbZPC20ZEJDExUdzd3WXYsGGGKNbf8qL9IjIyUqysrGTr1q1FltmxY4doNBrRaDSyePHi11XMv2Xv3r1ib28v0dHRotVqRURk48aNotFoZN68eaLVaiUnJ0fCw8NFo9HIzJkzDVxiMlZ3796V9PR05d8ZGRkyaNAgiY2NFRGR2NhY8fb2Fjc3N9m8ebOyXHZ2tvL/SUlJEhISInPmzBGRFx9zr1taWpq0bNlS7OzsxNbWVr755htxdnaWX375RZKTkyUkJERsbW2le/fu8u2334qHh4d4eXlJTk6OiIjk5+cbeA0KzrMdOnSQpk2bypEjR/R+8+JE95tmZmbK7t27ZcOGDfLzzz8r78+ZM0dsbGxkwoQJ8uDBA+X157eBMWwTejVYk/8vI/+/pz1QUEM5aNAghIaG4syZM3pTWDds2BBz587F5cuXMXPmTJw6dQpAwVBaxtZsZNq0aWjatCkuXbqEChUqKK+PHz8ebm5uWLZsGdauXWvUNfpmZmbIyspC7969MWLECCQlJSEjIwPvvPMOQkNDsW/fPr3tY2xyc3OV9p9XrlzB1atXARTsR05OTpg6dSouXryot++kp6fDxsYG7dq1w9q1axETE2Oo4v+lxMRE5OXl4YMPPoCFhQXu3buHadOmoU2bNmjatClmzZqF1NRUtGnTBsOGDYOnp6ehi6xK8twTrOf/bexSUlLg7++Pvn374unTpwCAX3/9FSdPnsTAgQMRExODTz75BLNnz8Ybb7yBpUuX4ueffwYAvPHGG8r3vP322zAxMVFq8g11Li5cW/zzzz+jTJkyWLRoEU6cOIEFCxZAo9Hg22+/xdmzZzFjxgwMGDAA2dnZMDExgYODAzZt2qTUFhvDk6933nkH8+bNw0cffYSwsDBERkYWuxp9+f9PP9PS0uDn54fZs2dj+vTpGDNmDHx8fJSZhtu0aYOdO3di6dKlePToEYCiTx+NYZvQq2FcaY3+TxUeRefnn3/G7du3MXXqVEybNg2VKlVCREQEDh8+rCyvC/rHjh3D2rVrjXZMfGdnZ1SrVg2PHz/GkydPAEAZkUUX9FetWoWlS5ciKSnJkEUtonBYefLkCczNzXHy5El4enpi2rRpuHz5MqytrVGvXj38/vvvEJEXPo41pMIXlw4dOqBTp04IDAxEv379ABT096hSpQq6du2KLVu24OLFizhz5gw2btwIS0tLeHl5ISEhAXFxcQZfDx3d/pOWlgatVouPP/4Yjx8/ho+PDxo0aICwsDAkJiZi06ZNuH37Nt566y107NiRI1L8H9AFwfz8fGRnZythsTgpU6YMhg8fjkuXLmHMmDFIS0uDvb09hg4dCq1Wi5EjRyImJgaVK1fG3LlzYWFhgUWLFmHKlClo166d0lzv9OnTiIuLg4mJid5Y+q+brlN9t27dEBUVhRo1auDrr78GADRq1Ai9e/dG06ZNMX36dDx9+hQ+Pj5YtmwZZs6cif79+yvtvQ3dJE93zIsI3n77bSxYsKDYBX3dOuhG0enfvz/efPNNzJ07F9u3b8exY8dw+/ZtzJs3D/Hx8Rg4cCD8/Pywd+9ezJo1CwkJCQZeA/q/xJCvcunp6UoNqa4Gf/v27Thy5Ajq168PBwcHeHh4YOLEiUhLS8OSJUv0gn6DBg2watUqfPvtt0p7aWNTq1YtjBo1ClWqVMGkSZNw48YNvaEXx48fjyZNmmDXrl0GLqm+58PLJ598gvnz52P37t1wdXXFpUuX4O/vj/Xr18PExARbt25FQkKCUbWT1N045uTkoH///ihVqhSGDBmC1q1b48SJE+jevTs++OADLFy4EE2aNMGkSZPQsWNHhIaGAgCGDBmC9957Dx988IHS4dYQnq9R1NWQurq6AgCCg4Ph4eEBOzs7jB8/Hm+88QZMTExQsmRJpV2xMW0XtdDNcJyWlqaMzOLq6oq5c+fijz/+MHTxXpqZmRk8PT0xfvx4REVFYezYsUhNTYWXlxe6dOmCvLw8Jeh/8sknyqhNhw8fRlpaGho1agSgoI2+paUlxowZY9DjBQCePn2K1NRU7N+/XxnmVzehnaWlJfz9/REbG4s7d+688POGPl4KV3rl5eUpQT88PBwffvih0Qf9lJQUAH+GewB49uwZ4uLi4O7ujq+//hoVK1bE6dOnkZmZiY4dO+Lq1atITEzEwIEDYW9vj+TkZIMPTFF4iOTi9oSuWDBIIyF6LfLz86V3797St29fpe1mTEyMNGvWTL755hsZPXq03vKRkZHi5uYm7du3lyNHjhiiyC9t7969smTJElmxYoWcOHFCREQuX74sLVq0EDc3N7l+/bqI6LdZffz4sUHK+iK6tpNpaWkSFhYmnTt3lpkzZ8rFixeVZe7fvy+rVq0ST09Pad++vWg0Gpk8ebLB24smJSXp/Vur1cquXbukc+fOEh0drby2ceNGqV27tnTt2lVZ9tdff5XIyEg5duyYsm0GDx4szZs3f+3bJycnR9LS0vReW7x4sQwfPlx++uknuXr1qoiIzJs3T+rXry+Ojo7Kb//06VMZPHiwtGrVqsjvQa+Grn+KVqsVV1dX8ff3l6lTp8rQoUOlSZMm4u3trRz7xqxwO+nVq1dLp06dRKPRyKBBg5T9b+vWreLp6Sne3t5KH6inT5/KzZs3leNE9z26viGv2/P9hUQKzlE9evQQa2trpdy6coqINGjQQJYvX/7ayviyCq/L/PnzJSQkRCZMmCAnT54UEZHk5GRp06aNNGnSxCjb6KekpMicOXPkwIEDeq/fu3dPatasKRERESIisnPnTtFoNLJw4ULJysqS9u3by9SpU5XldW3vDdW3IycnRzZu3Cjnzp0zyN//N2DIV7H8/Hy5d++eciHRdfCKiooSLy8vsba2ll27dul9JjIyUjw9PcXd3V2OHTv22sv8Mvr16yeNGjUSBwcHsbGxkWrVqsmUKVNEpCDou7i4iLu7u9y4cUNEjKNzWmG68qSmpoqLi4s0a9ZMOnToINWrV5fu3bsrQVnn1q1bcujQIfHz8xM3Nzdlexqic9SNGzekbt26ygU9Pz9fwsLCxMnJSezs7CQrK0tZNj09XTZu3Ch16tSRLl266H3Pnj17JCwsTAIDA6Vhw4Z6nbtfB61WK97e3jJ//nzJyMgQEZHQ0FCpU6eOtGzZUjQajXTu3FnOnz8vmZmZ8v3330uDBg3E19dXBgwYIAEBAWJjY/Pay/1vk5WVJTdv3pSQkBDlxl2kYP/x9/eX1q1bF4ttkJaWJq6urtK2bVsZNmyYhISESI0aNaRnz556Qd/Ly0tat26td7MvYvhzmC64Z2RkyOrVq2XhwoVKRdC9e/ckMDBQmjZtKleuXFE+c+nSJXFwcCgSRA2t8HmzT58+YmNjI23bthVbW1vx9vZWyls46B89etSogn5aWpr4+PiIh4eHHDhwQPz9/eXq1avy7Nkzad26tQwcOFBWrFghGo1GwsPDJT8/X9LT08XDw0PGjRun912G7GT77Nkz8ff3l65du8qjR49k2rRpcu3aNYOVR40Y8lUoKytLCbg6ixYtEo1Go9wxR0VFibe3t/j4+BQ5CR87dkz8/f3l/v37r63MLys8PFycnZ0lMjJStFqtxMbGyoIFC8TKykomTJggIgVB393dXRo3biw3b940cIn16S7W2dnZ0q1bNwkODpa7d++KiMj06dOldu3a0rNnT/n999+LfDYrK0saNmwoCxYseK1lLiw+Pl42bNggIn/Whl2+fFmCgoKUC0ph6enpsmnTJrGxsRFvb2/l9Q0bNkhgYKBMnDjRYNto6NChUqNGDVm2bJkcPHhQfHx8lBusX375RVxcXKRjx45y/vx5ycvLk8jISOnbt6/06NFDJk2aZHT7ltrk5eVJ3759RaPRiK2trcTFxem9v2vXLrG1tVVGZjKWEUHi4uIkNTVV77Vly5aJi4uLcl7WarVy/PhxsbGx0Qv627ZtE1tbWxk+fPhrL/dfKVwp4e7uLq6urtKwYUOZN2+epKSkiEhBjX6HDh3ExsZGwsLCZPLkyeLr6ys+Pj56NfvGZMaMGeLi4qIc8xs2bBAbGxvx8fGRffv2iUhB0G/Xrp3UqFFDqeU3NN1+npqaKg0aNJDatWuLu7u7PHnyRERE1q1bp4xaNnv2bOVzN2/elObNmxvdk5Xff/9d6tSpI7a2ttKkSROeV18xhnwVOnz4sNja2sqlS5dEROTixYty6dIl8ff3F3t7eyXonzx58i+Dvq5209j06tVLhg4dqnfhSElJkaVLl4pGo1GGajx37pz4+fkpTy8M6fr163pPTPLz8yUuLk48PDxk9+7dkpeXJ/Hx8TJ69Gjp2LGj1KtXT4KCgvQeYepO7CEhIUYRALRarfj7+yu/961bt6Rz587SvHlzWb16td6yGRkZsmrVKgkKCnrhI//X6fnAMWHCBLGyspKePXtK9+7d9WrrDh48qAT933777XUX9V+pcFDPzs6WAwcOSEBAgNSpU0cvIOv0799fvLy8jCbg37hxQ2rVqiW//vqr3uvjxo2Tli1bKv/WBeeTJ0/KN998I4MGDVIC89GjRw1+nBR+IidSsC06duwoAQEBEhsbq1QApaWlKTdf8fHxEhISIhqNRoKCgmTJkiXKehhb0M/NzZWgoCBlKNLMzExZuHCh+Pv7S8uWLcXT01MOHTokIgXNprp06SK3b982YIn16Y6B2rVri0ajETc3N72ma4sXLxaNRiPDhw+Xn3/+WbZs2SI+Pj7i7e1t8H3rRby8vESj0Yi/v3+RCkr63zDkq9Dt27elQ4cOUq9ePfH29pb+/ftLcnKy3LhxQ3n8+HzQb9OmTZGmO8YkJydHUlNTxcnJScaPHy8i+hf7uLg4cXd3l5EjR4pIQVgwVNtVHV0ZfHx8xMHBQXbu3Km8d/78edFoNEot0uzZs8XR0VESEhJk165dotFoJCQkRNavX6985uLFi2JjYyMhISEGOVEXvlCnpqZKx44dpU6dOrJ3714RKbiZ6dSpk7i6uiptQnWysrKUIGaox975+fkydepUvTH5U1NTZfbs2aLRaPRqw3R0QT8oKEi56Ou+yxj8p/3AWMr4snT7V05OjhJ4RQrOUU5OTuLt7V2k2UpYWJh069bttZbzv9Eds7pzlojIqlWrpH79+nrNcPLy8iQnJ0dCQ0OVYJyZmam8b6gwdvnyZRk+fLheM6jbt2+Lp6encrP75MkTiYiIEDs7O7G2tlbOSY8ePZKQkBBp1KiRnDp1SkQM39RIpOhvGR8fL02aNFGePB44cEBsbW3lyJEj8uuvv4pGoxFPT09ZtmyZiBjPsfT8b3n8+HE5ffq0NGjQQDw9PeX48ePKexEREeLt7S21atUSLy8v6dmzp3LuNXTQf/73DA8Pl4iICKlTp4507dpVr2ke/W8Y8lXq/PnzYm1tLVWrVpW1a9eKSMEJ4kVBPzIyUpycnKRjx45FOiIam+HDh0v9+vWVTpqFg3yXLl0kKCjIKC4qhV2/fl1atWolnp6esm3bNuX1iRMnSkxMjJw4cUI0Go0cPHhQRAouqJaWluLi4iI9e/ZUbhbOnDkjPXv21Gv3+roUfkQ8Z84c0Wq1EhcXJ6GhofLNN9/Inj17lHXt1KmTtGzZUtasWfOX32Moq1atEo1GIytXrpRRo0bJqlWrRKvVyvTp05XmRoUDpojIoUOHpH79+tKrVy+jesKlu1BnZGRIRESEfP/997J161a9cGbo3/tlFW4S0qtXL2UCOF2ztcjISHF2dhZvb2958OCBPH78WG7cuCGtWrWSMWPGGLDkfyocnLRarbRp00bCw8MlIyNDLl68KI0aNZIRI0YUebo4evRoCQ4Olm7duhnFuWvFihVStWpVGTZsmNI+Oi4uTurWrSvjxo2TVatWia+vr2g0GunRo4dMnTpVrK2tlVrxu3fvSufOnaVx48ZG169r//79yv/PmTNHtm/fLomJiVK7dm29ieyaNWsmjo6OYmdnJ0+ePDGK46hwx+uoqCg5deqU8hTl3r170qBBA/Hw8ND7zZOSkuTu3bvy+PFjZR0M/VSl8HGSmJio9+9Tp05JnTp1JDg4mEH/FWHIVxndAfPLL7+Ij4+PtGrVSqytreX06dPK+4WD/vnz50WkYNQTY2ja8rytW7dKeHi4rFixQkREoqOjxcnJSdq3b683i218fLy0a9dOpk+fbhQnZB3dY++bN2+Kh4eHtGnTRgn6ulqV8ePHS0hIiPLawYMHpWPHjnLy5Em9i/7rfjpx48YNpb+AzvDhw/Xa1sfHx0u/fv2KBP2goCCxsbHRu6gag8TERJk5c6ZoNBqpUaOG3j4/YcIEqVatmixbtqxI0D9y5EiR38IY6Dp02tvbi4ODg1SrVk28vLxk5cqVhi7a36bVaqVt27bi7e0tAwcOlIYNG4q/v7/SwTMyMlIcHR3F2tpabG1tJSgoSDw8PJTjyJiOexGRDh06SK1atZSnWmvXrhWNRiPDhg1TKlhiYmLEx8dHqYgRMY6a7+XLl0v9+vVlyJAhSqXC/PnzpU6dOlKjRg3x8/NTtkt6eroy8pHOvXv3xNfXV1xcXIzmxnjDhg1Su3ZtmTFjht7r27dvFxcXF9FqtZKXlyd//PGH+Pj4yNatW/VmgTck3XU9NTVV/P39pWnTptKwYUNZv369MotybGysNGjQQLy9veXIkSNy7949pcmujqH3rcJ/f8KECdK6dWvx9fWVbdu2KaOURUZGSp06daR79+5y48YNSU9Pl4cPHxqqyMUeQ75KPP/4TavVSkpKivz2228SEBAg1tbWStMQXY2+rkPR8yM5GIu+ffuKnZ2d2NvbS//+/ZVAFhERodSybNmyRVauXCkDBw4UGxsbo+q0o9smycnJsnLlSgkICBCNRiMuLi56TaPCwsKkcePG8vDhQ7ly5Yp06NBB+vTpY9DhzTIyMsTNzU2cnJzkzp07yusTJ06Udu3aicifoapw0Nc13YmJiZEJEyYY/LHwi0ybNk2qVq0qGo1Gr+mOiH7Qf77zpLHQ7Q/5+fmya9cuvXas586dk5CQELG3ty/SZMoYFd4/kpKSpHPnzsqTiHPnzomHh0eRoO/v7y81atTQG4XK0LWTf/X3e/bsKVZWVsq2WL9+vTRp0kRq166tnNu8vb2Vzxv6RqVwW/zZs2eLra2tDB48WB48eCAiBTf+MTExSrAUEXnw4IG0bNmySKf7+/fvK58zBg8fPpShQ4eKi4uLzJo1S3k9IiJCNBqNxMbGysOHD2XMmDEvbLpnKLp9IisrS7y8vCQwMFCio6Pl0KFDSvMu3RP4u3fvSsOGDcXW1lZq1aolrVu31vsOQyp8HRs4cKDY2trKyJEjlSZF4eHhkpiYKCIFx3ndunXF3d1dOnToIN7e3pKRkWEU61HcMOSrQOEL5YkTJ2TPnj2yd+9e5YR9/vx5ad++vVhbWyuPv7Ozs+WPP/6QkJAQo+pQpDNt2jSxs7OTCxcuyMOHDyUnJ0e0Wq08efJEMjMz5ciRIxISEiJWVlbSpEkTadu2rdEMpVd4e2RmZoq7u7sEBATIvHnzJCIiQhwcHMTX11e2bNkiIgVPXRwdHaVGjRpib28vPj4+RlE7GR0dLc2bNxdvb2+5deuWiIjMnDlTfHx8ipTr0aNH0q9fP6lTp47SGVfH0EH/+achFy5ckN9++02mTp0qGo1GFi1apLf8hAkTpGbNmrJgwQKjDfparVYCAwOlU6dOMmLECL33rl+/Lt27d5fWrVsb5bGto9sv0tPTZcmSJTJ//nxp1aqV3v4SHR0t7u7uekFf10bfzc1Nqf0z5HGiK29aWppMnTpVpk6dKuvWrVPe79Gjh17Qv3btmmzfvl3mzZsnW7ZsUT5vLMdJcnKyBAUFSa9evZSb4YEDB+oNbbh3716ZMmWKREREiJ+fn7Rq1cpoblRE/vq3jI+PlyFDhoizs7PSPOfevXvSokUL0Wg04uzsLPXr1zf4teT8+fMyc+ZMvd/y+PHj4uHhoVR25eTkyL59+6Rbt27Srl07pYIlNjZWxo4dK1OmTDGqYT91UlJSpFevXkqfDZGCuVKsra3lxx9/VIL+uXPnxN/fX9q3b2/w7VGcMeQXc4VPAv369RN7e3uxsbGRb775Rlq1aiWbNm2SvLw8OXPmjFKj//PPP8vixYtl+/btBu+c+iJarVb69OmjtPFMTk6WgwcPiru7u1hbW4uvr69y0F+9elWSkpKKNK8whJiYmCLD/O3du1eaNm2qd5KKjY2VoKAg8fX1VZqzREdHy08//SQrV640ihEpdPvV2bNnxd3dXdzd3eX+/fsyb948cXd3l19++UUSEhL0fveUlBTp0qWLdOzY0VDFLqLwxf7SpUt6IxY9fvxYCfrP10KOGTNGbGxsjOZxvY5uu9y8eVMZtnTYsGEiUnDc6N4/c+aMWFpaGt0Y5Tq6cqanp4uzs7M0atRIGfavcEAWKTg2PDw8pG3btsrQhsePHxdXV1dp3LixEgoMKSMjQ1xdXcXBwUFsbW2lZs2aMnnyZOX9wkH/Rf2eDB3wdbRarTKKTmRkpNy+fVt++OEHsbe3l6FDhyrnsWnTpkm9evXEy8tL+vbtq5yrjGU9dJYsWaI0VdWJi4uToUOHipOTk8yfP19ECo6nRYsWyeLFiw3aLC8/P19yc3Nl8ODBMnfuXL339u3bJxqNRi5fviz79u2T7t27KyPreHp6SvXq1ZXmt4WvHYZ+ylXYpEmTpF69euLs7FxkFJ0hQ4ZI3bp19YJ+enq60Va0FBcM+cXU87UlM2bMkKZNm0pUVJTcvHlTsrKypEWLFmJjY6PU3p89e1Y6deoklpaWUr16daNq2lJYXl6e+Pv7S9u2bWXXrl0SHBwsGo1G2rVrJzNnzhR3d3clSBpDrZFIwYXD1dVV6Tugs2bNGrG2tlYe/epuqu7evSvNmjUTFxcXpS17YYa8WOr+dmZmpixbtkxOnz4tLi4uEhAQIJMmTRKNRiNNmzYVKysr8fb2lsmTJ8vmzZvl3Llz8vDhQ4O3+9Qp/BsOHTpUGjRoIBqNRtq2batcyOPj45Wgv3jxYnn69Kns2bNH4uPjjSI86rxof7h27Zr07dtXrKyslIu7bv/Kzc2VJk2aKKODGBPd/pGbmyvr16+Xbt26ye3bt+XkyZMSEBAgrq6uRZ4GRUdHS6NGjSQsLExECoLLoUOHxNvb22B9iQpvk99++026d+8u8fHxcuPGDZk/f75oNBqZOHGiskzPnj2VZgnGOsBBXFyc2Nvby6ZNm/Re37BhgzRr1kwGDhwojx49EpGC/i1xcXFG06Hzebdv39ab1K6wR48eSXBwsFSvXl3vBt9Yrie6fgyZmZmycuVKycnJkadPn4q/v79oNBqxsrISe3t72blzpzx79kyuX78ujRo10hvBzRg8f96Kjo4WX19fqVGjhkRFRRVZZsiQIdKgQQOZNWuWUZ1/izOG/GKm8IlUd3Dk5eVJ9+7dZcyYMUobveTkZKlbt6589913cv78eaXz1MOHDyU6OtooJ7rKz89XTrJHjx6Vxo0bK0MbFg4rM2bMEH9/f6OrNdKNjZ2VlaWcoE6dOiUajUZpg1+48+y6devEyspK3NzclOEZDX2R0QUw3YywPXr0kDt37sjZs2fF1dVVNBqN2NnZSXR0tKxYsUKGDBmi1MJ269bN4NOkv0j//v3Fzs5OVqxYIVu3bpVGjRpJhw4dlKYsjx8/lu+//140Go00adJEHBwcijyRMaTCzVrmzZsnP/74o1I7GRsbK8HBwWJjYyMXLlxQPnPlyhVxcHB44Q2kMdBqtTJlyhTx8/OT7777Tnn9zJkz0qVLF3FzcysS9GNiYvSO+dzcXL224a+T7jyclZUlFy9elGnTpklISIjSPCI+Pl7mzp1bJOi3bdtWOnbsaPDj/EXy8vIkJiZGqlatqoz0VXhIz/DwcOXJUeF9TfdZQ3tRGaKioqRGjRovDPpXrlxRJmHSNd0xhu1SeB+fOXOm1KpVS2bPni35+fny4MEDWbdunezfv1/u3bunLHf58mVxdHRUmrQZm6VLlyrNc86fPy8uLi7i5eWlnIMLb7vevXuLg4OD0hSP/jcM+cVIfn6+rFq1qkiHutTUVLG3t1eGkrtz545YW1tL3759JS0tTYYMGSIDBgwwQIlf3oIFC6R3794ydepUOXv2rIgUdMQ7f/683uO69PR06dGjh/Tt29comhpdvHhRxo8fr1eDqhsCUFfj1bt3b7G1tZXIyEi9zy5cuFDatm0rkydPNoqLpI5Wq5UFCxZI+/bt9YbrPHv2rLRu3VqaNGmiN9rBs2fP5MqVK0Z30yVSMPxly5YtlfG9Hz58KCEhIVKtWjXx9fVVOhUnJibK9u3bJSwszCinVc/IyJAWLVpI48aNxcrKSlxcXGTVqlWSn5+vBP3q1avLmDFjZMyYMeLr66vXodPYXLx4UQICAqRWrVp6IVjkz6Dv7u6uN+SsjrHsZ6mpqeLh4SE2NjZSq1Ytadeund656vHjx0rQL9x0p3DHaUP6q9+xTZs2epMm6YJ+bGys1KpVS2xsbGThwoWvrZwvo/C6/PHHH3Ly5EnlRv23334TKyurIkH/yJEjyjCnxtJBWLdv6I7bxMREGTx4sDg6OsqsWbOKDDd59uxZOXbsmLRv394oK75ECkJ97dq1JSgoSGlVcO7cOXF0dBRvb+8XBn1jqmQp7hjyixGtVisjR46Uli1byt69e6Vnz55y5swZEREZMWKE+Pn5yf79+8XGxkZCQ0OV9tIDBw4Uf39/owqShfXp00dsbGykdevW0rBhQ/H19dWrkbh06ZKMGTNGIiIiJDQ0VOrVq2c0QWzDhg2i0Whk/PjxSq1ieHi4tGzZUgIDAyUxMVGuXLki/v7+0qBBA9myZYvcunVLfv/9d/Hz85N58+Yp32UMJ+j8/HyZM2eOUqOtu8Dn5+dLXl6enDt3TpycnJRamOeDijGsQ2HLli0TR0dHpXnEunXrpH379rJmzRqxt7cXf39/uXXrlnKTZkzHSOGybN26VYKCguTWrVvy4MED6dq1q7i4uMiyZcuUoN+nTx/RaDQSEBAg27Zt07vxNLQX/a5nz56VoKAgsbKykg0bNui9d+7cOQkODpb69evL0aNHX1cx/6vCN039+vWTLl26yKZNm2T69OlSo0YNGT16tN7yT548UZruFH4aaej9TLceGRkZsmbNGtm2bZsSwPbt2ye2trbSp08fvX0nKipKunbtKuvWrTOKfUqn8G85ZMgQsbe3l9q1a8uIESOUmy5d0A8ICJAjR45IbGyshIWFycCBA42mzXfhvlitWrVSmn4+ffpUBg4cKI6OjjJt2jTJycmRx48fS9u2bZXR2gICAox2oisRkd27dyuTCuqeQp4/f16aNWsmrVq1emHQp1eDIb+YiY+PF29vb6lfv75Uq1ZNGQd3z549UrNmTWWmVJ3k5GQJCAiQsLAwozyApk2bJi4uLspweBEREWJjYyNt2rSRw4cPi0jBOMa2trbKyezq1asGLLE+rVYrGzZsECsrKwkLC1NOcBEREeLi4iKdOnWSZ8+eydWrV6V///5SrVo1qVWrljRp0kT8/PyMYhSd5125ckWGDx8uGo1GJkyYUOT9c+fOSfPmzaVp06ZGO36x7kK3a9cu8fb2ltTUVDl//rzUqFFDli9fLiKijJfv4OAg69evl7y8PKPZDoUnvnnw4IEsWbJEbxSdhIQE6datm17Qv337tvTt21dq1KihTHFvDE+7Cq/LjRs3JCoqSqmAuHHjhnTt2lXs7Oxk8+bNep/77bffZNKkSQYPLc9LT0+XDRs2yLhx45QbkLS0NImIiBArKysZO3as3vJxcXGyceNGo3mqotvH09LSpEWLFmJraysajUZcXV2Vm61FixZJo0aNxN3dXTZv3ixLly4VX19fCQoKUj5vbNtl+PDh0qxZMzlw4IAcOnRIqQ3WHQNnz56V+vXrS61ataRRo0ZSr149oxm1RbdvZGZmyrFjx6RZs2ZSvXp1ZQQ2XdBv1qyZMurO06dP5ejRo3L27NkiTwAMpfD5s/BwrCIFQd/Z2blI0HdxcRFHR0ejnIdEDRjyixHdAdytWzepVq2auLi4KCcBkYJOnrpZCPft2ycHDx6UAQMGiI2NTZGe7MYgOztbOnXqpNRmZ2ZmyoIFC8Tf319cXV3F29tbaWaRlZUlcXFxRtlhTavVKu3rR40apZxwV61aJc7OztKpUyeljf758+dl//79curUKaMYRUdXBt3JWXfToRuBonbt2npPG3Sio6MlNDTUaC70f1WOx48fy7FjxyQ/P1/8/Pxk6NChynszZsyQdu3aSd++fY2qE3rh2YV9fX2lXr16otFopEuXLnrLJSUlKUF/xYoVkp+fL3fu3JGQkBCpU6eOcpNsSIVnsvX39xc7OzuxsrKSBg0ayIwZMyQ+Pl5u3bol3bt3V+a9eBFD72eFK0h27dqljASkG+1HpGAddUF/3LhxL/weQx7rOTk5yt/Py8uTsLAw6dKli8TExMhvv/0mwcHB4uLiIhs3bhQRkcOHD0tgYKDUrVtXmjdvLj179jTKSgmRgmZ4np6e8vPPP4tIwbpevnxZBgwYIJ07d5ZVq1aJSMFN5dq1a2XVqlVGM/lj4ePd3d1dvL29xcfHR6ytrcXS0lKZObxwjf6sWbOK7EvGVIk3cuRIWbRoUZGnJLt37xZHR0fp1KmTMtLZ77//Ll5eXkazPdSGIb8YeP7g3bVrlxw8eFC8vLzE3d1dOSmLFDQfadu2rdSsWVMcHR31hps0Jnl5efLkyROxtbWVpUuXikjBlOONGzeWI0eOyPHjx0Wj0Yi3t7dRTurz/EVOq9XKmjVrpFq1akWCvouLiwQGBr6w1tsYRtFJS0uTsWPHSpcuXcTDw0MWLlwosbGx8uzZMxk6dKjY2tq+MOg//z2GUvjvL1u2TMaNGyc9e/aU7du369XmtWjRQn766ScRKQjIvXr10pvK3hgUHnkmNDRUAgICZN26ddK1a1epW7eu3qyiIgXrERISInXr1pXdu3eLSMGoOx06dBBbW1ujmG1Uq9VKmzZtpHPnznLw4EGJjY2VH374QWrWrCndunUTkYImeSEhIeLo6Gh0x7vuWNdqtUpnwM2bN0utWrWkf//+esOs6oJ+zZo1ZeDAgYYobhF//PGH3n6Qnp4umzdvlv79++vdVF25ckV69uwpzs7OejPw3r17V1JTU412FB2RgrkhqlevLrt375aoqCgZPXq01KhRQ5o0aSKtWrUSjUZjtMPJihQc98OGDRNfX1/lSfXly5dl/PjxekE/OTlZBg8eLLVq1ZLVq1cbssj/UWhoqFSvXl1Wr15dJOhv27ZNGajh5MmTIlK01p9eHYZ8I1c4wFy7dk2ePHmi1GbHxsYqQb9wm9bk5GS5ffu2PHz40CjGj/9Ppk2bJjt37pSEhASpXbu2XuhycHAQBwcHadq0qSQmJhpN7VHh2rC0tDRJSUlRHgnravIKB/2IiAhp2bKluLu7G92wYOnp6eLm5ia+vr4yYMAA+fbbb6Vu3bri7+8vFy5ckKdPn8rQoUOlSZMm8sMPPxi6uP9Rnz59pGnTphIYGCiBgYFiY2MjnTp1kmPHjklaWpo4OTlJ586dJTw8XAYPHiyNGzc2yidcWq1WVq9eLd27d1c6az979kxGjhwpzs7O8v333+stn5CQIFOnTtWb+ObGjRsGaUpV+NjQiYmJETs7Ozly5Ijy/oEDB0Sj0cjOnTvl0qVLyiRl/v7+erM9GwutVivBwcEycOBAZTjcNWvWiJWVlYwZM0YvyKSmpsrixYslICDA4LWrCQkJ4ujoqDfhm268dY1GU+TJybVr16Rnz57SvHnzFw6/auj1EfnrSgVdn5Rq1apJvXr1ZM6cOcpNvpeXlzL8qjHKysoSPz8/GT9+vN7rT58+lXHjxomlpaXSnC0xMVHmzZtn8MoVnb/aJ0aOHKnMDfF80G/RooU4ODjIwIEDjaIiQs0Y8o1Y4YM4LCxMCbyjR49W2q/duXNHvLy8xMPDQzZv3ixPnz7VGxHF2Ny8eVPOnz9fJFxt2bJFmjdvLtnZ2ZKXlycXL14Ub29v2bZtm1ENpaXbJqmpqRIaGiq+vr7i4OAgXbt2VUZu0F38Cwf98PBw6d+/v1GcmAsHqOnTp4u3t7fcu3dPKauuHXtAQIA8ePBAHj58KMOGDZOqVasWGT/bkAqvx9atW8XW1lbOnj2rXFB+/PFH0Wg0Si3Yr7/+Kk2bNhUHBwfx8PAwyidcIgWjLjk6OkrdunX1Rv1ISEiQ4cOHi5OTk0ybNu2FnzXkDJeJiYny/fffK2XW7U8HDx4UjUajBK6tW7eKRqORH374QW7cuCF+fn7KAALXrl0zmtFnnhcWFiaOjo4ybtw4efz4sYiIrF69+oVBPyMjwyiGk83OzlZ+26ysLKUj/Z49e0Sj0UhgYGCRPk7Xr1+XPn36iLW1tdENwVr4/Ll161ZZu3atMtOrSMH22LZtm94oOk+ePBFvb29ZsmTJay3r35GZmSkBAQEyePDgIu/FxMSIjY2NVK1aVRltqvATP0Mq/Pdv3Lghp0+fVvoJihQcM89PAnf37l3p1q2brF+/nqPovAYM+Uaq8CPRvn37iq2trfzwww8yYsQIadSokXz77bfK8H937twRb29vsbOzEzs7O6lfv748e/bMUEX/S4MGDVKmD7e3t5fu3bsrw0xGRESIpaWlxMXFyaNHj2TMmDHi6ekpCQkJBi51URkZGeLu7i6tW7eWuXPnyuTJk8XT01OsrKyU8aV1NfqjR48u0u7dkCfmwm3vMzIypHfv3vLtt9+KiH4Y2bFjh9SpU0epAbx+/bosWLDA4BcVncIBMDc3VxYuXChubm7Kk6u7d+9KgwYNZNSoUfL7778rzXQePXok8fHxRjWT7fNhNjY2ViZMmCAajUaGDBmi915CQoKMGDFCmjdvXmQkF0O7ceOGtG7dWkaPHi23bt1SJhl6+PCh1K9fX5YtWya7d+8WjUYjP/74o4gUNBWrXr16kSY6hq4x/qv9fOrUqWJnZydjx44tEvTHjRtXpMbSkDcqhf92RkaGtG3bVpo2baqELd3N1oABA4pUusTExMj06dON5ngX0d8nQkNDxcbGRmrUqCGNGzcu0ozt+vXrcvv2bYmKipKxY8dK/fr1lRFcDO2vftMJEyZIvXr1lCGkdfLy8sTHx0ecnZ1Fo9Eok0gZ2vOjGjVv3lw0Go1YW1tLx44dlXwyevRoqVatmsycOVO2bdumjBBojBlFjRjyjYhuOLPCNmzYIM2bN5eLFy+KSEGthJeXlzRu3Fj69eun1OjrgsGQIUOMsoZy7Nix0rRpU9m1a5ecOnVKDhw4IDY2NuLh4SGPHj2SK1euiIuLi1StWlVcXFzExsbG6NZDd9FctmyZ+Pj46I0GcP36dfn222/FyspKqclYt26daDQavUflxlA7mZOTI97e3rJp0yYZOnSotGnTRu89nT59+oiHh0eR2mFjuvAPGzZM1qxZI0uXLhUbGxsRKeg0XK9ePQkNDZW8vDzZuXOn1KlTR27dumXg0hal+711+4WupvXp06cyYcIEqV+/vkyaNEnvMwkJCdKnTx8JDQ01iv1JJz8/X2bMmCGOjo5Ss2ZN8fT0FJGCddFVVFhaWirhPzc3V6Kjo8XOzk5pm2tMMjMz5eLFi0X298JBX1cJsXbtWtFoNEZZW5yTkyPu7u7i6+srbdu2FU9PTyXob968+S+Dvo4xHe8iBcNFOzg4yNGjR+XatWvSq1cvqV27tkyZMkVZplevXsrEfS1atDCaa0nhUXS2bdsmy5Ytkw0bNkhmZqakp6eLv7+/uLi4yJkzZ5RjOyYmRnx9fWXbtm3SuXNn6devn2RlZRnNsT927FhxcHCQrVu3SlRUlERERIizs7O4uroqAxpMmDBBrKyspF69euLg4CB//PGHgUv972EOMhrz58/HunXrkJiYiD59+gAA7t27h/feew9VqlSBiGDv3r2oUKECqlatikOHDmHmzJkYNGgQPvnkEwwZMgQmJiZ44403DLwm+hISEnDhwgV06dIFzs7OeOONN3Dz5k1kZ2ejQYMGSEtLQ5UqVTBv3jwcOnQIJiYmaNGiBapUqWLoousxMTEBANy6dQsigooVK0JEYGJigi+//BI9e/bEjRs3MH/+fMyZMwetWrVChQoVYG9vX+Q7DMnc3BxffPEFFi5ciIYNGyIhIQE///wzPDw8YG5ujvz8fIgITE1N8dFHHxXZn8zMzAxU8qLMzc3xww8/IDQ0FO+88w5GjRqF/fv3o0mTJhg9ejRMTU2RnZ2NsmXLonTp0oYurp68vDyYm5sjPT0dkyZNwoMHD5CQkICWLVvC3d0dgwYNAgDs3bsXIoKRI0cCACpUqICJEyeiXLlyMDExUfZBQ8rLy4OZmRl69+6NDRs2AACqVKmCx48f4/3330e/fv0waNAgmJmZwdzcHCkpKTh//jwWLlyIjz76CPXr1zdo+V9k6NChOHnyJBYsWIC6desq+/3QoUORm5uLdevWwczMDD169EDbtm1RoUIFODg4GLjURZmbm6N27do4evQo2rdvj+3bt6NDhw5YvXo1fHx8AAAjRoyAqakpunbtCo1Go/d5Yzrer1y5ggsXLmDMmDFo2rQpcnJyUKFCBVSqVAm7du2CiYkJhg4dih9++AGHDh3CW2+9hY8//hjvv/++oYsOEYG5uTnS0tLg7++P3NxcaLVaPHv2DKtXr4a/vz/CwsIwbtw49OjRA40bN0a5cuVw+vRplC1bFl5eXjh+/DiePn2KEiVKGHp1AAAPHz7EhQsX0KtXL3h5ecHExATW1taoV68evv32W4wYMQLr1q3DqFGj4OnpCTMzM7z33ntGsT3+LUwNXQD6U2BgIOzs7LB9+3bMmjULAJCTk4PU1FTlYJ8xYwZatGiBKVOmoF69eti7dy+CgoJw9uxZWFhYGF3AB4D8/HzExsYCAN544w3cuXMH7dq1g4ODA4KDgzF37lwsXboUX3/9NXr06IHu3bsbTcAXEeX/8/LyAABarRZZWVkoUaIETExMkJOTAwD4+uuvUa9ePVy9ehVarRYlSpSAk5MTzM3NkZuba5DyA1D+duF18ff3R+XKlVGuXDmYm5tj/vz52LFjBwDA1NQUDx48QGxsLD777DODlPlFXvQbdujQAV9++SWuXr2KypUrY9OmTfj4448xfvx4lC9fHikpKThx4gQ+/PBDlClTxgClLio/Px9AQXjKyMiAj48Pbt26hU8//RQNGzbEhg0b0Lt3b5w/fx69e/eGk5MT9u3bh6lTpyrfUb58eZiamiI/P99oAn5eXh6ePn0Kb29vdOjQARcvXsSMGTMQFxeHL7/8EtOmTYOVlRWWL1+Ohg0bYty4cTAzM8OKFSuUzxtS4eMDAIYMGYJKlSohLCwMp0+f1ivfyJEjUaNGDRw4cABTpkxBUlISnJ2dDX6sAy8+3j09PfHpp58iJycHnTt3RnJyMgICApCeng4fHx9MnToVO3bswIEDBwxV7BfSHSs6mZmZSEhIgLl5Qf3krl27cPHiRXTq1An169fHsmXLlGuno6Mj6tSpYzSB0sTEBHl5eRgyZAjKly+PBQsWYPv27fj999/x6NEjrFmzBmXKlMHq1avh5+eH5ORkxMTEoE6dOoiIiAAApKamokqVKsjNzS2yv74Oz2+P9PR03Lx5E6VKlYKJiQny8/NhZmaGL7/8EqGhobh8+TK2b98OAKhZsyasrKyMZnv8W7Am30hkZ2ejYsWKGD16NMaPH4/9+/fjrbfeQnBwMKytrZGdnY1Ro0bBzc0Nfn5+AICyZcvi888/h6WlJd58800Dr0FR2dnZSE1NRYUKFVC+fHnExcXh5s2baNeuHRo1aoSJEyfC1NQUd+/eRalSpZTPGTq06OTk5OCNN95QLu66MOPj44Pdu3dj4sSJGDVqlN6NVbly5VCxYsUitV+6i5Ih6GqLZ86cCXt7ezRp0gTW1tb4+OOPcfHiRfz4448YPHgwJk2ahNWrV6NixYq4fv06SpQogYEDBxqs3M/T/YYrV67EV199hYYNG8LS0hKWlpY4e/YsJk2ahBIlSuDixYsYMGAAPv30U1y7dg2XLl1CREQEypYta9DyJyYmokKFCjA1NUVubi7Mzc2xevVqmJmZYdq0afjwww9hbm4OExMTrF27Funp6ShXrhz69esHU1NTrFy5Eh999BECAwOV7zQ1NWw9jW49MjIy8MMPP8DCwgKffvop/P39Ub58eaxduxYzZ87EgAED8NVXX2HSpElIS0vDtWvX8OGHH8LS0lLv9zCUFx3rlSpVQnh4OIKDg5Xzcp06dZTlSpcujYoVK6JChQp46623lO8y5Hro/v6LjvdPP/0Uv/zyC5YsWYKyZcti8uTJ6NixI1atWoVWrVrh7bffhq2trUHLXpjufAsAN2/eREZGBrRaLSpUqIDKlSvj1q1bGDt2LEJCQtC6dWtUr14dO3fuRHh4OC5evIglS5YY/PgAoPekTavV4v79+/Dy8sJnn30GU1NTHD9+HM+ePcOwYcNw9+5dmJmZKU/xkpOTkZ2djRs3biAiIgLnzp3DkCFDDLKPPb890tLSkJOTAzMzM6USr/By1tbWMDU1RXJy8msvKxVikEZCpKdwB5a1a9fKt99+K9WqVZOaNWsqwxY+efJEGjdurEw9/vjxY+nRo4csXLjQKIegmjp1qvj7+4uzs7OcP39e1q5dK1WrVhWNRiODBw9W2h4/fvxY/Pz8ZP78+SJi+DbrcXFxSoc6kYJRdAYNGiQdOnSQ0aNHK7+/rr20bkbY9PR0uXnzpnh7e8vw4cMNUvb/ZP369aLRaKR69eryww8/SGZmpmi1WnFxcZGpU6dKbm6uhIeHS1BQkPTs2VO+++47pf2oMbXJPXTokGg0GqlVq5b89NNPyv7i5uamDJG3cuVK6dq1q/j7+8uIESOMYphMrVYrU6ZMKTLfwKhRo8TPz0/5944dO8TS0lKWL18uBw8eVIaUffjwoSxdutSotkXhia5cXV3FwcFBbG1tpWHDhjJx4kQRKRjhyM7OToYNGyZxcXGSl5dXpMOdoTrZ/rdjXTcR36NHj6Rly5bi4uIip06dktTUVHn06JEEBwdLZGSkUYyi87y/Ot5dXV2V42THjh3KiG2687GIcYyDX/i3HDx4sNKps0+fPsoEZGFhYdK+fXtluZ9//lnc3Nxk7969RjN7auHZnuPj4yUxMVG++eYbZXjSnTt3ikajkQULFkheXp60a9dOb5bx6Oho8fX1FXt7e3F3dzdY34K/2h4DBgyQ/v37i6WlpRw5ckTvM9evXxdXV1e9CePo9WNNvhHQ1TYMHToUUVFRaN26NcLCwrB582Zs374deXl58PPzg7m5OZYvX46srCxs3boVFy5cwPDhw/VqwY1B//79ceHCBTg5OaFkyZIwMTGBi4sL4uPjsWjRIlSpUgWPHj1Camoq1q5di/v378PDwwOAYWvx09LS4OzsjHbt2qF3795488030bZtW5iYmOD999/HL7/8gosXL2L48OEYMGAATE1NsW7dOhw/fhylSpVSmuiMHz8eAAzaVjo/P1+vFsvd3R1RUVE4ffo0FixYgNOnT8PV1RV9+/bFunXrcPbsWXTv3h3du3fX+x5D17A+vx52dnZwd3fHsWPH8P333+PUqVPw9vbGgAEDEB4ejqNHj6Jjx47o2LGj8mjZGGrzACArKwuHDx8GAOzYsQNz5sxB2bJlER8fDwA4ePAgBg0ahAEDBqBTp05Yt24dVq5cCV9fX1SuXBldunQBoF+jZki6/g4hISHKU8jy5ctj5MiRWL9+PUQEo0aNgomJCdasWYPbt2/jyZMn8PLyQr9+/fS+53V7mWP90qVL6N27NxwdHfHTTz+ha9eu6NevHz777DMkJyfDwsICNjY2Sr8IQ+5nL3u89+rVC+vXr0dUVBRcXV2RkpKCU6dO6T2NNPSTCODPfWLixIk4ffo0hgwZggoVKiAuLg4uLi4AgLi4OFSoUAEA8PTpU0RHR6Ny5cqwtbU1+FM7QL8NfocOHdC2bVt4e3vDxsYGJ06cQE5ODmbMmIEBAwYgODhYac6TmZmpfIe1tTVCQkLwwQcf4IMPPsB7771nkHX5q+0RHx+Pb775Bunp6ejVqxdGjx4Na2trZGZmYvXq1cjIyEDNmjUNUmYqYPijmQAAN27cQHR0NIYMGQI3NzcAgLOzMxYuXIgDBw4gOzsbAQEBWLFiBaKiovD222/jp59+QuXKlQ1ccn0HDx7E2bNnMXPmTNSpUwcAkJSUhP3790NE0Lp1ayxcuBCrV69GyZIlUaJECSxdutQo1qNs2bKYO3cuevXqhVKlSuH9999HxYoVMWbMGFSuXBnHjx/HwoULlWY6I0aMgLOzMzZt2oRSpUqhUqVK6NKli9Iu11AXS13gyM7OxsOHD/Hpp5+iVKlSaNiwIfLy8tCyZUscOnQImzdvVjpxHT9+HNbW1kW+y5AX/MLBKT4+HhUrVoSpqSns7Oyg1WphZ2eHI0eOYOXKlcjOzoaFhQWioqLQtGlTAMYT7gHAwsIC/fv3x4MHD7B48WKUK1cO77//Pho3bowdO3aga9euOHHiBIYMGaI0x0lJScHHH3+s1xQEMK6OkJcuXcLTp08xZcoUfPbZZ0hISECpUqVgaWmJPXv2wMTEBCNHjkTJkiVx7NgxlCxZEj179jR0sV/6WJ83bx6AgvbdGzduxMSJE5GWlgaNRoPRo0crfQkMuU3+yfF+6tQpNGjQAK1bt0a7du2UgGlM+9aTJ09w5swZdOzYES1atCjyfoUKFbB161b06dMHSUlJSpMWYwn4ut90+fLlsLCwQI0aNVCyZEm4urpixIgROHHiBIKCgpSKlbt37+LZs2f49NNPAfx5M+/s7GzANfnTf9oePXv2RG5uLsaMGYNy5cqhdOnSMDMzw48//ogPPvjAQCUmgCHfaOg6rel6zetGDejVqxcePHiAzZs3o02bNli9ejXS09Px7rvv4t133zVwqYtKTk5GiRIl8PXXX+P69es4fPgwwsPDkZOTg+zsbPj5+WHz5s149OgRypQpg88++8yo1sPe3h6LFi1C9+7dYWlpiY8//li5AWnSpAlEBAsWLMCkSZPQv39/2NnZoV69enrfoRs1xVB0HaB69uyJhw8fIiQkBK1atYKvry927dqFPXv2YPbs2YiMjMSKFStw9OhRXLt2Dc7OzqhevbrByv083VOQyZMn4/Tp0+jWrRtcXV3h5uaGXbt24dixY5g5cyaOHz+O1atXIzIyEufOnUPTpk3RsGFDA5e+qPLlyyM9PR2lS5dGyZIlsWPHDnTq1AmOjo7YsGEDGjVqhICAAJibm+Pu3bs4ePAgvvjiC5QrV87QRf9LSUlJSExMhIWFBQBgxYoVuHPnDkaMGIHNmzdj1apVMDExQe/evdGhQweYmprCxMTE4E+IgJc71nVBPz8/H05OTpg0aZLeEzpjWI9/erw3a9ZMqWUVEaMK+EDB04kHDx4UeRqak5ODU6dO4dChQ2jTpg2uXbuGDz74AOPGjcNXX31loNLq0wX89u3bIysrC82aNVPOrd7e3khNTcXkyZNx9+5dbNy4EdnZ2di6dStKly6tPLErDtsjLy8PpqamSEtLQ15eHsaOHQtTU1NUqFAB1atXR8WKFQ1YYgLANvnG4tGjR2JjYyPTp09XXtNqtSJSMAtk9erVxdbWVhlj2lidOXNGNBqNMvGKpaWlhIWFSXR0tERGRhrVZB7/ia6snp6eRWblO3r0qLRr1058fHxk165dBirhf3f58mUZMWKEVK1aVQYMGCCXLl2ShIQEad68uSxevFhZbt68edKjRw+jaIv7IhcuXJB+/fqJlZWV0sb+2bNn4uzsrPTlEBGZOXOmuLi4KGMzG6P79+/LxYsXJSQkRJo1a6bMizFq1Cixs7MTNzc36dKli7i4uIiXl1eRcfSNTWxsrAQEBEhSUpLs27dPLC0t5ejRoyIi8ttvv4lGoxGNRqNMuCZifOvyT491Y1sPtRzvOklJSdKsWTNlvguRP3/zpKQk0Wg0Eh0dLVqtVrlWGpsjR46IRqMRPz8/iY2N1Xtvw4YNEhwcLLVq1RJvb2/p27evMieJMfW90flP2yMhIUE0Go0cOHDAkEWkF2DINyI//vijaDQa2bJli97rx44dk5YtW8qECRPk/v37Birdy9uxY4e0bt1axowZo3dhvHjxojg6OsqFCxcMWLqXd+rUKdFoNDJjxgy9DnoiBdukefPmMmzYMAOV7uVotVo5duyYuLm5ia+vr4wYMUIWLVokPXr00Jv6XcdYL/yZmZmyf/9+cXBwED8/P5kyZYqsX79eunbtqnSQFJEiM44aqwcPHkhISIg4OjoqQf/IkSMyefJkCQsLkyVLlijbwli3iU5ycrKIiPTu3VsGDRokIgX73fLly8Xf31/OnTtnlKGlMDUc6yLqOd51duzYIVWrVi1SuXXnzh1xd3c3yknUnqfbtyZMmFBk38rMzJS4uDhJSUlRArMxb5O/2h53794VDw8PiYyMFBHjuwH+N2NzHSPi7++Pa9euYfjw4YiLi4OzszO0Wi12796NSpUqoW/fvihfvryhi/lfubu7w8XFBRYWFsjOzgZQMGnGpk2bYGpqWmza6DVo0AA//fST0imqQ4cOyhi/TZo0wXfffWdUzVtexMLCAk2aNMFXX32FgwcPYsuWLdi8eTPKli2LqlWr6nWKkv/fUcwYlSxZEs7OzqhWrRp27tyJ3bt3IyIiAm+//TaOHDmCunXrwtTU1Cja476Mjz76CGFhYZgwYYLSmd7JyQklSpRA3bp1lY6Qhm769TLKly+P7OxsxMfHo1KlSgCA+/fv4+DBg9BoNKhZs6ZRtvkuTA3HOqCe413HyckJQUFBmDVrFh49eoSWLVvCxMQEW7duRUpKCj7//HNDF/G/KrxvlS1bFu3bt1f2rRIlSug1aTH2bfKftsezZ8+UeVWMZRhsAkxEDDCjAv2lpKQkLF++HEuXLkXJkiVRqlQpmJmZYeHChahataqhi/e3xMXFoU2bNihdujRKlCiBxMRELF68uNitx4kTJ9C1a1f06NEDHTp0KDLCgTGHl8JEBNnZ2Zg7dy4iIiJQs2ZNrFq1ytDF+ttycnKQkZGBuXPnYu3atXjrrbewf//+YhPwC3vw4AEmTZqEc+fOISkpCVZWVti0aVOxvEguX74cU6dOxZdffonU1FS888472LhxI8zNzY1iVt6XoZZjHVDP8Z6RkYFNmzYpk1zpOnbOnj0blpaWBi7dy/tv+1ZxoZbt8W/BkG+kbt68iRs3bqBMmTL46quvimUHFq1Wi4MHD+LXX39FpUqV0KJFC6OZyfbvOnnyJLp27YoOHTqgd+/eePvttw1dpL+tcNC6dOkSqlWrBlNT02ITwF4kKioKlStXxkcffWToovxjcXFxynT1QUFBxSoUF5aZmYn9+/fjt99+w4cffogePXoYfKSpf0INxzqgvuP9/v37uH37NkqXLo0qVaoY1YANL0st+xagju3xb8CQT/SSDh06hEWLFmHt2rXF8iIJFB27vzjVTBb2/LjgalLcQvHzxMhGn/kn1HCsA+o53tVELfsWFQ8M+UR/g+6iWVxrw4jo5fBYp/8r3LfodWHIJ/qbeGIm+nfgsU7/V7hv0eugzufdz4mPj0fdunWxfPlyQxeFVIAnZqJ/Bx7r9H+F+xa9DqoP+enp6ejbty/S0tIMXRQiIiIiotdC1SH/wYMH6NixI86fP2/oohARERERvTaqDfnLly+Hh4cHrly5ggYNGhi6OEREREREr41qQ/7KlStRqVIlREREwMvLy9DFISIiIiJ6bYrfAMYvady4cWjUqBHMzMxw584dQxeHiIiIiOi1UW3Ib9KkiaGLQERERERkEKoN+f8re3t7Qxfhf7Zu3ToAQNu2bQ1ckv8N18P4qGVduB7GRy3rwvUwPmpZF7Wsh86RI0cMXYS/JTg4GE+ePMH27dsNXZT/SrVt8omIiIiI/q0Y8omIiIiIVIYhn4iIiIhIZRjyiYiIiIhUhiGfiIiIiEhlGPKJiIiIiFSGIZ+IiIiISGX+FePk+/j4wMfHx9DFICIiIiJ6LViTT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyDPlERERERCrDkE9EREREpDIM+UREREREKsOQT0RERESkMgz5REREREQqw5BPRERERKQyfzvkx8fHo27duli+fPkL39+2bRtatWqFWrVqoWnTppgyZQrS09OLLJeXl4dFixahRYsWqF69OurXr4+BAwfi3r17/9OyAHDhwgV0794d9erVg7W1NTp06IATJ0783VUlIiIiIiqW/lbIT09PR9++fZGWlvbC98PDwzF06FDk5+cjICAAlpaWWL58OYKDg5Gdna237NChQzFjxgyYmJggICAANjY22LVrF9q0aYMHDx7842WPHj2K9u3b4+zZs2jZsiXc3d1x/fp1dO3aFQcPHvw7q0tERERERiY7Oxvu7u6IjIxUXvvjjz/QsWNH1K5dG46OjggPD0d+fr4BS/nPvar1M3/ZP/jgwQP07dsXf/zxx1++P3fuXNSuXRurVq3CG2+8AQCYM2cOFixYgA0bNiAgIAAAcOnSJezYsQM1a9bE6tWrYWFhAQBYv349Ro8ejfnz52PKlCl/e9m0tDSMHDkSb731FtauXYtPPvkEABAcHAxPT09MmTIFTk5OL7vKRERERGREtFotBg4ciOvXryuvJScno1u3bnB1dcX48eNx584dDBs2DKVLl0bHjh0NWNq/71Wu30vV5C9fvhweHh64cuUKGjRo8MJlNmzYgNzcXISEhCgBHwB69OiBsmXLYuPGjcprFy9eBAB4eHgooR0AfHx8YG5ujnPnzv2jZfft24cnT54gNDRUCfgA8Mknn6Bv375o0qTJXz6FICIiIiLjdePGDbRp0waxsbF6rx89ehTm5uYYOXIkPvvsMzg4OKBLly7YsWOHgUr6z7zq9XupkL9y5UpUqlQJERER8PLyeuEy0dHRAAAbGxu910uUKIFatWrhypUrSE1NBQC89dZbAICHDx/qLZuUlITc3Fy88847ymt/Z9ljx47BxMQEzs7ORcoXFBSEsWPHomzZsi+xxkRERERkTH777TfUr18f69ev13vdxsYGM2fOhKnpn7HWxMQEKSkpr7uI/5NXvX4v1Vxn3LhxaNSoEczMzHDnzp0XLhMbG4t3330XZcqUKfJepUqVAAC3b99GzZo1YWdnhw8//BBr1qyBlZUVHBwc8PjxY4wePRomJibo1KmT8tm/s+z169fx7rvvwszMDBMnTsTevXuRkpKCatWq4dtvv/3LpxBEREREZNzat2//wtc//PBDfPjhh8q/s7KysGHDBtjZ2b3Sv3/u3Dncvn0bIgJ3d3dMnDgRtWrVemXf/6rX76VCfpMmTf7rMsnJyfj4449f+F65cuUAQGkqU7p0aaxevRqDBw/GoEGDlOUsLCwwZ84cuLi4KK/9nWUfP36McuXKoX379khJSYGzszPS09Oxb98+BAcHY/78+XBwcHiZVSYiIiKiYiYvLw+DBw9GZmYmevbs+Uq/e9SoURARAAWD0YwaNQo7d+58pX/jv/k76/fSHW//m9zcXL0284XpXtdqtcqy4eHhOHv2LGrUqAFra2vExcXh4MGDmDRpEipXroyqVav+7WUzMzORmpqKr7/+Gj///LPS1CcwMBBt27ZFWFgYDh069JflLOzIkSP/4y9iPNSyLlwP46OWdeF6GB+1rAvXw/ioZV3Ush6vUnZ2NgYNGoQTJ05g+fLleO+9917p9z8/JPyLhoj/v/R31++VhfySJUsiJyfnLwsFAKVKlQIALFq0COvXr0eHDh0QFhYGExMTAAWPQQICAtCjRw8cOHAAFhYWf2tZ3XuhoaFKwAeA6tWrw8PDA1u2bEF0dDRsbW1f1WoTERERkYFlZWWhd+/eOHfuHJYsWYJvvvnmlf+Nw4cPv/LvfFn/ZP1e2Yy3b775ptKx9nm613XNdrZu3YoSJUpgyJAhSjAHgFq1aqF169aIi4vDqVOn/vayuu+vXr16kTJYWloCQJEey0RERERUvA0aNAgXLlzAsmXLULduXUMX55X7J+v3ykL+p59+isTERGRlZRV578GDBzA1NUWVKlUAAI8ePcJHH32EkiVLFln2q6++AvDnaDp/Z1nd97/oiUJubi6AP58mEBEREVHxt3v3bhw4cABhYWH48MMP8eTJEzx58gRJSUmGLtor8U/X75U116lbty5+/fVXnD59Go0bN1Ze12q1OHfuHL788ktl+Mp3330X8fHxyMrKKhLedaP36NoZ/Z1lra2tcfbsWURFRemNkw8UTKoFABqN5tWsMBEREREZ3N69ewEAgwcP1nu9YsWKOHbsmCGK9Er90/V7ZTX57u7uMDMzw/z585U2+ADw448/Ii0tDf7+/sprrq6uyMjIwOzZs/W+4+rVq9i4cSPefvttNGzY8G8vq5sga8GCBXj8+LGy7JkzZ7Bv3z5Uq1ZN6aRLRERERMXT1atX0ahRIwDA3LlzcfXq1SL/FeeA/yrW75XV5H/xxRcICgrC4sWL0apVKzg4OODGjRs4cuQI6tSpgzZt2ijL9u7dG5GRkVi2bBnOnDkDa2trPH78GPv370d+fj4mT56sjLf/d5b9/PPPMWjQIEydOhWenp5wc3NDeno6du/ejRIlSmD8+PGvanWJiIiIiIyWiegG/HxJW7ZswfDhwzF8+HB07txZ7z0RwZo1a7BmzRrExsbivffeg7OzM/r06aN0itVJT09HeHg49u7di4cPH6J06dKoW7cuevbsiZo1a/7jZQHg0KFDWLJkCS5fvgwLCwtYW1sjNDSUTXWIiIiI6F/hb4d8IiIiIiIybq+sTT4RERERERkHhnwiIiIiIpVhyCciIiIiUhmGfCIiIiIilWHIJyIiIiJSGYZ8IiIiIiKVYcgnIiIiIlIZhnwiIiIiIpVhyCciIiIiUhmGfCIiIiIilfl/lvaXQTkn8YcAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "msno.matrix(df_train, figsize=(12, 5))\n",
    "# figsize=(a, b) : a x b 만큼으로 그래프 사이즈 설정"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 왜도 skewness\n",
    "# 분포가 정규분포에 비해서 얼마나 비대칭인지 나타내는 척도\n",
    "# 왜도 값이 양수이면 평균이 정규분포보다 왼쪽으로 치우쳐져 있고 Right-skewed라고 표현\n",
    "# 왜도 값이 음수이면 평균이 정규분포보다 오른쪽으로 치우쳐져 있고 Left-skewed라고 표현\n",
    "# 왜도 값이 -2~2 정도의 치우침은 왜도가 크지 않다고 판단\n",
    "# 절대값 3 미만이면 기준에 부합"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 첨도 Kurtosis\n",
    "# 분포의 빈도수를 그래프로 나타내었을 때 나타나는 분포의 뾰족함\n",
    "# 점수가 평균을 중심으로 가까이 몰려 있을 수록 분포의 정점은 더욱 뾰족한 모양, 즉 첨도가 커진다.\n",
    "# 정규분포의 첨도는 0이며, \n",
    "# 첨도가 0보다 크면 정규분포보다 더 뾰족한 모양을 갖는 고첨이 되고\n",
    "# 첨도가 0보다 작으면 분포의 높이가 정규분포보다 낮아지는 저첨이 된다.\n",
    "# 첨도가 크면 이상치(outlier)가 많다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x13a9b940>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(1, 1, figsize=(10, 6))\n",
    "g = sns.distplot(df_train['count'], color='b', label=\"Skewness: {:2f}\".format(df_train['count'].skew()), ax=ax)\n",
    "g.legend(loc='best')\n",
    "# 범례 설정"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Skewness: 1.242066\n",
      "Kurtosis: 1.300093\n"
     ]
    }
   ],
   "source": [
    "print(\"Skewness: %f\" % df_train[\"count\"].skew())\n",
    "print(\"Kurtosis: %f\" % df_train[\"count\"].kurt())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10886, 18)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train[\"year\"] = df_train[\"datetime\"].dt.year\n",
    "df_train[\"month\"] = df_train[\"datetime\"].dt.month\n",
    "df_train[\"day\"] = df_train[\"datetime\"].dt.day\n",
    "df_train[\"hour\"] = df_train[\"datetime\"].dt.hour\n",
    "df_train[\"minute\"] = df_train[\"datetime\"].dt.minute\n",
    "df_train[\"second\"] = df_train[\"datetime\"].dt.second\n",
    "\n",
    "df_test[\"year\"] = df_test[\"datetime\"].dt.year\n",
    "df_test[\"month\"] = df_test[\"datetime\"].dt.month\n",
    "df_test[\"day\"] = df_test[\"datetime\"].dt.day\n",
    "df_test[\"hour\"] = df_test[\"datetime\"].dt.hour\n",
    "df_test[\"minute\"] = df_test[\"datetime\"].dt.minute\n",
    "df_test[\"second\"] = df_test[\"datetime\"].dt.second\n",
    "\n",
    "df_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0.5, 'count'), Text(0.5, 1.0, 'Rental amount by hour')]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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SgABwVfn5ecrM/ESSlJm5Uvn5eTZHBKAiI2cAAGCtyv5/LQUIAFfldrt1/iwt0/TI7XbbHBGAioycAQCAtSr7/7WWXYYTAGAvt9uttLQ07d+/XwUFBRo0aJDq1KmjZ599VrfccoskqW/fvuratatmzJihtWvXyul0Ki0tTdHR0fYGDwAAgIBDAQIAAtTy5csVGRmpqVOn6sSJE+rZs6cGDx6sAQMGKCUlxXtcVlaWtmzZoiVLlujgwYNKTU3VsmXLbIwcAAAAgYgCBAAEqC5duiguLk6SZJqmHA6Hdu7cqd27d2vNmjW6+eablZaWpq1btyo2NlaGYahu3boqLCzUsWPHFBUVZfMjAAAAQCChAAFcoxEfjbU7BMsVnjlbZHv8qslyVAvstDG120S7Q/CZ0NBQSVJOTo6GDh2qYcOGqaCgQI8//riaN2+ut956S2+++abCw8MVGRlZpF12djYFCAAAgKuYN2+OVq1aoc6duyol5Rm7w6k0AvubBABUcQcPHtTgwYOVlJSk7t2769SpU4qIiJAkderUSRkZGXr44YeVm5vrbZObm6vw8Ktfv1mSatasIafTYWnsqHyCgz1Ftq+/PkzXXVf8awkAgMrm0itRJCUlKySkus1RVQ4UIAAgQB09elQpKSlKT09XmzZtJEkDBw7UuHHjFB0drY0bN6pZs2Zq2bKlpk6dqoEDB+rQoUPyeDwlzn44fvy0Px4CKpns7Jwi2z/9lKOCAt9ecMsfvzgFyhhVVe3aFL0AWOtKV6KgAFE6FCAAIEDNmjVLp06d0syZMzVz5kxJ0qhRozR58mS5XC7VqlVLGRkZCgsLU0xMjBISEuTxeJSenm5z5MCV+eMXp0AZAwCAiogCBAAEqLFjx2rs2MvXKlm4cOFl+1JTU5WamuqPsIBr5o9fnAJlDAAAKiLfzosEEFCMIOOijUu2AQAAUOXNmzdHiYk9NW/eHLtDQSVAAQLAVQW5HAq7/dxaAGGNoxTkYtFBAABgHb7M2uNan/dLTynLz8+zIryrKu/rhdeb/1GAAFCsmq3qqv4TzVWzVV27QwEAAJVAZf0yW1WV53m/0ill/lLe1wuvN3uwBgQAACiVJ9fPKvZ+M6+gyPaQTX+QUT34qsf/IfY5n8SFy3GVDdilPIussj6KPSrr817euCvr4/YFO/+PYAYEAABAAOFXPdjJzl/EAZSsvP9HlPe0FQoQAAAAAYQvgAAqk6q6DoNdj7s8/0f4osBNAQIAAAAA4HdVdcZWZX3cvihwswYEAAAAgIBQnnPbWTvF/6rqOgxledxn/phbZLug4HTR7YWndSa46JXqqv0y1IfR+hYzIAAAAABUeuX5Vbmy/iINVDbMgAAAABXCgM+XF3u/mZ9fZDt1w0oZISFXPf5/2z/qk7gAVA7l+TW9qv4SD/gbBQgAAFBlPP35lmLvN/OLTm0dvuErGSE1rnr83PatfBIXApPb7VZaWpr279+vgoICDRo0SLfddptGjRolwzDUuHFjjR8/XkFBQZoxY4bWrl0rp9OptLQ0RUdH2x0+KhFOH0FlQQECAADAhzLWnyj2/rN5OUW2X9t0Ss7qniseOy420kdRwQ7Lly9XZGSkpk6dqhMnTqhnz55q0qSJhg0bptatWys9PV1r1qxR3bp1tWXLFi1ZskQHDx5Uamqqli1bZnf4qCQuPX0kKSmZ2Rs+9sXaM0W28/ILimxv/qJA1UMuHPPAg9X8EldlxBoQAABUEVX1UmeAXbp06aL//u//liSZpimHw6GsrCy1anVu5ky7du20YcMGbd26VbGxsTIMQ3Xr1lVhYaGOHTtmZ+ioRLj0LioTZkAAAFAF8AsZ4H+hoedWos/JydHQoUM1bNgwTZkyRYZheO/Pzs5WTk6OIiMji7TLzs5WVFRUsf3XrFlDTqej2GP8LTi46Gye668P03XXhVve1u6x7VSZn7fKM/aZq+y/stq1i4+jLGPvU+4V91/r+Ha/TyhAAABQBfhlgTXHRRMrjUu2gSrq4MGDGjx4sJKSktS9e3dNnTrVe19ubq4iIiIUFham3NzcIvvDw0v+UH/8+OkSj7kW5VlPIDu76ClGP/2Uo4KC0uWC8rS1e2w7VebnrbKOXZIjR7JtG7uk8f3xnBdXAKkc7yoAAFDhGcFOOe5qIElyNG8gI5jfOVC1HT16VCkpKRoxYoTi4+MlSU2bNtXmzZslSevWrVNMTIxatmyp9evXy+Px6MCBA/J4PCXOfrAKl6O8dpzmBpSMTwYAAMBnXO2bytW+qd1hBLT/+2vxU4EvXRxt29+KLo52qZgOLJZmlVmzZunUqVOaOXOmZs6cKUkaM2aMJk6cqGnTpqlRo0aKi4uTw+FQTEyMEhIS5PF4lJ6eblvMXI7y2nCaG1A6FCAAAAAAC4wdO1Zjx469bP+CBQsu25eamqrU1FR/hAULULgBSocCBAAAAAC/+/qDxCLbp8+YRbazPnlaNaoZ3u3oHgv9ElcgG7BuyWX7zPyiM6RSNy6XEXJhZtT/tnv8Qvu1n17SNr9o2y8+kxEScqHtg3HlitdX5qzPuWyfO6/o4o5/2pQrV/ULKxQ8ExtmeVxVEQUIAAAAIMCUZyHJ0vrPkn6X7cu9pIhw9IPnlHdREeGGx9+xJBYEvufX7S6y7ckvWkAYsXGvgkJCvdsz2zX0S1woGxahBAAAlYPjossNGkbRbQBeLCQJoKJiBgQAAKgUDJdLjuZ3qnDnN3I0ayLD5bI7JKBCYj2CyscfM1ZQNXkW/KvodkHRmSOeJT/IE3xh5kjQE7d6b5sLNxU51iwoWsw0/7JVZnDR3GIk3ldsPBQgAABApRHcto3Uto11Azgu+mhkGEW3AcACXEEj8O3+qOgX99wzRdfO2LMqX6HVLhTVG3YL3L8//6sCAAD8zHAFy9X8F3Lv3CpXs5YyXMG+H8PhlGRIMiXD+HkbQFVVVWasPP355sv2mfmni2wP37BVRkgN7/bc9q0tjwv+xf94AAAEgJfWP17s/YV5RReGm7ApRY7qxlWOln4Te/lK6VVFSNs4hbS1buV2R3CIou7qoGM71iiqeQc5gkNKbgTgMms+ii+ynX/JApjrVg1QyEULYD7cban39sJVRdsW5Bdt+5fPBig4pGiOTOy8VADKhwIEAACAn9Vpn6w67ZPtDgMAUMk4g1wyZMiUKUOGnEGVaz0kChAAAAAAUEk8+bc5RbbN/IIi20M2/UlGyIXTx/7QlkUtA0mIM0QdGnTUmr2Z6tCgo0KclWsWHQUIAAAAAABKyeFw6fxaPoZh/LztP/2bPan+zZ7065i+EmR3AAAAAPCdCx+MZcsHYwAIdMGuEN3VrLMkqXnTzgp2Va5ZCHayZAaE2+1WWlqa9u/fr4KCAg0aNEi33XabRo0aJcMw1LhxY40fP15BQUGaMWOG1q5dK6fTqbS0NEVHR1sREgAAQJUQ7ArR3U07a9uuT9XiTj4YA4AVHmybogfbptgdRqVjSQFi+fLlioyM1NSpU3XixAn17NlTTZo00bBhw9S6dWulp6drzZo1qlu3rrZs2aIlS5bo4MGDSk1N1bJly6wICQAAoMroGJuijrF8MEbJCpdOK7p9xl10e/lbKqx2YRaNI/5XfomropvyedErD5295Coav9uQIudFV9EY2b7qXlkIuJglBYguXbooLu7c5atM05TD4VBWVpZatWolSWrXrp2++OILNWzYULGxsTIMQ3Xr1lVhYaGOHTumqKgoK8ICAAAAAAA2saQAERoaKknKycnR0KFDNWzYME2ZMkWGYXjvz87OVk5OjiIjI4u0y87OLrEAUbNmDTmdDitCB1DF1a4dbncIAAAAQECy7CoYBw8e1ODBg5WUlKTu3btr6tSp3vtyc3MVERGhsLAw5ebmFtkfHl7yh//jx09bEjMAHDmSfc1tKV4AAHDtnBctj28YRbcBXzMuupKFDOPnbVjNkgLE0aNHlZKSovT0dLVp00aS1LRpU23evFmtW7fWunXrdN9996lBgwaaOnWqBg4cqEOHDsnj8XD6BQAAAFBaSz+4fN+Z/KLbyz+Rql20GGl8D8vCcTq8X+lk/LxdWsEuQ79o7NDWfxaq5W0OBbuMkhvBXo6L/sCGUXS7gnMGh+imuzpq/45M3dS8o5zBLNjrD5YUIGbNmqVTp05p5syZmjlzpiRpzJgxmjhxoqZNm6ZGjRopLi5ODodDMTExSkhIkMfjUXp6uhXhAABQ5RkXfyY0LtkGAB+p5jQU28ipv/37rGIbOVXNWbYiQlyMS3Exgf1LdP8v0opsm3lni2w/v3mijOpFv6b96YHJ1gXkuGTqiaP0U08Ml0uOZs1VmLVTjqbNZLj897czHE4VncFQ9q+2d7T/pe5o/0ufx4ars6QAMXbsWI0dO/ay/QsWLLhsX2pqqlJTU60IAwAA/Cwo2FDYXUHK2eFRWPMgBQXzyyIAazx+TzU9fk81u8NAKRkulxzNb1fhzu/kaNa4zEWE4LZtpbZtLYru6gxXNVVr/oDO7Fyvas0ekOHiNVcariCnDBkyZcqQIVdQ6UsCriDHRTOcDLmCyv5rhmVrQAAAgIolqr1DUe2Z+gDfmDdvjlatWqHOnbsqJeUZu8MBUA7B7e6V2t1rdxhlFtruMYW2e8zuMCqVEGc1dbz5fmXu+UIdb75fIc7SF25CnMHq1LClVu3+Sp0a3qMQZ3CZx6cAAQAByu12Ky0tTfv371dBQYEGDRqk2267TaNGjZJhGGrcuLHGjx+voKAgzZgxQ2vXrpXT6VRaWpqio6PtDh9ABZafn6fMzE8kSZmZK5WUlKyQkOo2RwUAlYMzyHVhFoJhyBnk39OOBtzVWwPu6n1tbVt01oAWna95bAoQABCgli9frsjISE2dOlUnTpxQz5491aRJEw0bNkytW7dWenq61qxZo7p162rLli1asmSJDh48qNTUVC1btszu8AFUYG63W6ZpSpJM0yO3200BArYrx1IGsMvF6zYYRtHtAFbNFaLWt3fSpu9WqXXjTqrmqjoLYFaNvzAAVEFdunRRXFycJMk0TTkcDmVlZalVq1aSpHbt2umLL75Qw4YNFRsbK8MwVLduXRUWFurYsWNclQgAUKm4XIaa3m5o13em7mxsyFWGq2gEXbJQ7zWc2o5rYLiC5WreUu6dX8nV7B4ZrrJP6a+serQaoB6tBtgdht9RFwSAABUaGqqwsDDl5ORo6NChGjZsmEzz3FS/8/dnZ2crJydHYWFhRdplZ2fbFTYAANfsgVYOPf2EUw+0KlsFweky1PDOc/8/NmxiyFmZLgEadPHUj0u2K4GQtnEKHzRaIW3j7A4FfsAMCAAIYAcPHtTgwYOVlJSk7t27a+rUqd77cnNzFRERobCwMOXm5hbZHx4eXmy/NWvWkLMsF3dHpVO7dvGvgcowhn2P4YTF/Z/xWf9XH6N4wcGeItvXXx+m666z/vkGrNSijUMt2tgdRdkZwU457rpZhTv2yNH8ZhnBfMVDxcWrEwAC1NGjR5WSkqL09HS1aXPuE1XTpk21efNmtW7dWuvWrdN9992nBg0aaOrUqRo4cKAOHTokj8dT4ukXx4+f9sdDgI2OHLF+FozVY/AYrBsjOzunyPZPP+WooKBi/Orqj8ITUNG42jWTq10zu8MASkQBAgAC1KxZs3Tq1CnNnDlTM2fOlCSNGTNGEydO1LRp09SoUSPFxcXJ4XAoJiZGCQkJ8ng8Sk9PtznyqolLGgIAgEBHAQIAAtTYsWM1duzYy/YvWLDgsn2pqalKTU31R1i4Ai5pCKCicDmCZEgydW45AReXkigV45JFLA3OUgSuiIwCAIDNrnRJQwCwQ4jToY631pUkdby1rkJY76dUHC5DtZqf+2pVq1mQHJVpEUvAj5gBAQAAgCJy38kt9v7TBUXXgTm99LSCgq/+RTW0X6hP4oJ/PHnPbXryntvsDqPSqd/WofptKdgAxWEGBAAAABBAXA6Hzv/+bsiQy8GXYgAVAwUIAAAAIICEOF3qdGsTSVKnW+9QiNNlc0Qo1sXrbBiXbAMBhlMwAAAAgACTck8bpdzTxu4wUApGcJCC7qopz47jCmpeU0YwBQgELgoQAAAAAGAj54N1pAfr2B0GYDnKawAAAAAAwHIUIAAAAAAAgOUoQAAAAKDCmTdvjhITe2revDl2hwIA8BEKEAAAAKhQ8vPzlJn5iSQpM3Ol8vPzbI4IAOALLEIJAIAfvLcy/qr3nck3i2x/tGaAqoUYVz2+d5elPosLqIjcbrdM89z7wjQ9crvdCgmpbnNUAIDyYgYEAAAAysQZ5JKhc0UyQ4acQS6bIwIAVAYUIAAAAFAmIc4QPXRLR0nSQ7d0VIgzxOaIAACVAadgAAAAoMz63fWk+t31pN1hAAAqEWZAAAAAAAAAy1GAAAAAAAAAlqMAAQAAAAAALEcBAgAAALDQ9u3blZycLEnatWuX2rZtq+TkZCUnJ2vFihWSpBkzZig+Pl6JiYn6+uuv7QwXACzDIpQAAADwO8+fd179voLTRbeXfStPcI2rHh+U1Nxncfna3LlztXz5clWvXl2SlJWVpQEDBiglJcV7TFZWlrZs2aIlS5bo4MGDSk1N1bJly+wKGQAswwwIAAAAwCINGjTQ9OnTvds7d+7U2rVr1a9fP6WlpSknJ0dbt25VbGysDMNQ3bp1VVhYqGPHjtkYNQBYgxkQAADYLMhx4bZhFN0GULnFxcVp37593u3o6Gg9/vjjat68ud566y29+eabCg8PV2RkpPeY0NBQZWdnKyoqqti+a9asoePXEFPt2uHe24fK0fY/5Rzbn23tbs/Ydo+dU872Z8rRVtqtvGtuv0+5ZWp7afvD5WhrxXucAgQAADZzuQzd1sTQ99+auvUOQy6XYXdIACzSqVMnRUREeG9nZGTo4YcfVm7uhS8Zubm5Cg8v+YvX8eOnSzzmSo4cyb6mduVtW5nHLm97xmbsytLeF2MXV4TgFAwAACqAlvc51OdJp1rex/QHIJANHDjQu8jkxo0b1axZM7Vs2VLr16+Xx+PRgQMH5PF4Spz9AACVETMgAAAAAD+ZMGGCMjIy5HK5VKtWLWVkZCgsLEwxMTFKSEiQx+NRenq63WECgCUoQAAAAAAWqlevnhYvXixJatasmRYuXHjZMampqUpNTfV3aADgV5yCAQAAAAAALEcBAgAAAAAAWI4CBAAAACoUV5BDhs5dDcaQIRfXpgWAgEABAgAAABVKiLOaOt7SSpLU8ZZWCnFWszkiAIAvsAglAAAAKpwB0d01ILq73WEAAHyIGRAAAAAAAMBylhYgtm/fruTkZEnSrl271LZtWyUnJys5OVkrVqyQJM2YMUPx8fFKTEzU119/bWU4AAAAAADAJpadgjF37lwtX75c1atXlyRlZWVpwIABSklJ8R6TlZWlLVu2aMmSJTp48KBSU1O1bNkyq0ICAAAAAAA2sWwGRIMGDTR9+nTv9s6dO7V27Vr169dPaWlpysnJ0datWxUbGyvDMFS3bl0VFhbq2LFjVoUEAMA1mzdvjhITe2revDl2hwIAAFApWVaAiIuLk9N5YYJFdHS0XnrpJb3zzjuqX7++3nzzTeXk5CgsLMx7TGhoqLKzs60KCQCAa5Kfn6fMzE8kSZmZK5Wfn2dzRAAAAJWP366C0alTJ0VERHhvZ2Rk6OGHH1Zubq73mNzcXIWHh5fYV82aNeR0cj3o4vzud7/TBx98oB49emjo0KF2hwNUGrVrl5yDUPW43W6ZpilJMk2P3G63QkKq2xwVAABA5eK3AsTAgQM1btw4RUdHa+PGjWrWrJlatmypqVOnauDAgTp06JA8Ho+ioqJK7Ov48dN+iLjyys/P0/LlyyVJy5d/qF69EvmgDJTSkSPXPguL4gUAAABwdX4rQEyYMEEZGRlyuVyqVauWMjIyFBYWppiYGCUkJMjj8Sg9Pd1f4QQ0fqkDAAAAAFQ0lhYg6tWrp8WLF0uSmjVrpoULF152TGpqqlJTU60MAwCqtO3bt+u1117T/PnztWvXLj377LO65ZZbJEl9+/ZV165dNWPGDK1du1ZOp1NpaWmKjo62N2gAAAAEHL/NgAAA+B+XRAYAAEBFUeUKEP89dbndIVjOcza/yHbajJUKcobYFI1/vDHiUbtDACqk85dEfumllySduyTy7t27tWbNGt18881KS0u76iWRS7MmDwAAAFBall2GEwBgPy6JDAAAgIqiys2AAICqzFeXRK5ql0MODvYU2b7++jBdd519Vz3xxxVXAmEM+x7DCYv7P+Oz/q82Rq5yr3Ckb8c4bHH/AICKhwJEIDIu/lJgXLINoCrz1SWRA+1yyF8tTyj2/rwzZpHtz95JVPVqxlWPb/noIp/EdTXluVxsVRqDx1B1xri4f4oRAFBxleoUjIyMjMv2jRw50ufBwDeCHC5Vr32nJKl67SYKcrhsjghAefkqD0+YMEGTJ09WcnKyvvrqKz3//PNq3ry595LIqampXBIZAK6Cz8QAUD7FzoAYM2aMfvzxR+3cuVP//Oc/vfvPnj3L+cEVXESDNopo0MbuMACUky/yMJdEBoDy4TMxAPhGsQWIQYMGaf/+/Zo0aZKGDBni3e9wOHTrrbdaHhwAVHXkYQCwH7kYAHyj2AJEvXr1VK9ePS1fvlw5OTnKzs6WaZ47D/b06dOKjIz0R4wAUGWRhwHAfuRiAPCNUi1COXv2bM2ePbtIcjUMQ2vWrLEqLgDARcjDAGA/cjEAlE+pChBLlizR6tWrS1wVHQBgDfIwANiPXAwA5VOqq2DUqVNH1113ndWxAACugjwMAPYjFwNA+ZRqBsQtt9yipKQktW7dWsHBwd79Fy/CAwCwDnkYAOxHLgaA8ilVAeLGG2/UjTfeaHUsAICrIA/by3HRfEHDKLoNoOogFwNA+ZSqAEFVFwDsRR62V7DL0D2Ng/T3f3p0921BCnYZdocEwAbkYgAon1IVIJo0aSLDKPph64YbbtDnn39uSVAAgKLIw/brdK9Lne61OwoAdiIXA0D5lKoA8e2333pvu91urV69Wtu2bbMqJgDAJcjDAGA/cjEAlE+Zz2J1uVx65JFHtGnTJiviAQCUgDwMAPYjFwNA2ZVqBsT777/vvW2apv75z3/K5XJZFRMA4BLkYQCwH7kYAMqnVAWIzZs3F9muWbOmXn/9dUsCAgBcjjwMAPYjFwNA+ZSqAPHKK6/I7XZr9+7dKiwsVOPGjeV0lqopAMAHyMMAYD9yMQCUT6ky5s6dOzV06FBFRkbK4/Ho6NGjevPNN9WiRQur4wMAiDwMABUBuRgAyqdUBYiJEyfq9ddf9ybXbdu2KSMjQ0uXLrU0OADAOeRhALAfuRgAyqdUV8E4ffp0kcru3XffrTNnzlgWFACgKPIwANiPXAwA5VOqAsR1112n1atXe7dXr16tyMhIq2ICAFyCPAwA9iMXA0D5lOoUjIyMDD377LMaM2aMd9/ChQstCwoAUBR5GADsRy4GgPIp1QyIdevWqXr16vrss8/0xz/+UVFRUdqyZYvVsQEAfkYeBgD7kYsBoHxKVYBYvHix3n33XdWoUUNNmjTRe++9pwULFlgdGwDgZ+RhALAfuRgAyqdUBQi32y2Xy+Xdvvg2AMB65GEAsB+5GADKp1RrQHTs2FG//OUv9cgjj0iSVq1apYcfftjSwAAAF5CHAcB+5GIAKJ9SFSBGjBihlStX6ssvv5TT6VT//v3VsWNHq2MDAPyMPAwA9iMXA0D5lKoAIUldunRRly5drIwFAFAM8vDVzZs3R6tWrVDnzl2VkvKM3eEACGDXkou3b9+u1157TfPnz9eePXs0atQoGYahxo0ba/z48QoKCtKMGTO0du1aOZ1OpaWlKTo62qJHAAD2KdUaEAAAVFT5+XnKzPxEkpSZuVL5+Xk2RwQAF8ydO1djx47VmTNnJEmvvPKKhg0bpj//+c8yTVNr1qxRVlaWtmzZoiVLlmjatGl6+eWXbY4aAKxBAQIAUKm53W6ZpilJMk2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",
      "text/plain": [
       "<Figure size 1296x720 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure, ax = plt.subplots(nrows=2, ncols=3)\n",
    "figure.set_size_inches(18, 10)\n",
    "\n",
    "sns.barplot(data=df_train, x='year', y='count', ax=ax[0, 0])\n",
    "sns.barplot(data=df_train, x='month', y='count', ax=ax[0, 1])\n",
    "sns.barplot(data=df_train, x='day', y='count', ax=ax[0, 2])\n",
    "sns.barplot(data=df_train, x='hour', y='count', ax=ax[1, 0])\n",
    "sns.barplot(data=df_train, x='minute', y='count', ax=ax[1, 1])\n",
    "sns.barplot(data=df_train, x='second', y='count', ax=ax[1, 2])\n",
    "\n",
    "ax[0, 0].set(ylabel='count', title='Rental amount by year')\n",
    "ax[0, 1].set(ylabel='count', title='Rental amount by month')\n",
    "ax[0, 2].set(ylabel='count', title='Rental amount by day')\n",
    "ax[1, 0].set(ylabel='count', title='Rental amount by hour')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10886, 19)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train['dayofweek'] = df_train['datetime'].dt.dayofweek\n",
    "df_test['dayofweek'] = df_test['datetime'].dt.dayofweek\n",
    "df_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5    1584\n",
       "6    1579\n",
       "3    1553\n",
       "0    1551\n",
       "2    1551\n",
       "1    1539\n",
       "4    1529\n",
       "Name: dayofweek, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train['dayofweek'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='hour', ylabel='count'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x1800 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=5)\n",
    "fig.set_size_inches(18, 25)\n",
    "\n",
    "sns.pointplot(data=df_train, x='hour', y='count', ax=ax[0])\n",
    "sns.pointplot(data=df_train, x='hour', y='count', hue='workingday', ax=ax[1])\n",
    "sns.pointplot(data=df_train, x='hour', y='count', hue='dayofweek', ax=ax[2])\n",
    "sns.pointplot(data=df_train, x='hour', y='count', hue='weather', ax=ax[3])\n",
    "sns.pointplot(data=df_train, x='hour', y='count', hue='season', ax=ax[4])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Correlation of Numeric Features with Rental Count'}>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_data = df_train[['temp', 'atemp', 'casual', 'registered', 'humidity', 'windspeed', 'count']]\n",
    "\n",
    "colormap = plt.cm.PuBu\n",
    "\n",
    "f, ax = plt.subplots(figsize=(12,10))\n",
    "plt.title('Correlation of Numeric Features with Rental Count', y=1, size=18)\n",
    "sns.heatmap(corr_data.corr(), vmax=.8, linewidths=0.1, square=True, annot=True, cmap=colormap, linecolor='white', annot_kws={'size':14})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 가장 눈에 띄게 진한 변수 registered \n",
    "# temp와 atemp 상관계수가 매우 높으므로 다중공선성"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='humidity', ylabel='count'>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(ncols = 3, figsize=(12, 5))\n",
    "\n",
    "temp_scatter_plot = pd.concat([df_train['count'], df_train['temp']], axis=1)\n",
    "sns.regplot(x='temp', y='count', data=temp_scatter_plot, scatter=True, fit_reg=True, ax=ax[0], color='r')\n",
    "\n",
    "windspeed_scatter_plot = pd.concat([df_train['count'], df_train['windspeed']], axis=1)\n",
    "sns.regplot(x='windspeed', y='count', data=windspeed_scatter_plot, scatter=True, fit_reg=True,ax=ax[1], color='g')\n",
    "\n",
    "humidity_scatter_plot = pd.concat([df_train['count'], df_train['humidity']], axis=1)\n",
    "sns.regplot(x='humidity', y='count', data=humidity_scatter_plot, scatter=True, fit_reg=True, ax=ax[2], color='b')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0.5, 'count'), Text(0.5, 1.0, 'test windspeed')]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x1008 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=2, figsize=(18, 14)) \n",
    "\n",
    "plt.sca(ax[0])\n",
    "plt.xticks(rotation=30, ha='right')\n",
    "sns.countplot(data=df_train, x='windspeed')\n",
    "ax[0].set(ylabel='count', title='train windspeed')\n",
    "\n",
    "plt.sca(ax[1])\n",
    "plt.xticks(rotation=30, ha='right')\n",
    "sns.countplot(data=df_train, x='windspeed')\n",
    "ax[1].set(ylabel='count', title='test windspeed')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "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>datetime</th>\n",
       "      <th>year_month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2011-01-01 00:00:00</td>\n",
       "      <td>2011-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2011-01-01 01:00:00</td>\n",
       "      <td>2011-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2011-01-01 02:00:00</td>\n",
       "      <td>2011-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2011-01-01 03:00:00</td>\n",
       "      <td>2011-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2011-01-01 04:00:00</td>\n",
       "      <td>2011-1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             datetime year_month\n",
       "0 2011-01-01 00:00:00     2011-1\n",
       "1 2011-01-01 01:00:00     2011-1\n",
       "2 2011-01-01 02:00:00     2011-1\n",
       "3 2011-01-01 03:00:00     2011-1\n",
       "4 2011-01-01 04:00:00     2011-1"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def concatenate_year_month(datetime):\n",
    "    return \"{0}-{1}\".format(datetime.year, datetime.month)\n",
    "\n",
    "df_train[\"year_month\"] = df_train[\"datetime\"].apply(concatenate_year_month)\n",
    "df_test[\"year_month\"] = df_test[\"datetime\"].apply(concatenate_year_month)\n",
    "\n",
    "df_train[['datetime', 'year_month']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='year_month', ylabel='count'>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(18, 4))\n",
    "sns.barplot(data=df_train, y='count', x='year_month')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import Counter\n",
    "\n",
    "def detect_outliers(df, n, features):\n",
    "    outlier_indices = []\n",
    "    for col in features:\n",
    "        q1 = np.percentile(df[col], 25)\n",
    "        q3 = np.percentile(df[col], 75)\n",
    "        IQR = q3 - q1\n",
    "\n",
    "        outlier_step = 1.5 * IQR\n",
    "\n",
    "        outlier_list_col = df[(df[col] < q1 - outlier_step) | (df[col] > q3 + outlier_step)].index\n",
    "        outlier_indices.extend(outlier_list_col)\n",
    "    outlier_indices = Counter(outlier_indices)\n",
    "    multiple_outliers = list(k for k, v in outlier_indices.items() if v > n)\n",
    "\n",
    "    return multiple_outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "Outliers_to_drop = detect_outliers(df_train, 2, [\"temp\", \"atemp\", \"casual\", \"registered\", \"humidity\", \"windspeed\", \"count\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "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>datetime</th>\n",
       "      <th>season</th>\n",
       "      <th>holiday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weather</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>humidity</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>count</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>day</th>\n",
       "      <th>hour</th>\n",
       "      <th>minute</th>\n",
       "      <th>second</th>\n",
       "      <th>dayofweek</th>\n",
       "      <th>year_month</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6658</th>\n",
       "      <td>2012-03-14 17:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>28.70</td>\n",
       "      <td>31.820</td>\n",
       "      <td>28</td>\n",
       "      <td>6.0032</td>\n",
       "      <td>140</td>\n",
       "      <td>642</td>\n",
       "      <td>782</td>\n",
       "      <td>2012</td>\n",
       "      <td>3</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2012-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6779</th>\n",
       "      <td>2012-03-19 18:00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>26.24</td>\n",
       "      <td>31.060</td>\n",
       "      <td>57</td>\n",
       "      <td>16.9979</td>\n",
       "      <td>120</td>\n",
       "      <td>681</td>\n",
       "      <td>801</td>\n",
       "      <td>2012</td>\n",
       "      <td>3</td>\n",
       "      <td>19</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6825</th>\n",
       "      <td>2012-04-02 17:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>20.50</td>\n",
       "      <td>24.240</td>\n",
       "      <td>29</td>\n",
       "      <td>19.0012</td>\n",
       "      <td>128</td>\n",
       "      <td>601</td>\n",
       "      <td>729</td>\n",
       "      <td>2012</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6849</th>\n",
       "      <td>2012-04-03 17:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>25.42</td>\n",
       "      <td>30.305</td>\n",
       "      <td>17</td>\n",
       "      <td>12.9980</td>\n",
       "      <td>123</td>\n",
       "      <td>634</td>\n",
       "      <td>757</td>\n",
       "      <td>2012</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2012-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6850</th>\n",
       "      <td>2012-04-03 18:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>24.60</td>\n",
       "      <td>30.305</td>\n",
       "      <td>26</td>\n",
       "      <td>11.0014</td>\n",
       "      <td>139</td>\n",
       "      <td>661</td>\n",
       "      <td>800</td>\n",
       "      <td>2012</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2012-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6897</th>\n",
       "      <td>2012-04-05 17:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>20.50</td>\n",
       "      <td>24.240</td>\n",
       "      <td>31</td>\n",
       "      <td>11.0014</td>\n",
       "      <td>145</td>\n",
       "      <td>677</td>\n",
       "      <td>822</td>\n",
       "      <td>2012</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2012-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7088</th>\n",
       "      <td>2012-04-13 17:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>22.96</td>\n",
       "      <td>26.515</td>\n",
       "      <td>24</td>\n",
       "      <td>11.0014</td>\n",
       "      <td>117</td>\n",
       "      <td>621</td>\n",
       "      <td>738</td>\n",
       "      <td>2012</td>\n",
       "      <td>4</td>\n",
       "      <td>13</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2012-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7640</th>\n",
       "      <td>2012-05-17 17:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>27.06</td>\n",
       "      <td>31.060</td>\n",
       "      <td>31</td>\n",
       "      <td>8.9981</td>\n",
       "      <td>133</td>\n",
       "      <td>719</td>\n",
       "      <td>852</td>\n",
       "      <td>2012</td>\n",
       "      <td>5</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2012-5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7641</th>\n",
       "      <td>2012-05-17 18:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>27.06</td>\n",
       "      <td>31.060</td>\n",
       "      <td>27</td>\n",
       "      <td>11.0014</td>\n",
       "      <td>134</td>\n",
       "      <td>734</td>\n",
       "      <td>868</td>\n",
       "      <td>2012</td>\n",
       "      <td>5</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2012-5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7664</th>\n",
       "      <td>2012-05-18 17:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>27.06</td>\n",
       "      <td>31.060</td>\n",
       "      <td>34</td>\n",
       "      <td>8.9981</td>\n",
       "      <td>124</td>\n",
       "      <td>688</td>\n",
       "      <td>812</td>\n",
       "      <td>2012</td>\n",
       "      <td>5</td>\n",
       "      <td>18</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2012-5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7881</th>\n",
       "      <td>2012-06-08 18:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>31.16</td>\n",
       "      <td>33.335</td>\n",
       "      <td>27</td>\n",
       "      <td>15.0013</td>\n",
       "      <td>147</td>\n",
       "      <td>576</td>\n",
       "      <td>723</td>\n",
       "      <td>2012</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2012-6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8002</th>\n",
       "      <td>2012-06-13 19:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>28.70</td>\n",
       "      <td>31.820</td>\n",
       "      <td>34</td>\n",
       "      <td>26.0027</td>\n",
       "      <td>123</td>\n",
       "      <td>548</td>\n",
       "      <td>671</td>\n",
       "      <td>2012</td>\n",
       "      <td>6</td>\n",
       "      <td>13</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2012-6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8024</th>\n",
       "      <td>2012-06-14 17:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>29.52</td>\n",
       "      <td>33.335</td>\n",
       "      <td>48</td>\n",
       "      <td>15.0013</td>\n",
       "      <td>117</td>\n",
       "      <td>750</td>\n",
       "      <td>867</td>\n",
       "      <td>2012</td>\n",
       "      <td>6</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2012-6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8048</th>\n",
       "      <td>2012-06-15 17:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>30.34</td>\n",
       "      <td>32.575</td>\n",
       "      <td>37</td>\n",
       "      <td>19.0012</td>\n",
       "      <td>125</td>\n",
       "      <td>698</td>\n",
       "      <td>823</td>\n",
       "      <td>2012</td>\n",
       "      <td>6</td>\n",
       "      <td>15</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2012-6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8049</th>\n",
       "      <td>2012-06-15 18:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>29.52</td>\n",
       "      <td>32.575</td>\n",
       "      <td>39</td>\n",
       "      <td>15.0013</td>\n",
       "      <td>121</td>\n",
       "      <td>572</td>\n",
       "      <td>693</td>\n",
       "      <td>2012</td>\n",
       "      <td>6</td>\n",
       "      <td>15</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2012-6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8456</th>\n",
       "      <td>2012-07-13 17:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>32.80</td>\n",
       "      <td>35.605</td>\n",
       "      <td>36</td>\n",
       "      <td>11.0014</td>\n",
       "      <td>138</td>\n",
       "      <td>697</td>\n",
       "      <td>835</td>\n",
       "      <td>2012</td>\n",
       "      <td>7</td>\n",
       "      <td>13</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2012-7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8768</th>\n",
       "      <td>2012-08-07 17:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>31.98</td>\n",
       "      <td>37.120</td>\n",
       "      <td>62</td>\n",
       "      <td>8.9981</td>\n",
       "      <td>125</td>\n",
       "      <td>743</td>\n",
       "      <td>868</td>\n",
       "      <td>2012</td>\n",
       "      <td>8</td>\n",
       "      <td>7</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2012-8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8793</th>\n",
       "      <td>2012-08-08 18:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>31.98</td>\n",
       "      <td>36.365</td>\n",
       "      <td>55</td>\n",
       "      <td>11.0014</td>\n",
       "      <td>117</td>\n",
       "      <td>745</td>\n",
       "      <td>862</td>\n",
       "      <td>2012</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2012-8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8794</th>\n",
       "      <td>2012-08-08 19:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>31.16</td>\n",
       "      <td>36.365</td>\n",
       "      <td>66</td>\n",
       "      <td>15.0013</td>\n",
       "      <td>119</td>\n",
       "      <td>567</td>\n",
       "      <td>686</td>\n",
       "      <td>2012</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2012-8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8962</th>\n",
       "      <td>2012-08-15 19:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>28.70</td>\n",
       "      <td>32.575</td>\n",
       "      <td>61</td>\n",
       "      <td>8.9981</td>\n",
       "      <td>124</td>\n",
       "      <td>525</td>\n",
       "      <td>649</td>\n",
       "      <td>2012</td>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2012-8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8984</th>\n",
       "      <td>2012-08-16 17:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>33.62</td>\n",
       "      <td>36.365</td>\n",
       "      <td>34</td>\n",
       "      <td>12.9980</td>\n",
       "      <td>130</td>\n",
       "      <td>767</td>\n",
       "      <td>897</td>\n",
       "      <td>2012</td>\n",
       "      <td>8</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2012-8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8986</th>\n",
       "      <td>2012-08-16 19:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>31.16</td>\n",
       "      <td>34.090</td>\n",
       "      <td>40</td>\n",
       "      <td>7.0015</td>\n",
       "      <td>119</td>\n",
       "      <td>558</td>\n",
       "      <td>677</td>\n",
       "      <td>2012</td>\n",
       "      <td>8</td>\n",
       "      <td>16</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2012-8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9008</th>\n",
       "      <td>2012-08-17 17:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>33.62</td>\n",
       "      <td>12.120</td>\n",
       "      <td>36</td>\n",
       "      <td>22.0028</td>\n",
       "      <td>144</td>\n",
       "      <td>647</td>\n",
       "      <td>791</td>\n",
       "      <td>2012</td>\n",
       "      <td>8</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2012-8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9243</th>\n",
       "      <td>2012-09-08 12:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>32.80</td>\n",
       "      <td>37.880</td>\n",
       "      <td>55</td>\n",
       "      <td>32.9975</td>\n",
       "      <td>220</td>\n",
       "      <td>474</td>\n",
       "      <td>694</td>\n",
       "      <td>2012</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2012-9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9244</th>\n",
       "      <td>2012-09-08 13:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>33.62</td>\n",
       "      <td>38.635</td>\n",
       "      <td>52</td>\n",
       "      <td>35.0008</td>\n",
       "      <td>233</td>\n",
       "      <td>435</td>\n",
       "      <td>668</td>\n",
       "      <td>2012</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2012-9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9267</th>\n",
       "      <td>2012-09-09 12:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>27.06</td>\n",
       "      <td>31.060</td>\n",
       "      <td>47</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>247</td>\n",
       "      <td>510</td>\n",
       "      <td>757</td>\n",
       "      <td>2012</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>2012-9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9296</th>\n",
       "      <td>2012-09-10 17:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>27.06</td>\n",
       "      <td>31.060</td>\n",
       "      <td>34</td>\n",
       "      <td>22.0028</td>\n",
       "      <td>127</td>\n",
       "      <td>744</td>\n",
       "      <td>871</td>\n",
       "      <td>2012</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9320</th>\n",
       "      <td>2012-09-11 17:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>28.70</td>\n",
       "      <td>31.820</td>\n",
       "      <td>28</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>168</td>\n",
       "      <td>802</td>\n",
       "      <td>970</td>\n",
       "      <td>2012</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2012-9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9392</th>\n",
       "      <td>2012-09-14 17:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>29.52</td>\n",
       "      <td>33.335</td>\n",
       "      <td>51</td>\n",
       "      <td>12.9980</td>\n",
       "      <td>137</td>\n",
       "      <td>757</td>\n",
       "      <td>894</td>\n",
       "      <td>2012</td>\n",
       "      <td>9</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2012-9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9632</th>\n",
       "      <td>2012-10-05 17:00:00</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>28.70</td>\n",
       "      <td>31.820</td>\n",
       "      <td>42</td>\n",
       "      <td>11.0014</td>\n",
       "      <td>158</td>\n",
       "      <td>742</td>\n",
       "      <td>900</td>\n",
       "      <td>2012</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2012-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9652</th>\n",
       "      <td>2012-10-06 13:00:00</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>26.24</td>\n",
       "      <td>31.060</td>\n",
       "      <td>57</td>\n",
       "      <td>35.0008</td>\n",
       "      <td>310</td>\n",
       "      <td>400</td>\n",
       "      <td>710</td>\n",
       "      <td>2012</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2012-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9655</th>\n",
       "      <td>2012-10-06 16:00:00</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>24.60</td>\n",
       "      <td>31.060</td>\n",
       "      <td>43</td>\n",
       "      <td>35.0008</td>\n",
       "      <td>317</td>\n",
       "      <td>342</td>\n",
       "      <td>659</td>\n",
       "      <td>2012</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2012-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9800</th>\n",
       "      <td>2012-10-12 17:00:00</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>18.86</td>\n",
       "      <td>22.725</td>\n",
       "      <td>38</td>\n",
       "      <td>26.0027</td>\n",
       "      <td>131</td>\n",
       "      <td>706</td>\n",
       "      <td>837</td>\n",
       "      <td>2012</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2012-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9920</th>\n",
       "      <td>2012-10-17 17:00:00</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>22.14</td>\n",
       "      <td>25.760</td>\n",
       "      <td>56</td>\n",
       "      <td>7.0015</td>\n",
       "      <td>122</td>\n",
       "      <td>766</td>\n",
       "      <td>888</td>\n",
       "      <td>2012</td>\n",
       "      <td>10</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2012-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7017</th>\n",
       "      <td>2012-04-10 17:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>22.96</td>\n",
       "      <td>26.515</td>\n",
       "      <td>21</td>\n",
       "      <td>35.0008</td>\n",
       "      <td>88</td>\n",
       "      <td>656</td>\n",
       "      <td>744</td>\n",
       "      <td>2012</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2012-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7473</th>\n",
       "      <td>2012-05-10 18:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>22.96</td>\n",
       "      <td>26.515</td>\n",
       "      <td>35</td>\n",
       "      <td>35.0008</td>\n",
       "      <td>109</td>\n",
       "      <td>661</td>\n",
       "      <td>770</td>\n",
       "      <td>2012</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2012-5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7991</th>\n",
       "      <td>2012-06-13 08:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>25.42</td>\n",
       "      <td>29.545</td>\n",
       "      <td>73</td>\n",
       "      <td>35.0008</td>\n",
       "      <td>41</td>\n",
       "      <td>672</td>\n",
       "      <td>713</td>\n",
       "      <td>2012</td>\n",
       "      <td>6</td>\n",
       "      <td>13</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2012-6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8000</th>\n",
       "      <td>2012-06-13 17:00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>29.52</td>\n",
       "      <td>32.575</td>\n",
       "      <td>32</td>\n",
       "      <td>32.9975</td>\n",
       "      <td>75</td>\n",
       "      <td>782</td>\n",
       "      <td>857</td>\n",
       "      <td>2012</td>\n",
       "      <td>6</td>\n",
       "      <td>13</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2012-6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8528</th>\n",
       "      <td>2012-07-16 17:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>31.16</td>\n",
       "      <td>36.365</td>\n",
       "      <td>66</td>\n",
       "      <td>39.0007</td>\n",
       "      <td>86</td>\n",
       "      <td>669</td>\n",
       "      <td>755</td>\n",
       "      <td>2012</td>\n",
       "      <td>7</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2012-7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9479</th>\n",
       "      <td>2012-09-18 08:00:00</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>27.06</td>\n",
       "      <td>30.305</td>\n",
       "      <td>83</td>\n",
       "      <td>36.9974</td>\n",
       "      <td>32</td>\n",
       "      <td>640</td>\n",
       "      <td>672</td>\n",
       "      <td>2012</td>\n",
       "      <td>9</td>\n",
       "      <td>18</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2012-9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                datetime  season  holiday  workingday  weather   temp   atemp  \\\n",
       "6658 2012-03-14 17:00:00       1        0           1        1  28.70  31.820   \n",
       "6779 2012-03-19 18:00:00       1        0           1        1  26.24  31.060   \n",
       "6825 2012-04-02 17:00:00       2        0           1        1  20.50  24.240   \n",
       "6849 2012-04-03 17:00:00       2        0           1        1  25.42  30.305   \n",
       "6850 2012-04-03 18:00:00       2        0           1        1  24.60  30.305   \n",
       "6897 2012-04-05 17:00:00       2        0           1        1  20.50  24.240   \n",
       "7088 2012-04-13 17:00:00       2        0           1        1  22.96  26.515   \n",
       "7640 2012-05-17 17:00:00       2        0           1        1  27.06  31.060   \n",
       "7641 2012-05-17 18:00:00       2        0           1        1  27.06  31.060   \n",
       "7664 2012-05-18 17:00:00       2        0           1        1  27.06  31.060   \n",
       "7881 2012-06-08 18:00:00       2        0           1        1  31.16  33.335   \n",
       "8002 2012-06-13 19:00:00       2        0           1        1  28.70  31.820   \n",
       "8024 2012-06-14 17:00:00       2        0           1        1  29.52  33.335   \n",
       "8048 2012-06-15 17:00:00       2        0           1        1  30.34  32.575   \n",
       "8049 2012-06-15 18:00:00       2        0           1        1  29.52  32.575   \n",
       "8456 2012-07-13 17:00:00       3        0           1        2  32.80  35.605   \n",
       "8768 2012-08-07 17:00:00       3        0           1        2  31.98  37.120   \n",
       "8793 2012-08-08 18:00:00       3        0           1        2  31.98  36.365   \n",
       "8794 2012-08-08 19:00:00       3        0           1        1  31.16  36.365   \n",
       "8962 2012-08-15 19:00:00       3        0           1        1  28.70  32.575   \n",
       "8984 2012-08-16 17:00:00       3        0           1        1  33.62  36.365   \n",
       "8986 2012-08-16 19:00:00       3        0           1        1  31.16  34.090   \n",
       "9008 2012-08-17 17:00:00       3        0           1        1  33.62  12.120   \n",
       "9243 2012-09-08 12:00:00       3        0           0        1  32.80  37.880   \n",
       "9244 2012-09-08 13:00:00       3        0           0        1  33.62  38.635   \n",
       "9267 2012-09-09 12:00:00       3        0           0        1  27.06  31.060   \n",
       "9296 2012-09-10 17:00:00       3        0           1        1  27.06  31.060   \n",
       "9320 2012-09-11 17:00:00       3        0           1        1  28.70  31.820   \n",
       "9392 2012-09-14 17:00:00       3        0           1        1  29.52  33.335   \n",
       "9632 2012-10-05 17:00:00       4        0           1        1  28.70  31.820   \n",
       "9652 2012-10-06 13:00:00       4        0           0        2  26.24  31.060   \n",
       "9655 2012-10-06 16:00:00       4        0           0        1  24.60  31.060   \n",
       "9800 2012-10-12 17:00:00       4        0           1        1  18.86  22.725   \n",
       "9920 2012-10-17 17:00:00       4        0           1        1  22.14  25.760   \n",
       "7017 2012-04-10 17:00:00       2        0           1        1  22.96  26.515   \n",
       "7473 2012-05-10 18:00:00       2        0           1        1  22.96  26.515   \n",
       "7991 2012-06-13 08:00:00       2        0           1        2  25.42  29.545   \n",
       "8000 2012-06-13 17:00:00       2        0           1        1  29.52  32.575   \n",
       "8528 2012-07-16 17:00:00       3        0           1        3  31.16  36.365   \n",
       "9479 2012-09-18 08:00:00       3        0           1        2  27.06  30.305   \n",
       "\n",
       "      humidity  windspeed  casual  registered  count  year  month  day  hour  \\\n",
       "6658        28     6.0032     140         642    782  2012      3   14    17   \n",
       "6779        57    16.9979     120         681    801  2012      3   19    18   \n",
       "6825        29    19.0012     128         601    729  2012      4    2    17   \n",
       "6849        17    12.9980     123         634    757  2012      4    3    17   \n",
       "6850        26    11.0014     139         661    800  2012      4    3    18   \n",
       "6897        31    11.0014     145         677    822  2012      4    5    17   \n",
       "7088        24    11.0014     117         621    738  2012      4   13    17   \n",
       "7640        31     8.9981     133         719    852  2012      5   17    17   \n",
       "7641        27    11.0014     134         734    868  2012      5   17    18   \n",
       "7664        34     8.9981     124         688    812  2012      5   18    17   \n",
       "7881        27    15.0013     147         576    723  2012      6    8    18   \n",
       "8002        34    26.0027     123         548    671  2012      6   13    19   \n",
       "8024        48    15.0013     117         750    867  2012      6   14    17   \n",
       "8048        37    19.0012     125         698    823  2012      6   15    17   \n",
       "8049        39    15.0013     121         572    693  2012      6   15    18   \n",
       "8456        36    11.0014     138         697    835  2012      7   13    17   \n",
       "8768        62     8.9981     125         743    868  2012      8    7    17   \n",
       "8793        55    11.0014     117         745    862  2012      8    8    18   \n",
       "8794        66    15.0013     119         567    686  2012      8    8    19   \n",
       "8962        61     8.9981     124         525    649  2012      8   15    19   \n",
       "8984        34    12.9980     130         767    897  2012      8   16    17   \n",
       "8986        40     7.0015     119         558    677  2012      8   16    19   \n",
       "9008        36    22.0028     144         647    791  2012      8   17    17   \n",
       "9243        55    32.9975     220         474    694  2012      9    8    12   \n",
       "9244        52    35.0008     233         435    668  2012      9    8    13   \n",
       "9267        47     0.0000     247         510    757  2012      9    9    12   \n",
       "9296        34    22.0028     127         744    871  2012      9   10    17   \n",
       "9320        28     0.0000     168         802    970  2012      9   11    17   \n",
       "9392        51    12.9980     137         757    894  2012      9   14    17   \n",
       "9632        42    11.0014     158         742    900  2012     10    5    17   \n",
       "9652        57    35.0008     310         400    710  2012     10    6    13   \n",
       "9655        43    35.0008     317         342    659  2012     10    6    16   \n",
       "9800        38    26.0027     131         706    837  2012     10   12    17   \n",
       "9920        56     7.0015     122         766    888  2012     10   17    17   \n",
       "7017        21    35.0008      88         656    744  2012      4   10    17   \n",
       "7473        35    35.0008     109         661    770  2012      5   10    18   \n",
       "7991        73    35.0008      41         672    713  2012      6   13     8   \n",
       "8000        32    32.9975      75         782    857  2012      6   13    17   \n",
       "8528        66    39.0007      86         669    755  2012      7   16    17   \n",
       "9479        83    36.9974      32         640    672  2012      9   18     8   \n",
       "\n",
       "      minute  second  dayofweek year_month  \n",
       "6658       0       0          2     2012-3  \n",
       "6779       0       0          0     2012-3  \n",
       "6825       0       0          0     2012-4  \n",
       "6849       0       0          1     2012-4  \n",
       "6850       0       0          1     2012-4  \n",
       "6897       0       0          3     2012-4  \n",
       "7088       0       0          4     2012-4  \n",
       "7640       0       0          3     2012-5  \n",
       "7641       0       0          3     2012-5  \n",
       "7664       0       0          4     2012-5  \n",
       "7881       0       0          4     2012-6  \n",
       "8002       0       0          2     2012-6  \n",
       "8024       0       0          3     2012-6  \n",
       "8048       0       0          4     2012-6  \n",
       "8049       0       0          4     2012-6  \n",
       "8456       0       0          4     2012-7  \n",
       "8768       0       0          1     2012-8  \n",
       "8793       0       0          2     2012-8  \n",
       "8794       0       0          2     2012-8  \n",
       "8962       0       0          2     2012-8  \n",
       "8984       0       0          3     2012-8  \n",
       "8986       0       0          3     2012-8  \n",
       "9008       0       0          4     2012-8  \n",
       "9243       0       0          5     2012-9  \n",
       "9244       0       0          5     2012-9  \n",
       "9267       0       0          6     2012-9  \n",
       "9296       0       0          0     2012-9  \n",
       "9320       0       0          1     2012-9  \n",
       "9392       0       0          4     2012-9  \n",
       "9632       0       0          4    2012-10  \n",
       "9652       0       0          5    2012-10  \n",
       "9655       0       0          5    2012-10  \n",
       "9800       0       0          4    2012-10  \n",
       "9920       0       0          2    2012-10  \n",
       "7017       0       0          1     2012-4  \n",
       "7473       0       0          3     2012-5  \n",
       "7991       0       0          2     2012-6  \n",
       "8000       0       0          2     2012-6  \n",
       "8528       0       0          0     2012-7  \n",
       "9479       0       0          1     2012-9  "
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.loc[Outliers_to_drop]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10886, 20)"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train = df_train.drop(Outliers_to_drop, axis=0).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(10846, 20)"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count           Skewness: 01.21      Kurtosis: 001.20\n",
      "temp            Skewness: 00.01      Kurtosis: -00.91\n",
      "atemp           Skewness: -0.10      Kurtosis: -00.85\n",
      "casual          Skewness: 02.52      Kurtosis: 007.74\n",
      "registered      Skewness: 01.51      Kurtosis: 002.61\n",
      "humidity        Skewness: -0.09      Kurtosis: -00.76\n",
      "windspeed       Skewness: 00.58      Kurtosis: 000.63\n"
     ]
    }
   ],
   "source": [
    "df_train_num = df_train[[\"count\", \"temp\", \"atemp\", \"casual\", \"registered\", \"humidity\", \"windspeed\"]]\n",
    "\n",
    "for col in df_train_num:\n",
    "    print('{:15}'.format(col), \n",
    "    'Skewness: {:05.2f}'.format(df_train[col].skew()),\n",
    "    '    ' ,\n",
    "    'Kurtosis: {:06.2f}'.format(df_train[col].kurt())\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0, 0.5, 'count'), Text(0.5, 1.0, 'Rental count by minute')]"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x1296 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=5, ncols=2, figsize=(16,18))\n",
    "\n",
    "sns.boxplot(data=df_train, y='count', x='season', orient='v', ax=ax[0][0])\n",
    "sns.boxplot(data=df_train, y='count', x='holiday', orient='v', ax=ax[0][1])\n",
    "sns.boxplot(data=df_train, y='count', x='workingday', orient='v', ax=ax[1][0])\n",
    "sns.boxplot(data=df_train, y='count', x='weather', orient='v', ax=ax[1][1])\n",
    "sns.boxplot(data=df_train, y='count', x='dayofweek', orient='v', ax=ax[2][0])\n",
    "sns.boxplot(data=df_train, y='count', x='month', orient='v', ax=ax[2][1])\n",
    "sns.boxplot(data=df_train, y='count', x='year', orient='v', ax=ax[3][0])\n",
    "sns.boxplot(data=df_train, y='count', x='hour', orient='v', ax=ax[3][1])\n",
    "sns.boxplot(data=df_train, y='count', x='minute', orient='v', ax=ax[4][0])\n",
    "\n",
    "ax[0][0].set(ylabel = \"count\", title = 'Rental count by season')\n",
    "ax[0][1].set(ylabel = \"count\", title = 'Rental count by holiday')\n",
    "ax[1][0].set(ylabel = \"count\", title = 'Rental count by workingday')\n",
    "ax[1][1].set(ylabel = \"count\", title = 'Rental count by weather')\n",
    "ax[2][0].set(ylabel = \"count\", title = 'Rental count by dayofweek')\n",
    "ax[2][1].set(ylabel = \"count\", title = 'Rental count by month')\n",
    "ax[3][0].set(ylabel = \"count\", title = 'Rental count by year')\n",
    "ax[3][1].set(ylabel = \"count\", title = 'Rental count by hour')\n",
    "ax[4][0].set(ylabel = \"count\", title = 'Rental count by minute')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "7987c57931f2365761dc2a5f85e647decf73af6edff0c78918b92bfe7c5512ba"
  },
  "kernelspec": {
   "display_name": "Python 3.8.10 32-bit",
   "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": "3.8.10"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}