Day_006_HW.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 檢視與處理 Outliers\n",
    "### 為何會有 outliers, 常見的 outlier 原因\n",
    "* 未知值，隨意填補 (約定俗成的代入)，如年齡常見 0,999\n",
    "* 可能的錯誤紀錄/手誤/系統性錯誤，如某本書在某筆訂單的銷售量 = 1000 本"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import 需要的套件\n",
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "# 設定 data_path\n",
    "dir_data = '../data'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Path of read in data: ../data\\application_train.csv\n"
     ]
    },
    {
     "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>SK_ID_CURR</th>\n",
       "      <th>TARGET</th>\n",
       "      <th>NAME_CONTRACT_TYPE</th>\n",
       "      <th>CODE_GENDER</th>\n",
       "      <th>FLAG_OWN_CAR</th>\n",
       "      <th>FLAG_OWN_REALTY</th>\n",
       "      <th>CNT_CHILDREN</th>\n",
       "      <th>AMT_INCOME_TOTAL</th>\n",
       "      <th>AMT_CREDIT</th>\n",
       "      <th>AMT_ANNUITY</th>\n",
       "      <th>...</th>\n",
       "      <th>FLAG_DOCUMENT_18</th>\n",
       "      <th>FLAG_DOCUMENT_19</th>\n",
       "      <th>FLAG_DOCUMENT_20</th>\n",
       "      <th>FLAG_DOCUMENT_21</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_HOUR</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_DAY</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_WEEK</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_MON</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_QRT</th>\n",
       "      <th>AMT_REQ_CREDIT_BUREAU_YEAR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>100002</td>\n",
       "      <td>1</td>\n",
       "      <td>Cash loans</td>\n",
       "      <td>M</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>202500.0</td>\n",
       "      <td>406597.5</td>\n",
       "      <td>24700.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>100003</td>\n",
       "      <td>0</td>\n",
       "      <td>Cash loans</td>\n",
       "      <td>F</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>0</td>\n",
       "      <td>270000.0</td>\n",
       "      <td>1293502.5</td>\n",
       "      <td>35698.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>100004</td>\n",
       "      <td>0</td>\n",
       "      <td>Revolving loans</td>\n",
       "      <td>M</td>\n",
       "      <td>Y</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>67500.0</td>\n",
       "      <td>135000.0</td>\n",
       "      <td>6750.0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>100006</td>\n",
       "      <td>0</td>\n",
       "      <td>Cash loans</td>\n",
       "      <td>F</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>135000.0</td>\n",
       "      <td>312682.5</td>\n",
       "      <td>29686.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>100007</td>\n",
       "      <td>0</td>\n",
       "      <td>Cash loans</td>\n",
       "      <td>M</td>\n",
       "      <td>N</td>\n",
       "      <td>Y</td>\n",
       "      <td>0</td>\n",
       "      <td>121500.0</td>\n",
       "      <td>513000.0</td>\n",
       "      <td>21865.5</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 122 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   SK_ID_CURR  TARGET NAME_CONTRACT_TYPE CODE_GENDER FLAG_OWN_CAR  \\\n",
       "0      100002       1         Cash loans           M            N   \n",
       "1      100003       0         Cash loans           F            N   \n",
       "2      100004       0    Revolving loans           M            Y   \n",
       "3      100006       0         Cash loans           F            N   \n",
       "4      100007       0         Cash loans           M            N   \n",
       "\n",
       "  FLAG_OWN_REALTY  CNT_CHILDREN  AMT_INCOME_TOTAL  AMT_CREDIT  AMT_ANNUITY  \\\n",
       "0               Y             0          202500.0    406597.5      24700.5   \n",
       "1               N             0          270000.0   1293502.5      35698.5   \n",
       "2               Y             0           67500.0    135000.0       6750.0   \n",
       "3               Y             0          135000.0    312682.5      29686.5   \n",
       "4               Y             0          121500.0    513000.0      21865.5   \n",
       "\n",
       "              ...              FLAG_DOCUMENT_18 FLAG_DOCUMENT_19  \\\n",
       "0             ...                             0                0   \n",
       "1             ...                             0                0   \n",
       "2             ...                             0                0   \n",
       "3             ...                             0                0   \n",
       "4             ...                             0                0   \n",
       "\n",
       "  FLAG_DOCUMENT_20 FLAG_DOCUMENT_21 AMT_REQ_CREDIT_BUREAU_HOUR  \\\n",
       "0                0                0                        0.0   \n",
       "1                0                0                        0.0   \n",
       "2                0                0                        0.0   \n",
       "3                0                0                        NaN   \n",
       "4                0                0                        0.0   \n",
       "\n",
       "  AMT_REQ_CREDIT_BUREAU_DAY  AMT_REQ_CREDIT_BUREAU_WEEK  \\\n",
       "0                       0.0                         0.0   \n",
       "1                       0.0                         0.0   \n",
       "2                       0.0                         0.0   \n",
       "3                       NaN                         NaN   \n",
       "4                       0.0                         0.0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_MON  AMT_REQ_CREDIT_BUREAU_QRT  \\\n",
       "0                        0.0                        0.0   \n",
       "1                        0.0                        0.0   \n",
       "2                        0.0                        0.0   \n",
       "3                        NaN                        NaN   \n",
       "4                        0.0                        0.0   \n",
       "\n",
       "   AMT_REQ_CREDIT_BUREAU_YEAR  \n",
       "0                         1.0  \n",
       "1                         0.0  \n",
       "2                         0.0  \n",
       "3                         NaN  \n",
       "4                         0.0  \n",
       "\n",
       "[5 rows x 122 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f_app = os.path.join(dir_data, 'application_train.csv')\n",
    "print('Path of read in data: %s' % (f_app))\n",
    "app_train = pd.read_csv(f_app)\n",
    "app_train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 請參考 HomeCredit_columns_description.csv 的欄位說明，觀察並列出三個你覺得可能有 outlier 的欄位並解釋可能的原因"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['SK_ID_CURR', 'CNT_CHILDREN', 'AMT_INCOME_TOTAL', 'AMT_CREDIT', 'AMT_ANNUITY', 'AMT_GOODS_PRICE', 'REGION_POPULATION_RELATIVE', 'DAYS_BIRTH', 'DAYS_EMPLOYED', 'DAYS_REGISTRATION', 'DAYS_ID_PUBLISH', 'OWN_CAR_AGE', 'CNT_FAM_MEMBERS', 'REGION_RATING_CLIENT', 'REGION_RATING_CLIENT_W_CITY', 'HOUR_APPR_PROCESS_START', 'EXT_SOURCE_1', 'EXT_SOURCE_2', 'EXT_SOURCE_3', 'APARTMENTS_AVG', 'BASEMENTAREA_AVG', 'YEARS_BEGINEXPLUATATION_AVG', 'YEARS_BUILD_AVG', 'COMMONAREA_AVG', 'ELEVATORS_AVG', 'ENTRANCES_AVG', 'FLOORSMAX_AVG', 'FLOORSMIN_AVG', 'LANDAREA_AVG', 'LIVINGAPARTMENTS_AVG', 'LIVINGAREA_AVG', 'NONLIVINGAPARTMENTS_AVG', 'NONLIVINGAREA_AVG', 'APARTMENTS_MODE', 'BASEMENTAREA_MODE', 'YEARS_BEGINEXPLUATATION_MODE', 'YEARS_BUILD_MODE', 'COMMONAREA_MODE', 'ELEVATORS_MODE', 'ENTRANCES_MODE', 'FLOORSMAX_MODE', 'FLOORSMIN_MODE', 'LANDAREA_MODE', 'LIVINGAPARTMENTS_MODE', 'LIVINGAREA_MODE', 'NONLIVINGAPARTMENTS_MODE', 'NONLIVINGAREA_MODE', 'APARTMENTS_MEDI', 'BASEMENTAREA_MEDI', 'YEARS_BEGINEXPLUATATION_MEDI', 'YEARS_BUILD_MEDI', 'COMMONAREA_MEDI', 'ELEVATORS_MEDI', 'ENTRANCES_MEDI', 'FLOORSMAX_MEDI', 'FLOORSMIN_MEDI', 'LANDAREA_MEDI', 'LIVINGAPARTMENTS_MEDI', 'LIVINGAREA_MEDI', 'NONLIVINGAPARTMENTS_MEDI', 'NONLIVINGAREA_MEDI', 'TOTALAREA_MODE', 'OBS_30_CNT_SOCIAL_CIRCLE', 'DEF_30_CNT_SOCIAL_CIRCLE', 'OBS_60_CNT_SOCIAL_CIRCLE', 'DEF_60_CNT_SOCIAL_CIRCLE', 'DAYS_LAST_PHONE_CHANGE', 'AMT_REQ_CREDIT_BUREAU_HOUR', 'AMT_REQ_CREDIT_BUREAU_DAY', 'AMT_REQ_CREDIT_BUREAU_WEEK', 'AMT_REQ_CREDIT_BUREAU_MON', 'AMT_REQ_CREDIT_BUREAU_QRT', 'AMT_REQ_CREDIT_BUREAU_YEAR']\n"
     ]
    },
    {
     "data": {
      "image/png": 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aC0lXAKuAQcCiiNiQ5rqmmzXMzKwB6oZGRDwBnFal/izFnU9d628CF3Uz11xgbpX6SmBl7hpmZtYY/kS4mZllc2iYmVk2h4aZmWVzaJiZWTaHhpmZZXNomJlZtqyvETE72B118iz+3eJZ9Tv21eL6XfriqJMBLujfReyQ5tAwA3ZvvIHnb+jff2wH4runmmet6Nf5zXx6yszMsjk0zMwsm0PDzMyyOTTMzCybQ8PMzLI5NMzMLJtDw8zMsjk0zMwsm0PDzMyyOTTMzCybQ8PMzLLVDQ1JYyStkbRR0gZJV6b6VyT9UtL6tJ1fGjNbUoekZySdV6pPTLUOSbNK9RMlrZW0SdIdkoam+mHpeUdqbz6QL97MzHom50hjH3B1RJwMjAdmShqb2uZFxLi0rQRIbVOBU4CJwG2SBkkaBNwKTALGAheX5rkxzdUC7ASmp/p0YGdEnATMS/3MzKxB6oZGRGyNiJ+mx7uBjcCoGkMmA0sjYm9EPAd0AGemrSMino2It4ClwGRJAs4B7kzjFwNTSnN1fpn0ncC5qb+ZmTVAj74aPZ0eOg1YC5wNXCFpGrCO4mhkJ0WgPFQatoV3Q2Zzl/pZwHHAqxGxr0r/UZ1jImKfpF2p//Yu+zUDmAHQ1NREpVLpycsyA+j3982ePXsG5L3p97/1p+zQkHQk8H3gryLiNUnzgeuBSH+/BnwWqHYkEFQ/qoka/anT9m4hYgGwAKC1tTX6+zcL7CB034p+/62Lgfg9jYF4HXZoy7p7StIQisD4TkTcBRARL0XE2xHxDvBNitNPUBwpjCkNHw28WKO+HRgmaXCX+n5zpfZjgB09eYFmZnbg5Nw9JWAhsDEivl6qjyx1+zTwVHq8HJia7nw6EWgBHgYeAVrSnVJDKS6WL4+IANYAF6bx7cDdpbna0+MLgQdSfzMza4Cc01NnA5cAT0pan2pforj7aRzF6aLngb8EiIgNkpYBT1PceTUzIt4GkHQFsAoYBCyKiA1pvmuApZK+CjxGEVKkv9+W1EFxhDG1D6/VzMz6qG5oRMRPqH5tYWWNMXOBuVXqK6uNi4hneff0Vrn+JnBRvX00M7OB4U+Em5lZNoeGmZllc2iYmVk2h4aZmWVzaJiZWTaHhpmZZXNomJlZNoeGmZllc2iYmVk2h4aZmWVzaJiZWTaHhpmZZXNomJlZNoeGmZllc2iYmVk2h4aZmWVzaJiZWTaHhpmZZasbGpLGSFojaaOkDZKuTPVjJa2WtCn9HZ7qknSLpA5JT0g6vTRXe+q/SVJ7qX6GpCfTmFskqdYaZmbWGDlHGvuAqyPiZGA8MFPSWGAWcH9EtAD3p+cAk4CWtM0A5kMRAMAc4CyK3wOfUwqB+alv57iJqd7dGmZm1gB1QyMitkbET9Pj3cBGYBQwGVicui0GpqTHk4ElUXgIGCZpJHAesDoidkTETmA1MDG1HR0RD0ZEAEu6zFVtDTMza4AeXdOQ1AycBqwFmiJiKxTBApyQuo0CNpeGbUm1WvUtVerUWMPMzBpgcG5HSUcC3wf+KiJeS5cdqnatUote1LNJmkFxeoumpiYqlUpPhpsB9Pv7Zs+ePQPy3vT73/pTVmhIGkIRGN+JiLtS+SVJIyNiazrFtC3VtwBjSsNHAy+meluXeiXVR1fpX2uN/UTEAmABQGtra7S1tVXrZta9+1bQ3++bSqXS72sMxOuwQ1vO3VMCFgIbI+LrpablQOcdUO3A3aX6tHQX1XhgVzq1tAqYIGl4ugA+AViV2nZLGp/WmtZlrmprmJlZA+QcaZwNXAI8KWl9qn0JuAFYJmk68AJwUWpbCZwPdAC/Bi4DiIgdkq4HHkn9rouIHenx5cDtwBHAvWmjxhpmZtYAdUMjIn5C9esOAOdW6R/AzG7mWgQsqlJfB5xapf5KtTXMzKwx/IlwMzPLln33lNnBrnnWiv5f5L7+XeOYI4b06/xmDg0z4PkbLuj3NZpnrRiQdcz6k09PmZlZNoeGmZllc2iYmVk2h4aZmWVzaJiZWTaHhpmZZXNomJlZNoeGmZllc2iYmVk2h4aZmWVzaJiZWTaHhpmZZXNomJlZNoeGmZllc2iYmVk2h4aZmWWrGxqSFknaJumpUu0rkn4paX3azi+1zZbUIekZSeeV6hNTrUPSrFL9RElrJW2SdIekoal+WHrekdqbD9SLNjOz3sk50rgdmFilPi8ixqVtJYCkscBU4JQ05jZJgyQNAm4FJgFjgYtTX4Ab01wtwE5geqpPB3ZGxEnAvNTPzMwaqG5oRMS/ADsy55sMLI2IvRHxHNABnJm2joh4NiLeApYCkyUJOAe4M41fDEwpzbU4Pb4TODf1NzOzBunLb4RfIWkasA64OiJ2AqOAh0p9tqQawOYu9bOA44BXI2Jflf6jOsdExD5Ju1L/7V13RNIMYAZAU1MTlUqlDy/LrP/4vWnvd70NjfnA9UCkv18DPgtUOxIIqh/RRI3+1GnbvxixAFgA0NraGm1tbTV23axB7luB35v2fteru6ci4qWIeDsi3gG+SXH6CYojhTGlrqOBF2vUtwPDJA3uUt9vrtR+DPmnyczMrB/0KjQkjSw9/TTQeWfVcmBquvPpRKAFeBh4BGhJd0oNpbhYvjwiAlgDXJjGtwN3l+ZqT48vBB5I/c3MrEHqnp6S9F2gDRghaQswB2iTNI7idNHzwF8CRMQGScuAp4F9wMyIeDvNcwWwChgELIqIDWmJa4Clkr4KPAYsTPWFwLcldVAcYUzt86s1M7M+qRsaEXFxlfLCKrXO/nOBuVXqK4GVVerP8u7prXL9TeCievtnZmYDx58INzOzbA4NMzPL5tAwM7NsDg0zM8vm0DAzs2wODTMzy+bQMDOzbA4NMzPL5tAwM7NsDg0zM8vm0DAzs2wODTMzy+bQMDOzbA4NMzPL5tAwM7NsDg0zM8vm0DAzs2wODTMzy+bQMDOzbHVDQ9IiSdskPVWqHStptaRN6e/wVJekWyR1SHpC0umlMe2p/yZJ7aX6GZKeTGNukaRaa5iZWePkHGncDkzsUpsF3B8RLcD96TnAJKAlbTOA+VAEADAHOAs4E5hTCoH5qW/nuIl11jAzswapGxoR8S/Aji7lycDi9HgxMKVUXxKFh4BhkkYC5wGrI2JHROwEVgMTU9vREfFgRASwpMtc1dYwM7MGGdzLcU0RsRUgIrZKOiHVRwGbS/22pFqt+pYq9Vpr/A5JMyiOVmhqaqJSqfTyZZnl+/jHP97jMbqx5+usWbOm54PM+klvQ6M7qlKLXtR7JCIWAAsAWltbo62tradTmPVYcXCcr1Kp4Pemvd/19u6pl9KpJdLfbam+BRhT6jcaeLFOfXSVeq01zMysQXobGsuBzjug2oG7S/Vp6S6q8cCudIppFTBB0vB0AXwCsCq17ZY0Pt01Na3LXNXWMDOzBql7ekrSd4E2YISkLRR3Qd0ALJM0HXgBuCh1XwmcD3QAvwYuA4iIHZKuBx5J/a6LiM6L65dT3KF1BHBv2qixhpmZNUjd0IiIi7tpOrdK3wBmdjPPImBRlfo64NQq9VeqrWFmZo3jT4SbmVk2h4aZmWVzaJiZWTaHhpmZZVNPP6D0XifpZeAXjd4PsypGANsbvRNm3fjDiDi+XqeDLjTM3qskrYuI1kbvh1lf+PSUmZllc2iYmVk2h4bZwFnQ6B0w6ytf0zAzs2w+0jAzs2wODTMzy+bQMDOzbA4NOyRJ+htJGyQ9IWm9pLMkVSS1pvZmSZskndfN+DZJ96THl0p6WdJjacwqSf8xYx++IOlnkp6S9Likaan+vKQRddZan8Z+vtTvK5J+mdqeltTdN1Sb9ZpDww45kv4Y+BRwekT8e+ATlH7DXtJoih8OuzoiVmVOe0dEnBYRLRS/BXOXpJNr7MPngE8CZ0bEqcB/pvrPH3e31jjgbOBvJJV/FXNeapsM/IOkIZlzmmVxaNihaCSwPSL2AkTE9ojo/Jnh3wd+CPxtRCzvzeQRsYbi9toZNbp9CfhvEfFaGrMrIhb3cJ1XKH7wbGSVtk0UP4Q2vCdzmtXj0LBD0Q+BMZJ+Luk2SX9SalsC/O+I+F4f1/gp8JFqDZKOAo6KiH/tywKSPgQcDjxRpe10YFNEbOvLGmZdOTTskBMRe4AzKI4EXgbukHRpav4RcImk3+vjMrVONQmo9QGpam3l2mckbQCeBW6OiDdLbZ+X9AywFvhK5r6aZXNo2CEpIt6OiEpEzAGuAP4sNd1E8Q/u9yTV/TnkGk4DNnaz9mvA65L+qJuxr7D/aaVj2f/bce+IiFOA/wR8TdLvl9rmRcSHgc8ASyQd3tsXYFaNQ8MOOZI+LKmlVBrH/l+n/3ngNWChpNyL0+X5/4TiKOabNbr9HXCrpKPTmKMldV4DqQCXpPog4C+ANV0niIgHgW8DV1ZpuwtYB7T3dP/NanFo2KHoSGBxui31CWAspVM5UXy3TjvFBeabMuf8TLrV9ecUF7n/LCKqHmkk8ymC4BFJTwE/prhwDXA9cJKkx4HHKC52/1M389wIXJauk3R1HXCVJP//3A4Yf/eUmZll83+BmJlZtr5c6DM76KVPhN/YpfxcRHw6c/ytFB/CK7s5Ir51IPbPbKD59JSZmWXz6SkzM8vm0DAzs2wODTMzy+bQMDOzbP8fkzdqWe95k1kAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
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     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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x4FeAS5Jcl2TtBMNJkubASF/5W1XrgHUDbWf0/f6GGa5LkrQdvEJVkhpkuEtSgwx3SWqQ4S5JDTLcJalBhrskNchwl6QGGe6S1CDDXZIaNNIVqtIzxQEf+gYPbv7FrO9n+elfm/V97PK8Hbj+g2+c9f3o2clw14Ly4OZf8OM/+51Z3cf4+PicfOXvXPwHomcvp2UkqUGGuyQ1yHCXpAYZ7pLUIMNdkhpkuEtSgwx3SWqQ4S5JDTLcJalBXqGqBWXnl53Ov/386bO/o8/P/i52fhnA7F5tq2cvw10LykO3/JlfPyCNwGkZSWqQ4S5JDTLcJalBhrskNcgPVLXgzMkHkV+fm5t1SLPFcNeCMttnykDvP4+52I80m5yWkaQGGe6S1CDDXZIaNFK4Jzkiya1JNiR52rXfSXZM8lfd+u8nWT7ThUqSRjdluCdZBJwDHAmsAFYlWTHQ7T3Apqr6NeBs4CMzXagkaXSjHLkfBGyoqturagtwEXD0QJ+j+f9ftfQl4PVJMnNlSpKmY5RTIfcA7upb3ggcPFGfqno8yYPA7sC9/Z2SrAZWAyxbtozx8fFtq1qahkMPPXTa22Qb/va88sorp7+RNEtGCfdhR+C1DX2oqjXAGoCxsbGai2/ek6qe9lac1Fx9K6Q0m0aZltkI7NW3vCdw90R9kiwGdgHun4kCJUnTN0q4XwPsl2TfJEuAY4G1A33WAsd3v78N+FZN93BJkjRjppyW6ebQTwIuBxYBn62qm5KcBayvqrXAZ4ALkmygd8R+7GwWLUma3EjfLVNV64B1A21n9P3+GPD2mS1NkrStvEJVkhpkuEtSgwx3SWqQ4S5JDcp8nbGY5GfAP8/LzqXJLWXg6mrpGWSfqnrRVJ3mLdylZ6ok66tqbL7rkLaH0zKS1CDDXZIaZLhLT7dmvguQtpdz7pLUII/cJalBhrskNchwl6QGGe6aFUl2T3Jd97gnyU/6lvdO8tUkP0pyW5JPJlmS5PC+Pg8nubX7/fy+cT/ZjfWcvrYTknx6gjoOTFJJDh9of6Ib+x+TXJpk1659eZLNfXVcl+S4qcabYN+V5IK+5cVJfpbksr62tya5Ick/JbkxyVv71p2X5I4k1yf5YZLzk+zRt/7H3TZb6/zUVDXp2WOkr/yVpquq7gNeDpDkTODhqvp4d+P07wPnVtXRSRbROzvlw1V1Gr37BpBkHDi1qtZvHbML9N+ld7/efweMj1DKKuA73c/L+9o3V9XW+j4P/D7w4W7dbVvXTWO8YR4B9k/yvKraDBwG/KTv+RwAfBw4rKruSLIv8M0kt1fVDV2306rqS93r9l+BK5Ps392sHuDQqvJqWj2NR+6aa68DHquqzwFU1RPAKcB/SvL8KbY9FPhH4Fx64TqpLhDfBpwAvDHJcyfo+j16N3mfqfH6/Q3wO93vq4AL+9adCvxJVd0B0P38U+C0wUGq52zgHuDIEfarZznDXXPtN4Br+xuq6v8CdwK/NsW2W8PxK8Cbk+wwRf9XAXdU1W30jvLfNNih+8vh9Tz11pEvGZiWec2o4w1xEXBs9x/Bb9L7q2Wrp70WwPqufSL/ALy0b/nKvjpPGaEePUs4LaO5FmDYxRUTtfdW9u7f+ybglKp6KMn3gTcCX5tkX6vohSvdz3cD/7tbfl6S64Dl9AL2m33bTTQtM9l4Q1XVDUmWd9uuG1g97DlP+jp06/s5LaOhDHfNtZuAY/obkrwA2Au4bZLtjgB2AW7szY7wfOBRJgj37oj8GOCoJB+gF4q7J9m5qh6im3NPsgtwGb059wk/kBxhvMmspTe3vhLYva/9JmAMuKGv7beAmycZ60Dgiin2Jzktozl3BfD8rWegdKH5CeC8qnp0ku1WASdW1fKqWg7sS2/ee6J5+jcA11fVXt02+wBfBt7a36mqHgROBk6dYppnpPEm8FngrKq6caD948D7uyN7up//nd7r8RTpORl4MfD1EfapZznDXXOqet938bvA25P8CPgh8Bi9UBuqC/DD6TtKr6pH6J218pau6YQkG7c+6H0o+ZWBob4MvHNITT8ArgeO7ZoG59xPpvefy0jjDRl/Y1V9ckj7dcD7gEuT/BNwKfDern2rjyW5nt7r9Nv0pmG29K3vn3M/H6njd8tIUoM8cpekBvmBqrQdkuzO8A84X99dyCXNC6dlJKlBTstIUoMMd0lqkOEuSQ0y3CWpQf8Peio8jowh3Y8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Hu5lZghzuZmYJqnMnpt0kdUtaIWm5pA80aNMl6UlJy4rHOY22ZWZmo6POzSH7gA9GxJ2StgGWSvqPiPhZpd2PI+Kd7S/RzMxa1bTnHhGPRcSdxfM/ACuAXUa6MDMzG7qWbusuaRr5Lfdub7D4AEl3AY8CZ0TE8gbrzwXmAnR0dJBlWYvlmo2O3t5evz9tQlNE1GsobQ38JzA/Iq6vLNsWeDYieiUdBpwfEXsMtr3Ozs7o6ekZYtlmIyvLMrq6usa6DLPNSFoaEZ3N2tW6WkbSFOA64MpqsANExO8jord4fiMwRdLUFms2M7M2qXO1jICFwIqI+OIAbV5WtEPSvsV2H29noWZmVl+dMfc3AccB90haVsz7CPBygIj4KnAk8PeS+oCngGOj7niPmZm1XdNwj4hbADVpcyFwYbuKMjOz4fEnVM3MEuRwNzNLkMPdzCxBDnczswQ53M3MEuRwNzNLkMPdzCxBDnczswQ53M3MEuRwNzNLkMPdzCxBDnczswQ53M3MEuRwNzNLkMPdzCxBDnczswQ1vVmHpN2ARcDLgGeBSyLi/EobAecDhwF/BGZHxJ3tL9dsZBV3i9yEbypmE1Gdnnsf8MGImAHsD5wsac9Km0OBPYrHXODitlZpNgrKwb7XXns1nG82UTQN94h4rL8XHhF/AFYAu1SaHQEsitxtwPaSdm57tWajICI4//zz3WO3Ca3ODbI3kjQNeB1we2XRLsAjpelVxbzHKuvPJe/Z09HRQZZlLRVrNtL22msvsiyjt7eXLMvYa6+9uPvuu/1etQlHdXsnkrYG/hOYHxHXV5b9G/Dp4mbaSPoh8KGIWDrQ9jo7O6Onp2fIhZu1W//wS0SQZRldXV2bzDMbDyQtjYjOZu1q9dwlTQGuA66sBnthFbBbaXpX4NE62zYbbyRt7LGbTVRNx9yLK2EWAisi4osDNFsCHK/c/sCTEfHYAG3NxqVy77wc7O6120RU52qZNwHHAQdJWlY8DpN0kqSTijY3Ag8CK4FLgfePTLlmIysiiAi6u7s3PjebiJoOyxTj6INeCxb5/4CT21WUmZkNjz+hamaWIIe7mVmCHO5mZglyuJuZJcjhbmaWIIe7mVmCHO5mZglyuJuZJcjhbmaWIIe7mVmCHO5mZglyuJuZJcjhbmaWIIe7mVmCHO5mZglyuJuZJajObfa+Iem3ku4dYHmXpCdLd2k6p/1lmplZK+rcIPsy4EJg0SBtfhwR72xLRWZmNmxNe+4R8SNgzSjUYmZmbVKn517HAZLuAh4FzoiI5Y0aSZoLzAXo6Oggy7I27d6svXp7e/3+tAlNde7uLmkacENEzGywbFvg2YjolXQYcH5E7NFsm52dndHT09N6xWajIMsyurq6xroMs81IWhoRnc3aDftqmYj4fUT0Fs9vBKZImjrc7ZqZ2dANO9wlvUySiuf7Ftt8fLjbNTOzoWs65i5pMdAFTJW0Cvg4MAUgIr4KHAn8vaQ+4Cng2Kgz1mNmZiOmabhHxKwmyy8kv1TSzMzGCX9C1cwsQQ53M7MEOdzNzBLkcDczS5DD3cwsQQ53M7MEOdzNzBLkcDczS5DD3cwsQQ53M7MEOdzNzBLkcDczS5DD3cwsQQ53M7MEOdzNzBLUNNwlfUPSbyXdO8BySbpA0kpJd0t6ffvLNDOzVjS9WQdwGfnNOBYNsPxQYI/isR9wcfGv2YRT3DFyE76xmE1ETXvuEfEjYM0gTY4AFkXuNmB7STu3q0Cz0dIo2AebbzaetWPMfRfgkdL0qmKe2YQUEXR3d7vHbhNanWGZZhp1axr+r5A0F5gL0NHRQZZlbdi9WXtlWUZvb+8m70+/V22iUZ3eiaRpwA0RMbPBsq8BWUQsLqbvB7oi4rHBttnZ2Rk9PT1DqdlsRPQPv0QEWZbR1dW1yTyz8UDS0ojobNauHT33JcApkq4iP5H6ZLNgNxvPPMZuKWga7pIWA13AVEmrgI8DUwAi4qvAjcBhwErgj8DfjlSxZiMpIny1jCWjabhHxKwmywM4uW0VmY2h/iDvH5Yxm6j8CVUzswQ53M3MEuRwNzNLkMPdzCxBDnczswQ53M3MEuRwNzNLkMPdzCxBDnczswQ53M3MEuRwNzNLkMPdzCxBDnczswQ53M3MEuRwNzNLkMPdzCxBtcJd0iGS7pe0UtJZDZbPlvQ7ScuKx/vaX6qZmdVV5zZ7k4CLgLcDq4A7JC2JiJ9Vml4dEaeMQI1mZtaiOj33fYGVEfFgRPwJuAo4YmTLMjOz4Wjacwd2AR4pTa8C9mvQ7t2S3gL8HDg9Ih6pNpA0F5gL0NHRQZZlLRdsNhp6e3v9/rQJrU64b347eKjeDv67wOKIeEbSScDlwEGbrRRxCXAJQGdnZ/gGxDZe+QbZNtHVGZZZBexWmt4VeLTcICIej4hnislLgTe0pzwzMxuKOuF+B7CHpFdIeiFwLLCk3EDSzqXJw4EV7SvRzMxa1XRYJiL6JJ0CfB+YBHwjIpZLOg/oiYglwGmSDgf6gDXA7BGs2czMmqgz5k5E3AjcWJl3Tun52cDZ7S3NzMyGyp9QNTNLkMPdzCxBDnczswQ53M3MEuRwNzNLkMPdzCxBDnczswQ53M3MEuRwNzNLkMPdzCxBDnczswQ53M3MEuRwNzNLkMPdzCxBDnczswQ53M3MElQr3CUdIul+SSslndVg+RaSri6W3y5pWrsLNTOz+pqGu6RJwEXAocCewCxJe1aazQHWRsR04EvAZ9tdqJmZ1Ven574vsDIiHoyIPwFXAUdU2hwBXF48vxY4WJLaV6aZmbWizj1UdwEeKU2vAvYbqE1xQ+0ngZ2A1eVGkuYCcwE6OjrIsmxoVdvz1qm/PHX0dnZ58ybD9ZXdvzLyO7HnpTrh3qgHHkNoQ0RcAlwC0NnZGV1dXTV2b/ace7hnVPaTZRl+f9pEVmdYZhWwW2l6V+DRgdpImgxsB6xpR4FmZta6OuF+B7CHpFdIeiFwLLCk0mYJcELx/Ejg5ojYrOduZmajo+mwTDGGfgrwfWAS8I2IWC7pPKAnIpYAC4FvSlpJ3mM/diSLNjOzwdUZcycibgRurMw7p/T8aeCo9pZmZmZD5U+ompklyOFuZpYgh7uZWYIc7mZmCdJYXbEo6XfAL8dk52bNTaXyCWuzcWL3iHhJs0ZjFu5m45mknojoHOs6zIbKwzJmZglyuJuZJcjhbtbYJWNdgNlweMzdzCxB7rmbmSXI4W5mliCHu5lZghzuCZH0fySFpNcU09OK6U+U2kyVtF7ShZLmSVpWPDaUnp82wPbPlfTros3PJM0qLbtM0kOlbfx3adm7JN0t6T5J90o6ssaxnFFqf5ek44v5maT7i3l3SNqntM7Dku4p1XBBpba7JP1c0iJJu1TW6yit95vScS4r7mPQqMb+1+wuSXdKemMxv0vSDZW2l/Uf91COoVg2WdJqSZ+ubPthSVNL05vtv9J+tqQLK/MySZ3F8+2K1+gXxWORpO2Ge2w2uhzuaZkF3MKm36f/IPDO0vRRwHKAiJgfEftExD7AU/3PI+ICBvalov0RwNckTSktO7O0jf6g2xv4PHBERLwG+Cvgs5LeMNAOJJ0EvB3YNyJmAm9h01s5vici9gb+CfhcZfUDSzWUf0mdWazzauCnQHcltDeUXouv9h9n8fjTAKX2v2Z7A2cDnx6gXSNDOYa/AO4Hjh7hG9AvBB6MiFdFxKuAh4Cvt7D+YMdmo8ThnghJWwNvAuawabg/Bazo75UBxwDXDHd/EfEA8EdghyZNzwA+FREPFes9BHwK+OAg63wEeH9E/L5Y58mIaHS76lvJb87eSt0REV8CfgMc2sq6TWwLrB3Ceq0cwyzgfOBXwP5D2FdTkqYDbwA+UZp9HtAp6VUtbq7ln4+1j8M9He8CvhcRPwfWSHp9adlVwLGSdgU2sPk9cFtWbP+BiPhtafbnSsMJVxbzXgssrazeA+w5wHa3AbaJiF/UKOMQ4F8q87pLNZw+yLp3Aq+psY/BbFXs5z7ynu0nmq3QQK1jkLQVcDBwA7CYPOiH45jSPpYB/b/89wSWRcSG/obF82XkP8tWNDo2GyW17sRkE8Is4MvF86uK6YuK6e+RB8//AFcPcz+nSzoReCX5f96yMyPi2so8AdUPUww2pNCofdWVkl5MftvH11eWHRgRdb7wqx3DGk8VwzhIOgBYJGkmA9dfnt/qMbwT6I6IP0q6DviYpNOL4G20v2av4dURcUr/hKSs/+kA6/bPH+6x2Shxzz0BknYCDgK+Lulh4Ezy4RcBFGPGS8mHQq4b5u6+FBGvLra/SNKWTdov57leYb/Xk/feN1MMxayT9MpBtvke4BXAt3juF1irXgesGOK6m4mIW8m/SfIlwONsPly1I5t+y2SrxzALeFvx810K7AQcWCyr7q+6r1YsB14naWM2FM/3Jn+9RuLYbAQ43NNwJLAoInaPiGkRsRv5SbBdS22+AHw4Ih5vxw4j4nrygD6hSdPPA2dLmgb5FTzAPzD4ibZPAxdJ2rZYZ1tJcyv7Xw98FNhf0oy6dSt3GrAz+V80baH8CqVJ5OH3APBn/XVJ2p08HJeV16l7DMXr8Gbg5cXPdxpwMs8NzWTAcUXbScB7ge6hHEdErCQ/4fzR0uyPAncWy9p6bDZyPCyThlnAZyrzriM/MQlARCynuEqmjc4DviXp0mL6c5LKobBvRCyT9GHgu5K2AKaRDzvcP8h2Lwa2Bu6QtB5YT/7LaRMR8ZSkL5CftJ1TzO6W1D9efHdEHF+q7WPAi4DbihoGugqmrq2K8WrI/0o6oRgm2SDpvcA/F3/ZrAfeFxFPDuUYgJuBmyPimdKq/wosKF7TTwAXS7qrqON7wBXDOK45wFckrSy2d2t/bRHxzDCPzUaJv1vGRpWkzwD7Ae9oQ7ia2QAc7mZmCfKwjG1G0jzyDzuVfTsi5rd5PxeRX5tfdn5E/HM79zMcxcnqHzZYdHC7zl+MFEl/C3ygMvu/IuLksajHRpd77mZmCfLVMmZmCXK4m5klyOFuZpYgh7uZWYL+PzPE5E1cknC8AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 先篩選數值型的欄位\n",
    "\n",
    "#YOUR CODE HERE, fill correct data types (for example str, float, int, ...)\n",
    "dtype_select = [np.dtype('int64'), np.dtype('float64') ];\n",
    "\n",
    "numeric_columns = list(app_train.columns[list(app_train.dtypes.isin(dtype_select))])\n",
    "#print( numeric_columns );\n",
    "# 再把只有 2 值 (通常是 0,1) 的欄位去掉\n",
    "numeric_columns = list(app_train[numeric_columns].columns[list(app_train[numeric_columns].apply(lambda x:len(x.unique())!=2 ))])\n",
    "#print( '1111111111' );\n",
    "print( numeric_columns );\n",
    "#print(\"Numbers of remain columns\" % len(numeric_columns))\n",
    "# 檢視這些欄位的數值範圍\n",
    "for col in numeric_columns:\n",
    "    #Your CODE HERE, make the box plot\n",
    "    app_train[[col]].boxplot()\n",
    "    plt.title(col);\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 從上面的圖檢查的結果，至少這三個欄位好像有點可疑\n",
    "\n",
    "# AMT_INCOME_TOTAL\n",
    "# REGION_POPULATION_RELATIVE\n",
    "# OBS_60_CNT_SOCIAL_CIRCLE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Hints: Emprical Cumulative Density Plot, [ECDF](https://zh.wikipedia.org/wiki/%E7%BB%8F%E9%AA%8C%E5%88%86%E5%B8%83%E5%87%BD%E6%95%B0), [ECDF with Python](https://stackoverflow.com/questions/14006520/ecdf-in-python-without-step-function)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    3.075110e+05\n",
      "mean     1.687979e+05\n",
      "std      2.371231e+05\n",
      "min      2.565000e+04\n",
      "25%      1.125000e+05\n",
      "50%      1.471500e+05\n",
      "75%      2.025000e+05\n",
      "max      1.170000e+08\n",
      "Name: AMT_INCOME_TOTAL, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 最大值離平均與中位數很遠\n",
    "print(app_train['AMT_INCOME_TOTAL'].describe())\n",
    "\n",
    "# 繪製 Empirical Cumulative Density Plot (ECDF)\n",
    "\n",
    "#YOUR CODE HERE\n",
    "\n",
    "cdf = app_train['AMT_INCOME_TOTAL'].value_counts().sort_index().cumsum();\n",
    "\n",
    "\n",
    "plt.plot(list(cdf.index), cdf/cdf.max())\n",
    "plt.xlabel('Value')\n",
    "plt.ylabel('ECDF')\n",
    "plt.xlim([cdf.index.min(), cdf.index.max() * 1.05]) # 限制顯示圖片的範圍\n",
    "plt.ylim([-0.05,1.05]) # 限制顯示圖片的範圍\n",
    "\n",
    "plt.show()\n",
    "\n",
    "# 改變 y 軸的 Scale, 讓我們可以正常檢視 ECDF\n",
    "plt.plot(np.log(list(cdf.index)), cdf/cdf.max())\n",
    "plt.xlabel('Value (log-scale)')\n",
    "plt.ylabel('ECDF')\n",
    "\n",
    "plt.ylim([-0.05,1.05]) # 限制顯示圖片的範圍\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 補充：Normal dist 的 ECDF\n",
    "![ecdf_normal](https://au.mathworks.com/help/examples/stats/win64/PlotEmpiricalCdfAndCompareWithSamplingDistributionExample_01.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    307511.000000\n",
      "mean          0.020868\n",
      "std           0.013831\n",
      "min           0.000290\n",
      "25%           0.010006\n",
      "50%           0.018850\n",
      "75%           0.028663\n",
      "max           0.072508\n",
      "Name: REGION_POPULATION_RELATIVE, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "0.035792    16408\n",
       "0.046220    13442\n",
       "0.030755    12163\n",
       "0.025164    11950\n",
       "0.026392    11601\n",
       "0.031329    11321\n",
       "0.028663    11157\n",
       "0.019101     8694\n",
       "0.072508     8412\n",
       "0.020713     8066\n",
       "0.018850     7668\n",
       "0.020246     7178\n",
       "0.018634     7038\n",
       "0.022625     6943\n",
       "0.015221     6824\n",
       "0.032561     6636\n",
       "0.024610     6404\n",
       "0.019689     6172\n",
       "0.018029     6167\n",
       "0.018801     6108\n",
       "0.018209     6052\n",
       "0.014520     4785\n",
       "0.016612     4408\n",
       "0.007020     4105\n",
       "0.022800     3807\n",
       "0.010032     3570\n",
       "0.010006     3563\n",
       "0.014464     3422\n",
       "0.004960     3300\n",
       "0.011703     3252\n",
       "            ...  \n",
       "0.006008     1796\n",
       "0.003069     1783\n",
       "0.008575     1763\n",
       "0.008474     1740\n",
       "0.007274     1724\n",
       "0.007114     1684\n",
       "0.006305     1672\n",
       "0.008068     1668\n",
       "0.008866     1654\n",
       "0.006671     1653\n",
       "0.002042     1642\n",
       "0.003813     1616\n",
       "0.005084     1482\n",
       "0.006296     1225\n",
       "0.005313     1218\n",
       "0.003818     1212\n",
       "0.003122     1147\n",
       "0.006233     1087\n",
       "0.005002     1068\n",
       "0.002134     1051\n",
       "0.004849     1038\n",
       "0.005144      967\n",
       "0.002506      944\n",
       "0.003541      627\n",
       "0.001276      558\n",
       "0.001417      467\n",
       "0.001333      235\n",
       "0.000533       39\n",
       "0.000938       28\n",
       "0.000290        2\n",
       "Name: REGION_POPULATION_RELATIVE, Length: 81, dtype: int64"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 最大值落在分布之外\n",
    "print(app_train['REGION_POPULATION_RELATIVE'].describe())\n",
    "\n",
    "# 繪製 Empirical Cumulative Density Plot (ECDF)\n",
    "\"\"\"\n",
    "Your Code Here\n",
    "\"\"\"\n",
    "cdf =  app_train['REGION_POPULATION_RELATIVE'].value_counts().sort_index().cumsum();\n",
    "\n",
    "\n",
    "plt.plot(list(cdf.index), cdf/cdf.max())\n",
    "plt.xlabel('Value')\n",
    "plt.ylabel('ECDF')\n",
    "plt.ylim([-0.05,1.05]) # 限制顯示圖片的範圍\n",
    "plt.show()\n",
    "\n",
    "app_train['REGION_POPULATION_RELATIVE'].hist()\n",
    "plt.show()\n",
    "\n",
    "app_train['REGION_POPULATION_RELATIVE'].value_counts()\n",
    "\n",
    "# 就以這個欄位來說，雖然有資料掉在分布以外，也不算異常，僅代表這間公司在稍微熱鬧的地區有的據點較少，\n",
    "# 導致 region population relative 在少的部分較為密集，但在大的部分較為疏漏"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    306490.000000\n",
      "mean          1.405292\n",
      "std           2.379803\n",
      "min           0.000000\n",
      "25%           0.000000\n",
      "50%           0.000000\n",
      "75%           2.000000\n",
      "max         344.000000\n",
      "Name: OBS_60_CNT_SOCIAL_CIRCLE, dtype: float64\n"
     ]
    },
    {
     "data": {
      "image/png": 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HkjS3zkIhyXLgOuBSYAtwZZIt05q9A3i0qn4a+BDwG13VI0karsuewiXAnqq6r6qOADcA26e12Q58vJn+DPCmJOmwJknSHLoMhQ3AA1Pm9zbLZmxTVceAA8DzO6xJkjSHLkNhpr/461m0IclVSXYl2bV///6RFCdJOlmXobAX2Dhl/nzgwdnaJFkBrAN+PH1DVXV9VW2tqq0TExMdlStJ6jIUbgc2J7kwySpgB7BzWpudwNub6SuAL1bVST0FSdLiWNHVhqvqWJKrgVuA5cBHq+qeJNcCu6pqJ/DfgU8m2cOgh7Cjq3okScN1FgoAVXUzcPO0Ze+bMn0I+Ptd1iBJmj+faJYktQwFSVLLUJAktQwFSVLLUJAktdK3xwKSPAHsHncdz8J64OFxF/Es9bV26158fa39uVD3i6pq6NO/nd6S2pHdVbV13EU8U0l29bFu6G/t1r34+lq7df+Ep48kSS1DQZLU6mMoXD/uAp6lvtYN/a3duhdfX2u37kbvLjRLkrrTx56CJKkjvQqFJNuS7E6yJ8k1465nLkm+n+SbSe5MsqtZ9rwkn0/y3eb7OUugzo8m2Zfk7inLZqwzAx9u9v9dSV41vspnrf39Sf6y2e93Jrlsyrr3NLXvTvLz46kakmxMcmuSe5Pck+RfNcuX9H6fo+4+7PM1Sb6a5BtN7R9oll+Y5CvNPr+xGeafJKub+T3N+k1LrO6PJfnelH3+ymb5wj8rVdWLLwbDb/8FcBGwCvgGsGXcdc1R7/eB9dOWfRC4ppm+BviNJVDn64FXAXcPqxO4DPhTBm/Mey3wlSVY+/uBfzND2y3NZ2Y1cGHzWVo+prrPA17VTJ8JfKepb0nv9znq7sM+D3BGM70S+EqzL28CdjTLPwL882b6l4GPNNM7gBuXWN0fA66Yof2CPyt96ilcAuypqvuq6ghwA7B9zDU9U9uBjzfTHwfeOsZaAKiqP+fkt93NVud24BM1cBtwdpLzFqfSk81S+2y2AzdU1eGq+h6wh8FnatFV1Q+r6mvN9BPAvQzeV76k9/scdc9mKe3zqqonm9mVzVcBfwf4TLN8+j4/8bv4DPCmJDO9PrhTc9Q9mwV/VvoUChuAB6bM72XuD+S4FfBnSe5IclWz7Nyq+iEM/gcDXjC26uY2W519+R1c3XSdPzrlFN2SrL05LXExg78Ae7Pfp9UNPdjnSZYnuRPYB3yeQc/lsao6NkN9be3N+gPA8xe34oHpdVfViX3+a80+/1CS1c2yBe/zPoXCTCm9lG+del1VvQq4FPiVJK8fd0Ej0Iffwe8BLwZeCfwQ+K1m+ZKrPckZwP8C3lVVj8/VdIZlY6t9hrp7sc+r6nhVvZLB++IvAV42U7Pm+5KpfXrdSV4OvAd4KfA3gOcB/75pvuC6+xQKe4GNU+bPBx4cUy1DVdWDzfd9wB8x+BA+dKIr13zfN74K5zRbnUv+d1BVDzX/E00Cv89PTlcsqdqTrGRwYP2Dqvpss3jJ7/eZ6u7LPj+hqh4DvsTgnPvZSU4M9zO1vrb2Zv065n+qshNT6t7WnMqrqjoM/A9GuM/7FAq3A5ubuwVWMbj4s3PMNc0oydokZ56YBn4OuJtBvW9vmr0d+Nx4Khxqtjp3Ar/Q3OHwWuDAidMdS8W086dvY7DfYVD7juaukguBzcBXF7s+GNwhwuD95PdW1W9PWbWk9/tsdfdkn08kObuZPg14M4NrIrcCVzTNpu/zE7+LK4AvVnMldzHNUve3p/zxEAbXQabu84V9VsZxRf3ZfjG4sv4dBucC3zvueuao8yIGd118A7jnRK0Mzkl+Afhu8/15S6DWTzPo8h9l8FfGO2ark0HX9Lpm/38T2LoEa/9kU9tdzf8g501p/96m9t3ApWOs+28y6NLfBdzZfF221Pf7HHX3YZ+/Avh6U+PdwPua5RcxCKo9wB8Cq5vla5r5Pc36i5ZY3V9s9vndwKf4yR1KC/6s+ESzJKnVp9NHkqSOGQqSpJahIElqGQqSpJahIElqGQrSNEm+NH1EzyTvSvK7c/ybJ2dbJ/WJoSCd7NMMHo6cakezXDqlGQrSyT4D/N0Tg4w1g7/9FHBnki8k+VoG78o4aZTeJG9I8idT5v9Lkl9spl+d5MvNIIm3jHOEWWk2hoI0TVU9wuAp1m3Noh3AjcDTwNtqMNDhG4Hfmu9wys2YQb/DYAz8VwMfBX5t1LVLC7VieBPpOenEKaTPNd9/icEQAr/ejHg7yWBI4nOBH81je38NeDnw+SZHljMYokNaUgwFaWZ/DPx28zrD06rqa81poAng1VV1NMn3GYyRM9Ux/moP/MT6APdU1c92W7a0MJ4+kmZQg7ddfYnBaZ4TF5jXAfuaQHgj8KIZ/un9wJZmZNB1wJua5buBiSQ/C4PTSUl+psv/BunZsKcgze7TwGf5yZ1IfwD87yS7GIwQ+u3p/6CqHkhyE4NRLb/LYIRLqupIkiuADzdhsQL4zwxG0ZWWDEdJlSS1PH0kSWoZCpKklqEgSWoZCpKklqEgSWoZCpKklqEgSWoZCpKk1v8H9o4kqQqICo8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "344.0         1\n",
      "47.0          1\n",
      "30.0          1\n",
      "29.0          2\n",
      "28.0          1\n",
      "27.0          5\n",
      "26.0          1\n",
      "25.0         11\n",
      "24.0         12\n",
      "23.0         13\n",
      "22.0         20\n",
      "21.0         28\n",
      "20.0         30\n",
      "19.0         44\n",
      "18.0         49\n",
      "17.0         73\n",
      "16.0        137\n",
      "15.0        166\n",
      "14.0        238\n",
      "13.0        401\n",
      "12.0        620\n",
      "11.0        837\n",
      "10.0       1335\n",
      "9.0        1959\n",
      "8.0        2886\n",
      "7.0        4344\n",
      "6.0        6349\n",
      "5.0        9463\n",
      "4.0       13946\n",
      "3.0       20215\n",
      "2.0       29766\n",
      "1.0       48870\n",
      "0.0      164666\n",
      "Name: OBS_60_CNT_SOCIAL_CIRCLE, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# 最大值落在分布之外\n",
    "print(app_train['OBS_60_CNT_SOCIAL_CIRCLE'].describe())\n",
    "\n",
    "# 繪製 Empirical Cumulative Density Plot (ECDF)\n",
    "\n",
    "#sYour Code Here\n",
    "\n",
    "cdf = app_train['OBS_60_CNT_SOCIAL_CIRCLE'].value_counts().sort_index().cumsum();\n",
    "\n",
    "\n",
    "plt.plot(list(cdf.index), cdf/cdf.max())\n",
    "plt.xlabel('Value')\n",
    "plt.ylabel('ECDF')\n",
    "plt.xlim([cdf.index.min() * 0.95, cdf.index.max() * 1.05])\n",
    "plt.ylim([-0.05,1.05]) # 限制顯示圖片的範圍\n",
    "plt.show()\n",
    "\n",
    "app_train['OBS_60_CNT_SOCIAL_CIRCLE'].hist()\n",
    "plt.show()\n",
    "print(app_train['OBS_60_CNT_SOCIAL_CIRCLE'].value_counts().sort_index(ascending = False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 注意：當 histogram 畫出上面這種圖 (只出現一條，但是 x 軸延伸很長導致右邊有一大片空白時，代表右邊有值但是數量稀少。這時可以考慮用 value_counts 去找到這些數值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 把一些極端值暫時去掉，在繪製一次 Histogram\n",
    "# 選擇 OBS_60_CNT_SOCIAL_CIRCLE 小於 20 的資料點繪製\n",
    "\"\"\"\n",
    "Your Code Here\n",
    "\"\"\"\n",
    "loc_a = app_train['OBS_60_CNT_SOCIAL_CIRCLE']<20;\n",
    "loc_b = 'OBS_60_CNT_SOCIAL_CIRCLE';\n",
    "\n",
    "app_train.loc[loc_a, loc_b].hist()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}