Day_009_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": "markdown",
   "metadata": {},
   "source": [
    "# [作業目標]\n",
    "- 依照下列提示與引導, 以幾種不同的方式, 檢視可能的離群值"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# [作業重點]\n",
    "- 從原始資料篩選可能的欄位, 看看那些欄位可能有離群值 (In[3], Out[3])\n",
    "- 繪製目標值累積密度函數(ECDF)的圖形, 和常態分布的累積密度函數對比, 以確認是否有離群值的情形 (In[6], Out[6], In[7], Out[7])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "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 = 'C:/Users/zero0/OneDrive/cupoy/Machine Learning/教材/data/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Path of read in data: C:/Users/zero0/OneDrive/cupoy/Machine Learning/教材/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",
       "      <td>0</td>\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",
       "      <td>1</td>\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",
       "      <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",
       "      <td>2</td>\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",
       "      <td>3</td>\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",
       "      <td>4</td>\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 FLAG_DOCUMENT_20 FLAG_DOCUMENT_21  \\\n",
       "0  ...                 0                0                0                0   \n",
       "1  ...                 0                0                0                0   \n",
       "2  ...                 0                0                0                0   \n",
       "3  ...                 0                0                0                0   \n",
       "4  ...                 0                0                0                0   \n",
       "\n",
       "  AMT_REQ_CREDIT_BUREAU_HOUR AMT_REQ_CREDIT_BUREAU_DAY  \\\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_WEEK  AMT_REQ_CREDIT_BUREAU_MON  \\\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_QRT  AMT_REQ_CREDIT_BUREAU_YEAR  \n",
       "0                        0.0                         1.0  \n",
       "1                        0.0                         0.0  \n",
       "2                        0.0                         0.0  \n",
       "3                        NaN                         NaN  \n",
       "4                        0.0                         0.0  \n",
       "\n",
       "[5 rows x 122 columns]"
      ]
     },
     "execution_count": 2,
     "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": 36,
   "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>Column Type</th>\n",
       "      <th>Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>int64</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>float64</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>object</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Column Type  Count\n",
       "0       int64     41\n",
       "1     float64     65\n",
       "2      object     16"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dtype_df = app_train.dtypes.reset_index() \n",
    "dtype_df.columns = [\"Count\", \"Column Type\"]\n",
    "dtype_df = dtype_df.groupby(\"Column Type\").aggregate('count').reset_index()\n",
    "dtype_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Numbers of remain columns 73\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": {
      "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": "iVBORw0KGgoAAAANSUhEUgAAAYkAAAEICAYAAACqMQjAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAXl0lEQVR4nO3df7BfdX3n8efLRCwFNUECE5O0MDVdRWdN9RbTcbtrsQuBtQ3OasXdlYzNNK3KrN11OqI7s+CPnerOVnaYKrtYWIK1Qha1pB00jYDj7sivG41ApC53hUIMhTABJGv9Ab73j+/ntl8u93N/5Me9ueH5mDnzPed9Puecz/f+8X19zzmf7z2pKiRJmszz5rsDkqQjlyEhSeoyJCRJXYaEJKnLkJAkdRkSkqQuQ0KS1GVISJK6DAkd8ZLcn+TvkjyZ5PEkX0/ye0meN6HdxUkqyelDtVcmeSLJL05oe2OSP2zz65PsTPL9JI+2dadM06eLk/wkyf6h6fGh9ZXk4SSLh2qLkzySpIZqX03yw7b9o0m+kGR5W3dVko92jp8kf5Dk3va3eSDJx5K8oK3/nST3jC+32kva8dcleUOSn07o//4kvzKhX0+2v8uOJBcO70/PDYaEForfqKoXAj8PfAx4P3DF+MokAd4B7AM2jNerahfwX4ArWhuSbARWAB9K8jLgauB9wIuBU4FPAT+dQZ+urarjh6YlE9Y/Dpw9tHwO8Ngk+7mgqo4HfhFYAlwyg2NfCmwCzgde2I5zBrAFoKo+DewG/uPQNv8VuKGqvtyW90zo//FVdcuEfr0QWM7g73MecMP431HPDYaEFpSqeqKqtgJvAzYkeVVb9avAS4H3AuclOWZosz8EjgfeneRk4OPAb1fVD4E1wH1VdWMNPFlVn6+qBw5Bdz/D4EN83PkMAqn33vYBnwde1WsDkGQ18G7gX1fVLVX1VAvDfwmsS3JGa/o7DN7zmiRnAm8E/t1s30RV/b+q+irwm8CvAP9itvvQwmVIaEGqqtsZfFP+1VbaAPwFcG1bftNQ26eA3wY+Avwp8KdV9fW2+hvAy5NckuTXkhx/CLv558A/TbIkyZLW1+t7jZOcyOCD/pvT7PeNwO72N/h7VfUgcCvwz9vy/QzOJK4E/jvw7qqa7ExmRlpwjvIPf3M9BxgSWsj2ACck+VngrcCfVdVPgOsYuuQEUFXfZHB56hXAB4fq3wXewODy0xbg0XYvYCZh8VvtHsn4dPOE9T9kEFxvY3CpZmurTXRpu5/xLeAh4N9Pc9wTW7vJPNTWj/tj4CfAzqr68wltXzqh/48nOW6aY+8BTpimjY4ii6dvIh2xVjC4B/Fm4Cnghlb/LPCVJMuqau9Q+13A/VX1g+GdVNWtwG8BJPllBmcj/wH4wDTH31JV/2aaNlczuNwVBvdRJvNvq+pPptnPsEcZ3CeYzHLgvvGFqqok9zA465poT1WtnMVxYfA3//q0rXTU8ExCC1L7MF8B/G8GZw3HAw8k+VvgfwLPB94+2/1W1R3AF5jmvsAs/C8GH9wnt74eCjcBq4ZHcQEkWQWsBW48RMd5hrb/1zJ4T3qOMCS0oCR5UZI3AdcwuL+wj8E1+jcxuAm9Bng1g5vTG3r7GdrfP2nDRU9qyy9ncIP21kPR3xo8sOU3gN+sA3t4y6IkPzM0HVNV/wf4b8Bnk6xNsijJKxnc9P5KVX3lUPR9XJKfTfLPGNxPuZ1/OGPTc4AhoYXiL5I8CTzI4FLQJ4B3Mhj2urOq/qqq/nZ8YjBE9B8PjX7qeZxBKNyVZD/wZeCLwH+eQZ/eNsnvDE6a2KiqdrXRRwfiQuDvhqabWv0C4E8YBOV4v7/K4Mb3TL10kv4Pb//H7W/+MIPhs58H1lXVTIYH6ygRn0wnSerxTEKS1GVISB1JvjTJ5Zj9ST44/dbS0cHLTZKkrqPudxInnnhinXLKKfPdDUlaUHbs2PFoVS2bWD/qQuKUU05hdHR0vrshSQtKkr+ZrO49CUlSlyEhSeoyJCRJXYaEJKnLkJAkdR11o5ukI81kT/v090laKDyTkA6j3uOgfUy0FgrPJKQ5MHzmYEBoIfFMQpLUZUhIkrq83CTNAS8xaaHyTEI6jHqjmBzdpIXCMwnpMDMQtJBNeybRHr5+e5JvJdmV5EOtflWS+5LsbNOaVk+SS5OMJbkzyWuG9rUhyb1t2jBUf22Su9o2l6admyc5Icn21n57kqWH/k8gSeqZyeWmHwFnVNWrgTXAuiRr27o/qKo1bdrZamcDq9u0CbgMBh/4wEXA64DTgYuGPvQva23Ht1vX6hcCN1bVauDGtixJmiPThkQN7G+Lz2/TVOfP64Gr23a3AkuSLAfOArZX1b6qegzYziBwlgMvqqpbanBefjVw7tC+Nrf5zUN1SdIcmNGN6ySLkuwEHmHwQX9bW/Wf2iWlS5K8oNVWAA8Obb671aaq756kDnByVT0E0F5P6vRvU5LRJKN79+6dyVuSJM3AjEKiqp6uqjXASuD0JK8CPgC8HPhl4ATg/a35ZGP96gDqM1ZVl1fVSFWNLFv2rKfvSZIO0KyGwFbV48BXgXVV9VC7pPQj4H8wuM8AgzOBVUObrQT2TFNfOUkd4OF2OYr2+shs+itJOjgzGd20LMmSNn8s8OvAXw99eIfBvYK72yZbgfPbKKe1wBPtUtE24MwkS9sN6zOBbW3dk0nWtn2dD1w/tK/xUVAbhuqSpDkwk99JLAc2J1nEIFS2VNVfJrkpyTIGl4t2Ar/X2t8AnAOMAT8A3glQVfuSfAS4o7X7cFXta/PvAq4CjgW+1CaAjwFbkmwEHgDeeqBvVJI0eznafugzMjJSo6Oj890NSVpQkuyoqpGJdf8thySpy5CQJHUZEpKkLkNCktRlSEiSugwJSVKXISFJ6jIkJEldhoQkqcuQkCR1GRKSpC5DQpLUZUhIkroMCUlSlyEhSeoyJCRJXYaEJKlrJs+4/pkktyf5VpJdST7U6qcmuS3JvUmuTXJMq7+gLY+19acM7esDrf6dJGcN1de12liSC4fqkx5DkjQ3ZnIm8SPgjKp6NbAGWJdkLfBx4JKqWg08Bmxs7TcCj1XVy4BLWjuSnAacB7wSWAd8Ksmi9uzsTwJnA6cBb29tmeIYkqQ5MG1I1MD+tvj8NhVwBnBdq28Gzm3z69sybf0bk6TVr6mqH1XVfcAYcHqbxqrqu1X1Y+AaYH3bpncMSdIcmNE9ifaNfyfwCLAd+L/A41X1VGuyG1jR5lcADwK09U8ALxmuT9imV3/JFMeY2L9NSUaTjO7du3cmb0mSNAMzComqerqq1gArGXzzf8VkzdprOusOVX2y/l1eVSNVNbJs2bLJmkiSDsCsRjdV1ePAV4G1wJIki9uqlcCeNr8bWAXQ1r8Y2Ddcn7BNr/7oFMeQJM2BmYxuWpZkSZs/Fvh14B7gZuAtrdkG4Po2v7Ut09bfVFXV6ue10U+nAquB24E7gNVtJNMxDG5ub23b9I4hSZoDi6dvwnJgcxuF9DxgS1X9ZZJvA9ck+SjwTeCK1v4K4DNJxhicQZwHUFW7kmwBvg08Bbynqp4GSHIBsA1YBFxZVbvavt7fOYYkaQ5k8IX96DEyMlKjo6Pz3Q1JWlCS7KiqkYl1f3EtSeoyJCRJXYaEJKnLkJAkdRkSkqQuQ0KS1GVISJK6DAlJUpchIUnqMiQkSV2GhCSpy5CQJHUZEpKkLkNCktRlSEiSugwJSVKXISFJ6prJM65XJbk5yT1JdiV5b6tfnOR7SXa26ZyhbT6QZCzJd5KcNVRf12pjSS4cqp+a5LYk9ya5tj3rmvY87Gtb+9uSnHIo37wkaWozOZN4CnhfVb0CWAu8J8lpbd0lVbWmTTcAtHXnAa8E1gGfSrKoPSP7k8DZwGnA24f28/G2r9XAY8DGVt8IPFZVLwMuae0kSXNk2pCoqoeq6htt/kngHmDFFJusB66pqh9V1X3AGHB6m8aq6rtV9WPgGmB9kgBnANe17TcD5w7ta3Obvw54Y2svSZoDs7on0S73/BJwWytdkOTOJFcmWdpqK4AHhzbb3Wq9+kuAx6vqqQn1Z+yrrX+itZ/Yr01JRpOM7t27dzZvSZI0hRmHRJLjgc8Dv19V3wcuA34BWAM8BPzReNNJNq8DqE+1r2cWqi6vqpGqGlm2bNmU70OSNHMzCokkz2cQEJ+tqi8AVNXDVfV0Vf0U+DSDy0kwOBNYNbT5SmDPFPVHgSVJFk+oP2Nfbf2LgX2zeYOSpAM3k9FNAa4A7qmqTwzVlw81ezNwd5vfCpzXRiadCqwGbgfuAFa3kUzHMLi5vbWqCrgZeEvbfgNw/dC+NrT5twA3tfaSpDmwePomvB54B3BXkp2t9kEGo5PWMLj8cz/wuwBVtSvJFuDbDEZGvaeqngZIcgGwDVgEXFlVu9r+3g9ck+SjwDcZhBLt9TNJxhicQZx3EO9VkjRLOdq+mI+MjNTo6Oh8d0OSFpQkO6pqZGLdX1xLkroMCUlSlyEhSeoyJCRJXYaEJKnLkJAkdRkSkqQuQ0KS1GVISJK6DAlJUpchIUnqMiQkSV2GhCSpy5CQJHUZEpKkLkNCktQ1k8eXrkpyc5J7kuxK8t5WPyHJ9iT3ttelrZ4klyYZS3JnktcM7WtDa39vkg1D9dcmuattc2l7ZGr3GJKkuTGTM4mngPdV1SuAtcB7kpwGXAjcWFWrgRvbMsDZDJ5rvRrYBFwGgw984CLgdcDpwEVDH/qXtbbj261r9d4xJElzYNqQqKqHquobbf5J4B5gBbAe2NyabQbObfPrgatr4FZgSZLlwFnA9qraV1WPAduBdW3di6rqlho8S/XqCfua7BiSpDkwq3sSSU4Bfgm4DTi5qh6CQZAAJ7VmK4AHhzbb3WpT1XdPUmeKY0zs16Yko0lG9+7dO5u3JEmawoxDIsnxwOeB36+q70/VdJJaHUB9xqrq8qoaqaqRZcuWzWZTSdIUZhQSSZ7PICA+W1VfaOWH26Ui2usjrb4bWDW0+UpgzzT1lZPUpzqGJGkOzGR0U4ArgHuq6hNDq7YC4yOUNgDXD9XPb6Oc1gJPtEtF24AzkyxtN6zPBLa1dU8mWduOdf6EfU12DEnSHFg8gzavB94B3JVkZ6t9EPgYsCXJRuAB4K1t3Q3AOcAY8APgnQBVtS/JR4A7WrsPV9W+Nv8u4CrgWOBLbWKKY0iS5kAGA4qOHiMjIzU6Ojrf3ZCkBSXJjqoamVj3F9eSpC5DQpLUZUhIkroMCUlSlyEhSeoyJCRJXYaEJKnLkJAkdRkSkqQuQ0KS1GVISJK6DAlJUpchIUnqMiQkSV2GhCSpy5CQJHUZEpKkrpk84/rKJI8kuXuodnGS7yXZ2aZzhtZ9IMlYku8kOWuovq7VxpJcOFQ/NcltSe5Ncm2SY1r9BW15rK0/5VC9aUnSzMzkTOIqYN0k9Uuqak2bbgBIchpwHvDKts2nkixKsgj4JHA2cBrw9tYW4ONtX6uBx4CNrb4ReKyqXgZc0tpJkubQtCFRVV8D9s1wf+uBa6rqR1V1HzAGnN6msar6blX9GLgGWJ8kwBnAdW37zcC5Q/va3OavA97Y2kuS5sjB3JO4IMmd7XLU0lZbATw41GZ3q/XqLwEer6qnJtSfsa+2/onW/lmSbEoymmR07969B/GWJEnDDjQkLgN+AVgDPAT8UatP9k2/DqA+1b6eXay6vKpGqmpk2bJlU/VbkjQLBxQSVfVwVT1dVT8FPs3gchIMzgRWDTVdCeyZov4osCTJ4gn1Z+yrrX8xM7/sJUk6BA4oJJIsH1p8MzA+8mkrcF4bmXQqsBq4HbgDWN1GMh3D4Ob21qoq4GbgLW37DcD1Q/va0ObfAtzU2kuS5sji6Rok+RzwBuDEJLuBi4A3JFnD4PLP/cDvAlTVriRbgG8DTwHvqaqn234uALYBi4Arq2pXO8T7gWuSfBT4JnBFq18BfCbJGIMziPMO+t1KkmYlR9uX85GRkRodHZ3vbkjSgpJkR1WNTKz7i2tJUpchIUnqMiQkSV2GhCSpy5CQJHUZEpKkLkNCktRlSEiSugwJSVKXISFJ6jIkJEldhoQkqcuQkCR1GRKSpC5DQpLUZUhIkroMCUlS17QhkeTKJI8kuXuodkKS7Unuba9LWz1JLk0yluTOJK8Z2mZDa39vkg1D9dcmuattc2mSTHUMSdLcmcmZxFXAugm1C4Ebq2o1cGNbBjgbWN2mTcBlMPjAZ/Bs7NcBpwMXDX3oX9bajm+3bppjSJLmyLQhUVVfA/ZNKK8HNrf5zcC5Q/Wra+BWYEmS5cBZwPaq2ldVjwHbgXVt3Yuq6pYaPGz76gn7muwYkqQ5cqD3JE6uqocA2utJrb4CeHCo3e5Wm6q+e5L6VMd4liSbkowmGd27d+8BviVJ0kSH+sZ1JqnVAdRnpaour6qRqhpZtmzZbDeXJHUcaEg83C4V0V4fafXdwKqhdiuBPdPUV05Sn+oYkqQ5cqAhsRUYH6G0Abh+qH5+G+W0FniiXSraBpyZZGm7YX0msK2tezLJ2jaq6fwJ+5rsGJKkObJ4ugZJPge8ATgxyW4Go5Q+BmxJshF4AHhra34DcA4wBvwAeCdAVe1L8hHgjtbuw1U1fjP8XQxGUB0LfKlNTHEMSdIcyWBQ0dFjZGSkRkdH57sbkrSgJNlRVSMT6/7iWpLUZUhIkroMCUlSlyEhSeoyJCRJXYaEJKnLkJAkdRkSkqQuQ0KS1GVISJK6DAlJUpchIUnqMiQkSV2GhCSpy5CQJHUZEpKkLkNCktR1UCGR5P4kdyXZmWS01U5Isj3Jve11aasnyaVJxpLcmeQ1Q/vZ0Nrfm2TDUP21bf9jbdscTH8lSbNzKM4kfq2q1gw99u5C4MaqWg3c2JYBzgZWt2kTcBkMQoXBc7NfB5wOXDQeLK3NpqHt1h2C/kqSZuhwXG5aD2xu85uBc4fqV9fArcCSJMuBs4DtVbWvqh4DtgPr2roXVdUtNXgQ99VD+5IkzYGDDYkC/irJjiSbWu3kqnoIoL2e1OorgAeHtt3dalPVd09Sf5Ykm5KMJhndu3fvQb4lSdK4xQe5/eurak+Sk4DtSf56iraT3U+oA6g/u1h1OXA5wMjIyKRtJEmzd1BnElW1p70+AnyRwT2Fh9ulItrrI635bmDV0OYrgT3T1FdOUpckzZEDDokkxyV54fg8cCZwN7AVGB+htAG4vs1vBc5vo5zWAk+0y1HbgDOTLG03rM8EtrV1TyZZ20Y1nT+0L0nSHDiYy00nA19so1IXA39WVV9OcgewJclG4AHgra39DcA5wBjwA+CdAFW1L8lHgDtauw9X1b42/y7gKuBY4EttkiTNkQwGDh09RkZGanR0dL67IUkLSpIdQz9l+Hv+4lqS1GVISJK6DAlJUpchIUnqMiQkSV2GhCSpy5CQJHUZEpKkLkNCktRlSEiSugwJSVKXISFJ6jIkJEldhoQkqcuQkCR1GRKSpC5DQpLUdcSHRJJ1Sb6TZCzJhfPdH0l6LjmiQyLJIuCTwNnAacDbk5w2v72SpOeOIzokgNOBsar6blX9GLgGWD/PfZKk54zF892BaawAHhxa3g28bmKjJJuATQA/93M/Nzc909Hl4hfPdw8OnYufmO8e6ChypIdEJqnVswpVlwOXA4yMjDxrvTSdfOj7892FQ2Lp0qXsu3i+e6GjyZEeEruBVUPLK4E989QXHcWqDs93i2Sy7zmH95jSoXSkh8QdwOokpwLfA84D/tX8dkkamCoADuX2honm0xEdElX1VJILgG3AIuDKqto1z92SgJl9eHsmoYXuiA4JgKq6AbhhvvshSc9FR/oQWEnSPDIkJEldhoQkqcuQkCR1GRKSpC5DQjqMjjvuuFnVpSONISEdRvv3739WIBx33HHs379/nnokzc4R/zsJaaEzELSQeSYhSeoyJCRJXYaEJKnLkJAkdRkSkqSuHG3/rjjJXuBv5rsf0iROBB6d705IHT9fVcsmFo+6kJCOVElGq2pkvvshzYaXmyRJXYaEJKnLkJDmzuXz3QFptrwnIUnq8kxCktRlSEiSugwJ6TBLcmWSR5LcPd99kWbLkJAOv6uAdfPdCelAGBLSYVZVXwP2zXc/pANhSEiSugwJSVKXISFJ6jIkJEldhoR0mCX5HHAL8I+S7E6ycb77JM2U/5ZDktTlmYQkqcuQkCR1GRKSpC5DQpLUZUhIkroMCUlSlyEhSer6//5Sff61SL38AAAAAElFTkSuQmCC\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": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEICAYAAABRSj9aAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAXI0lEQVR4nO3df7DVdZ3H8ddLpHtXzRC4mb8pdRzitpl7x2qkkkpQxnJttCRN2xC6andqcFoEdrVtB8xtomav6RkIM1dl+yWVLSbU0CitVhfXHxC1aqtGkFy5igqBYO/943wvHk7n3vMTzvl+eT5mztx7Pt/P93ze3IHX/fL5/vg4IgQAyK6Dml0AAGDfIugBIOMIegDIOIIeADKOoAeAjCPoASDjCHoAyDiCHgAyjqBHQ9j+uO0+2y/b3mT7HtsTbX/Bdti+sKDvwUnbuKTfy8lrl+1XCt7nhhnvTNt/Kej7su27i/pcnozzkaL2Dybt3ylq70raf1rmzzpY/0bbIwraX2d7i+3dBW2rbe8oqnNZNXUUjLct2b/f9h22D69inMGf1Uu2f2v70qIxz7f9iO0XbT9n+6e2jx/u54D0IOhRN9uzJH1N0gJJR0o6XtJNks5LugxI+mJhKA6KiHMi4rCIOEzSHZL+bfB9RHSXGXpjQd/DIuJDRdsvS8a+rMS+z0p6n+1RBW2XSvrfMmMWeknS5IL350p6rkS/7qI6z6+xjgnJz+kkSW+UdG0V4zyT7Hu4pM9LusX2SZJk+xRJ35T0WUlvkPRmSTlJfxn2T4/UIOhRF9tvkPRFSVdFxF0RsS0idkXE3RHx+aTbTyS9IumS/VjXWySdIenTks6x3VHUZYekuyV9LOl/sKQLJN1ZxTD/oXwoD7pU0m1Vllp1HRGxNdnnrVWOpci7W9KLkt6WNL9D0hMR8fNk+0sR8b2I2FDt56M1EfSo17sltUtaNkyfkPTPkq6zPXK/VJU/in8wIr4n6UlJ00r0uU2vBfVUSf+j/BF2pe6S9H7bh9seI+ldkn5cQ61V1WF7tPL/W3qw2oFsH2T7fElHSHoiaV4j6W22v2J7ku1Dq/1ctDaCHvUaI+m5iNg9XKeI+JGkfkmXN3Dso22/UPD6qCTZtqRP6LWj4jtVevrmfklH2T5RtR2Nb5d0j6QLlf9FskzSzhL9biqq87oa63jU9gvKTw8dJWlxFeMcn+z7Z0nfk9QTEY9JUkQ8LmmS8lNu35W0xfYttg+p6KeAlkfQo15bJI1NphzK+SdJ85T/H0AjbIyIUQWvwZOa75V0nKTB93dKOs12Z+HOkX906+3Kz02/R9IPa6hh8Gh8uIC+sqjOf6mxjr+NiFHK//yWSLrPdluF4zyT7Hu4pK9L+kBRDf8dERdGxFjlf37vlzSn/B8faUDQo14PKD/P/PflOkbESuWnC67cxzVdpvzf7Udt/0nSL5SfPrq0RN/bJF0l6UcRsaOGsVZJOkHSqIh4oMZ6q6ojIl6R9A3lT8qOr2aQiNip/MnY02yfO0SfX0n6gaTOUtuRPpUchQFDioittq+V9PXkssIVknZJ+qDy0wHbi3aZp9qOnCuSTDdcIGm68ieBB31M0mzbex2lRsQTts/Ua/PVVYmISAKzritUqqkjuXrpk8r/bP+vhrF22v6q8lft/Nj2+ySdrPwvmc22x0v6kKRF1X42WhNH9KhbRCyUNEv5qZl+SX+Q9BnljwqL+/5C0q/2YTkfUf6yx9sj4k+DL+Xns/9G0lklaro/IjbVOmBErI2I3wzTJVd0fXvJP38Fdayz/bKk5yVdLOm85AqcqsZJfEPSSbbPST7vfElrk89frvy011eG2R8pYlaYAoBs44geADKOoEfLsj23aCpi8HXPfhj7zCHGfmFfjw00GlM3AJBxLXnVzdixY2PcuHHNLgMAUmPNmjXPRUTxoz4ktWjQjxs3Tn19fc0uAwBSw/bTQ21jjh4AMo6gB4CMI+gBIOMIegDIOIIeADKubNDbPs72Ktvrba+z/dmkfbTtlbYfT74eMcT+lyV9Hrdd6pngQMvr6elRe3u7bKu9vV09PT3NLgmoWCVH9LslXR0R45VfQecq22+VdI2kn0XEyZJ+lrzfS7ISznWS3inpdOVXGCr5CwFoVT09PcrlclqwYIG2bdumBQsWKJfLEfZIjbJBHxGbIuKh5PuXJK2XdIzyS5l9K+n2LZV+HvkUSSsjYiAinpe0UtLZjSgc2F8WL16sG264QbNmzdIhhxyiWbNm6YYbbtDixcULPAGtqao5etvjlF9I+JeSjhx8pGry9Y0ldjlG+UfWDtqQtJX67Jm2+2z39ff3V1MWsE/t3LlT3d3de7V1d3dr585SqwYCrafioLd9mKTvS/pcRLxY6W4l2ko+XCciFkVEV0R0dXSUvIsXaIq2tjblcrm92nK5nNra2obYA2gtFQW97ZHKh/wdEXFX0vys7aOS7UdJ2lxi1w3Kr9056FhJG2svF9j/ZsyYodmzZ2vhwoXavn27Fi5cqNmzZ2vGjBnNLg2oSNmnV9q28nPwAxHxuYL2L0vaEhFfsn2NpNER8Y9F+46WtEbSaUnTQ5L+LiIGhhuzq6sreNYNWklPT48WL16snTt3qq2tTTNmzFBvb2+zywL2sL0mIrpKbqsg6CdKul/SY3ptXcy5ys/Tf0fS8ZKekXRhRAzY7pLUHRGXJ/t/KukvSfMj4pvlCiboAaA6dQV9MxD0AFCd4YKeO2MBIOMIegDIOIIeADKOoAeAjCPoASDjCHoAyDiCHgAyjqAHgIwj6AEg4wh6AMg4gh4AMo6gB4CMI+gBIOMIegDIOIIeADKOoAeAjCPoASDjDi7XwfYtks6VtDkiOpO2b0s6JekyStILEXFqiX2fkvSSpFcl7R5q9RMAwL5TNugl3SrpRkm3DTZExMcGv7f9FUlbh9l/UkQ8V2uBAID6lA36iLjP9rhS22xb0kclvb+xZQEAGqXeOfr3SHo2Ih4fYntIWmF7je2Zw32Q7Zm2+2z39ff311kWAGBQvUE/TdLSYbafERGnSTpH0lW23ztUx4hYFBFdEdHV0dFRZ1kAgEE1B73tgyV9RNK3h+oTERuTr5slLZN0eq3jAQBqU88R/Qcl/TYiNpTaaPtQ268f/F7SZElr6xgPAFCDskFve6mkBySdYnuD7enJpotUNG1j+2jby5O3R0pabfsRSb+S9F8R8ZPGlQ4AqEQlV91MG6L9kyXaNkqamnz/e0lvr7M+AECduDMWADKOoAeAjCPoASDjCHoAyDiCHgAyjqAHgIwj6AEg4wh6oAI9PT1qb2+XbbW3t6unp6fZJQEVI+iBMnp6epTL5bRgwQJt27ZNCxYsUC6XI+yRGo6IZtfwV7q6uqKvr6/ZZQCSpPb2di1YsECzZs3a07Zw4ULNnTtXO3bsaGJlwGtsrxlqFT+CHijDtrZt26ZDDjlkT9v27dt16KGHqhX//eDANFzQM3UDlNHW1qZcLrdXWy6XU1tbW5MqAqpTyZqxwAFtxowZmj17tiSpu7tbuVxOs2fPVnd3d5MrAypD0ANl9Pb2SpLmzp2rq6++Wm1tberu7t7TDrQ65ugBIAOYoweAAxhBDwAZV8lSgrfY3mx7bUHbF2z/0fbDyWvqEPuebft3tp+wfU0jCwf2p6VLl6qzs1MjRoxQZ2enli5dWn4noEVUckR/q6SzS7R/NSJOTV7LizfaHiHp65LOkfRWSdNsv7WeYoFmWLp0qebNm6fe3l7t2LFDvb29mjdvHmGP1Cgb9BFxn6SBGj77dElPRMTvI+IVSf8p6bwaPgdoqvnz52vJkiWaNGmSRo4cqUmTJmnJkiWaP39+s0sDKlLPHP1nbD+aTO0cUWL7MZL+UPB+Q9JWku2Ztvts9/X399dRFtBY69ev18SJE/dqmzhxotavX9+kioDq1Br0N0s6UdKpkjZJ+kqJPi7RNuS1nBGxKCK6IqKro6OjxrKAxhs/frxWr169V9vq1as1fvz4JlUEVKemoI+IZyPi1Yj4i6TFyk/TFNsg6biC98dK2ljLeEAzzZs3T9OnT9eqVau0a9curVq1StOnT9e8efOaXRpQkZrujLV9VERsSt6eL2ltiW6/lnSy7TdL+qOkiyR9vKYqgSaaNm2apPzjitevX6/x48dr/vz5e9qBVlf2zljbSyWdKWmspGclXZe8P1X5qZinJH06IjbZPlrSNyJiarLvVElfkzRC0i0RUdHZK+6MBYDq8JhiAMg4HoEAAAcwgh4AMo6gByrA4uBIM4IeKIPFwZF2nIwFymBxcKQBV90AdWBxcKQBV90AdWBxcKQda8YCZbA4ONKOoAfKYHFwpB1z9ACQAczRA8ABjKAHgIwj6IEKsDg40oyTsUAZg4uDL1myRBMnTtTq1as1ffp0SeKZ9EgFTsYCZXR2dqq3t1eTJk3a07Zq1Sr19PRo7dpSa+4A+x93xgJ1GDFihHbs2KGRI0fuadu1a5fa29v16quvNrEy4DVcdQPUgcXBkXZlg972LbY3215b0PZl27+1/ajtZbZHDbHvU7Yfs/2wbQ7RkUosDo60q+Rk7K2SbpR0W0HbSklzImK37RskzZE0e4j9J0XEc3VVCTQRi4Mj7coGfUTcZ3tcUduKgrcPSrqgsWUBrWXatGkEO1KrEXP0n5J0zxDbQtIK22tszxzuQ2zPtN1nu6+/v78BZQEApDqD3vY8Sbsl3TFElzMi4jRJ50i6yvZ7h/qsiFgUEV0R0dXR0VFPWQCAAjUHve3LJJ0r6eIY4hrNiNiYfN0saZmk02sdD2gm1oxFmtUU9LbPVv7k64cjYvsQfQ61/frB7yVNlsTdJUgd1oxF2pW9Ycr2UklnShor6VlJ1yl/lU2bpC1Jtwcjotv20ZK+ERFTbb9F+aN4KX/S986ImF9JUdwwhVbCmrFIA+6MBerAmrFIA+6MBerAmrFIO55eCZTBmrFIO4IeKIM1Y5F2zNEDQAYwRw8ABzCCHgAyjqAHgIwj6IEKsDg40oyrboAyWBwcacdVN0AZLA6ONOARCEAdWBwcacDllUAdWBwcaUfQA2WwODjSjpOxQBksDo60Y44eADKAOXoAOIAR9ACQcRUFve1bbG+2vbagbbTtlbYfT74eMcS+lyV9Hk8WFAdSZ8qUKTrooINkWwcddJCmTJnS7JKAilV6RH+rpLOL2q6R9LOIOFnSz5L3e7E9Wvk1Zt8p6XRJ1w31CwFoVVOmTNGKFSvU3d2tF154Qd3d3VqxYgVhj9So6KqbiLjP9rii5vOUXzRckr4l6eeSZhf1mSJpZUQMSJLtlcr/wuBBIUiNlStX6oorrtBNN90kSXu+Fi8vCLSqeuboj4yITZKUfH1jiT7HSPpDwfsNSdtfsT3Tdp/tvv7+/jrKAhorInT99dfv1Xb99dezMDhSY1+fjHWJtpL/OiJiUUR0RURXR0fHPi4LqJxtzZkzZ6+2OXPmyC711xtoPfUE/bO2j5Kk5OvmEn02SDqu4P2xkjbWMSaw35111lm6+eabdeWVV2rr1q268sordfPNN+uss85qdmlAReoJ+h9JGryK5jJJPyzR515Jk20fkZyEnZy0Aalx7733avLkycrlcho1apRyuZwmT56se+/lrzLSoaKTsbaXKn/idaztDcpfSfMlSd+xPV3SM5IuTPp2SeqOiMsjYsD2v0r6dfJRXxw8MQukCaGONOMRCACQATwCAQAOYAQ9AGQcQQ9UYMyYMbK95zVmzJhmlwRUjKAHyhgzZowGBgY0YcIEPf3005owYYIGBgYIe6QGC48AZQyG/OBC4GvXrlVnZ6fWrVvX5MqAynBED1Rg+fLlw74HWhlBD1Rg6tSpw74HWhlBD5QxevRorVu3Tp2dnXrmmWf2TNuMHj262aUBFWGOHihjy5YtGjNmjNatW6cTTjhBUj78t2zZ0uTKgMoQ9EAFCHWkGVM3AJBxBD0AZBxTN0AFSi0y0ooPBARK4YgeKKMw5G+//faS7UArI+iBCkWELr74Yo7kkToEPVCBwiP5Uu+BVsbCI0AZg1M0hf9WSrUBzbRPFh6xfYrthwteL9r+XFGfM21vLehzba3jAc1mW3fccQdz80idmq+6iYjfSTpVkmyPkPRHSctKdL0/Is6tdRyg2SJiT7hfcskle7UDadCoyys/IOnJiHi6QZ8HtBRCHWnWqJOxF0laOsS2d9t+xPY9ticM9QG2Z9rus93X39/foLIAAHUHve3XSfqwpO+W2PyQpBMi4u2SeiX9YKjPiYhFEdEVEV0dHR31lgUASDTiiP4cSQ9FxLPFGyLixYh4Ofl+uaSRtsc2YExgvypcL3bwBaRFI4J+moaYtrH9Jif/ImyfnozHYwCRKoWhfuKJJ5ZsB1pZXSdjbR8i6SxJny5o65akiMhJukDSFbZ3S/qzpIuCs1pIqVLX0QNpUFfQR8R2SWOK2nIF398o6cZ6xgBaQeGR/OD7J598sknVANXhEQhABYpDnZBHmhD0QIVs66STTmLaBqlD0ANlFM7NFx7Jc7oJacHCI0AFCHWkGUf0AJBxBD0AZBxBDwAZxxw9UAEWB0eacUQPlDHU5ZRcZom04IgeqBCPQEBacUQPABlH0ANAxjF1A1SI6RqkFUf0QBlDXV3DVTdIC47ogQoQ6kgzjugBIOMIegDIuLqD3vZTth+z/bDtvhLbbfvfbT9h+1Hbp9U7JrC/sTg40qxRc/STIuK5IbadI+nk5PVOSTcnX4FUGO7OWObukQb7Y+rmPEm3Rd6DkkbZPmo/jAs0VETseQFp0oigD0krbK+xPbPE9mMk/aHg/YakbS+2Z9rus93X39/fgLIAAFJjgv6MiDhN+Smaq2y/t2h7qf/3/tUhUUQsioiuiOjq6OhoQFkAAKkBQR8RG5OvmyUtk3R6UZcNko4reH+spI31jgvsb5yIRVrVFfS2D7X9+sHvJU2WtLao248kXZpcffMuSVsjYlM94wL7E3fGIu3qvermSEnLkiOcgyXdGRE/sd0tSRGRk7Rc0lRJT0jaLukf6hwT2O8IdaRZXUEfEb+X9PYS7bmC70PSVfWMAwCoHXfGAkDGEfQAkHEEPQBkHEEPABlH0ANAxrHwCA5Y+/PGJy7PRDMR9Dhg1RK+PLESacTUDQBkHEEPABlH0ANAxhH0AJBxBD0AZBxBDwAZR9ADQMYR9ACQcdwwhcwYPXq0nn/++X0+zr6+o/aII47QwMDAPh0DBxaCHpnx/PPPZ+KuVdakRaPVPHVj+zjbq2yvt73O9mdL9DnT9lbbDyeva+srFwBQrXqO6HdLujoiHkoWCF9je2VE/Kao3/0RcW4d4wAA6lDzEX1EbIqIh5LvX5K0XtIxjSoMANAYDbnqxvY4Se+Q9MsSm99t+xHb99ieMMxnzLTdZ7uvv7+/EWUBANSAoLd9mKTvS/pcRLxYtPkhSSdExNsl9Ur6wVCfExGLIqIrIro6OjrqLQsAkKgr6G2PVD7k74iIu4q3R8SLEfFy8v1ySSNtj61nTABAdeq56saSlkhaHxELh+jzpqSfbJ+ejLel1jEBANWr56qbMyR9QtJjth9O2uZKOl6SIiIn6QJJV9jeLenPki6KLFzoDAApUnPQR8RqScPe2RERN0q6sdYxAAD1485YZEZcd7j0hTc0u4y6xXWHN7sEZAxBj+z4wtZ9PgSLgyONeHolAGQcQQ8AGUfQA0DGEfQAkHEEPQBkHEEPABlH0ANAxhH0AJBx3DCFA1ata7PWsh83WaGZCHocsAhfHCiYugGAjCPoASDjCHoAyDiCHgAyjqAHgIwj6AEg4wh6AMg4gh4AMs6teNOI7X5JTze7DqCEsZKea3YRQAknRERHqQ0tGfRAq7LdFxFdza4DqAZTNwCQcQQ9AGQcQQ9UZ1GzCwCqxRw9AGQcR/QAkHEEPQBkHEEPVMD2LbY3217b7FqAahH0QGVulXR2s4sAakHQAxWIiPskDTS7DqAWBD0AZBxBDwAZR9ADQMYR9ACQcQQ9UAHbSyU9IOkU2xtsT292TUCleAQCAGQcR/QAkHEEPQBkHEEPABlH0ANAxhH0AJBxBD0AZBxBDwAZ9/8o96wSWTC8EgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEICAYAAABRSj9aAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAVrUlEQVR4nO3df5TldX3f8edLWDUCBXQnQIF1PZW2isdFO120WIFUERIpseGkUA4QD3ZPFM/RhEiUJqBo00aiqSYxdBM2qy1gPALKSUHYNioaBJmlKMKq2SKJm4XuwCI/FLWL7/5xv0Mulzszd2Yvuzsfn49zvmfu/fz4fj/fO2df893P/d77SVUhSWrXs3b3ACRJzyyDXpIaZ9BLUuMMeklqnEEvSY0z6CWpcQa9JDXOoJekxhn0eook9yZ5PMljSe5Psj7Jvl3d+iQ/7upmtq/19X12kguTfCvJ95P8XZLrk5wwsP/X9T0/LMnlSR7s+nw1yRsHxlRJ7kzyrL6yDyRZP8+5rOz6zoz13iTvnqXtF5I8lOQ5fWXX9/X9fwPnfmmS45JsGdjHD5Mc3lf2uiT3DhzrtCS3due7rXv8tiSZ63y6vquTXJfke0m2d6/Xm7u6p4xnoN/6JB+Y5XWZ2f5tX9tKsrqv/4uTVPf4rr4+T3TnPPP8gvnOQbueQa9hTq6qfYGjgFcA7+mr+2BV7du3reqr+zRwCnAWcCDwIuAjwC8MO0iS5wNfBn4MHAksB34fuCLJqQPN/yFw2iLP54DufE4FfjvJ6wfGsRL4l0AB/3qmvKpOmjlP4HKeeu6/Osuxvg/89mwDSXIevdfkEuBg4CDgV4FjgGfPdRJJXg38JfBF4MXAC4C3AifN1W8OBwz8Lv+8r2478IFhnarqyL7X5UvA2/v28TuLHIueQQa9ZlVV9wM30Av8OXVX6a8HTqmqW6vqx932uap6xyzdfg14DDinqu6vqser6krgPwIfGrjC/SDwviR778T5TAF3DTmfs4BbgPXA2Yvdf+ejwOlJXjxYkWR/4GLgbVX16ap6tHr+d1WdUVU/mmfflwAfr6rfraoHur4bq+qXd3LMw3wceHmSY5+BfWsXM+g1qySH0bta3DxC89cBt1bV0KmDWbweuKqqfjJQ/ilgBfCP+8quBh4BfmUB+3+KJK8CXsbTz+cselfslwNvSHLQYo8B/B3wJ8B7h9S9GngO8NmF7jTJ87r+n96JsS3ED4DfofdHV0ucQa9hPpPkUeC7wDbgor663+jmh2e2j3fly4H7ZxoleX5X/3CSH85ynOXAfUPK7+urn1H0pkQu7J9HH9EDSR4HvgJ8DPhM3zhfA7wQ+FRVbQT+D/DvFrj/Qf8JODnJkQPly4EHqmpH3/Fv7l6nx5O8do59Hkjv3+uw12uxHhj4Xb5koP6/AiuSLHZqSHsIg17D/GJV7QccB/xTnhq4v1dVB/RtM1MdDwKHzDSqqu1VdQDwz+hdxQ7zQH+fPof01T+pqq4D/hZYs8DzWQ7sC/wGvXNa1ld3NnBjVc0c6wp2cvqmqqaBP6Q3TdPvQWB5//RTVf2L7nV6kLn/PT4E/IThr9diLR/4XW7qr+ymkt7fbfO+Uaw9l0GvWVXVF+nNW//eCM3/F/DPu+meUf1P4Jf676bp/DK9/018e0if3wL+A/C8BRyHqnqiqj4E/BB4G0CSn+mOdWx6dxjdT+99g1VJVs2+t5FcAhxP7w/djK8AP6L3hvWCVNUPuv6/tJPjWqg/A/YH3rSLj6sxMug1n/8CvD7JnG/IVtWNwOfpTfscnd6tlsuAV83R7feBfwBcluTgJM9Ncjq9IH9XDVksoaq+ANzJ4q+6/zNwfpLnAr8IPAG8lN4btEcBL6F3J8lZi9z/zDi/B3wIOH+g7H3Ax5KcmmTfJM/qXtt9Rtjt+cCvJHlXkhcAJFmV5JP9jbrXsX9b9NV4N830XuA3F7sP7X4GvebUTUN8gr+/ZfD8gXuv+6dX/g3wF8B/B74HfAc4Azhxln0/CLwGeC5wN73pi18Hzhy41W/QbwHPX+Qp/Q960yD/nt4fiz+rqr/t7vq5v7vT6A+BM3bmDp/OR+j9IXlSVX2Q3jmeT+/9j/9Lby78N4Gb59pZVd0M/Fy33ZNkO7AWuK6v2aHA4wPbP5pll98b+F3++iztrmS87w1oF4srTElS27yil6TGGfRa0pKcMeSj/I8luWt3j20xBr5eoH87Y3ePTUuXUzeS1LidfbPpGbF8+fJauXLl7h6GJC0ZGzdufKCqJobV7ZFBv3LlSqampnb3MCRpyUjyN7PVOUcvSY0z6CWpcQa9JDXOoJekxhn0ktS4eYO++1Kkryb5WvdhjvcNafOcJH+eZHN661+u7Kt7T1f+rSRvGO/wpV0jydM2aakY5Yr+R8DPdWuDHgWc2K3U0+8c4KGqejG9byT8XYAkL6W3zueR9L7Y6mNJ9hrX4KVdYbZQN+y1VMwb9N26lI91T5d12+DHaU+ht8Yk9JY6+1fdV6OeAnyyqn5UVd+ht4TbaqQlqKqe3KSlZKQ5+iR7JbmD3teqbqiqWweaHEpvoYiZ769+mN4K9U+Wd7Z0ZcOOsSbJVJKp6enphZ2FJGlWIwV9tzrPUcBhwOokLxtoMuz/sDVH+bBjrK2qyaqanJgY+ileSdIiLOium26FnC/w9IUktgCHA3SLNewPbO8v7xwGbF3kWKXdyjditVSNctfNRJIDusc/A7wO+OZAs2v5+6XdTgX+slsG7lrgtO6unBcBRwBfHdfgpV1htjl55+q1VIzypWaHAB/v7pZ5FvCpqvqLJBcDU1V1LXAZ8N+SbKZ3JX8aQFXdleRT9JaJ2wGcW1VPDD2KtAcz1LWU7ZHfRz85OVl+e6UkjS7JxqqaHFbnJ2MlqXEGvSQ1zqCXpMYZ9JLUOINekhpn0EtS4wx6SWqcQS9JjTPoJalxBr0kNc6gl6TGGfSS1DiDXpIaZ9BLUuMMeklqnEEvSY2bd4WpJIcDnwAOBn4CrK2qjwy0eRdwRt8+XwJMVNX2JPcCjwJPADtm+2J8SdIzY5SlBHcA51XV7Un2AzYm2VBVd880qKpLgEsAkpwM/FpVbe/bx/FV9cA4By5JGs28UzdVdV9V3d49fhTYBBw6R5fTgSvHMzxJ0s5a0Bx9kpXAK4BbZ6l/HnAicFVfcQE3JtmYZM0c+16TZCrJ1PT09EKGJUmaw8hBn2RfegH+zqp6ZJZmJwN/NTBtc0xVvRI4CTg3yWuHdayqtVU1WVWTExMTow5LkjSPkYI+yTJ6IX95VV09R9PTGJi2qaqt3c9twDXA6sUNVZK0GPMGfZIAlwGbqurDc7TbHzgW+Gxf2T7dG7gk2Qc4AfjGzg5akjS6Ue66OQY4E7gzyR1d2QXACoCqurQrexNwY1V9v6/vQcA1vb8V7A1cUVWfG8fAJUmjmTfoq+rLQEZotx5YP1B2D7BqkWOTJI2Bn4yVpMYZ9JLUOINekhpn0EtS4wx6SWqcQS9JjTPoJalxBr0kNc6gl6TGGfSS1DiDXpIaZ9BLUuMMeklqnEEvSY0z6CWpcQa9JDVulKUED0/y+SSbktyV5B1D2hyX5OEkd3TbhX11Jyb5VpLNSd497hOQJM1tlKUEdwDnVdXt3fqvG5NsqKq7B9p9qare2F+QZC/gj4DXA1uA25JcO6SvJOkZMu8VfVXdV1W3d48fBTYBh464/9XA5qq6p6p+DHwSOGWxg5UkLdyC5uiTrAReAdw6pPrVSb6W5PokR3ZlhwLf7WuzhVn+SCRZk2QqydT09PRChiVJmsPIQZ9kX+Aq4J1V9chA9e3AC6tqFfAHwGdmug3ZVQ3bf1WtrarJqpqcmJgYdViSpHmMFPRJltEL+cur6urB+qp6pKoe6x5fByxLspzeFfzhfU0PA7bu9KglSSMb5a6bAJcBm6rqw7O0ObhrR5LV3X4fBG4DjkjyoiTPBk4Drh3X4CVJ8xvlrptjgDOBO5Pc0ZVdAKwAqKpLgVOBtybZATwOnFZVBexI8nbgBmAvYF1V3TXmc5AkzSG9PN6zTE5O1tTU1O4ehiQtGUk2VtXksDo/GStJjTPoJalxBr0kNc6gl6TGGfSS1DiDXpIaZ9BLUuMMeklqnEEvSY0z6CWpcQa9JDXOoJekxhn0ktQ4g16SGmfQS1LjRllh6vAkn0+yKcldSd4xpM0ZSb7ebTcnWdVXd2+SO5PckcQvmZekXWyUFaZ2AOdV1e1J9gM2JtlQVXf3tfkOcGxVPZTkJGAtcHRf/fFV9cD4hi1JGtW8QV9V9wH3dY8fTbIJOBS4u6/NzX1dbqG3CLgkaQ+woDn6JCuBVwC3ztHsHOD6vucF3JhkY5I1c+x7TZKpJFPT09MLGZYkaQ6jTN0AkGRf4CrgnVX1yCxtjqcX9K/pKz6mqrYm+VlgQ5JvVtVNg32rai29KR8mJyf3vIVsJWmJGumKPskyeiF/eVVdPUublwN/CpxSVQ/OlFfV1u7nNuAaYPXODlqSNLpR7roJcBmwqao+PEubFcDVwJlV9e2+8n26N3BJsg9wAvCNcQxckjSaUaZujgHOBO5MckdXdgGwAqCqLgUuBF4AfKz3d4EdVTUJHARc05XtDVxRVZ8b6xlIkuY0yl03XwYyT5u3AG8ZUn4PsOrpPSRJu4qfjJWkxhn0ktQ4g16SGmfQS1LjDHpJapxBL0mNM+glqXEGvSQ1zqCXpMYZ9JLUOINekhpn0EtS4wx6SWqcQS9JjTPoJalxBr0kNW6UpQQPT/L5JJuS3JXkHUPaJMlHk2xO8vUkr+yrOzvJX3fb2eM+AUnS3EZZSnAHcF5V3d6t/7oxyYaquruvzUnAEd12NPDHwNFJng9cBEwC1fW9tqoeGutZSJJmNe8VfVXdV1W3d48fBTYBhw40OwX4RPXcAhyQ5BDgDcCGqtrehfsG4MSxnoEkaU6jXNE/KclK4BXArQNVhwLf7Xu+pSubrXzYvtcAawBWrFixkGFJPe/df3ePYHze+/DuHoEaMnLQJ9kXuAp4Z1U9Mlg9pEvNUf70wqq1wFqAycnJoW2kORmO0lAj3XWTZBm9kL+8qq4e0mQLcHjf88OArXOUS5J2kVHuuglwGbCpqj48S7NrgbO6u29eBTxcVfcBNwAnJDkwyYHACV2ZJGkXGWXq5hjgTODOJHd0ZRcAKwCq6lLgOuDngc3AD4A3d3Xbk7wfuK3rd3FVbR/f8CVJ85k36Kvqywyfa+9vU8C5s9StA9YtanSSpJ3mJ2MlqXEGvSQ1zqCXpMYZ9JLUOINekhpn0EtS4wx6SWqcQS9JjTPoJalxBr0kNc6gl6TGGfSS1DiDXpIaZ9BLUuMMeklqnEEvSY2bd+GRJOuANwLbquplQ+rfBZzRt7+XABPd6lL3Ao8CTwA7qmpyXAOXJI1mlCv69cCJs1VW1SVVdVRVHQW8B/jiwHKBx3f1hrwk7QbzBn1V3QSMus7r6cCVOzUiSdJYjW2OPsnz6F35X9VXXMCNSTYmWTNP/zVJppJMTU9Pj2tYkvRTb5xvxp4M/NXAtM0xVfVK4CTg3CSvna1zVa2tqsmqmpyYmBjjsCTpp9s4g/40BqZtqmpr93MbcA2weozHkySNYCxBn2R/4Fjgs31l+yTZb+YxcALwjXEcT5I0ulFur7wSOA5YnmQLcBGwDKCqLu2avQm4saq+39f1IOCaJDPHuaKqPje+oUuSRjFv0FfV6SO0WU/vNsz+snuAVYsdmCRpPPxkrCQ1zqCXpMYZ9JLUOINekhpn0EtS4wx6SWqcQS9JjTPoJalxBr0kNc6gl6TGGfSS1DiDXpIaZ9BLUuMMeklqnEEvSY2bN+iTrEuyLcnQ1aGSHJfk4SR3dNuFfXUnJvlWks1J3j3OgUuSRjPKFf164MR52nypqo7qtosBkuwF/BG9hcFfCpye5KU7M1hJ0sLNG/RVdROwfRH7Xg1srqp7qurHwCeBUxaxH0nSThjXHP2rk3wtyfVJjuzKDgW+29dmS1c2VJI1SaaSTE1PT49pWJKkcQT97cALq2oV8AfAZ7ryDGlbs+2kqtZW1WRVTU5MTIxhWJIkGEPQV9UjVfVY9/g6YFmS5fSu4A/va3oYsHVnjydJWpidDvokBydJ93h1t88HgduAI5K8KMmzgdOAa3f2eJKkhdl7vgZJrgSOA5Yn2QJcBCwDqKpLgVOBtybZATwOnFZVBexI8nbgBmAvYF1V3fWMnIUkaVbpZfKeZXJysqampnb3MCRpyUiysaomh9X5yVhJapxBL0mNM+glqXEGvSQ1zqCXpMYZ9JLUOINekhpn0EtS4wx6SWqcQS9JjTPoJalxBr0kNc6gl6TGGfSS1DiDXpIaZ9BLUuPmDfok65JsS/KNWerPSPL1brs5yaq+unuT3JnkjiSuJCJJu8EoV/TrgRPnqP8OcGxVvRx4P7B2oP74qjpqtpVPJEnPrHnXjK2qm5KsnKP+5r6ntwCH7fywJEnjMu45+nOA6/ueF3Bjko1J1szVMcmaJFNJpqanp8c8LEn66TXvFf2okhxPL+hf01d8TFVtTfKzwIYk36yqm4b1r6q1dNM+k5OTe96K5ZK0RI3lij7Jy4E/BU6pqgdnyqtqa/dzG3ANsHocx5MkjW6ngz7JCuBq4Myq+nZf+T5J9pt5DJwADL1zR5L0zJl36ibJlcBxwPIkW4CLgGUAVXUpcCHwAuBjSQB2dHfYHARc05XtDVxRVZ97Bs5BkjSHUe66OX2e+rcAbxlSfg+w6uk9JEm7kp+MlaTGGfSS1DiDXpIaZ9BLUuMMeklqnEEvSY0z6CWpcQa9JDXOoJekxhn0ktQ4g16SGmfQS1LjDHpJapxBL0mNM+glqXEGvSQ1bqSgT7IuybYkQ5cCTM9Hk2xO8vUkr+yrOzvJX3fb2eMauLQrJXnaJi0Vo17RrwdOnKP+JOCIblsD/DFAkufTW3rwaHoLg1+U5MDFDlbaHWYLdcNeS8VIQV9VNwHb52hyCvCJ6rkFOCDJIcAbgA1Vtb2qHgI2MPcfDGmPVVVPbtJSMq45+kOB7/Y939KVzVb+NEnWJJlKMjU9PT2mYUmSxhX0w/4PW3OUP72wam1VTVbV5MTExJiGJUkaV9BvAQ7ve34YsHWOcmnJ8Y1YLVXjCvprgbO6u29eBTxcVfcBNwAnJDmwexP2hK5MWjJmm5N3rl5Lxd6jNEpyJXAcsDzJFnp30iwDqKpLgeuAnwc2Az8A3tzVbU/yfuC2blcXV9Vcb+pKeyRDXUvZSEFfVafPU1/AubPUrQPWLXxokqRx8JOxktQ4g16SGmfQS1LjDHpJalz2xLsJkkwDf7O7xyENsRx4YHcPQhrihVU19NOme2TQS3uqJFNVNbm7xyEthFM3ktQ4g16SGmfQSwuzdncPQFoo5+glqXFe0UtS4wx6SWqcQS+NIMm6JNuSfGN3j0VaKINeGs16XO9YS5RBL42gqm4CXEtBS5JBL0mNM+glqXEGvSQ1zqCXpMYZ9NIIklwJfAX4J0m2JDlnd49JGpVfgSBJjfOKXpIaZ9BLUuMMeklqnEEvSY0z6CWpcQa9JDXOoJekxv1/nzTPifoUPiAAAAAASUVORK5CYII=\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": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAEICAYAAABGaK+TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAARMUlEQVR4nO3de4yldX3H8feHW2y97rqrxcuylhJbbJS2I6FiGwygoKZgvUTS6lqBrfXaxGqNrQFabampbUNLTRZBaMVrVcQUFSUqwaB1sVYgxKAUYXWBXVlu3hD49o/nmXo8nNk5M3NmZn973q/kyc5z+z3fc56dz/zO73memVQVkqT27LPaBUiSFscAl6RGGeCS1CgDXJIaZYBLUqMMcElqlAEuSY0ywCWpUQZ4I5LcmOSYoWWvSHLF0PzVSX6Y5JYk707yqIH15yd5+1AbG5NUkv0GjvOjJPf0bZyf5GELqPP0vr3DR9R6f9/uXUm+nuT5/bqjkjzQr7s7yTeT/NFQfff0041J3rKA92z2tdya5L2zryXJF5L8uF+3M8nHkhw4tP+hSS5Ocmdf1+eTPGNomwP613x9kh/0xzwvycYRx5mdPjmw/1uT/G+/fFuSDw2se0qSS5PsSnJHkquSPHeM1z2yzSTXDtRw/1Bdbx3Y/6j+PX/zULu7PRdDr/GBgff+niR/MM450wJVlVMDE3AjcMzQslcAV/RfvxG4FTgO2B/YCFwCfBU4oN/mfODtQ21sBArYb/g4wC8B/wO8Y8waA3wb+D5w9m5q3Qd4HfBDYC1wFLBtoI0TgfuAQ0fUNwP8ADh2Ie8Z8HjgGuDMfv4LwCn9148CLgUuHNj3YGAX8I6+xocDrwfuAX57YLuLga8BTwf2Ax4JvAY4efg4I+rbBFwHHDzwfm8eWH8D8CbggH46EnjmPK95t20ObLe7ut7bn8Nr5/m/Mue5YMT/V6fJT/bA9wJJHgGcAbyuqj5dVT+tqhuBlwAHAX+4mHar6hbgM8BhY+7yO8DjgDcAL01ywBztPgCcB/wC8MtD66qqLqILz0NH7LsVuHYBNc3u913gU8Cvj1h3B3DRUJunA1dW1V9U1e1VdXdVnQX8O/B3AP0nomOBE6rqq1V1X1XdWVVnV9W5Y5T1dOAzVfXtvo5bqmpL3/Y64EnAOVV1bz99qaqu2E17u21zHEl+EXgR3Q+hQ5LMzLXtYs+FJscA3zs8A3gI8LHBhVV1D11oHbuYRpM8ATge+NaYu2wCPgnMDgM8f4529wNOoevNXj+0bp8kL6DrFV89Yt8j6EJ43Jpm93si8Fzgv0esezTw+0NtHgt8ZERTHwaO7IPuGOC/qurmhdQy4MvAy5O8KclMkn0H1n2/r+d9SU5M8tgJtDmOF9Kdl4/Q/fB++VwbLvZcaHIM8LZc1I+F3pHkDuBf++XrgJ1Vdd+Ifbb36xd6nLuBm4HbgNPm26EPtBcD76+qnwL/QRfog47o674FOAl4QVXd2a97XL9uZ3+8l1XVNwf23ZnkR8CVdK/7ogW8ljuAK4AvAn8zsO6sJHf2x1xHN6wzax3dezdsO933zRrg0XNsM+yswfOW5K8Bqup9/TGf09d22+yYclUV8Cy6oYh3AduTXJ7kkN0daHdtjmkT8KGquh94P3BSkv2HtlnsudCEGeBtObGqHjU7Aa/ul+8E1vU922EH9uuhG1ce/mbcH3ignwaP83C6selfZbwfAC/o27+kn78QOD7J+oFtvtzXvq6qjqiqzw2s+16/bm1VHVZVHxxqfx3wMODP+rqGX8dcZt+zg6rq1VX1o4F1r6+qRwJPpQvkJwys20n33g07kO692kXXSx61zbDXD563qnrb7IqqurCqjqH7xPEq4K+SPKdft62qXltVB9MNhf0A+Lf5Dra7Nnen/5TyLLpzB/AJuk92zxvadLHnQhNmgO8drgR+QjcM8P+SPJRuCOSyftFNdBeiBj0JuLkfl/45VfVFuguffz9GDZvovqlvSnIL3Ufw/el62hNRVfdX1buAH/OzH16TaPdq4O3A2UnSL/4c3SeKYS+hGxv/Yb/N4f1Q01Jr+GlVfQT4BqPH6W8Gzh61brFtjvAyukz4ZH8Ob6AL8AcNoyzXudDCGOB7gX4Y4gzgn5Mcl2T//ja2jwDb6C68AXwUeF6SZyfZN8njgL8Ehnu7g/4JODbJnBeqkjweOJpuzPuwfnoa3cW+4WGUSTgTeHOSh0ywzQuAxwC/18+fATwjyTuSrE3y8CSvowuzPwfoP0F8Fvh4kt9Ksl+/3auSvHK+A6a7tfJ5/T77JDkeeArwlSRrkpyR5Ff6deuAV9KNcS+qzTHeg5f3r/uwgemFdP9nHj3HPstxLjQmA3wvUVXvBN5K11u+i+4b9mbg6Kr6Sb/NtXQ94r8FbqfruX+F7pt2rnZ30H1sf9tc29D13L5eVZf2dz3c0t/Bchbw1CRj9xrH9J90QxinTqrBqrqXrt639fPXA8+k+0F0I91Y9wuB51TVlwZ2fRHdsNGHgDvpblWcoeudz/qXoXukr+qX30V3zm4C7gDeCfxJf6fJvXSflj7Xb3cN3aesV8zzUnbX5pz6C5Ib6W7/vGVgupjuIuVcn6Qmfi40vnTXSiRJrbEHLkmNMsA1tqFHsQenVXlMOsmGOeq5J8mG1ahpJaR7VH7Ua/7UatemleUQiiQ1atR9w8tm3bp1tXHjxpU8pCQ176qrrtpZVeuHl69ogG/cuJGtW7eu5CElqXlJvjNquWPgktQoA1ySGmWAS1KjDHBJapQBLkmNWtG7UKQ9zc9++eDP+GyEWmEPXFNrMLxPPvnkkculPZkBrqlXVbznPe+x563mGOCaaoM971Hz0p5sRX8XyszMTPkkpvYUs0Mlg98Do5ZJqy3JVVU1M7zcHrimXhJOOeUUx77VHANcU2uwl33uueeOXC7tybyNUFPNsFbL7IFLUqPsgWuq+SCPWmYPXFNrrouWXsxUK+yBa+qNuo1QaoE9cElqlAEuSY1yCEVTz2ETtcoeuKbWXHebeBeKWmEPXFPNsFbLDHBNNe8DV8scQtHU8j5wtc4euKae94GrVfbAJalRBrgkNcohFE09h03UKnvgmlreB67W2QPXVDOs1TJ74JLUqHkDPMkTk3w+yXVJrk3yhn752iSfTXJ9/++a5S9XkjRrnB74fcAbq+rXgCOA1yQ5FHgLcFlVHQJc1s9LklbIvAFeVdur6mv913cD1wGPB04ALug3uwA4cbmKlCQ92IIuYibZCPwG8BXgsVW1HbqQT/KYOfbZDGwG2LBhw1Jqlca2UrcGehFUq2nsi5hJHgZ8FPjTqrpr3P2qaktVzVTVzPr16xdTo7RgVbWgaTH7GN5abWMFeJL96cL7wqr6WL/41iQH9usPBG5bnhIlSaOMcxdKgHOB66rqHwZWXQxs6r/eBHxi8uVJkuYyzhj4kcDLgKuTfL1f9lbgTODDSU4GbgJevDwlSpJGmTfAq+oKYK4rQkdPthxJ0rh8ElOSGmWAS1KjDHBJapQBLkmNMsAlqVEGuCQ1ygCXpEYZ4JLUKANckhplgEtSowxwSWqUAS5JjTLAJalRBrgkNcoAl6RGGeCS1CgDXJIaZYBLUqMMcElqlAEuSY0ywCWpUQa4JDXKAJekRhngktQoA1ySGmWAS1KjDHBJapQBLkmNMsAlqVEGuCQ1ygCXpEYZ4JLUKANckhplgEtSo+YN8CTnJbktyTUDy05P8t0kX++n5y5vmZKkYeP0wM8Hjhux/B+r6rB+umSyZUmS5jNvgFfV5cDtK1CLJGkBljIG/tok3+iHWNbMtVGSzUm2Jtm6Y8eOJRxOkjRosQH+buBg4DBgO/CuuTasqi1VNVNVM+vXr1/k4SRJwxYV4FV1a1XdX1UPAOcAh0+2LEnSfBYV4EkOHJh9AXDNXNtKkpbHfvNtkOQDwFHAuiTbgNOAo5IcBhRwI/DHy1ijJGmEeQO8qk4asfjcZahFkrQAPokpSY0ywCWpUQa4JDVq3jFwabWtXbuWXbt2Lftxkixr+2vWrOH2232oWZNjgGuPt2vXLqpqtctYsuX+AaHp4xCKJDXKAJekRhngktQoA1ySGmWAS1KjDHBJapQBLkmNMsAlqVEGuCQ1ygCXpEYZ4JLUKANckhplgEtSowxwSWqUAS5JjfL3gWuPV6c9Ak5/5GqXsWR12iNWuwTtZQxw7fFyxl17zR90qNNXuwrtTRxCkaRGGeCS1CgDXJIaZYBLUqMMcElqlAEuSY0ywCWpUQa4JDXKAJekRhngktQoA1ySGmWAS1Kj5g3wJOcluS3JNQPL1ib5bJLr+3/XLG+ZkqRh4/TAzweOG1r2FuCyqjoEuKyflyStoHkDvKouB24fWnwCcEH/9QXAiROuS5I0j8X+PvDHVtV2gKranuQxc22YZDOwGWDDhg2LPJymXZLVLmHJ1qxxpFGTtex/0KGqtgBbAGZmZtr/rfxacSvxxxyS7BV/NELTZbF3odya5ECA/t/bJleSJGkciw3wi4FN/debgE9MphxJ0rjGuY3wA8CVwJOTbEtyMnAmcGyS64Fj+3lJ0gqadwy8qk6aY9XRE65FkrQAPokpSY0ywCWpUQa4JDXKAJekRhngktQoA1ySGmWAS1KjDHBJapQBLkmNMsAlqVEGuCQ1ygCXpEYZ4JLUKANckhplgEtSowxwSWqUAS5JjTLAJalRBrgkNcoAl6RGGeCS1CgDXJIaZYBLUqMMcElqlAEuSY0ywCWpUQa4JDXKAJekRhngktQoA1ySGmWAS1KjDHBJapQBLkmNMsAlqVH7LWXnJDcCdwP3A/dV1cwkipIkzW9JAd57VlXtnEA7kqQFcAhFkhq11AAv4NIkVyXZPGqDJJuTbE2ydceOHUs8nCRp1lID/Miq+k3geOA1SX53eIOq2lJVM1U1s379+iUeTpI0a0kBXlXf6/+9Dfg4cPgkipIkzW/RAZ7koUkePvs18GzgmkkVJknavaXchfJY4ONJZtt5f1V9eiJVSZLmtegAr6obgKdNsBZJ0gJ4G6EkNcoAl6RGGeCS1KhJPEov7XH6i+vLvk9VLXgfaVIMcO2VDFZNA4dQJKlRBrgkNcoAl6RGOQauqTbqwqXj52qFPXBNrbnuOlnM3SjSarAHrqk32OM2vNUSe+CS1CgDXJIa5RCKpp7DJmqVPXBNrbnuNvEuFLXCHrimmmGtltkDl6RG2QPXVPNBHrXMHrimlg/yqHX2wDX1fJBHrbIHLkmNMsAlqVEOoWjqOWyiVtkD19TyQR61zh64ppphrZYZ4Jpq3geuljmEoqk1GN4bNmwYuVzak9kD19TzPnC1yh64ptpgz3vUvLQnM8A11W666abdzkt7MgNcUy8JBx10kMMnao4Brqk1OPY92PP2LhS1wouYmmqGtVpmD1ySGrWkAE9yXJJvJvlWkrdMqihppSR50CS1YtEBnmRf4GzgeOBQ4KQkh06qMGm5DYb1qaeeOnK5tCdbSg/8cOBbVXVDVd0LfBA4YTJlSSunqtiyZYvj4WrOUgL88cDNA/Pb+mU/J8nmJFuTbN2xY8cSDidN3mDPe9S8tCdbSoCP+pz5oC5MVW2pqpmqmlm/fv0SDidN3jnnnLPbeWlPtpQA3wY8cWD+CcD3llaOtPKSsHnzZse+1ZylBPhXgUOSPCnJAcBLgYsnU5a0/AbHvAd73o6FqxWLfpCnqu5L8lrgM8C+wHlVde3EKpNWgGGtli3pScyqugS4ZEK1SJIWwCcxJalRBrgkNcoAl6RGGeCS1Kis5FX4JDuA76zYAaXxrQN2rnYR0hwOqqoHPQm5ogEu7amSbK2qmdWuQ1oIh1AkqVEGuCQ1ygCXOltWuwBpoRwDl6RG2QOXpEYZ4JLUKANcUy3JeUluS3LNatciLZQBrml3PnDcahchLYYBrqlWVZcDt692HdJiGOCS1CgDXJIaZYBLUqMMcElqlAGuqZbkA8CVwJOTbEty8mrXJI3LR+klqVH2wCWpUQa4JDXKAJekRhngktQoA1ySGmWAS1KjDHBJatT/AYcyW8pLfZlTAAAAAElFTkSuQmCC\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": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAEICAYAAABPgw/pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAUBElEQVR4nO3df5Bd5X3f8fdHvxA/BEjRxmAQEZ2QFOImdmerunLToNpuIEkFbbANkwAZGDOZlP4YuzW4dm1C6iTYQz0DJXFISzAeAya0duSYlnQCdgoyHpZxQgNUGRUrSFXB60gmgkggoW//uHfx1dVd7V2x0tU+eb9m7uw95zznOd+r1X722eeec0+qCknS/Ldg1AVIkuaGgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdA2UZEuS3UleSrIzyVeSrOprc0OSSrKmb/2SJDcn2dbd/1tJPj1N31OP/9jd9gvdPv9DX58Xd9ff2V1e3V1+qe/xvu72O/trS/KDSar7/KmefV5Lsqdn+d/27HN+t58P9dXTf/wtSa4/xL/hAa9zpv5nkuTEbn8P9K1/MMmNA9pflOT5JIu6y+NJfr/7vf1ukqeTfCLJ8tnUoWOLga5D+cdVdRJwOvACcOvUhiQBLgd2AFf27fdhYBxYAywD1gHfHNR3z+Panm3/B3jfVPh0XQH82YAaT+3r5ws923YA/37QC6uqH5naB/ifwLU9ffxqT9Mrp3mNBxwfuAT4d0nePYvXOUz/07kEeAX4R0lO71l/J3B59/vT63Lg81W1L8la4KvAo8DfrKpTgQuAfcCPzbIOHUMMdM2oqvYA9wPn9az+ceDNwL8ELk2ypGfb3wG+WFXbq2NLVd01i0M+D/wv4CcBkqwA1gIbZln6Z4EfTfITs9yP7nFPoBOc/ww4J8n4dG2ragJ4Cnjrkeh/gCuBzwBPAj/Xs/5LwAo635+p4ywHfgaY+h58Evidqvq1qnqhW/9zVfXxqvrqLGrQMcZA14y6wfM+4LGe1VcCXwamRsQ/07PtMeADSX4pyd8aMFocxl10RuUAlwK/R2dEOht/Bfwq8InDOD7AzwIvAb8LPNhTz0GSvB14C7D5SPTfd6yzgPOBz3cfr+9XVbuB+/r6ei/wv6vqT5KcCPw94L/Mok7NEwa6DuVLSb4L/CXwbuBT8HrAvwe4u6r20hm9904Z/BpwE52R4wTwf5P0Tyl8qTt3O/V4f9/2LwLnJzmFTjhNN8L/Tl8/5/Zt/y3grCQXzuaFd10JfKGqXgPuBi5LsnjA8XcDXwd+g84IudehXucw/Q9yBfBkVT0N3AP8SJK39Wz/LPCeJMf3tP9s9/lyOj/3z081TvLJbm0vJ/noEMfXMcpA16Fc3J1fPQ64FvhaktOAf0JnvnXqDbnPAxcmGQOoqteq6raqegdwKp0R8h19YXtxVZ3a8/jt3gN3R5pfAT4KrKyqR6epcWVfP8/09fMK8Cvdx9B/KaTzBvC67muDzl8IS4Gf7j8+cBLwr+mMmvsDeeDrnEX/g1wxtV9VbQe+Rs8v1Kp6BJgELkryN+hMgd3d3bwT2E/nfZGp9h/qfp+/CPS+b6F5xkDXjLoB/V+B14C/Tyc8TgKeS/I8nSmDxcBlA/bdXVW30QmS8/q3z+Au4IPA595A+QC/A5xC5xfRsC6n8/Px5e5rfJZO4B40LdL997kZ2AP80lz336v7huY5wIe7Z608D/xdOqP73jCemrK6HPiDnrnyl4FvAP90yDo1jxjomlE6LqLz5/r/A95JZ878rd3Hj9GZYrmy2/5fdU/HOz7Jou50yzIOPtNlJl+jM9Vz60wND6Wq9gE3ANfNYrcrgF/me6/xrXTmvH86yfdNs8+vAx9KsvQI9Q+df+P/QeeX49R+bwFOAHqnle4C3gW8n+9Nt0z5EHBVkuuTfD9AkjOBs4eoW8cwA12H8uUkL9GZQ/8EnTD5ceCPq+oPqur5qQdwC50zSt4C7AZupjNP+x06Z3H8bFU92993z+OL/QfvniHzh1W14xA1frevnw9M0+4eOr+MZtR9g3M1cFvva6yqDXTe9DzoL5Gur9D5S6R3nvyg13m4/Xd/UbwXuLVvv2/R+Sumd9plC7AROJG+s4O6UzL/EPgHwJ913yf573ROZXxDvzw1WvGORZLUBkfoktQIA106xiT5uRz8kQYvJXlq1LXp2OaUiyQ1YmTnnK5cubJWr149qsNL0rz0xBNPfKeqxgZtG1mgr169momJiVEdXpLmpSR/Pt0259AlqREGuiQ1wkCXpEYY6JLUCANdkhoxY6AnuSPJt5P86TTbk+SWJJuTPJnkb899mdKRl+SghzSfDDNCv5PO/QancyGdj/M8B7gG+M03XpZ0dE0X3oa65pMZA72q/ojOTWyncxFwV/eT8R4DTu27aa00bzz00EO8+uqrPPTQQ6MuRZq1uZhDPwPY2rO8rbvuIEmuSTKRZGJycnIODi3NrXXr1rF48WLWrVs36lKkWZuLQB/0N+nAD4ipqturaryqxsfGBl65Kkk6THNx6f82YFXP8pnA9jnoVzrqnDPXfDYXI/QNwBXds13eDrxYVUPdGUY6Vtx9992zWi8di4Y5bfEe4OvADyfZluTqJL+Y5Be7TR6gc4PbzcBvM/xNcqVjxsaNG2e1XjoWjezz0MfHx8tPW9SxYmqqZe3atdx///1ccsklr4e59wzQsSTJE1U1PmibV4pKXWvWrOHRRx/l9NNP59FHH2XNmjWjLkmaFQNd6tq/fz9Lly4lCUuXLmX//v2jLkmalZHd4EI61vROAb7yyivegEXzjiN0SWqEgS5JjTDQpa5ly5ZRVa8/li1bNuqSpFkx0KWuXbt2cdppp5GE0047jV27do26JGlWDHSpxwsvvHDAV2k+MdAlqREGuiQ1wkCXeqxfv57JyUnWr18/6lKkWfPCIqkrCU8++SRvetObOOuss0ji57hoXnGELnVVFVu3bmX//v1s3brVMNe8Y6BLPZYsWcKCBQtYsmTJqEuRZs0pF6nH7t27D/gqzSeO0KWulStXHnJZOtYZ6BKwYsUKduzYwc0338zLL7/MzTffzI4dO1ixYsWoS5OGZqBLwAknnMDJJ5/MrbfeykknncStt97KySefzAknnDDq0qShGegSsH37dm655RZOPPFEknDiiSdyyy23sH379lGXJg3NQJeAc889l02bNh2wbtOmTZx77rkjqkiaPQNdAtatW8dNN93EVVddxa5du7jqqqu46aabWLdu3ahLk4ZmoEvAww8/zHXXXccdd9zBsmXLuOOOO7juuut4+OGHR12aNLSM6mq48fHx8p6NOlYsXLiQPXv2sHjx4tfX7d27l6VLl/Laa6+NsDLpQEmeqKrxQdscoUt05tAfeeSRA9Y98sgjzqFrXvFKUQn4yEc+wsUXX8zu3bvZu3cvixcv5vjjj+czn/nMqEuThuYIXQI2btzIrl272L9/PwD79+9n165dbNy4ccSVScNzDl0CFi9ezHHHHcfY2BjPPfccZ511FpOTk7zyyivs3bt31OVJr3MOXZrBvn37WLSoMwM5NchZtGgR+/btG2VZ0qw4hy51vfjii7z44osAbNmyZbTFSIfBEbokNcJAl3osXLjwgK/SfDJUoCe5IMmmJJuTXD9g+1lJHk7yzSRPJvmpuS9VOvJWrVpFElatWjXqUqRZmzHQkywEbgMuBM4DLktyXl+zjwL3VdXbgEuB35jrQqWjYcuWLVSVc+ial4YZoa8BNlfVs1X1KnAvcFFfmwJO7j4/BfAzRyXpKBsm0M8AtvYsb+uu63UD8PNJtgEPAP98UEdJrkkykWRicnLyMMqVjowFCwb/KEy3XjoWDfO/NQPW9V+NdBlwZ1WdCfwU8LkkB/VdVbdX1XhVjY+Njc2+WukImbpCdCrAp75OrZfmg2ECfRvQ+w7RmRw8pXI1cB9AVX0dWAp4h13NO72X/kvzzTCB/jhwTpKzkyyh86bnhr42zwHvBEhyLp1Ad05F887SpUsP+CrNJzMGelXtA64FHgSeoXM2y1NJbkyyvtvsg8D7k/wJcA/wCzWqD4mR3oA9e/Yc8FWaT4a69L+qHqDzZmfvuo/1PH8aeMfcliYdfQsWLGD//v2vf5XmE9/Cl3o4h675zECXpEYY6JLUCANdkhphoEs9li9fzoIFC1i+fPmoS5FmzRtcSD127tx5wFdpPnGELkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLPdauXcv27dtZu3btqEuRZs3PQ5d6bNy4kTe/+c2jLkM6LI7QJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0YKtCTXJBkU5LNSa6fps17kzyd5Kkkd89tmZKkmcx4pWiShcBtwLuBbcDjSTZU1dM9bc4BPgy8o6p2Jvn+I1WwJGmwYUboa4DNVfVsVb0K3Atc1Nfm/cBtVbUToKq+PbdlSpJmMkygnwFs7Vne1l3X64eAH0ryaJLHklwwqKMk1ySZSDIxOTl5eBVLkgYaJtAzYF31LS8CzgHOBy4D/lOSUw/aqer2qhqvqvGxsbHZ1ipJOoRhAn0bsKpn+Uxg+4A2v1dVe6vqW8AmOgEvSTpKhgn0x4FzkpydZAlwKbChr82XgHUASVbSmYJ5di4LlSQd2oyBXlX7gGuBB4FngPuq6qkkNyZZ3232IPAXSZ4GHgb+TVX9xZEqWpJ0sFT1T4cfHePj4zUxMTGSY0v9kkFvFXWM6mdEGiTJE1U1PmibV4pKUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1IjDHRJaoSBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktSIoQI9yQVJNiXZnOT6Q7S7JEklGZ+7EiVJw5gx0JMsBG4DLgTOAy5Lct6AdsuAfwF8Y66LlCTNbJgR+hpgc1U9W1WvAvcCFw1o9yvAJ4E9c1ifJGlIwwT6GcDWnuVt3XWvS/I2YFVV/f6hOkpyTZKJJBOTk5OzLlaSNL1hAj0D1tXrG5MFwKeBD87UUVXdXlXjVTU+NjY2fJWSpBkNE+jbgFU9y2cC23uWlwFvAb6aZAvwdmCDb4xK0tE1TKA/DpyT5OwkS4BLgQ1TG6vqxapaWVWrq2o18BiwvqomjkjFkqSBZgz0qtoHXAs8CDwD3FdVTyW5Mcn6I12gJGk4i4ZpVFUPAA/0rfvYNG3Pf+NlSZJmyytFJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1IjDHRJaoSBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiOGCvQkFyTZlGRzkusHbP9AkqeTPJnkD5P8wNyXKkk6lBkDPclC4DbgQuA84LIk5/U1+yYwXlU/CtwPfHKuC5UOV5IZH290/5n6kI6GYUboa4DNVfVsVb0K3Atc1Nugqh6uqr/qLj4GnDm3ZUqHr6pmfLzR/WfqQzoahgn0M4CtPcvbuuumczXw3wZtSHJNkokkE5OTk8NXKUma0TCBPuhvyYHDkSQ/D4wDnxq0vapur6rxqhofGxsbvkrpCJtuhO3IW/PJoiHabANW9SyfCWzvb5TkXcBHgJ+oqlfmpjzp6JkK7yQGuealYUbojwPnJDk7yRLgUmBDb4MkbwN+C1hfVd+e+zIlSTOZMdCrah9wLfAg8AxwX1U9leTGJOu7zT4FnAT8bpI/TrJhmu4kSUfIMFMuVNUDwAN96z7W8/xdc1yXJGmWvFJUkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0Y6sO5pGPFihUr2Llz5xE/ztG4R+jy5cvZsWPHET+O/vow0DWv7Ny5s5mbT3hjac01p1wkqREGuiQ1wkCXpEYY6JLUCANdkhrhWS6aV+rjJ8MNp4y6jDlRHz951CWoMQa65pX88l82ddpi3TDqKtQSp1wkqREGuiQ1wkCXpEYY6JLUCN8U1bzTymegLF++fNQlqDEGuuaVo3GGS5JmzqTRXy9OuUhSIwx0SWqEgS5JjTDQJakRQwV6kguSbEqyOcn1A7Yfl+QL3e3fSLJ6rguVJB3ajIGeZCFwG3AhcB5wWZLz+ppdDeysqh8EPg3cNNeFSpIObZgR+hpgc1U9W1WvAvcCF/W1uQj4bPf5/cA708rJwpI0TwwT6GcAW3uWt3XXDWxTVfuAF4Hv6+8oyTVJJpJMTE5OHl7F0iwlmdXjcPZx/KJjwTCBPuh/av9VF8O0oapur6rxqhofGxsbpj7pDauqo/KQRm2YQN8GrOpZPhPYPl2bJIuAU4Adc1GgJGk4wwT648A5Sc5OsgS4FNjQ12YDcGX3+SXAQ+WQRZKOqhk/y6Wq9iW5FngQWAjcUVVPJbkRmKiqDcB/Bj6XZDOdkfmlR7JoSdLBhvpwrqp6AHigb93Hep7vAd4zt6VJkmbDK0UlqREGuiQ1wkCXpEYY6JLUiIzq7MIkk8Cfj+Tg0qGtBL4z6iKkafxAVQ28MnNkgS4dq5JMVNX4qOuQZsspF0lqhIEuSY0w0KWD3T7qAqTD4Ry6JDXCEbokNcJAl6RGGOhSV5I7knw7yZ+OuhbpcBjo0vfcCVww6iKkw2WgS11V9Ud4py3NYwa6JDXCQJekRhjoktQIA12SGmGgS11J7gG+Dvxwkm1Jrh51TdJseOm/JDXCEbokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY34/0B3eiDUfQnrAAAAAElFTkSuQmCC\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": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAEICAYAAABPgw/pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAARZElEQVR4nO3dfYxldX3H8fdHdpFYEXbdsbGwuqSuxm2DtY741BZatS4YgRQfILFWg+4/ok1qjDQ+IVYbtdHWlmqJWJRWEbXCtt2WRkWtRixDbEGw6EpVJqgs7oDiE2z89o97B8/evTNzZ7m7d++P9ys5yT3nfM8937Oz85nf/O7ce1JVSJKm3wMm3YAkaTwMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGmGga78k+WaSnyS5q7M8NUklWbPEMVuSbE9yZ5IfJrkqyVMHah6Y5M+TfLv//F9P8uok6dR8JslP++e8Pck/JXl4Z//RSd6f5Lv983wtyWs6+yvJ97p9JlmT5LYkNXCel/Yfn9Q/7oKBfj+f5MUr/Fu9uH/sOwe2n97ffvF+Xv8Pk/wgybVJzk3ywE7NeUnuGfj63LFcn5p+Brrui+dU1YMXF+DWpQqT/CrwBeB64DjgV4BPAP+R5Cmd0o8CTwdOAY4E/hDYBvzVwFOe0z/no4AHA3/R2feu/rbHAkcBpwLfGDj+DuDkzvopwMIK1/sj4EVJNq1QN8w3gBcM/LB7EfC1gbrVXP+RwMOBVwFnAju6wQ98pPv1qaqj96NvTREDXQfLecAXq+q1VbW7qn5YVe8GLgHeBpDk6cDvA2dU1Veqak9VXQ28EHh5kkcNPmlV3QFcDvxGZ/MTgQ9V1UJV/byq/reqPjZw6CX0AnXRi4APrnANdwAXA28c7ZL38l16P8yeBZBkPfBUYPtiwX5e/4+q6jP0fmg9BXj2fvSmRhjoOlieSW/0Oegy4GlJHtSv+VJV3dItqKovAfP0Rq57SfJQ4A+AnZ3NVwNvSfKSJJuX6Ody4Hf60zNHA78NXDHCdbwFOCPJY0aoHfRBfvFD5Mz++X7W2b/q6+/UfBuYo3cdup8y0HVfXJ7kjv5y+Qq1G4DvDNn+HXr/D9ctU7NYt6Gz/u4kdwK397e/orPvFcA/AucANybZmaQ7vQLwU+CfgRfQC9ft/W3LqqrvAu8Fzl+pdohPACclOYrhvxGs5vqHuRVY31l/fufrc0eSq/ajZ00RA133xelVdXR/OX2F2tvpzfcOejjwc3rz10vVLNbd3ll/ZVUdBRxP74fBsYs7quonVfXWqnoC8FB6vwV8tD/N0bU4Yh5luqXrbcCzkjxuFcdQVT8B/hV4HbChqr4wULKa6x/mGGB3Z/2yztfn6Kr63dX0q+ljoOtg+STwvCHbn09vbv3H/ZonJdnYLUhyArAR+PTgwVV1PfBnwAUDLwgu7v8B8Fbgl+i9GNv1n/SC8peBz496IVX1feAvgTePekzHB+m9iHnJkH2rvv5OzUbgCfSuSfdTBroOhAcmOaKzPAB4E/DUJG9Jsj7JkUleQW90/BqAqvok8Cng40l+LclhSZ5Mb/rkPVX19SXO9wHgYfReGCTJ65M8McnhSY4A/pjeC5o3dQ+q3s0AngOcWqu/McA76b2o+dhVHvdZenPlfz24Y3+uP8mDkpxIbz7+v4Adq+xHDTHQdSDcBfyks/xeP4x+C3gc8E16c8JnAM8amHo4A7gK+Pf+8/wDcBF7z5HvparuBt4NvH5xE/D39KYobqUXoM+uqruGHHtDVd2w2gvsj/zfzt5z1qMcV1X1qaravUTJqNf/N0l+CHyP3m8LHwe2VtXPOzUvGPg79LuSPGw1/Wq6xDsWSVIbHKFLUiMMdGkMkrx3yPTGXUneO+nedP/hlIskNWLohygdDBs2bKhNmzZN6vSSNJWuvfba26tqZti+iQX6pk2bmJubm9TpJWkqJfnWUvucQ5ekRhjoktQIA12SGmGgS1IjDHRJasSKgd6/N+NtSb6yxP4keXf/M6evS/Kb429TOvCS7LNI02SUEfrFwNZl9p8MbO4v24D33Pe2pINrqfA21DVNVgz0qvoce39o/qDTgA/2P0XuauDodO7ALk2Tqrp3kabNOObQjwG690Cc72/bR5JtSeaSzO3atWsMp5YkLRpHoA/7nXTo8KaqLqyq2aqanZkZ+s5VSdJ+Gsdb/+fp3R5r0bH0biogTR3nzDXNxjFC3w68qP/XLk8G7qyqpe5cLh2Slpozdy5d02TFEXqSDwMnARuSzANvBNYCVNV76d3D8BRgJ/Bj4CUHqlnpQDK8Ne1WDPSqOmuF/QW8fGwdSRMybLrFkNc08Z2iEnuH+eWXXz50u3Som9jnoUuHosUReVUZ5po6jtClvu7IfNi6dKib2D1FZ2dnyzsW6VCxOBrvfj8M2yZNWpJrq2p22D5H6FJHEq644gqnWzSVDHSJvUfhp59++tDt0qHOF0WlPsNb084RuiQ1whG61OcbizTtHKFLeIMLtcERutQx7M8WpWnhCF2SGmGgS1IjnHKROpxm0TRzhC7hDS7UBkfoUp/hrWnnCF3qW7t2LUnuXdauXTvplqRVMdAlemG+Z88e1q1bx3XXXce6devYs2ePoa6p4pSLBPeG+e7duwHYvXs369evZ2FhYcKdSaNzhC71ffazn112XTrUGehS34knnrjsunSoM9AlYM2aNSwsLLB+/Xquv/76e6db1qxxVlLTw/+tEnDPPfewdu1aFhYWOP7444FeyN9zzz0T7kwanYEu9RnemnYGutTn56Fr2jmHLrF3mL/vfe8bul061BnoUkdVcfbZZzsy11Qy0KW+7sh82Lp0qMukRiKzs7M1Nzc3kXNLgxanVobdscjRug4lSa6tqtlh+xyhSx1JuOiii5w711Qy0CX2HoW/9KUvHbpdOtSNFOhJtia5KcnOJOcO2f+IJFcl+XKS65KcMv5WpQOrqvZZpGmyYqAnOQy4ADgZ2AKclWTLQNnrgMuq6vHAmcDfjrtRSdLyRhmhnwDsrKqbq+pu4FLgtIGaAh7Sf3wUcOv4WpQkjWKUQD8GuKWzPt/f1nUe8MIk88AO4BXDnijJtiRzSeZ27dq1H+1KkpYySqAPe7l/cHLxLODiqjoWOAW4JMk+z11VF1bVbFXNzszMrL5baT90byt3IBdp0kb5LJd5YGNn/Vj2nVI5G9gKUFVfTHIEsAG4bRxNSvfFal/cTOILoppKo4zQrwE2JzkuyeH0XvTcPlDzbeDpAEkeCxwBOKciSQfRioFeVXuAc4Arga/S+2uWG5Kcn+TUftmrgJcl+R/gw8CLyyGOJB1UI318blXtoPdiZ3fbGzqPbwSeNt7WJEmr4TtFJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1IjDHRJaoSBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiNGCvQkW5PclGRnknOXqHl+khuT3JDkQ+NtU5K0kjUrFSQ5DLgAeCYwD1yTZHtV3dip2Qz8KfC0qlpI8rAD1bAkabhRRugnADur6uaquhu4FDhtoOZlwAVVtQBQVbeNt01J0kpGCfRjgFs66/P9bV2PBh6d5AtJrk6yddgTJdmWZC7J3K5du/avY0nSUKMEeoZsq4H1NcBm4CTgLOB9SY7e56CqC6tqtqpmZ2ZmVturJGkZowT6PLCxs34scOuQmiuq6p6q+j/gJnoBL0k6SEYJ9GuAzUmOS3I4cCawfaDmcuB3AZJsoDcFc/M4G5UkLW/FQK+qPcA5wJXAV4HLquqGJOcnObVfdiXw/SQ3AlcBr66q7x+opiVJ+0rV4HT4wTE7O1tzc3MTObe0nCRM6vtCWkmSa6tqdtg+3ykqSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1IjDHRJaoSBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1IjRgr0JFuT3JRkZ5Jzl6l7bpJKMju+FiVJo1gx0JMcBlwAnAxsAc5KsmVI3ZHAK4EvjbtJSdLKRhmhnwDsrKqbq+pu4FLgtCF1bwbeDvx0jP1JkkY0SqAfA9zSWZ/vb7tXkscDG6vqX5Z7oiTbkswlmdu1a9eqm5UkLW2UQM+QbXXvzuQBwLuAV630RFV1YVXNVtXszMzM6F1KklY0SqDPAxs768cCt3bWjwR+HfhMkm8CTwa2+8KoJB1cowT6NcDmJMclORw4E9i+uLOq7qyqDVW1qao2AVcDp1bV3AHpWJI01IqBXlV7gHOAK4GvApdV1Q1Jzk9y6oFuUJI0mjWjFFXVDmDHwLY3LFF70n1vSxpu/fr1LCwsHPDzJMNeOhqvdevWsXv37gN+Ht1/jBTo0qFiYWGBqlq5cAocjB8aun/xrf+S1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1IjDHRJaoSBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0YKdCTbE1yU5KdSc4dsv9PktyY5Lokn0ryyPG3KklazoqBnuQw4ALgZGALcFaSLQNlXwZmq+p44GPA28fdqCRpeWtGqDkB2FlVNwMkuRQ4DbhxsaCqrurUXw28cJxNSovqjQ+B846adBtjUW98yKRbUGNGCfRjgFs66/PAk5apPxv4t2E7kmwDtgE84hGPGLFF6Rfyph9QVZNuYyySUOdNugu1ZJQ59AzZNvQ7KskLgVngHcP2V9WFVTVbVbMzMzOjdylJWtEoI/R5YGNn/Vjg1sGiJM8AXgucWFU/G097kqRRjTJCvwbYnOS4JIcDZwLbuwVJHg/8HXBqVd02/jYlSStZMdCrag9wDnAl8FXgsqq6Icn5SU7tl70DeDDw0ST/nWT7Ek8nSTpARplyoap2ADsGtr2h8/gZY+5LkrRKvlNUkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGjHSHYukQ0mSSbcwFuvWrZt0C2qMga6pUlUH/BxJDsp5pHFzykWSGmGgS1IjDHRJaoSBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjRgp0JNsTXJTkp1Jzh2y/4FJPtLf/6Ukm8bdqCRpeSsGepLDgAuAk4EtwFlJtgyUnQ0sVNWjgHcBbxt3o5Kk5Y0yQj8B2FlVN1fV3cClwGkDNacBH+g//hjw9LTyodWSNCVGCfRjgFs66/P9bUNrqmoPcCfw0MEnSrItyVySuV27du1fx9IqJVnVsj/HOH7RoWCUQB/2P3Xw0/9HqaGqLqyq2aqanZmZGaU/6T6rqoOySJM2SqDPAxs768cCty5Vk2QNcBSwexwNSpJGM0qgXwNsTnJcksOBM4HtAzXbgT/qP34u8OlyyCJJB9WK9xStqj1JzgGuBA4D3l9VNyQ5H5irqu3ARcAlSXbSG5mfeSCbliTta6SbRFfVDmDHwLY3dB7/FHjeeFuTJK2G7xSVpEYY6JLUCANdkhphoEtSIzKpvy5Msgv41kROLi1vA3D7pJuQlvDIqhr6zsyJBbp0qEoyV1Wzk+5DWi2nXCSpEQa6JDXCQJf2deGkG5D2h3PoktQIR+iS1AgDXZIaYaBLfUnen+S2JF+ZdC/S/jDQpV+4GNg66Sak/WWgS31V9Tm805ammIEuSY0w0CWpEQa6JDXCQJekRhjoUl+SDwNfBB6TZD7J2ZPuSVoN3/ovSY1whC5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiP+HwQRL6cE7bdIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAEICAYAAABPgw/pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAR7UlEQVR4nO3df6zd9X3f8efLP6i3pQk2vrAWU4w20hWvizPdIaakSqwSzUQbbFrSmv6ADFYkJOiUZkVETUlKN4mkQ2lDyDa0MJYsicu6rnUjdywJibxOcctFpWntiMljBW5pwgWbNKHxbOP3/jjHcHx87r3fY+718f3wfEhf3fP9fj/n832fK/t1P+dzvt/zTVUhSVr5Vk26AEnS0jDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIGuVy3Jnya5cp59lyQ5nuQTI/ZVkj9Osmpg279K8kD/8eZ+m+/0l28m+XySd8xzrK8kOZTke4a2P5DkSL+Pg0m+kORvDex/T5KXBo5zYvn+Lv0v8Ht5oF//1UPbf7W//T0D2zYl+UyS55O8mOQPkvzDEb+vF/u1PZ/kS0l+fESNh4dex+90qVcrn4Gu5XYdcAjYMU8Qfj+wY5E+zq2q1wFvAr4A/LfBMIRe+AM/AhRwNaf6SL+PC4E/Az45tP+rVfW6oeWZMfqfz/8Grh/oZw3wbuD/DGzbAPwecATYAmwEPgp8Nsm7hvp7U/91/CDwAPDxJB8canPL0Ov4R2PUqxXMQNdyuw74AHAUGBUsHwF+qR90C6qqb1TVrwEfAj48OLLvH2cvvZC7/tRnv9zHd4EHga0d6x+r/xF+B3hLkvX99e3A14BvDLR5L/Ad4Mb+a/xuVX0O+NfA3Uky4nU8V1WfBm4G3p/kvDFfjxpkoGvZJPkRYBOwk16IXjei2W8CfwG8Z4yufxM4n94o9YTrgM/0l3+Q5IJ5avprwLXAgTGO17n/EQ4Du3jlXch1wKeG2rwD+K9VdXxo+4PADwBvXKD/3wbWAJd3rEcNM9C1nK4HfreqDgGfBa5Kcv5QmwJ+Ebij69w0cGIqZANAkrcCFwMPVtWj9KYzfmLoOf8yyQvAt4G3Aj89tP+KJC8MLINTIl36X8ingOuSvAF4G/BbQ/s3An8+4nl/PrB/pKo6CjxH/3fR97Gh1/LLY9SqFcxA17JI8lfozRV/BqCqvgo8xYggrKrd/X03dez+wv7Pg/2f1wP/o6qe669/llOnRf5NVZ0LbAa+y8mje4C9VXXuwPI3BvZ16X9eVfV7wBS9qafP96d9Bj0HfN+Ip37fwP6Rkqzt931wYPPPDr2WX+xaq1Y2A13L5Z8Arwc+keQbSb5BL4hHTbtAL+x+AfirHft+Fni8/4fjx4C3DRznvcCbkrxp+IlV9RTwL4Bf6z93QeP2v4D/DLyPU6dbAL4I/NOhzwToH/dpeh+szuca4BjwB2PUokYZ6Foqa5OsO7EANwL3Az9M7wPIrcBbgK1Jfnj4yVX1FeCPWWDkm+SCJLcAHwTe359z/sfAS8BlA8f5IeB/Ms8fj6r6Ar1pmy7vCMbufx4fozdXvmfEvo/S++P3ySR/vf87vJbeH7ifrxE3LUiyIclPAvcCH66q58eoRY0y0LVUdtObyjixvA341f5ZGyeWR4H/zvyh/QFOngs+4YUkL9IL/HcC766q+/v7rgf+Y1U9NXgs4OPATy5w9syvALcNzNv//RHnof+9V9H/SarqYFV9aVQ498P4rcA6YD/wPPBzwE9X1a8PNf+jJN+h96HuPwfeW1V3DLX5+NDreLRLjVr54h2LJKkNjtAlqREGuvQqJNk3YqrmO/35bemMcspFkhrR6QOd5bBx48bavHnzpA4vSSvSo48++lxVTY3aN7FA37x5MzMzM5M6vCStSEmenG+fc+iS1AgDXZIaYaBLUiMMdElqhIEuSY1YNNCT3J/k2SR/Ms/+JPlYkgNJvpbk7y59mdLyS3LKIq0kXUboD9C7bdZ8rgIu7S83Af/21ZclnVnzhbehrpVk0UCvqj2c/OX5w64BPlU9e4Fzk4z6sn7prLdlyxZWrVrFli1bJl2KNLalmEO/kN6X8J8wyyt3lDlJkpuSzCSZmZubW4JDS0vrnnvu4fDhw9xzzz2TLkUa21IE+qj3pCO/IKaq7quq6aqanpoaeeWqNFHbtm1j7dq1bNu2bdKlSGNbikv/Z4GLBtY38cpNfKUVxTlzrWRLMULfRe+O5klyBfCtqhp1B3PprDXfnLlz6VpJFh2hJ/kc8HZgY5JZevdzXAtQVf+O3q3H3knvllh/Cfyz5SpWWi7btm1j//79rFq1ipdeeonVq1dz/Phxp160okzs+9Cnp6fLb1vU2eK8887j4MFTT+basGEDzz/v/Zd19kjyaFVNj9rnlaISvBzmN998My+88AI333zzSdullcBAl/q2bt3Knj172LBhA3v27GHr1q2TLkkai4Eu9T322GPccMMNfPvb3+aGG27gsccem3RJ0licQ5d45XTFCy64gGeffZbzzz+fb37zmwB4312dTRaaQ5/YLeiks9GJED/xU1pJnHKRpEYY6FJfEh5++GGOHDnCww8/7FWjWnEMdKnvrrvu4tZbb2XdunXceuut3HXXXZMuSRqLH4pKLPwdLn4oqrOJFxZJY9i5c+ekS5BOi4EuDdmxY8ekS5BOi4EuDbj77rt58cUXufvuuyddijQ259AlenPoa9eu5ciRIy9vO+ecczh69Khz6DqreGGR1MHRo0c9VVErmlMuktQIA10asGXLFp588knvVKQVySkXacC+ffu4+OKLJ12GdFocoUsD1q1bx969e1m3bt2kS5HGZqBLUiOccpEGHD58mCuuuGLSZUinxRG6JDXCQJekRhjoErBhw4axtktnIwNdAg4ePMj69etPusHF+vXrOXjw4KRLkzoz0KW+2267jW3btrF27Vq2bdvGbbfdNumSpLH45VwS3uBCK4c3uJCk1wADXZIaYaBLA05Mvfg1ulqJDHRpwIn5cufNtRIZ6NKAVatW8cUvfpFVq/yvoZWn07/aJNuTPJ7kQJLbR+z/gSRfTvKHSb6W5J1LX6q0/I4fP86VV17J8ePHJ12KNLZFAz3JauBe4CrgMuDaJJcNNfsA8GBVvRnYAXxiqQuVJC2sywj9cuBAVT1RVUeAncA1Q20KeH3/8RuAZ5auRElSF10C/ULg6YH12f62QR8CfirJLLAbuHVUR0luSjKTZGZubu40ypWW15o1a076Ka0kXQJ91Plbw6cAXAs8UFWbgHcCn05ySt9VdV9VTVfV9NTU1PjVSsvs2LFjJ/2UVpIugT4LXDSwvolTp1RuBB4EqKqvAuuAjUtRoCSpmy6B/ghwaZJLkpxD70PPXUNtngJ+FCDJD9ELdOdUJOkMWjTQq+oYcAvwEPB1emez7EtyZ5Kr+83eB/xMkj8CPge8p7wyQ5LOqE6f/FTVbnofdg5uu2Pg8X7gLUtbmiRpHF4OJ0mNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1IjDHRJaoSBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhrRKdCTbE/yeJIDSW6fp82PJdmfZF+Szy5tmZKkxaxZrEGS1cC9wDuAWeCRJLuqav9Am0uB9wNvqapDSc5froIlSaN1GaFfDhyoqieq6giwE7hmqM3PAPdW1SGAqnp2acuUJC2mS6BfCDw9sD7b3zbojcAbk/yvJHuTbB/VUZKbkswkmZmbmzu9iiVJI3UJ9IzYVkPra4BLgbcD1wL/Icm5pzyp6r6qmq6q6ampqXFrlSQtoEugzwIXDaxvAp4Z0ea3q+poVf1f4HF6AS9JOkO6BPojwKVJLklyDrAD2DXU5reAbQBJNtKbgnliKQuVJC1s0UCvqmPALcBDwNeBB6tqX5I7k1zdb/YQ8HyS/cCXgZ+vqueXq2hJ0qlSNTwdfmZMT0/XzMzMRI4tDUtGfVTUM6n/I9IoSR6tqulR+7xSVJIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1IjDHRJaoSBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRnQK9CTbkzye5ECS2xdo964klWR66UqUJHWxaKAnWQ3cC1wFXAZcm+SyEe2+F/hZ4PeXukhJ0uK6jNAvBw5U1RNVdQTYCVwzot0vAx8BDi9hfZKkjroE+oXA0wPrs/1tL0vyZuCiqvr8Qh0luSnJTJKZubm5sYuVJM2vS6BnxLZ6eWeyCvgo8L7FOqqq+6pquqqmp6amulcpSVpUl0CfBS4aWN8EPDOw/r3A3wa+kuRPgSuAXX4wKklnVpdAfwS4NMklSc4BdgC7Tuysqm9V1caq2lxVm4G9wNVVNbMsFUuSRlo00KvqGHAL8BDwdeDBqtqX5M4kVy93gZKkbtZ0aVRVu4HdQ9vumKft2199WZKkcXmlqCQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1IjDHRJaoSBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWpEp0BPsj3J40kOJLl9xP6fS7I/ydeSfCnJxUtfqiRpIYsGepLVwL3AVcBlwLVJLhtq9ofAdFX9HeA3gI8sdaGSpIV1GaFfDhyoqieq6giwE7hmsEFVfbmq/rK/uhfYtLRlSpIW0yXQLwSeHlif7W+bz43A747akeSmJDNJZubm5rpXKUlaVJdAz4htNbJh8lPANPAro/ZX1X1VNV1V01NTU92rlCQtak2HNrPARQPrm4BnhhsluRL4BeBtVfX/lqY8SVJXXQL9EeDSJJcAfwbsAH5isEGSNwP/HtheVc8ueZXSq5CMepO59M+vGvnGVTpjFg30qjqW5BbgIWA1cH9V7UtyJzBTVbvoTbG8Dvgv/X/8T1XV1ctYt9RZl6BdKLQNaq0UXUboVNVuYPfQtjsGHl+5xHVJksbklaIS84/CHZ1rJek0QpdeC06EdxKDXCuSI3RJaoSBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIa4feha0XZsGEDhw4dWvbjvNr7kHaxfv16Dh48uOzH0WuHga4V5dChQ83cfOJM/NHQa4tTLpLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRnraoFaU++Hr40BsmXcaSqA++ftIlqDEGulaU/NJfNHUeen1o0lWoJU65SFIjDHRJaoSBLkmNMNAlqRGdAj3J9iSPJzmQ5PYR+78nya/39/9+ks1LXah0QpImlvXr10/6V6nGLHqWS5LVwL3AO4BZ4JEku6pq/0CzG4FDVfU3k+wAPgz8+HIUrNe2M3GGS5JmzqTRa0uXEfrlwIGqeqKqjgA7gWuG2lwD/Kf+498AfjR+N6gknVFdAv1C4OmB9dn+tpFtquoY8C3gvOGOktyUZCbJzNzc3OlVLI1p3KmQ03mO4xedDboE+qh/qcPvR7u0oaruq6rpqpqemprqUp/0qlXVGVmkSesS6LPARQPrm4Bn5muTZA3wBsB7a0nSGdQl0B8BLk1ySZJzgB3ArqE2u4Dr+4/fBTxcDlkk6Yxa9CyXqjqW5BbgIWA1cH9V7UtyJzBTVbuATwKfTnKA3sh8x3IWLUk6Vacv56qq3cDuoW13DDw+DLx7aUuTJI3DK0UlqREGuiQ1wkCXpEYY6JLUiEzq7MIkc8CTEzm4tLCNwHOTLkKax8VVNfLKzIkFunS2SjJTVdOTrkMal1MuktQIA12SGmGgS6e6b9IFSKfDOXRJaoQjdElqhIEuSY0w0KW+JPcneTbJn0y6Ful0GOjSKx4Atk+6COl0GehSX1XtwTttaQUz0CWpEQa6JDXCQJekRhjoktQIA13qS/I54KvADyaZTXLjpGuSxuGl/5LUCEfoktQIA12SGmGgS1IjDHRJaoSBLkmNMNAlqREGuiQ14v8D4SBj7SoBQboAAAAASUVORK5CYII=\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": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAEICAYAAABPgw/pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAATWUlEQVR4nO3df5Bd5X3f8fdHv8D8kJCixQ0gImaCM6Kup+5sGEduJlZtTyFNBZ6QGprEeGDMZFzaZuy2kDp1CGnSEg/xDJSUkFQhuMUY09iRa3XoTCBOicDDUrskwKgjYwVtVVdrSybgSCChb/+4V+rV1d3du2Klu/vk/Zq5s3vOec5zvveCPvvc555zbqoKSdLit2TUBUiS5oeBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0HZNkV5IDSV5Nsj/Jl5Os62tzW5JKcnnf+hVJ7kwy2d3/m0k+PU3fRx//rrvtw90+f6Ovz6u76+/vLq/vLr/a9/hgd/v9/bUl+cEk1f39uZ593khysGf5X/bs855uP/+ir57+4+9KcusMr+Fxz3O2/mf473L0uP+jb/3aJK8n2TWH1/mNnvXfTPK7Sd424FjLhqlNC4uBrn5/v6rOAb4f+L/A3Uc3JAnws8A+4Pq+/X4BGAcuB84FNgFfG9R3z+Pmnm3fAD7YFyQfAv7XgBrP6+vncz3b9gH/etATq6q/fnQf4L8DN/f08Ws9Ta+f5jked3zgGuBfJXn/HJ7nMP1P5+wkb+9Z/ofANwe0m+n4T3ZrXwW8DzgAPNPXrxYpA10DVdVB4BHgsp7VPwpcAPxT4NokK3q2/TDwharaUx27quqBORzyW8CfAn8XIMkaYCOwdY6l/x7wjiQ/Nsf96B73LDpB/Y+AS5OMT9e2qiaA54C/eSr6H+AzHP9H4EPAXF7jY6rqjar6RlV9FPgKcNvJ9KOFxUDXQN3g+SDwVM/q64EvAUdHxD/Rs+0p4GNJPprkb3RH83P1AJ2QArgW+APgtTn28ZfArwG/ehLHB/hJ4FXg88CjPfWcIMm7gLcDO09F/wP8Rzp/SJcm2UDnndBX57D/dH6fzh9rLXIGuvp9Mcl3gb8A3g98Co4F/E8BD1bVITqj997R4r8B7gB+GpgA/neS/imFLyb5bs/jI33bvwC8J8kqZh59fruvnw19238LuDjJlXN54l3XA5+rqjeAB4HrkiwfcPwDwJPAbwJf7Ns+0/Mcpv/pTAI76EyVXM/0r89sr3O/PcCaIWvQAmagq9/VVXUecAZwM/CVJH8N+ABwGNjWbfefgCuTjMGxt/D3VNW7gfPojJC39IXt1VV1Xs/jt3sPXFUHgC8Dvwisrao/mabGtX39vNDXz2vAr3QfQ79TSOcD4E3d5waddwhnAn+v//jAOcA/A94D9AfywOc5h/5n8gDwYeA6OiP2QWZ8nQe4kM6cvhY5A10DdQP694E3gL9NZ0R4DvBSkm/RmTJYTidY+vc9UFX3APs5fg5+GA8AH6czX/xm/C6dD/4+MId9fpbOv4kvdZ/ji3QC94Rpke7rcydwEPjofPc/g/9M5w/Ai1X153PYbyYfoPMhsRY5T03SQN058M3AauD/AO8FrgSe7Wn283SC/q4kPw98nc6c7iE6Uy/ncuKZLrP5Cp2pnrnud5yqOpzkNuCuOez2IeCXgXt71l0OfD7J902zz78F7ktyb/eD5JPuv6q+M1uBVfW9JH+Hzh/Lk5ZkKXAx8DE67zJ+5M30p4XBEbr6fSnJq3Tm0H+VTmD/KPD1qvpvVfWtow86YfmO7ilvB4A76Zyt8m06Z3H8ZFW92N93z+ML/QfvniHzh1U10xTAd/v6+dg07T5L54/RrLofcK4H7ul9jlW1lc6Hnie8E+n6Mp1w7Z2nPuF5von+T1BVE1X1jRmazPQ6/0jPf98/AlYCP1xVfzrs8bVwxW8skqQ2OEKXpEYY6NICkOSnc+ItDV5N8tyoa9Pi4ZSLJDViZGe5rF27ttavXz+qw0vSovTMM898u6rGBm0bWaCvX7+eiYmJUR1ekhalJNNef+AcuiQ1wkCXpEYY6JLUCANdkhphoEtSI2YN9CRbkuxN8mfTbE+Su5LsTPJskr81/2VKp16SEx7SYjLMCP1+4IoZtl8JXNp93AT8+zdflnR6TRfehroWk1kDvar+mJlvfn8V8ED3LnlPAecl+f75KlA6nR577DFef/11HnvssVGXIs3ZfMyhXwjs7lme7K47QZKbkkwkmZiampqHQ0vza9OmTSxfvpxNmzaNuhRpzuYj0Ae9Jx14g5iquq+qxqtqfGxs4JWrkqSTNB+X/k8C63qWL6LzpbPSouOcuRaz+RihbwU+1D3b5V3Ay1U11LfESAvFgw8+OKf10kI0zGmLnwWeBH4oyWSSG5P8XJKf6zbZRufLbncCv83wX5grLRjbt2+f03ppIRrZ/dDHx8fLuy1qoTg61bJx40YeeeQRrrnmmmNh7ncGaCFJ8kxVjQ/aNrLb50oLzfnnn88zzzzDBRdcwBlnnMH555/P3r17R12WNDQDXerau3cvS5cuBeDw4cOGuRYd7+Ui9XjjjTeO+yktJga6JDXCQJe6jk63TLcsLXQGutR15MgR7rzzTr73ve9x5513cuTIkVGXJM2Jpy1KzHyFqKctaiGZ6bRFR+gSsG7dujmtlxYiA11i+lG4o3MtJga6BExOTs5pvbQQGehSj82bNzM1NcXmzZtHXYo0Z14pKnUl4dlnn+Wtb30rF198MUmcctGi4ghd6qoqdu/ezZEjR9i9e7dhrkXHQJd6rFixgiVLlrBixYpRlyLNmVMuUo8DBw4c91NaTByhS11r166dcVla6Ax0CVizZg379u077tL/ffv2sWbNmlGXJg3NQJeAs846i5UrV3L33XdzzjnncPfdd7Ny5UrOOuusUZcmDc1Al4A9e/Zw1113cfbZZ5OEs88+m7vuuos9e/aMujRpaAa6BGzYsIEdO3Yct27Hjh1s2LBhRBVJc2egS8CmTZu44447uOGGG3jllVe44YYbuOOOO9i0adOoS5OGZqBLwOOPP84tt9zCli1bOPfcc9myZQu33HILjz/++KhLk4bm/dAlOt9OdPDgQZYvX35s3aFDhzjzzDP9flEtKN4PXZrFhg0beOKJJ45b98QTTziHrkXFK0Ul4BOf+ARXX301Bw4c4NChQyxfvpy3vOUt3HvvvaMuTRqaI3QJ2L59O6+88sqx7xE9cuQIr7zyCtu3bx9xZdLwnEOXgOXLl3PGGWcwNjbGSy+9xMUXX8zU1BSvvfYahw4dGnV50jHOoUuzOHz4MMuWdWYgjw5yli1bxuHDh0dZljQnzqFLXS+//DIvv/wyALt27RptMdJJcIQuSY0w0KUeS5cuPe6ntJgMFehJrkiyI8nOJLcO2H5xkseTfC3Js0l+fP5LlU69devWkYR169aNuhRpzmYN9CRLgXuAK4HLgOuSXNbX7BeBh6vqncC1wG/Od6HS6bBr1y6qyjl0LUrDjNAvB3ZW1YtV9TrwEHBVX5sCVnZ/XwV4z1FJOs2GCfQLgd09y5Pddb1uA34mySSwDfjHgzpKclOSiSQTU1NTJ1GudGosWTL4n8J066WFaJj/WzNgXf/VSNcB91fVRcCPA59JckLfVXVfVY1X1fjY2Njcq5VOkaNXiB4N8KM/j66XFoNhAn0S6P2E6CJOnFK5EXgYoKqeBM4E/IZdLTq9l/5Li80wgf40cGmSS5KsoPOh59a+Ni8B7wVIsoFOoDunokXnzDPPPO6ntJjMGuhVdRi4GXgUeIHO2SzPJbk9yeZus48DH0nyP4HPAh+uUd0kRnoTDh48eNxPaTEZ6tL/qtpG58PO3nWf7Pn9eeDd81uadPotWbKEI0eOHPspLSZ+hC/1cA5di5mBLkmNMNAlqREGutRj9erVx/2UFhMDXepKwqpVq1iyZAmrVq0iGXRNnbRw+QUXUlfvTbm8OZcWI0foktQIA12SGmGgS1IjDHRJaoSBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrrUY+PGjezZs4eNGzeOuhRpzrwfutRj+/btXHDBBaMuQzopjtAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjRgq0JNckWRHkp1Jbp2mzT9I8nyS55I8OL9lSpJmM+uVokmWAvcA7wcmgaeTbK2q53vaXAr8AvDuqtqf5PxTVbAkabBhRuiXAzur6sWqeh14CLiqr81HgHuqaj9AVe2d3zIlSbMZJtAvBHb3LE921/V6G/C2JH+S5KkkVwzqKMlNSSaSTExNTZ1cxZKkgYYJ9AxYV33Ly4BLgfcA1wG/k+S8E3aquq+qxqtqfGxsbK61SpJmMEygTwLrepYvAvYMaPMHVXWoqr4J7KAT8JKk02SYQH8auDTJJUlWANcCW/vafBHYBJBkLZ0pmBfns1BJ0sxmDfSqOgzcDDwKvAA8XFXPJbk9yeZus0eB7yR5Hngc+OdV9Z1TVbQk6USp6p8OPz3Gx8drYmJiJMeW+iWDPirqGNW/EWmQJM9U1figbV4pKkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1IjDHRJaoSBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSI4YK9CRXJNmRZGeSW2dod02SSjI+fyVKkoYxa6AnWQrcA1wJXAZcl+SyAe3OBf4J8NX5LlKSNLthRuiXAzur6sWqeh14CLhqQLtfAX4dODiP9UmShjRMoF8I7O5ZnuyuOybJO4F1VfVfZuooyU1JJpJMTE1NzblYSdL0hgn0DFhXxzYmS4BPAx+fraOquq+qxqtqfGxsbPgqJUmzGibQJ4F1PcsXAXt6ls8F3g78UZJdwLuArX4wKkmn1zCB/jRwaZJLkqwArgW2Ht1YVS9X1dqqWl9V64GngM1VNXFKKpYkDTRroFfVYeBm4FHgBeDhqnouye1JNp/qAiVJw1k2TKOq2gZs61v3yWnavufNlyVJmiuvFJWkRhjoktQIA12SGmGgS1IjDHRJaoSBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1IjDHRJaoSBLkmNGCrQk1yRZEeSnUluHbD9Y0meT/Jskj9M8gPzX6okaSazBnqSpcA9wJXAZcB1SS7ra/Y1YLyq3gE8Avz6fBcqnawksz7e7P6z9SGdDsOM0C8HdlbVi1X1OvAQcFVvg6p6vKr+srv4FHDR/JYpnbyqmvXxZvefrQ/pdBgm0C8EdvcsT3bXTedG4L8O2pDkpiQTSSampqaGr1KSNKthAn3Qe8mBw5EkPwOMA58atL2q7quq8aoaHxsbG75K6RSbboTtyFuLybIh2kwC63qWLwL29DdK8j7gE8CPVdVr81OedPocDe8kBrkWpWFG6E8Dlya5JMkK4Fpga2+DJO8EfgvYXFV7579MSdJsZg30qjoM3Aw8CrwAPFxVzyW5PcnmbrNPAecAn0/y9SRbp+lOknSKDDPlQlVtA7b1rftkz+/vm+e6JElz5JWiktQIA12SGmGgS1IjDHRJaoSBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWrEUDfnkhaKNWvWsH///lN+nNPxHaGrV69m3759p/w4+qvDQNeisn///ma+fMIvltZ8c8pFkhphoEtSIwx0SWqEgS5JjTDQJakRnuWiRaV+aSXctmrUZcyL+qWVoy5BjTHQtajkl/+iqdMW67ZRV6GWOOUiSY0w0CWpEQa6JDXCQJekRvihqBadVu6Bsnr16lGXoMYY6FpUTscZLkmaOZNGf7U45SJJjTDQJakRBrokNcJAl6RGDBXoSa5IsiPJziS3Dth+RpLPdbd/Ncn6+S5UkjSzWQM9yVLgHuBK4DLguiSX9TW7EdhfVT8IfBq4Y74LlSTNbJgR+uXAzqp6sapeBx4CruprcxXwe93fHwHem1ZOFpakRWKYQL8Q2N2zPNldN7BNVR0GXga+r7+jJDclmUgyMTU1dXIVS3OUZE6Pk9nH8YsWgmECfdD/qf1XXQzThqq6r6rGq2p8bGxsmPqkN62qTstDGrVhAn0SWNezfBGwZ7o2SZYBq4B981GgJGk4wwT608ClSS5JsgK4Ftja12YrcH3392uAx8ohiySdVrPey6WqDie5GXgUWApsqarnktwOTFTVVuA/AJ9JspPOyPzaU1m0JOlEQ92cq6q2Adv61n2y5/eDwE/Nb2mSpLnwSlFJaoSBLkmNMNAlqREGuiQ1IqM6uzDJFPDnIzm4NLO1wLdHXYQ0jR+oqoFXZo4s0KWFKslEVY2Pug5prpxykaRGGOiS1AgDXTrRfaMuQDoZzqFLUiMcoUtSIwx0SWqEgS51JdmSZG+SPxt1LdLJMNCl/+9+4IpRFyGdLANd6qqqP8Zv2tIiZqBLUiMMdElqhIEuSY0w0CWpEQa61JXks8CTwA8lmUxy46hrkubCS/8lqRGO0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1IjDHRJasT/A7rVeKeG+DqyAAAAAElFTkSuQmCC\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": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAEICAYAAABPgw/pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAASe0lEQVR4nO3de5Cd913f8fcnFm4GcjUSF1u25FpKQGEaO14MplDCbXxpYtGSBnuU4IAn+gPUzIRMmEAqJ7WnHQgFA4NT10AmcS52HEpixWMqWkgaksbUuxBCJI+ZjcnWi5LxxhahuTqi3/6xz5pnj87unpXO6uzz+P2aeWb2uX93R/rsb7/nd56TqkKS1H1Pm3QBkqTxMNAlqScMdEnqCQNdknrCQJeknjDQJaknDHRJ6gkDXZJ6wkDXaUvymSRfSfLF1vLbSV6V5KMrnPPhJF8dOOeDSc5LciLJRUPOeX+S/9RaT5KHkxwdOO5I65r/MHCfX2qO2Z7k3UkeS/KlJP87yUsGrlPNvi8m+dskv57krNb+FyT5oyTHk/xdkpkkV6/xs3pxc90/GNj+wmb7h1e4/9LyC82+Nyf5epL/2yx/3fzMv33gXvOr1aN+MdA1Li+tqme0lgMjnHNg4JyXVtXfAn8MvLJ9YJJzgKuBd7Q2/wvgW4B/muS7lzZW1QuWrgn86cB9/mNzrY8CTwAvALYCtwDvSfKygRpf2FznB4GfBH6mte+DwH8HvrWp4zXA34/wfS8A35fkm1vbrgf+esixLxz4Gb2lte+9VfVM4BzgXwHfBsy0Q11PLQa6NqN3MBDowLXAkar6q9a264F7gPuar0f1WuCLwA1V9bmq+kpV3Qn8B+DXkmTwhKqaBT4GXAyQZCtwIfA7VfVEs3ysqob+RTLgCeADzfdEM+p/OfDudXwP7dq+XlVHWPyFswC87lSuo+4z0LUZvR/YmuT7W9teCdyxtJLkG4GXsRiC7wauTXL2iNf/MeC/VtX/G9h+N3AB8LzBE5J8B/ADwGyz6bHm63cl+fEk3zrivZfcAfxU8/UVwBHg2DqvsUxV/QOLv+B+4HSuo+4y0DUuH2j6yEvLq0c457cGzrkZoKq+AryPJvCS7AYuBd7TOvdfA18D/gi4F9gC/MsRa90KfHbI9s+29i/58yRfAh4EPgy8tamxgB8CPgP8GvDZJB9pal1TVf0v4Jwkz2fx+7xjhUP/fOBndMUalz7GYgtGT0EGusblx6vqOa3ld0Y45zUD5xxs7XsH8PIkT2dxdP7fqurR1v7rgbur6kRVfQ34A0Zvu3weGNZn/vbW/iUvAp7BYjvje4BvWtpRVfNVdaCqLgJ2AF9i5WAe5p3AARZ/Mbx/hWNeNPAzOrzGNc8DHl9HDeoRA12bUlX9KYttjb3AK1jebtkO/DDwiiSfS/I5FtsvVze97bX8D+Ankgz++3858AgDL07WoruBjwM3rlDvI8CtwHeNcP8l7wR+Frivqr68jvOGar6fl7L4QrCeggx0bbQkeXp7Wce5dwC/AjyHxRklS17JYug+n8UXKS9mse89D1w3wnVvAZ4F/F6Sb2vqug54I/D6WvlDAn4Z2N+c89wk/z7JriRPa36R/Axw/6jfXFX9DYuzZ9446jnDJPmGJN8J3MniTJdfP53rqbsMdI3LBwfmSy+1EL4P+Ep7SbKl2ffbA+fMDFzzDhZfpHxv01ZZcj3w1maGypMLcBsjtF2q6jHg+4GnA0dZ/Evg54FXVtV7Vznvr4D/CbyexZkqO1kc7f898CkWe/qvWuv+A9f8aFWt9mLoXw78jH6jte8nk3wR+DvgUPN9XLrG9dRj8ROLJKkfHKFLUk8Y6NKYJfmlgTbJ0vKHk65N/WbLRZJ6Ysvah2yMrVu31s6dOyd1e0nqpJmZmc9X1bZh+yYW6Dt37mR6enpSt5ekTkoyt9I+e+iS1BMGuiT1hIEuST1hoEtSTxjoktQTawZ6krcleTTJp1bYnyS/lWQ2ySeTvGj8ZUobL8lJi9Qlo4zQ3w5cucr+q4DdzbIf+M+nX5Z0Zq0U3oa6umTNQK+qj7D6A/P3Anc0z4y+H3iOH1KrrqqqJxepa8bRQz+PxQ8FWDLfbDtJkv1JppNMLywsjOHWkqQl4wj0YX+TDh3eVNXtVTVVVVPbtg1956ok6RSN463/88D5rfXtnOanl0uTYs9cXTaOEfoh4Kea2S7fC3yhqoZ9orq0aa3UM7eXri5Zc4Se5E7gxcDWJPPAm4BvAKiq24D7gKuBWeDLwE9vVLHSRjK81XVrBnpVrfqhu80H6v7c2CqSJmRYu8WQV5f4TlGJ5WF+0UUXDd0ubXYTex66tBm1R+SGubrGEbrUaI/Mh61Lm52BLjU+/elPr7oubXYGutSShF27dtluUScZ6BLLe+ftkbmzXNQlvigqNQxvdZ2BLjWch66us+UisTzM3/Wudw3dLm12BrrUUlXs27fPkbk6yUCXGu2R+bB1abPLpEYiU1NTNT09PZF7S4NWa604WtdmkmSmqqaG7XOELg245ZZbJl2CdEoMdGnAa1/72kmXIJ0SA11qzM3NLfuQ6Lm5uUmXJK2L89Clxo4dOyZdgnRaHKFLA/bs2TPpEqRTYqBLA44ePTrpEqRTYqBLjYsvvnhZD/3iiy+edEnSuhjoUuMTn/jEquvSZmegSy1JuOSSS3yGizrJQJdY/m7Q9sjcd4mqS5y2KDUMb3WdgS41fB66us6Wi8TyMD948ODQ7dJmZ6BLLVXFTTfd5MhcnWSgS432yHzYurTZ+Tx0iX9srbT/PwzbJk2az0OXRpSEG2+80d65OslAl1g+Cr/55puHbpc2O6ctSg3DW1030gg9yZVJHkoym+QNQ/ZfkORDSf4iySeTXD3+UqWNleSkReqSNQM9yVnArcBVwB7guiSDD4z+d8DdVXUJcC3w1nEXKm2klcLbUFeXjDJCvwyYraqHq+oJ4C5g78AxBTyr+frZwLHxlSidOe3H50pdM0qgnwc80lqfb7a1vRl4RZJ54D7g3w67UJL9SaaTTC8sLJxCuZKklYwS6MP+5hwcvlwHvL2qtgNXA+9MctK1q+r2qpqqqqlt27atv1ppg9k/V5eNEujzwPmt9e2c3FK5AbgboKo+Djwd2DqOAiVJoxkl0B8Adie5MMnZLL7oeWjgmP8D/AhAku9kMdDtqUjSGbRmoFfVCeAAcBh4kMXZLEeS3JTkmuaw1wGvTvKXwJ3Aq8pXldQxMzMzy14UnZmZmXRJ0rr4LBeJ1acnOjbRZuKzXKR1uOKKKyZdgnRKDHRpwOHDhyddgnRKDHSpsW/fvmU99H379k26JGld7KFL2ENXd9hDl9Zh797BJ1tI3WCgSwPuueeeSZcgnRIDXWrMzc0t66HPzc1NuiRpXfyAC6mxY8eOSZcgnRZH6JLUEwa6JPWELReppT1F0UfoqmscoUtSTzhCl1oclavLHKFLrPxuUN8lqi4x0CWpJwx0ieWtli1btgzdLm129tClFme5qMscoUuN9sh82Lq02fkvVmqcOHHCUbk6zRG6JPWEgS5JPWGgS41jx44te3zusWPHJl2StC720KXGueeeO+kSpNPiCF2SesJAl6SesOUitfjGInWZgS61GOLqMlsuktQTBrok9YSBLjWch66uGynQk1yZ5KEks0nesMIxL09yNMmRJO8Zb5nSxjv33HNJ8uTivHR1zZoviiY5C7gV+DFgHnggyaGqOto6Zjfwi8A/r6rjSb5lowqWJA03ygj9MmC2qh6uqieAu4C9A8e8Gri1qo4DVNWj4y1TkrSWUQL9POCR1vp8s63tecDzknwsyf1Jrhx2oST7k0wnmV5YWDi1iqUN1O6hS10zSqAPm5g7+K99C7AbeDFwHfC7SZ5z0klVt1fVVFVNbdu2bb21Shuu3UOXumaUQJ8Hzm+tbwcGX/6fB+6pqq9X1d8AD7EY8JKkM2SUQH8A2J3kwiRnA9cChwaO+QDwQwBJtrLYgnl4nIVKkla3ZqBX1QngAHAYeBC4u6qOJLkpyTXNYYeBx5IcBT4EvL6qHtuooqWNMDc3t6yHPjc3N+mSpHXJpF78mZqaqunp6YncWxq0Ws/cF0i1mSSZqaqpYft8p6gk9YSBLkk94eNzpRafh64uM9ClFkNcXWbLRZJ6wkCXpJ4w0KXGzMzMsnnoMzMzky5JWhd76FLj0ksvnXQJ0mlxhC5JPWGgS1JP2HKRWpyHri4z0KUWQ1xdZstFknrCQJeknjDQpca99967bB76vffeO+mSpHWxhy41XvKSl0y6BOm0OEKXpJ4w0CWpJ2y5SC3OQ1eXGehSiyGuLrPlIkk9YaBLUk8Y6FLjtttuWzYP/bbbbpt0SdK6pP0i0Jk0NTVV09PTE7m3NGi13vmk/o9IwySZqaqpYfscoUtSTxjoktQTTluUWpyHri4z0KUWQ1xdZstFknrCQJeknjDQpcbBgweXzUM/ePDgpEuS1mWkeehJrgR+EzgL+N2q+uUVjnsZ8D7gu6tq1UnmzkPXZuI8dHXFac1DT3IWcCtwFbAHuC7JniHHPRN4DfBnp1euJOlUjNJyuQyYraqHq+oJ4C5g75DjbgbeAnx1jPVJkkY0SqCfBzzSWp9vtj0pySXA+VW16ocwJtmfZDrJ9MLCwrqLlTZau4cudc0ogT6sufjkv/YkTwNuAV631oWq6vaqmqqqqW3bto1epXSGJHlykbpmlECfB85vrW8HjrXWnwl8F/DhJJ8Bvhc4lGRo016StDFGCfQHgN1JLkxyNnAtcGhpZ1V9oaq2VtXOqtoJ3A9cs9YsF0nSeK0Z6FV1AjgAHAYeBO6uqiNJbkpyzUYXKJ0pl19++bIe+uWXXz7pkqR18XnoEs5DV3f4PHRJegow0CWpJ3x8rtTi89DVZQa61GKIq8tsuUhSTxjoktQTBrrU2LVr17J56Lt27Zp0SdK62EOXGrOzs/bQ1WmO0CWpJwx0SeoJWy5Si/PQ1WWO0CWpJxyhSy2OytVljtAlVn6iok9aVJc4Qlfvnc6oez3nGv6aNANdvbfeoE1iOKuTbLlIUk8Y6JLUEwa6JPWEgS5JPWGgS1JPGOiS1BMGuiT1hIEuST1hoEtSTxjoktQTBrok9YSBLkk9YaBLUk8Y6JLUEyMFepIrkzyUZDbJG4bs//kkR5N8MskfJ9kx/lIlSatZM9CTnAXcClwF7AGuS7Jn4LC/AKaq6p8Bvw+8ZdyFSpJWN8oI/TJgtqoerqongLuAve0DqupDVfXlZvV+YPt4y5QkrWWUQD8PeKS1Pt9sW8kNwB8O25Fkf5LpJNMLCwujVylJWtMogT7sQxWHfj5XklcAU8CvDttfVbdX1VRVTW3btm30KiVJaxrlM0XngfNb69uBY4MHJflR4I3AD1bV18ZTniRpVKOM0B8Adie5MMnZwLXAofYBSS4B/gtwTVU9Ov4yJUlrWTPQq+oEcAA4DDwI3F1VR5LclOSa5rBfBZ4BvC/JJ5IcWuFykqQNMkrLhaq6D7hvYNuNra9/dMx1SZLWyXeKSlJPGOiS1BMGuiT1hIEuST1hoEtSTxjoktQTBrok9YSBLkk9YaBLUk8Y6JLUEyO99V/aLM455xyOHz++4fdJhj01erye+9zn8vjjj2/4ffTUYaCrU44fP07V0Mfxd86Z+KWhpxZbLpLUEwa6JPWEgS5JPWGgS1JPGOiS1BMGuiT1hIEuST1hoEtSTxjoktQTBrok9YSBLkk9YaBLUk8Y6JLUEwa6JPWEgS5JPWGgS1JPGOiS1BMGuiT1hIEuST0xUqAnuTLJQ0lmk7xhyP5/kuS9zf4/S7Jz3IVKkla3ZqAnOQu4FbgK2ANcl2TPwGE3AMerahdwC/Ar4y5UkrS6UUbolwGzVfVwVT0B3AXsHThmL/CO5uvfB34kfqS5JJ1RW0Y45jzgkdb6PPA9Kx1TVSeSfAH4ZuDz7YOS7Af2A1xwwQWnWLKeyupNz4I3P3vSZYxFvelZky5BPTNKoA8badcpHENV3Q7cDjA1NXXSfmlNb/7CpCuQNq1RWi7zwPmt9e3AsZWOSbIFeDbw+DgKlCSNZpRAfwDYneTCJGcD1wKHBo45BFzffP0y4E+qyhG4JJ1Ba7Zcmp74AeAwcBbwtqo6kuQmYLqqDgG/B7wzySyLI/NrN7JoSdLJRumhU1X3AfcNbLux9fVXgX8z3tIkSevhO0UlqScMdEnqCQNdknrCQJeknsikZhcmWQDmJnJzaXVbGXiXs7SJ7KiqbcN2TCzQpc0qyXRVTU26Dmm9bLlIUk8Y6JLUEwa6dLLbJ12AdCrsoUtSTzhCl6SeMNAlqScMdKmR5G1JHk3yqUnXIp0KA136R28Hrpx0EdKpMtClRlV9BD9pSx1moEtSTxjoktQTBrok9YSBLkk9YaBLjSR3Ah8Hnp9kPskNk65JWg/f+i9JPeEIXZJ6wkCXpJ4w0CWpJwx0SeoJA12SesJAl6SeMNAlqSf+P5lC8RP5WHbgAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAEICAYAAABPgw/pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAS10lEQVR4nO3df7DldV3H8edrV7AmBMS9ZbHgMoXFzk5BXcmMRjJUcIaLTYpQuYCOjBY4k/aDfiFiP236MWwkUcECUyA4pWuuAwmmaeJwmchcVpoNK+6QeVFCSnFh990f5+z63cO5955799w953x5Pma+s/f7+X7O97zvnbOv+7mf8znfb6oKSdLkWzPqAiRJw2GgS1JLGOiS1BIGuiS1hIEuSS1hoEtSSxjoktQSBroktYSBroOS5N+TfC3J/za2P05yYZJK8gs9/eeSnJ7kmkb/3UmebOx/OMmG7uP3tf17kssWqOHvkzya5Nk97Vu75zi10fZdSaqn3yuTfDzJ40nmk3wsyUz32IVJ9vR8f/+b5Du6x09L8o9JHkvy5SSfTPKiJX5m+342f9DT/upu+9bufu/PYN/2usb3t7tb9+NJPpvkt5Mc1fNcn1isHrWHga5hOLuqjmhsl3Tbvwz8UpIjex9QVW/e1x/4LeC9jcef1eh6dLfPa4BfT/Ly5nmSbAB+BChgpk9tXwZ+Y6HCk7wGuA24EVgPfBtwOXB2o9uner6/I6rq4e739bfAFuAY4FjgncDXF3q+hn8DXpfkWY22zcC/9ul7dM9zv7dx7N1V9RxgCrgIeDHwySTfMkANahkDXatpJ/Ap4OcO9kRVNQvsAE7uObQZuBvYClzQ56E3AN+b5KW9B5IE+APgXVX151X1WFXtraqPVdWbBijrhd3abq6qPVX1taq6o6o+M8BjvwD8C/DKbi3HAC8Btg3w2Kepqieq6h46v9SeRyfc9QxjoGu1/Trwc93AWrEkLwY2Abt6Dm0G/rK7vTLJt/Uc/yqdvwB+s89pvxs4DnjfCsv6V2BPkhuSnJXkuct8/I106gc4D/gAg43uF1RVjwN/R+evFj3DGOgahvcn+Z/Gtn90W1X3AXcAv7TCcz+S5Gt0Rvp/Arx/34EkpwEvAG6tqnvpTGP8ZJ9z/ClwfJKzetqf1/33v5ao4cU939+/AVTVV4DT6Ez3/Bkwn2Rbn18qC/kb4PTunPdmOgHfzyM9z3/SEud9mM4UkJ5hDHQNw6ur6ujG9mc9xy8H3pLk+Ss49zrgCODngdOBwxrHLgDuqKpHuvt/RZ9pl6r6OvCu7pbGoS91//32JWq4u+f7+87GuXdW1YVVtZ7OXxDfAfzRIN9YVX0N+BDwa8C6qvrkAl3X9Tz/ziVOfSyd9w70DGOga9VV1eeAvwZ+ZYWP31NVvw88AfwMQJJvBs4FXprkC0m+QGeu/vuSfF+f01wPHAX8eKPtAeAh4CdWUlefOj9HZy5/0zIediPwduCmYdSQ5AjgDOAfhnE+TRYDXYfKO+m8UXf0QZzjd4BfTPJNwKuBPcBGOm+UngycRCfINvc+sKqeAq6gMfVTnZsBvI3O6pmLkhyZZE13KeK1SxWT5HuSvD3J+u7+ccD5dN6kHdTHgJfTWSmzYkmeneQH6ExJPUrnF5ieYQx0DcMHe9ZJ/01vh6r6PJ1R6MEsp/sQnbB6E52pleur6j+r6gv7NuCPgZ/qWQ64z830zJdX1fuA1wFvoDP3/N90ljl+oNHth/qsBX8R8Djwg8Cnk/wfnSD/LJ0R90Cq486qWmyK5H96nvttjWO/mORxOlMsNwL3Ai+pqv8btAa1R7xjkSS1gyN0SWoJA11aBTnw0gbN7ZpR16b2cspFklqi3xtHh8S6detqw4YNo3p6SZpI99577yNVNdXv2MgCfcOGDczOzo7q6SVpIiX5j4WOOYcuSS1hoEtSSxjoktQSBroktYSBLkktsWSgJ7kuyReTfHaB40lyVZJdST6T5PuHX6a0+pI8bZMmySAj9K3AmYscPws4sbtdDLzn4MuSDq2FwttQ1yRZMtCr6uMsfrH8c4Abu1eNuxs4OslSNwyQxlJV7d+kSTOMOfRj6dwkYJ+5btvTJLk4yWyS2fn5+SE8tSRpn2EEer+/SfsOb6rq2qqarqrpqam+n1yVJK3QMD76P0fnzun7rKdzowBp4jhnrkk2jBH6NmBzd7XLi4HHqmqpu6hLY2WhOXPn0jVJlhyhJ7mZzt3W1yWZA95B987rVXUNsB14FbAL+Cqd+0ZKkg6xJQO9qs5f4ngBPzu0iqQRaE61XHXVVbz1rW/d3+4oXZPCT4pKDVXFpZdeaohrIhnoUtdVV1216L407kZ2C7rp6enyBhcaF/umXJr/H/q1SaOW5N6qmu53zBG61JCELVu2uHxRE8lAlzhwFL7vDdHedmncGeiS1BIGusSByxa3bt3at10adwa61FBVXHDBBU61aCIZ6FJXc2Teb18ady5blHDZoiaHyxalASXhhhtucO5cE8lAlzhwFH7hhRf2bZfGnYEuSS1hoEscuDzx7LPP7tsujbth3LFIao1+b4pKk8IRutTVHJn325fGncsWJVy2qMnhskVpQEmYmZlxukUTyUCXOHAU/sEPfrBvuzTuDHRJagkDXeIb8+Vr1qzhIx/5CGvWrDmgXZoELluUutasWcOePXsA2LNnD2vXrmXv3r0jrkoanCN0qeuOO+5YdF8adwa61PWKV7xi0X1p3BnoUtfevXtZu3Ytd955p9MtmkjOoUt0licmYe/evZxxxhkHtEuTwhG6xIGrWS666KK+7dK4M9Clhqriuuuuc2SuiWSgS13NkXm/fWnceXEuCS/OpcnhxbmkASXhDW94g3PnmkgDBXqSM5M8kGRXksv6HD8+yUeT/FOSzyR51fBLlVZPcxR+/fXX922Xxt2SgZ5kLXA1cBawETg/ycaebr8G3FpVpwDnAX8y7EIlSYsbZIR+KrCrqh6sqt3ALcA5PX0KOLL79VHAw8MrUVp9zSmWN7/5zX3bpXE3SKAfCzzU2J/rtjVdAfx0kjlgO3BpvxMluTjJbJLZ+fn5FZQrra6q4j3veY9TLZpIgwR6vyFK76v9fGBrVa0HXgXclORp566qa6tquqqmp6amll+ttIqaI/N++9K4GyTQ54DjGvvrefqUyhuBWwGq6lPANwHrhlGgdKhcc801i+5L426QQL8HODHJCUkOp/Om57aePv8J/BhAkpPoBLpzKpo4SXjLW97i3Lkm0pKBXlVPAZcAtwM76axm2ZHkyiQz3W5vB96U5J+Bm4ELy0lITZDmy7U5MvdlrEky0NUWq2o7nTc7m22XN76+H/jh4ZYmSVoOPykqceDyxNe+9rV926Vx5/XQpYZ+13KRJoUjdKmrOTLvty+NO6+2KOHVFjU5vNqiNKAknHvuuU63aCIZ6BIHjsJvu+22vu3SuDPQJaklDHSJA1e0vP71r+/bLo07A11qqCpuvPFGp1o0kQx0qas5Mu+3L407ly1KuGxRk8Nli9KAkrB582bnzjWRDHSJA0fhN910U992adwZ6JLUEga6xMLLE5160STxaotSg1db1CRzhC5JLWGgS1JLOOUiNTjNoknmCF1i4eWJLlvUJDHQJQ4cmZ988sl926Vx55SL1OAqF00yR+hSV3Nk3m9fGncGutR13333LbovjTsDXWpIwimnnOJ0iyaSgS5x4Nx5c2TuKhdNEgNdklrCQJfw4lxqB5ctSg0uW9Qkc4QuSS0xUKAnOTPJA0l2JblsgT7nJrk/yY4kfzXcMiVJS1lyyiXJWuBq4OXAHHBPkm1VdX+jz4nALwM/XFWPJvnW1SpYWk1Os2iSDTJCPxXYVVUPVtVu4BbgnJ4+bwKurqpHAarqi8MtU1pdXpxLbTBIoB8LPNTYn+u2Nb0QeGGSTya5O8mZ/U6U5OIks0lm5+fnV1axJKmvQQK939+gvcOWZwEnAqcD5wN/nuTopz2o6tqqmq6q6ampqeXWKq0aly2qDQYJ9DnguMb+euDhPn0+UFVPVtXngQfoBLw0Uapq/yZNmkEC/R7gxCQnJDkcOA/Y1tPn/cCPAiRZR2cK5sFhFiodCkn2b9KkWTLQq+op4BLgdmAncGtV7UhyZZKZbrfbgS8luR/4KPALVfWl1SpaWi0zMzPMz88zMzOzdGdpzGRUf1pOT0/X7OzsSJ5b6rXYiNzpF42TJPdW1XS/Y35SVJJawkCXpJYw0CWpJQx0SWoJL58rNXj5XE0yR+iS1BKO0KUGR+WaZI7QJbzaotrBQJekljDQJbzaotrBOXSpwVUummSO0KWGTZs2sXbtWjZt2jTqUqRlM9Clhi1btvDEE0+wZcuWUZciLZtTLlLDy172slGXIK2YI3QJWLOm/3+FhdqlceSrVQL27t27rHZpHBnoUsNdd93F7t27ueuuu0ZdirRszqFLDZdeeik7d+7kpJNOGnUp0rIZ6FLDjh07DvhXmiROuUhSSxjoktQSBroktYSBLkktYaBLDYcddhif+MQnOOyww0ZdirRsrnKRGp588klOO+20UZchrYgjdElqCQNdklrCQJekljDQJaklDHRJagkDXepxxRVXjLoEaUUGCvQkZyZ5IMmuJJct0u81SSrJ9PBKlA4tA12TaslAT7IWuBo4C9gInJ9kY59+zwHeCnx62EVKh0pV7d+kSTPICP1UYFdVPVhVu4FbgHP69HsX8G7giSHWJx1SSfZv0qQZJNCPBR5q7M912/ZLcgpwXFX97WInSnJxktkks/Pz88suVlotC43IHalrkgwS6P2GKvtf5UnWAH8IvH2pE1XVtVU1XVXTU1NTg1cpHYTmqHux7WAe64he42CQa7nMAcc19tcDDzf2nwNsAv6++6J+PrAtyUxVzQ6rUGmlljvKTuLIXBNpkBH6PcCJSU5IcjhwHrBt38Gqeqyq1lXVhqraANwNGOaSdIgtGehV9RRwCXA7sBO4tap2JLkyycxqFyhJGsxAl8+tqu3A9p62yxfoe/rBlyVJWi4/KSpJLWGgS1JLGOiS1BIGuiS1hIEuSS1hoEtSSxjoktQSBroktYSBLkktYaBLUksY6JLUEga6JLWEgS5JLWGgS1JLGOiS1BIGuiS1hIEuSS1hoEtSSxjoktQSBroktYSBLkktYaBLUksY6JLUEga6JLWEgS5JLWGgS1JLGOiS1BIGuiS1hIEuSS1hoEtSSwwU6EnOTPJAkl1JLutz/G1J7k/ymSR3JnnB8EuVJC1myUBPsha4GjgL2Aicn2RjT7d/Aqar6nuB9wHvHnahkqTFDTJCPxXYVVUPVtVu4BbgnGaHqvpoVX21u3s3sH64ZUodxxxzDElWdQNW/TmScMwxx4z4p6m2edYAfY4FHmrszwE/uEj/NwIf7ncgycXAxQDHH3/8gCVK3/Doo49SVaMuYyj2/fKQhmWQEXq/V13f/1FJfhqYBn6v3/GquraqpqtqempqavAqJUlLGmSEPgcc19hfDzzc2ynJGcCvAi+tqq8PpzxJ0qAGGaHfA5yY5IQkhwPnAduaHZKcAvwpMFNVXxx+mZKkpSwZ6FX1FHAJcDuwE7i1qnYkuTLJTLfb7wFHALcluS/JtgVOJ0laJYNMuVBV24HtPW2XN74+Y8h1SZKWyU+KSlJLGOiS1BIGuiS1hIEuSS1hoEtSSxjoktQSBroktcRA69ClcVHvOBKuOGrUZQxFvePIUZegljHQNVHyzq+06mqLdcWoq1CbOOUiSS1hoEtSSxjoktQSBroktYSBLkktYaBLUksY6JLUEga6JLWEgS5JLWGgS1JLGOiS1BJey0UTJ8moSxiK5z73uaMuQS1joGuiHIoLcyVpzQXA9MzilIsktYSBLkktYaBLUksY6JLUEga6JLWEgS5JLWGgS1JLGOiS1BIGuiS1xECBnuTMJA8k2ZXksj7Hn53kvd3jn06yYdiFSpIWt2SgJ1kLXA2cBWwEzk+ysafbG4FHq+q7gD8EfnfYhUqSFjfICP1UYFdVPVhVu4FbgHN6+pwD3ND9+n3Aj6UtV1CSpAkxSKAfCzzU2J/rtvXtU1VPAY8Bz+s9UZKLk8wmmZ2fn19ZxdIyJVnWtpLHOH7ROBgk0Pu9UnsvRTdIH6rq2qqarqrpqampQeqTDlpVHZJNGrVBAn0OOK6xvx54eKE+SZ4FHAV8eRgFSpIGM0ig3wOcmOSEJIcD5wHbevpsAy7ofv0a4K5yyCJJh9SSN7ioqqeSXALcDqwFrquqHUmuBGarahvwF8BNSXbRGZmft5pFS5KebqA7FlXVdmB7T9vlja+fAF473NIkScvhJ0UlqSUMdElqCQNdklrCQJeklsioVhcmmQf+YyRPLi1uHfDIqIuQFvCCqur7ycyRBbo0rpLMVtX0qOuQlsspF0lqCQNdklrCQJee7tpRFyCthHPoktQSjtAlqSUMdElqCQNd6kpyXZIvJvnsqGuRVsJAl75hK3DmqIuQVspAl7qq6uN4py1NMANdklrCQJekljDQJaklDHRJagkDXepKcjPwKeC7k8wleeOoa5KWw4/+S1JLOEKXpJYw0CWpJQx0SWoJA12SWsJAl6SWMNAlqSUMdElqif8Hvk0bs2CDkzUAAAAASUVORK5CYII=\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": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAEICAYAAABPgw/pAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAARM0lEQVR4nO3de6ykdX3H8ffHpWgqyMU9NlxdUlcjbbTWI1LshZaLQBVM8bIklGKo+49gEy+VRrkI1UZEbWk2UlLtCq0i2opbui0tiLUSIRxiq1yKrlTlZLEssiAoSMl++8fMwuww58ycs7M7e368X8mTzPN7fs/zfGey+5nf+c0886SqkCQtfc+adAGSpPEw0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1IjDHRJaoSBru2W5HtJHk3ySM9yRJJKstsc+xyaZF2Sh5I8nOSGJEf09Xl2kj9L8oPu8b+T5D1J0tPnK0ke657z/iT/kGS/nu17J/lUkh92z/PtJO/t2V5J/re3ziS7JbkvSfWd5w+7j4/s7remr96vJTl9yGt1enffj/W1v6Hbvra7vqK7/kjf8pbu9rVJHu8+p4eT3NZ9rfbqO9fX5qtHbTHQNS6vr6o9ti7Axrk6JvlF4EbgW8AhwP7AF4F/TfJrPV0/DxwFnADsCfw+sBr4i75Dntk954uAPYCLe7Z9vNv2UmAv4ETgu337Pwgc37N+ArB5yPP9CXBakhVD+g3yXeAtfW92pwHfHtB3797Xtao+17PtoqraE5gC3gocDtyY5LmLqEkNMNA1CecDX6+q91XVA1X1cFVdAlwBfBggyVHAscDJVXVbVT1RVTcBpwJvT/Ki/oNW1YPA1cCv9DS/CvhMVW2uqi1V9d9V9YW+Xa+gE6hbnQZcPuQ5PAisBc4b7Slv44d03sxeC5BkX+AIYN0ijkVVPVZVt9B5s3o+nXDXM5CBrkk4hs7ou99VwGuS/Hy3z81VdU9vh6q6GZilM3LfRpLnA78HbOhpvgn4YJK3Jlk5Rz1XA7/ZnZ7ZG/gN4EsjPI8PAicneckIfftdzlNvIqu65/vZIo7zpKp6GPg3OvXrGchA17hcneTB7nL1kL7LgXsHtN9L59/kPvP02dpvec/6JUkeAu7vtp/Vs+0s4O+AM4E7kmxI0ju9AvAY8I/AW+iE67pu27yq6ofApcAFw/oO8EXgyO6c93x/Edzf87o+mOSlQ467Edh3EfWoAQa6xuUNVbV3d3nDkL73A/sNaN8P2EJn/nquPlv73d+z/o6q2gt4GZ03gwO3bqiqR6vqQ1X1SjrTEVcBn+9Oc/TaOmIeZbql14eB1yZ5+QL2oaoeBf4JeD+wvKpunKPr8p7Xde+qunPIoQ8AHlhILWqHga5JuA5404D2N9OZW/9pt8+rkxzU2yHJYcBBwJf7d66qbwF/Cqzp/SZMz/YfAx8Cnkvnw9he/0HnjeIXgJG/GVJVPwL+HLhw1H16XA68i84c/nZLsgdwNJ3nomcgA1072rOTPKdneRbwAeCIJB9Msm+SPZOcRWd0/F6AqroOuB74+yS/lGRZksPpTJ98oqq+M8f5Pg28gM4HhCQ5J8mrkuye5DnAH9H5QPOu3p2qc2OA1wMn1sJvEvAxOh9qDpsO6ffvdD4r+MsF7reN7tc7X0nns4DNwN9sz/G0dBno2tEeAR7tWX6nG8a/Drwc+B6dOfGTgdf2TT2cDNwA/Ev3OH8LfJJt58i3UVWPA5cA52xtohNw99OZXz4G+N2qemTAvrdX1e0LfYLdkf9FLHDuujqur6r5pkge7Pse+jt7tv1xkofpTLFcDtwKHFFVP1noc1Ab4h2LJKkNjtAlqREGujRmSS4dcMn+I0kunXRtaptTLpLUiIE/nLQzLF++vFasWDGp00vSknTrrbfeX1VTg7ZNLNBXrFjBzMzMpE4vSUtSku/Ptc05dElqhIEuSY0w0CWpEQa6JDXCQJekRgwN9O79GO9Lctsc25Pkku7vTH8zya+Ov0xpx0vytEVaSkYZoa8Fjptn+/HAyu6yGvjE9pcl7VxzhbehrqVkaKBX1VeZ/wfzTwIu7/5y3E3A3r13XZeWkqp6cpGWmnHMoR8A9N73cbbb9jRJVieZSTKzadOmMZxakrTVOAJ90N+kA4c3VXVZVU1X1fTU1MArV6WJcv5cS9k4An2Wzi3BtjqQzo0EJEk70TgCfR1wWvfbLocDD1XVXHdrlyTtIEN/nCvJZ4EjgeVJZoHzgJ8DqKpLgfXACcAG4KfAW3dUsdKOtHHjRvbb76nP8++9917233//CVYkLczQQK+qU4ZsL+DtY6tImhDDW0udV4pKfa688spJlyAtioEu9Vm1atWkS5AWxUCXuq677rptLiy67rrrJl2StCAGutR17LHHzrsu7eoMdKlry5YtLFu2jOuvv55ly5axZcuWSZckLcjE7ikq7UqqiiRs2bKFo48+ept2aakw0KUuw1tLnVMuktQIR+hS16Af5HLUrqXEEbqEN7hQGxyhSz16R+SGuZYaR+iS1AgDXZIa4ZSL1MNpFi1ljtAl5v42i99y0VLiCF3qMry11BnoUpffQ9dS55SLxLZhfs011wxsl3Z1jtClHltH5Ft/rEtaShyhS129I/NB69KuzhG61PW6171u0iVI28URutRn7dq1ky5BWhQDXepz+umnT7oEaVEMdKlr48aN29wkeuPGjZMuSVoQ59Clrv3333/SJUjbxRG61Oecc86ZdAnSohjoUp8LL7xw0iVIi2KgS10XX3zxNnPoF1988aRLkhYkk/qtiunp6ZqZmZnIuaV+W68KHXTHIn/PRbuSJLdW1fSgbY7QpR5J+OhHP+pl/1qSDHSJbUfh7373uwe2S7u6kQI9yXFJ7kqyIcnZA7YfnOSGJN9I8s0kJ4y/VGlxkoy0bM++jui1Kxj6PfQky4A1wDHALHBLknVVdUdPt/cDV1XVJ5IcCqwHVuyAeqUFW+goO4kjcy1Jo4zQDwM2VNXdVfU4cCVwUl+fAp7XfbwX4CV2krSTjRLoBwD39KzPdtt6nQ+cmmSWzuj8rEEHSrI6yUySmU2bNi2iXEnSXEYJ9EGTg/1/j54CrK2qA4ETgCuSPO3YVXVZVU1X1fTU1NTCq5UkzWmUQJ8FDupZP5CnT6mcAVwFUFVfB54DLB9HgZKk0YwS6LcAK5MckmR3YBWwrq/PD4CjAJK8lE6gO6ciSTvR0ECvqieAM4FrgTvpfJvl9iQXJDmx2+1dwNuS/BfwWeD08msCkrRTjfTzuVW1ns6Hnb1t5/Y8vgN4zXhLkyQthFeKSlIjDHRJaoSBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1IjDHRJaoSBLkmNMNAlqREGuiQ1wkCXpEaMFOhJjktyV5INSc6eo8+bk9yR5PYknxlvmZKkYXYb1iHJMmANcAwwC9ySZF1V3dHTZyXwJ8BrqmpzkhfsqIIlSYONMkI/DNhQVXdX1ePAlcBJfX3eBqypqs0AVXXfeMuUJA0zSqAfANzTsz7bbev1YuDFSW5MclOS4wYdKMnqJDNJZjZt2rS4iiVJA40S6BnQVn3ruwErgSOBU4C/TrL303aquqyqpqtqempqaqG1SpLmMUqgzwIH9awfCGwc0OdLVfV/VfU/wF10Al6StJOMEui3ACuTHJJkd2AVsK6vz9XAbwMkWU5nCubucRYqSZrf0ECvqieAM4FrgTuBq6rq9iQXJDmx2+1a4EdJ7gBuAN5TVT/aUUVLkp4uVf3T4TvH9PR0zczMTOTc0nySMKn/F9IwSW6tqulB27xSVJIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1IjDHRJaoSBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRowU6EmOS3JXkg1Jzp6n3xuTVJLp8ZUoSRrF0EBPsgxYAxwPHAqckuTQAf32BN4B3DzuIiVJw40yQj8M2FBVd1fV48CVwEkD+l0IXAQ8Nsb6JEkjGiXQDwDu6Vmf7bY9KckrgIOq6pr5DpRkdZKZJDObNm1acLGSpLmNEugZ0FZPbkyeBXwceNewA1XVZVU1XVXTU1NTo1cpSRpqlECfBQ7qWT8Q2Nizvifwy8BXknwPOBxY5wejkrRzjRLotwArkxySZHdgFbBu68aqeqiqllfViqpaAdwEnFhVMzukYknSQEMDvaqeAM4ErgXuBK6qqtuTXJDkxB1doCRpNLuN0qmq1gPr+9rOnaPvkdtfljTYvvvuy+bNm3f4eZJBHx2N1z777MMDDzyww8+jZ46RAl3aVWzevJmqGt5xCdgZbxp6ZvHSf0lqhIEuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1IjDHRJaoSBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRowU6EmOS3JXkg1Jzh6w/Z1J7kjyzSTXJ3nh+EuVJM1naKAnWQasAY4HDgVOSXJoX7dvANNV9TLgC8BF4y5UkjS/3UbocxiwoaruBkhyJXAScMfWDlV1Q0//m4BTx1mktFWd9zw4f69JlzEWdd7zJl2CGjNKoB8A3NOzPgu8ep7+ZwD/PGhDktXAaoCDDz54xBKlp+QDP6aqJl3GWCShzp90FWrJKHPoGdA28H9UklOBaeAjg7ZX1WVVNV1V01NTU6NXKUkaapQR+ixwUM/6gcDG/k5JjgbeB/xWVf1sPOVJkkY1ygj9FmBlkkOS7A6sAtb1dkjyCuCvgBOr6r7xlylJGmZooFfVE8CZwLXAncBVVXV7kguSnNjt9hFgD+DzSf4zybo5DidJ2kFGmXKhqtYD6/vazu15fPSY65IkLZBXikpSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGmGgS1IjRrpjkbQrSTLpEsZin332mXQJaoyBriWlqnb4OZLslPNI4+aUiyQ1wkCXpEYY6JLUCANdkhphoEtSIwx0SWqEgS5JjTDQJakRBrokNcJAl6RGGOiS1AgDXZIaMVKgJzkuyV1JNiQ5e8D2Zyf5XHf7zUlWjLtQSdL8hgZ6kmXAGuB44FDglCSH9nU7A9hcVS8CPg58eNyFSpLmN8oI/TBgQ1XdXVWPA1cCJ/X1OQn4dPfxF4Cj0sqPVkvSEjFKoB8A3NOzPtttG9inqp4AHgKe33+gJKuTzCSZ2bRp0+IqlhYoyYKWxezj+EW7glECfdC/1P5f/x+lD1V1WVVNV9X01NTUKPVJ262qdsoiTdoogT4LHNSzfiCwca4+SXYD9gIeGEeBkqTRjBLotwArkxySZHdgFbCur8864A+6j98IfLkcskjSTjX0nqJV9USSM4FrgWXAp6rq9iQXADNVtQ74JHBFkg10RuardmTRkqSnG+km0VW1Hljf13Zuz+PHgDeNtzRJ0kJ4pagkNcJAl6RGGOiS1AgDXZIakUl9uzDJJuD7Ezm5NL/lwP2TLkKawwurauCVmRMLdGlXlWSmqqYnXYe0UE65SFIjDHRJaoSBLj3dZZMuQFoM59AlqRGO0CWpEQa6JDXCQJe6knwqyX1Jbpt0LdJiGOjSU9YCx026CGmxDHSpq6q+infa0hJmoEtSIwx0SWqEgS5JjTDQJakRBrrUleSzwNeBlySZTXLGpGuSFsJL/yWpEY7QJakRBrokNcJAl6RGGOiS1AgDXZIaYaBLUiMMdElqxP8DjwXeZnSOblAAAAAASUVORK5CYII=\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"
    }
   ],
   "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",
    "\"\"\"\n",
    "dtype_select = ['float64','int64','str']\n",
    "\n",
    "numeric_columns = list(app_train.columns[list(app_train.dtypes.isin(dtype_select))])\n",
    "\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(\"Numbers of remain columns %s\" % len(numeric_columns))\n",
    "\n",
    "# 檢視這些欄位的數值範圍\n",
    "for col in numeric_columns:\n",
    "    \"\"\"\n",
    "    Your CODE HERE, make the box plot\n",
    "    \"\"\"\n",
    "    fig1, ax1 = plt.subplots()\n",
    "    ax1.set_title(col)\n",
    "    data = app_train[col]\n",
    "    ax1.boxplot(data[~np.isnan(data)])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "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": 63,
   "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": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEGCAYAAABo25JHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAUVElEQVR4nO3df6zdd33f8efLvxJYQmA1rCx2cAoG4lGagBWxMbVhtMWJKrtMoUpW1tFFidYtTFtZq1RllKZapYEqJrowarooK1ITAurAQ+msqQ2lKhhiF5LiMDMvJOQqbZMymoICJLbf++N8DZfrc+85tj/fe/y95/mQrny+P87X74/uPed1Pp/v93y+qSokSfNr3awLkCTNlkEgSXPOIJCkOWcQSNKcMwgkac5tmHUBp2vz5s21bdu2WZchSYNy6NChv6qq54/bNrgg2LZtGwcPHpx1GZI0KEkeWW6bQ0OSNOcMAkmacwaBJM05g0CS5pxBIElzrrcgSHJ7kseTfGGZ7Uny3iRHkzyQ5FV91SJJWl6fPYI7gF0rbL8a2N793AT8lx5rkSQto7fvEVTVJ5NsW2GXPcDv1Gge7ANJnpvkhVX155OO/fSxE3zyS0/w9W8/w7HjxbETo5/jx0989/GJ4tjx4viJE41aJEmz8+IXXMCeyy/u5diz/ELZxcCji5YXunWnBEGSmxj1Grjkkkt40/s/xf0LT079HyVnV6gkzdobdnz/mgyCcW/PY++SU1V7gb0Al/3g5XX/wpNc++otvPUfvYT168KGdeu6f8OG9d+7vG6dKSBJK5llECwAWxctbwEem/Skbz5zHIBffMPLeMFzzu+nMkmaI7O8fHQf8DPd1UOvAZ6c5vzA8RNFApsvOK//CiVpDvTWI0hyJ3AVsDnJAvArwEaAqno/cA9wDXAUeAr42WmOe+x4sflZGx3ykaRG+rxq6PoJ2wv4V6d73GMnigvP33jGdUmSvtcgv1n87E3rZ12CJK0ZgwuCE1Wcv9EgkKRWBhcEVXDehsGVLUnnrMG9o56o4jx7BJLUzOCCoIBN6wdXtiSdswb3jlpVbFzvpaOS1MrwggDYYI9AkpoZ3DtqFWz0y2SS1MwAg6DY4NCQJDUzuCAA2OjQkCQ1M7h31ALWOzQkSc0MLggoWOedZiSpmcEFgT0CSWprcEEAYA5IUjuDC4Kq8l4EktTQ4IIAYL3nCCSpmcEFgecIJKmtwQUBeNWQJLU0yCCwRyBJ7RgEkjTnBhkEjgxJUjuDDALPEUhSO4MMAmNAktoZZBDYI5CkdgYZBOaAJLUz0CAwCSSplWEGwawLkKQ1ZJBB4NcIJKmdQQaBQ0OS1M4gg8AegSS1M8gg8LIhSWqn1yBIsivJkSRHk9wyZvslSe5N8rkkDyS5Zprj2iOQpHZ6C4Ik64HbgKuBHcD1SXYs2e3twN1VdQVwHfC+qY7tdUOS1EyfPYIrgaNV9VBVPQ3cBexZsk8Bz+keXwQ8Ns2B7RFIUjt9BsHFwKOLlhe6dYu9E3hzkgXgHuCt4w6U5KYkB5McHC23L1aS5lWfQTDu7bqWLF8P3FFVW4BrgA8mOaWmqtpbVTuraid4+agktdRnECwAWxctb+HUoZ8bgLsBqurTwPnA5kkHNgYkqZ0+g+A+YHuSS5NsYnQyeN+Sfb4CvB4gyWWMguCJSQe2RyBJ7fQWBFV1DLgZ2A98kdHVQYeT3Jpkd7fb24Abk9wP3Am8paqWDh+dYoNniyWpmQ19Hryq7mF0Enjxuncsevwg8NrTPa4dAklqZ5jfLJYkNWMQSNKcG2QQeLJYktoZZhDMugBJWkOGGQQmgSQ1M8wgsE8gSc0MMwjMAUlqZphBMOsCJGkNGWYQmASS1Mwgg8A+gSS1M8ggsEcgSe0MMwhmXYAkrSHDDAK7BJLUzCCDQJLUziCDwP6AJLUzzCAwCSSpGYNAkubcMIPAwSFJamaQQWAOSFI7gwwCc0CS2hlmEHiSQJKaGWYQzLoASVpDhhkEJoEkNTPMILBPIEnNDDMIzAFJamaYQTDrAiRpDRlkEJgEktTOMINAktTMIIPAk8WS1M4gg2D9OoNAklrpNQiS7EpyJMnRJLcss89PJXkwyeEkvzvNcc0BSWpnQ18HTrIeuA34MWABuC/Jvqp6cNE+24FfAl5bVV9L8oK+6pEkjddnj+BK4GhVPVRVTwN3AXuW7HMjcFtVfQ2gqh6f5sB+j0CS2ukzCC4GHl20vNCtW+ylwEuT/EmSA0l2jTtQkpuSHExysFvTQ7mSNJ/6DIJx79a1ZHkDsB24Crge+O0kzz3lSVV7q2pnVe1sXqUkzbk+g2AB2LpoeQvw2Jh9PlZVz1TVl4EjjIJhRQ4NSVI7fQbBfcD2JJcm2QRcB+xbss9HgdcBJNnMaKjooR5rkiQt0VsQVNUx4GZgP/BF4O6qOpzk1iS7u932A19N8iBwL/ALVfXVSce2QyBJ7aRq6bD9ue28F26vA5/5LFdc8rxZlyJJg5Hk0HLnWQf5zWJvVSlJ7QwzCGZdgCStIYMMAklSOysGQZLepqA4G44MSVI7k3oEnz35IMlv9lyLJGkGJgXB4s/er+2zkNPh/QgkqZ1JQTCsa0slSadt0jmAlyd5gFHP4MXdY7rlqqpX9lrdMjxHIEntTAqCy1alCknSzKwYBFX1CEA3I+jJyeC+VFVP9l2YJGl1rBgE3WRxe4GfBL7MaEjoRUn+O/AvuhvOrDqHhiSpnUkni98ObAS2VtUVVXU5cAmjAPn3fRcnSerfpCD4x8CNVfX1kyu6x/8SeGOfha3Ey0clqZ1JQXCiqp5aurKqvoGXlkrSmjDpqqFK8jzGz/N2ood6puI5AklqZ1IQXAQcYrr7D0uSBmjS5aPbVqmO02KPQJLamTT76BuSXDtm/T9J8mP9lbUyTxZLUjuTThb/KvBHY9b/IXBr+3IkSattUhA8u6qeWLqyqv4C+Fv9lDSZQ0OS1M6kIDh/3M1pkmwEntVPSZKk1TQpCH4P+ECS73z67x6/v9s2E3YIJKmdaaaY+EvgkSSHkhwCHgae6LZJkgZu0uWjx4Bbkvwq8JJu9dGq+mbvla3AcwSS1M6ky0d/EaB74395Vf3ZyRBI8uurUN9ylc3uv5akNWbS0NB1ix7/0pJtuxrXIkmagdO5ef3Sj+Ez+1ju0JAktXM6N69fOreQcw1J0howadK5H0ryN4w+/T+re0y3fH6vla3ADoEktTPpqqH1q1WIJGk2Jg0NnZPiSQJJaqbXIEiyK8mRJEeT3LLCftcmqSQ7+6xHknSq3oIgyXrgNuBqYAdwfZIdY/a7EPjXwGemPnarIiVJvfYIrmT0LeSHqupp4C5gz5j9fg14F/CtaQ/syJAktdNnEFwMPLpoeaFb9x1JrgC2VtXHVzpQkpuSHExysH2ZkjTf+gyCFe9znGQd8B7gbZMOVFV7q2pnVe0cHdgugSS10mcQLABbFy1vAR5btHwh8ArgE0keBl4D7POEsSStrj6D4D5ge5JLk2xiNG/RvpMbq+rJqtpcVduqahtwANhdVROHfzxHIEnt9BYE3RTWNwP7gS8Cd1fV4SS3Jtnd1/8rSTo9k6aYOCtVdQ9wz5J171hm36v6rEWSNN4gv1m8cf0gy5akc5LvqJI05wYZBJ4slqR2BhkEkqR2BhkEdggkqZ1BBoEkqZ1hBoFdAklqZphBIElqZpBB4KRzktTOMIPAHJCkZgYZBJKkdgYZBHYIJKmdQQaBJKmdQQZBPEkgSc0MMggkSe0MMgjsD0hSO4MMAklSO4MMAk8RSFI7wwwCB4ckqZlBBoEkqZ1hBoEdAklqZphBIElqZpBB4MliSWpnkEEgSWpnkEFgh0CS2hlkEEiS2hlkEDjpnCS1M8wgmHUBkrSGDDIIJEntDDIIHBmSpHZ6DYIku5IcSXI0yS1jtv98kgeTPJDkD5K8qM96JEmn6i0IkqwHbgOuBnYA1yfZsWS3zwE7q+qVwEeAd011bM8SSFIzffYIrgSOVtVDVfU0cBewZ/EOVXVvVT3VLR4AtvRYjyRpjD6D4GLg0UXLC9265dwA/P64DUluSnIwycHRcrMaJWnu9RkE496ua+yOyZuBncC7x22vqr1VtbOqdjasT5IEbOjx2AvA1kXLW4DHlu6U5EeBXwZ+pKq+3WM9kqQx+uwR3AdsT3Jpkk3AdcC+xTskuQL4LWB3VT0+7YEdGpKkdnoLgqo6BtwM7Ae+CNxdVYeT3Jpkd7fbu4ELgA8n+XySfcscTpLUk1SNHbY/Z533wu319UePsGnDIL8LJ0kzkeTQcudZfTeVpDk3yCDwHIEktTPIIJAktTPIILBDIEntDDMIHBuSpGYGGQSSpHYGGQT2BySpnUEGgSSpnUEGgacIJKmdQQaBJKmdQQaBVw1JUjuDDAJJUjsGgSTNucEFgYNCktTW4IJAktSWQSBJc84gkKQ5N7wg8CSBJDU1uCCISSBJTQ0uCCRJbRkEkjTnDAJJmnODCwLPEEhSW4MLAklSW8MLArsEktTU8IJAktTU4ILADoEktTW4IJAktWUQSNKcMwgkac4NLgica0iS2uo1CJLsSnIkydEkt4zZfl6SD3XbP5Nk2+SD9lCoJM2x3oIgyXrgNuBqYAdwfZIdS3a7AfhaVb0EeA/wH/uqR5I0Xp89giuBo1X1UFU9DdwF7Fmyzx7gv3WPPwK8PsmKn/ntEEhSW30GwcXAo4uWF7p1Y/epqmPAk8D3LT1QkpuSHExycCPP9FSuJM2nPoNg3If3OoN9qKq9VbWzqnb+wPf/7SbFSZJG+gyCBWDrouUtwGPL7ZNkA3AR8P96rEmStESfQXAfsD3JpUk2AdcB+5bssw/4Z93ja4E/rKpTegSSpP5s6OvAVXUsyc3AfmA9cHtVHU5yK3CwqvYB/xX4YJKjjHoC1/VVjyRpvN6CAKCq7gHuWbLuHYsefwt4U581SJJWNrhvFkuS2jIIJGnOGQSSNOcMAkmacxna1ZpJngAemXUdPdkM/NWsi+jBWm0XrN22rdV2wdpt26R2vaiqnj9uw+CCYC1LcrCqds66jtbWartg7bZtrbYL1m7bzqZdDg1J0pwzCCRpzhkE55a9sy6gJ2u1XbB227ZW2wVrt21n3C7PEUjSnLNHIElzziCQpDlnEKyyJLuSHElyNMktY7b/fJIHkzyQ5A+SvGgWdZ6JSW1btN+1SSrJIC7hm6ZdSX6q+70dTvK7q13jmZri7/GSJPcm+Vz3N3nNLOo8XUluT/J4ki8ssz1J3tu1+4Ekr1rtGs/EFO366a49DyT5VJIfmurAVeXPKv0wmo77/wI/AGwC7gd2LNnndcCzu8c/B3xo1nW3alu334XAJ4EDwM5Z193od7Yd+BzwvG75BbOuu2Hb9gI/1z3eATw867qnbNsPA68CvrDM9muA32d0l8TXAJ+Zdc2N2vUPFv0dXj1tu+wRrK4rgaNV9VBVPQ3cBexZvENV3VtVT3WLBxjd2W0IJrat82vAu4BvrWZxZ2Gadt0I3FZVXwOoqsdXucYzNU3bCnhO9/giTr3L4Dmpqj7Jync73AP8To0cAJ6b5IWrU92Zm9SuqvrUyb9DTuP9wyBYXRcDjy5aXujWLecGRp9ahmBi25JcAWytqo+vZmFnaZrf2UuBlyb5kyQHkuxaterOzjRteyfw5iQLjO4t8tbVKa13p/taHKKp3z96vTGNTpEx68Zev5vkzcBO4Ed6raidFduWZB3wHuAtq1VQI9P8zjYwGh66itEnsD9O8oqq+uueaztb07TteuCOqvqNJH+f0R0FX1FVJ/ovr1dTvxaHKMnrGAXBP5xmf3sEq2sB2LpoeQtjutpJfhT4ZWB3VX17lWo7W5PadiHwCuATSR5mNC67bwAnjKf5nS0AH6uqZ6rqy8ARRsFwrpumbTcAdwNU1aeB8xlNbjZ0U70WhyjJK4HfBvZU1VeneY5BsLruA7YnuTTJJkb3aN63eIdu+OS3GIXAUMaaYULbqurJqtpcVduqahuj8cvdVXVwNuVObeLvDPgoo5P8JNnMaKjooVWt8sxM07avAK8HSHIZoyB4YlWr7Mc+4Ge6q4deAzxZVX8+66LOVpJLgN8D/mlVfWna5zk0tIqq6liSm4H9jK7YuL2qDie5FThYVfuAdwMXAB9OAvCVqto9s6KnNGXbBmfKdu0HfjzJg8Bx4Bem/SQ2S1O27W3AB5L8W0ZDJ2+p7pKUc1mSOxkN1W3uzm/8CrARoKrez+h8xzXAUeAp4GdnU+npmaJd7wC+D3hf9/5xrKaYkdQpJiRpzjk0JElzziCQpDlnEEjSnDMIJGnOGQSSdA6bNNHckn3PaJJAg0BaIsknkrxhybp/k+R9KzznG/1Xpjl1BzDttCVvB+6uqisYfS9k2b/ZxQwC6VR3MnoRLXZdt15aVeMmmkvy4iT/M8mhJH+c5OUnd+cMJgk0CKRTfQT4iSTnASTZBvxd4PPdPSL+NMmfJTlldtUkVyX5+KLl/5zkLd3jVyf5o+7Fu38Is13qnLUXeGtVvRr4d3z3k/87OYNJAg0CaYnuW8Gf5bvd8euADwHfBN5YVa9iNKXEb6T7+uYkSTYCvwlc2714bwf+Q+vatfYluYDRfQc+nOTzjKakOfmh4uQkgVsYfXP6g92EjytyiglpvJPDQx/r/v3njGas/PUkPwycYDRt8d8B/mKK472M0aR7/6vLjvXA4Oe20UysA/66qi4fs+0Gug8wVfXpJCcnCVxx3jJ7BNJ4HwVe393C8FlV9afATwPPB17dvQj/ktEkbIsd43tfVye3BzhcVZd3Pz9YVT/ebxO0FlXV3wBfTvIm+M5tN0/ekvKMJgk0CKQxquobwCcYDeGcPEl8EfB4VT3Tzfc+7n7SjwA7kpyX5CK6FyWjqamf383pT5KNSf5en23Q2tBNNPdp4GVJFpLcwOhDyQ1J7gcO8907y70NuLFbfydTThLopHPSMpK8kdGUvpdV1f/uppj+H4xme/w88Frg6qp6OMk3quqC7nnvYvTC/D/A08C+qrojyeXAexkFygbgP1XVB1a9YdISBoEkzTmHhiRpzhkEkjTnDAJJmnMGgSTNOYNAkuacQSBJc84gkKQ59/8BSeEA+bf3/BsAAAAASUVORK5CYII=\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": 64,
   "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",
       "            ...  \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": 64,
     "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": 65,
   "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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\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",
    "Your 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": 67,
   "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}