{ "cells": [ { "cell_type": "markdown", "id": "handled-swedish", "metadata": {}, "source": [ "<p style=\"text-align:center\">\n", " <a href=\"https://nbviewer.jupyter.org/github/twMr7/Python-Machine-Learning/blob/master/QuickStart/Python_Machine_Learning_Quick_Tour.ipynb\">\n", " Open In Jupyter nbviewer\n", " <img style=\"float: center;\" src=\"https://nbviewer.jupyter.org/static/img/nav_logo.svg\" width=\"120\" />\n", " </a>\n", "</p>" ] }, { "cell_type": "markdown", "id": "brutal-transfer", "metadata": {}, "source": [ "[](https://colab.research.google.com/github/twMr7/Python-Machine-Learning/blob/master/QuickStart/Python_Machine_Learning_Quick_Tour.ipynb)\n", "\n", "# Python Machine Learning Quick Tour\n" ] }, { "cell_type": "markdown", "id": "acoustic-nomination", "metadata": {}, "source": [ "這份快速導覽主要介紹:\n", "- 機器學習有哪些任務?\n", "- 使用那些適當的 Python 工具完成任務?\n", "\n", "順利執行這個筆記本的必要的套件如下:\n", "\n", "| 工具函式庫套件 | 網址 |\n", "|---------------------|--------------------------------------------------------------------------|\n", "| **`numpy`** | [numpy.org](https://numpy.org/doc/stable/) |\n", "| **`scipy`** | [scipy.org](https://docs.scipy.org/doc/scipy/reference/) |\n", "| **`matplotlib`** | [matplotlib.org](https://matplotlib.org/stable/users/index.html) |\n", "| **`seaborn`** | [seaborn.pydata.org](https://seaborn.pydata.org/api.html) |\n", "| **`pandas`** | [pandas.pydata.org](https://pandas.pydata.org/docs/) |\n", "| **`scikit-learn`** | [scikit-learn.org](https://scikit-learn.org/stable/modules/classes.html) |" ] }, { "cell_type": "code", "execution_count": null, "id": "public-cannon", "metadata": {}, "outputs": [], "source": [ "\"\"\"\n", "如果你已經裝好必要的Python套件環境的話,這份notebook可以在自己的電腦上執行。不然,可以使用Google的Colab。\n", "\n", "若在Colab上開啟,請執行以下步驟:\n", "1. 按右上角的【連線】,啟動雲端的Linux虛擬機器環境。\n", "2. 執行這一格的程式碼,以安裝必要的套件。\n", "\"\"\"\n", "# 目前所有必要的套件在Colab上都有,這一格可以不用執行\n", "!python --version\n", "!pip list\n", "\n", "# 日後若發現缺了某個套件,可以用 !pip install <套件名稱> 安裝" ] }, { "cell_type": "markdown", "id": "juvenile-egyptian", "metadata": {}, "source": [ "\n", "## 二元分類 - Binary Classification\n" ] }, { "cell_type": "markdown", "id": "greatest-illustration", "metadata": {}, "source": [ "\n", "### § Breast Cancer Wisconsin 資料集\n", "\n", "資料來源是公開的乳癌資料集 [UCI ML Breast Cancer Wisconsin (Diagnostic) dataset](https://archive.ics.uci.edu/ml/datasets/Breast+Cancer+Wisconsin+(Diagnostic)),檔案是逗號分隔欄位值的格式(Comma-Separated Values, CSV),一般文字編輯器或 Excel 都可以開啟,在 Python 的程式裡可以使用 **pandas** 套件來操作。\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "imperial-determination", "metadata": {}, "outputs": [], "source": [ "# 載入 pandas 套件\n", "import pandas as pd\n", "\n", "# 載入 WDBC (Wisconsin Diagnostic Breast Cancer) 資料集,傳回 pandas.DataFrame 類別的物件\n", "dfWDBC = pd.read_csv('https://archive.ics.uci.edu/ml/machine-learning-databases/breast-cancer-wisconsin/wdbc.data', header=None)\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "finished-chorus", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "<class 'pandas.core.frame.DataFrame'>\n", "RangeIndex: 569 entries, 0 to 568\n", "Data columns (total 32 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 0 569 non-null int64 \n", " 1 1 569 non-null object \n", " 2 2 569 non-null float64\n", " 3 3 569 non-null float64\n", " 4 4 569 non-null float64\n", " 5 5 569 non-null float64\n", " 6 6 569 non-null float64\n", " 7 7 569 non-null float64\n", " 8 8 569 non-null float64\n", " 9 9 569 non-null float64\n", " 10 10 569 non-null float64\n", " 11 11 569 non-null float64\n", " 12 12 569 non-null float64\n", " 13 13 569 non-null float64\n", " 14 14 569 non-null float64\n", " 15 15 569 non-null float64\n", " 16 16 569 non-null float64\n", " 17 17 569 non-null float64\n", " 18 18 569 non-null float64\n", " 19 19 569 non-null float64\n", " 20 20 569 non-null float64\n", " 21 21 569 non-null float64\n", " 22 22 569 non-null float64\n", " 23 23 569 non-null float64\n", " 24 24 569 non-null float64\n", " 25 25 569 non-null float64\n", " 26 26 569 non-null float64\n", " 27 27 569 non-null float64\n", " 28 28 569 non-null float64\n", " 29 29 569 non-null float64\n", " 30 30 569 non-null float64\n", " 31 31 569 non-null float64\n", "dtypes: float64(30), int64(1), object(1)\n", "memory usage: 142.4+ KB\n" ] } ], "source": [ "# 資料欄位基本檢視\n", "dfWDBC.info()" ] }, { "cell_type": "markdown", "id": "capital-middle", "metadata": {}, "source": [ "\n", "### § WDBC 資料集欄位說明\n", "\n", "原始數據沒有包含欄位名稱,說明在另外一個檔案 \"*wdbc.names*\" 中。\n", "\n", "+ 欄位1: 樣本 ID\n", "+ 欄位2: 診斷結果,\"**M**\" = malignant 惡性,\"**B**\" = benign 良性\n", "\n", "十個實數值的細胞核特徵由細針抽吸(fine needle aspiration cytology)的細胞病理影像樣本計算而來:\n", "+ 半徑 **radius** (mean of distances from center to points on the perimeter)\n", "+ 紋理 **texture** (standard deviation of gray-scale values)\n", "+ 周長 **perimeter**\n", "+ 面積 **area**\n", "+ 形狀平滑度 **smoothness** (local variation in radius lengths)\n", "+ 緊密度 **compactness** (perimeter^2 / area - 1.0)\n", "+ 輪廓凹陷度 **concavity** (severity of concave portions of the contour)\n", "+ 輪廓凹陷點 **concave points** (number of concave portions of the contour)\n", "+ 對稱性 **symmetry**\n", "+ 碎形維度 **fractal dimension** (\"coastline approximation\" - 1)\n", "\n", "每個影像的這十個特徵都分別計算 mean,standard error,以及 worst(三個最大值的平均),共 30 個特徵欄位。\n", "\n", "\n", "\n", "<caption><center> 細針穿刺抽吸細胞學影像 (<a href=\"https://commons.wikimedia.org/wiki/File:Adenoid_cystic_carcinoma_cytology.jpg\">影像來源</a>) </center></caption><br>\n" ] }, { "cell_type": "markdown", "id": "novel-practice", "metadata": {}, "source": [ "\n", "#### ★ 觀念 ★\n", "\n", " 當然可以使用 Excel 來手動為原始數據檔案加上欄位名稱,或是訓練預測模型之前的前處理,但是所有的操作必須遵循以下原則:\n", "\n", "1. 保留原始檔案,修改的內容另存新檔。\n", "2. 記錄所有修改步驟及歷程,說明的內容要可以從原始檔案重現修改的結果。\n", "\n", "要符合這樣的原則,使用 Python 程式進行處理還是首選。\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "strategic-offset", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "<class 'pandas.core.frame.DataFrame'>\n", "RangeIndex: 569 entries, 0 to 568\n", "Data columns (total 32 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 id 569 non-null int64 \n", " 1 diagnosis 569 non-null object \n", " 2 radius_mean 569 non-null float64\n", " 3 texture_mean 569 non-null float64\n", " 4 perimeter_mean 569 non-null float64\n", " 5 area_mean 569 non-null float64\n", " 6 smoothness_mean 569 non-null float64\n", " 7 compactness_mean 569 non-null float64\n", " 8 concavity_mean 569 non-null float64\n", " 9 concave points_mean 569 non-null float64\n", " 10 symmetry_mean 569 non-null float64\n", " 11 fractal_dimension_mean 569 non-null float64\n", " 12 radius_se 569 non-null float64\n", " 13 texture_se 569 non-null float64\n", " 14 perimeter_se 569 non-null float64\n", " 15 area_se 569 non-null float64\n", " 16 smoothness_se 569 non-null float64\n", " 17 compactness_se 569 non-null float64\n", " 18 concavity_se 569 non-null float64\n", " 19 concave points_se 569 non-null float64\n", " 20 symmetry_se 569 non-null float64\n", " 21 fractal_dimension_se 569 non-null float64\n", " 22 radius_worst 569 non-null float64\n", " 23 texture_worst 569 non-null float64\n", " 24 perimeter_worst 569 non-null float64\n", " 25 area_worst 569 non-null float64\n", " 26 smoothness_worst 569 non-null float64\n", " 27 compactness_worst 569 non-null float64\n", " 28 concavity_worst 569 non-null float64\n", " 29 concave points_worst 569 non-null float64\n", " 30 symmetry_worst 569 non-null float64\n", " 31 fractal_dimension_worst 569 non-null float64\n", "dtypes: float64(30), int64(1), object(1)\n", "memory usage: 142.4+ KB\n" ] } ], "source": [ "# 說明中描述的欄位名稱\n", "column_mean = [\n", " \"radius_mean\", \"texture_mean\", \"perimeter_mean\", \"area_mean\", \"smoothness_mean\",\n", " \"compactness_mean\", \"concavity_mean\", \"concave points_mean\", \"symmetry_mean\", \"fractal_dimension_mean\"\n", "]\n", "column_se = [\n", " \"radius_se\", \"texture_se\", \"perimeter_se\", \"area_se\", \"smoothness_se\",\n", " \"compactness_se\", \"concavity_se\", \"concave points_se\", \"symmetry_se\", \"fractal_dimension_se\"\n", "]\n", "column_worst = [\n", " \"radius_worst\", \"texture_worst\", \"perimeter_worst\", \"area_worst\", \"smoothness_worst\",\n", " \"compactness_worst\", \"concavity_worst\", \"concave points_worst\", \"symmetry_worst\", \"fractal_dimension_worst\"\n", "]\n", "\n", "column_names = [\"id\", \"diagnosis\"] + column_mean + column_se + column_worst\n", "\n", "# 指定欄位名稱\n", "dfWDBC.columns = column_names\n", "\n", "# 再一次資料欄位基本檢視\n", "dfWDBC.info()" ] }, { "cell_type": "markdown", "id": "single-turtle", "metadata": {}, "source": [ "\n", "### § 觀察數據內容\n", "\n", "一般而言,機器學習關心的是要如何從已知的資料中,建構一個可以用來預測未知資料特性的模型。 執行學習的任務使用電腦系統的演算法來***自動發現數據的規律性***,稱為模式識別(Pattern Recognition)。 所以機器學習演算法的設計,所關心的是如何識別資料中隱含的模式來作推論,而不是明確指示推論的邏輯。\n", "\n", "然而,目前機器學習的技術還沒發展到可以完全自動的程度,開始訓練模型之前還有很多的前處理工作需要人的介入,不同的模型可能需要不同的數據前處理,所以首先要先觀察手上的資料,並盡可能了解每個欄位的意義以及跟預測目標的關聯,決定要做什麼必要的前處理:\n", "\n", "+ 哪些是特徵欄位 X? 哪些是目標欄位 Y? 有沒有多餘的不要進入模型訓練的欄位?\n", "+ 都是連續數值欄位嗎? 有沒有類別欄位?\n", "+ 有沒有漏失數據? 有沒有空值要填補或插補?\n", "+ 數值欄位的數值分布狀況? 要怎麼正規化?\n", "+ 目標類別分布狀況如何? 數量是否平均?\n", "+ 特徵與目標之間是否有線性或其他形式的相關?\n", "+ 各特徵之間是否有線性或其他形式的相關? \n" ] }, { "cell_type": "code", "execution_count": 4, "id": "starting-funds", "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>id</th>\n", " <th>diagnosis</th>\n", " <th>radius_mean</th>\n", " <th>texture_mean</th>\n", " <th>perimeter_mean</th>\n", " <th>area_mean</th>\n", " <th>smoothness_mean</th>\n", " <th>compactness_mean</th>\n", " <th>concavity_mean</th>\n", " <th>concave points_mean</th>\n", " <th>...</th>\n", " <th>radius_worst</th>\n", " <th>texture_worst</th>\n", " <th>perimeter_worst</th>\n", " <th>area_worst</th>\n", " <th>smoothness_worst</th>\n", " <th>compactness_worst</th>\n", " <th>concavity_worst</th>\n", " <th>concave points_worst</th>\n", " <th>symmetry_worst</th>\n", " <th>fractal_dimension_worst</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>842302</td>\n", " <td>M</td>\n", " <td>17.99</td>\n", " <td>10.38</td>\n", " <td>122.80</td>\n", " <td>1001.0</td>\n", " <td>0.11840</td>\n", " <td>0.27760</td>\n", " <td>0.3001</td>\n", " <td>0.14710</td>\n", " <td>...</td>\n", " <td>25.38</td>\n", " <td>17.33</td>\n", " <td>184.60</td>\n", " <td>2019.0</td>\n", " <td>0.1622</td>\n", " <td>0.6656</td>\n", " <td>0.7119</td>\n", " <td>0.2654</td>\n", " <td>0.4601</td>\n", " <td>0.11890</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>842517</td>\n", " <td>M</td>\n", " <td>20.57</td>\n", " <td>17.77</td>\n", " <td>132.90</td>\n", " <td>1326.0</td>\n", " <td>0.08474</td>\n", " <td>0.07864</td>\n", " <td>0.0869</td>\n", " <td>0.07017</td>\n", " <td>...</td>\n", " <td>24.99</td>\n", " <td>23.41</td>\n", " <td>158.80</td>\n", " <td>1956.0</td>\n", " <td>0.1238</td>\n", " <td>0.1866</td>\n", " <td>0.2416</td>\n", " <td>0.1860</td>\n", " <td>0.2750</td>\n", " <td>0.08902</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>84300903</td>\n", " <td>M</td>\n", " <td>19.69</td>\n", " <td>21.25</td>\n", " <td>130.00</td>\n", " <td>1203.0</td>\n", " <td>0.10960</td>\n", " <td>0.15990</td>\n", " <td>0.1974</td>\n", " <td>0.12790</td>\n", " <td>...</td>\n", " <td>23.57</td>\n", " <td>25.53</td>\n", " <td>152.50</td>\n", " <td>1709.0</td>\n", " <td>0.1444</td>\n", " <td>0.4245</td>\n", " <td>0.4504</td>\n", " <td>0.2430</td>\n", " <td>0.3613</td>\n", " <td>0.08758</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>84348301</td>\n", " <td>M</td>\n", " <td>11.42</td>\n", " <td>20.38</td>\n", " <td>77.58</td>\n", " <td>386.1</td>\n", " <td>0.14250</td>\n", " <td>0.28390</td>\n", " <td>0.2414</td>\n", " <td>0.10520</td>\n", " <td>...</td>\n", " <td>14.91</td>\n", " <td>26.50</td>\n", " <td>98.87</td>\n", " <td>567.7</td>\n", " <td>0.2098</td>\n", " <td>0.8663</td>\n", " <td>0.6869</td>\n", " <td>0.2575</td>\n", " <td>0.6638</td>\n", " <td>0.17300</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>84358402</td>\n", " <td>M</td>\n", " <td>20.29</td>\n", " <td>14.34</td>\n", " <td>135.10</td>\n", " <td>1297.0</td>\n", " <td>0.10030</td>\n", " <td>0.13280</td>\n", " <td>0.1980</td>\n", " <td>0.10430</td>\n", " <td>...</td>\n", " <td>22.54</td>\n", " <td>16.67</td>\n", " <td>152.20</td>\n", " <td>1575.0</td>\n", " <td>0.1374</td>\n", " <td>0.2050</td>\n", " <td>0.4000</td>\n", " <td>0.1625</td>\n", " <td>0.2364</td>\n", " <td>0.07678</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "<p>5 rows × 32 columns</p>\n", "</div>" ], "text/plain": [ " id diagnosis radius_mean texture_mean perimeter_mean area_mean \\\n", "0 842302 M 17.99 10.38 122.80 1001.0 \n", "1 842517 M 20.57 17.77 132.90 1326.0 \n", "2 84300903 M 19.69 21.25 130.00 1203.0 \n", "3 84348301 M 11.42 20.38 77.58 386.1 \n", "4 84358402 M 20.29 14.34 135.10 1297.0 \n", "\n", " smoothness_mean compactness_mean concavity_mean concave points_mean \\\n", "0 0.11840 0.27760 0.3001 0.14710 \n", "1 0.08474 0.07864 0.0869 0.07017 \n", "2 0.10960 0.15990 0.1974 0.12790 \n", "3 0.14250 0.28390 0.2414 0.10520 \n", "4 0.10030 0.13280 0.1980 0.10430 \n", "\n", " ... radius_worst texture_worst perimeter_worst area_worst \\\n", "0 ... 25.38 17.33 184.60 2019.0 \n", "1 ... 24.99 23.41 158.80 1956.0 \n", "2 ... 23.57 25.53 152.50 1709.0 \n", "3 ... 14.91 26.50 98.87 567.7 \n", "4 ... 22.54 16.67 152.20 1575.0 \n", "\n", " smoothness_worst compactness_worst concavity_worst concave points_worst \\\n", "0 0.1622 0.6656 0.7119 0.2654 \n", "1 0.1238 0.1866 0.2416 0.1860 \n", "2 0.1444 0.4245 0.4504 0.2430 \n", "3 0.2098 0.8663 0.6869 0.2575 \n", "4 0.1374 0.2050 0.4000 0.1625 \n", "\n", " symmetry_worst fractal_dimension_worst \n", "0 0.4601 0.11890 \n", "1 0.2750 0.08902 \n", "2 0.3613 0.08758 \n", "3 0.6638 0.17300 \n", "4 0.2364 0.07678 \n", "\n", "[5 rows x 32 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 看一下前面幾筆,檢視資料內容\n", "dfWDBC.head(5)" ] }, { "cell_type": "code", "execution_count": 7, "id": "serious-grove", "metadata": {}, "outputs": [], "source": [ "# 丟掉不需要的 \"id\" 欄位\n", "dfWDBC.drop(columns=['id'], inplace=True)" ] }, { "cell_type": "code", "execution_count": 5, "id": "rental-stroke", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "-- 不同樣本值的出現次數:\n", " diagnosis\n", "B 357\n", "M 212\n", "dtype: int64\n", "\n", "-- 所有不是N/A的樣本數:\n", " diagnosis 569\n", "dtype: int64\n", "\n", "-- 不同樣本值的出現次數:\n", " B 357\n", "M 212\n", "Name: diagnosis, dtype: int64\n", "\n", "-- 所有不是N/A的樣本數:\n", " 569\n", "\n", "-- 良性與惡性的樣本數比例:\n", " B 0.627417\n", "M 0.372583\n", "Name: diagnosis, dtype: float64\n" ] } ], "source": [ "# 觀察目標類別數量分布狀況\n", "print('\\n-- 不同樣本值的出現次數:\\n', dfWDBC.loc[:, ['diagnosis']].value_counts())\n", "print('\\n-- 所有不是N/A的樣本數:\\n', dfWDBC.loc[:, ['diagnosis']].count())\n", "\n", "# 也可以用序號存取 diagnosis 欄位\n", "# 注意: id 欄位刪除後, diagnosis 變成第一個欄位\n", "print('\\n-- 不同樣本值的出現次數:\\n', dfWDBC.iloc[:, 0].value_counts())\n", "print('\\n-- 所有不是N/A的樣本數:\\n', dfWDBC.iloc[:, 0].count())\n", "\n", "# 觀察: 惡性的類別比較少\n", "print('\\n-- 良性與惡性的樣本數比例:\\n', dfWDBC.loc[:,'diagnosis'].value_counts() / dfWDBC.loc[:,'diagnosis'].count())" ] }, { "cell_type": "markdown", "id": "underlying-certificate", "metadata": {}, "source": [ "\n", "#### ★ 觀念 ★\n", "\n", "資料集中時常會包含類別數據(Categorical Data),如 WDBC 資料集中"**diagnosis**"欄位值是\"B\"或\"M\"的字元,機器學習的演算法處理的都是數值,需要將類別數據轉成數值型態。\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "impossible-ferry", "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>diagnosis</th>\n", " <th>radius_mean</th>\n", " <th>texture_mean</th>\n", " <th>perimeter_mean</th>\n", " <th>area_mean</th>\n", " <th>smoothness_mean</th>\n", " <th>compactness_mean</th>\n", " <th>concavity_mean</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>564</th>\n", " <td>1</td>\n", " <td>21.56</td>\n", " <td>22.39</td>\n", " <td>142.00</td>\n", " <td>1479.0</td>\n", " <td>0.11100</td>\n", " <td>0.11590</td>\n", " <td>0.24390</td>\n", " </tr>\n", " <tr>\n", " <th>565</th>\n", " <td>1</td>\n", " <td>20.13</td>\n", " <td>28.25</td>\n", " <td>131.20</td>\n", " <td>1261.0</td>\n", " <td>0.09780</td>\n", " <td>0.10340</td>\n", " <td>0.14400</td>\n", " </tr>\n", " <tr>\n", " <th>566</th>\n", " <td>1</td>\n", " <td>16.60</td>\n", " <td>28.08</td>\n", " <td>108.30</td>\n", " <td>858.1</td>\n", " <td>0.08455</td>\n", " <td>0.10230</td>\n", " <td>0.09251</td>\n", " </tr>\n", " <tr>\n", " <th>567</th>\n", " <td>1</td>\n", " <td>20.60</td>\n", " <td>29.33</td>\n", " <td>140.10</td>\n", " <td>1265.0</td>\n", " <td>0.11780</td>\n", " <td>0.27700</td>\n", " <td>0.35140</td>\n", " </tr>\n", " <tr>\n", " <th>568</th>\n", " <td>0</td>\n", " <td>7.76</td>\n", " <td>24.54</td>\n", " <td>47.92</td>\n", " <td>181.0</td>\n", " <td>0.05263</td>\n", " <td>0.04362</td>\n", " <td>0.00000</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " diagnosis radius_mean texture_mean perimeter_mean area_mean \\\n", "564 1 21.56 22.39 142.00 1479.0 \n", "565 1 20.13 28.25 131.20 1261.0 \n", "566 1 16.60 28.08 108.30 858.1 \n", "567 1 20.60 29.33 140.10 1265.0 \n", "568 0 7.76 24.54 47.92 181.0 \n", "\n", " smoothness_mean compactness_mean concavity_mean \n", "564 0.11100 0.11590 0.24390 \n", "565 0.09780 0.10340 0.14400 \n", "566 0.08455 0.10230 0.09251 \n", "567 0.11780 0.27700 0.35140 \n", "568 0.05263 0.04362 0.00000 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 將 diagnosis 欄位良性與惡性的類別轉為 0 與 1\n", "dfWDBC.loc[:,'diagnosis'] = dfWDBC.loc[:,'diagnosis'].map({'B':0, 'M':1})\n", "\n", "# 檢視幾筆確認轉換結果沒問題\n", "dfWDBC.iloc[-5:, :8]" ] }, { "cell_type": "code", "execution_count": 6, "id": "upset-newark", "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 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<td>654.889104</td>\n", " <td>0.096360</td>\n", " <td>0.104341</td>\n", " <td>0.088799</td>\n", " <td>0.048919</td>\n", " <td>0.181162</td>\n", " <td>0.062798</td>\n", " </tr>\n", " <tr>\n", " <th>std</th>\n", " <td>3.524049</td>\n", " <td>4.301036</td>\n", " <td>24.298981</td>\n", " <td>351.914129</td>\n", " <td>0.014064</td>\n", " <td>0.052813</td>\n", " <td>0.079720</td>\n", " <td>0.038803</td>\n", " <td>0.027414</td>\n", " <td>0.007060</td>\n", " </tr>\n", " <tr>\n", " <th>min</th>\n", " <td>6.981000</td>\n", " <td>9.710000</td>\n", " <td>43.790000</td>\n", " <td>143.500000</td>\n", " <td>0.052630</td>\n", " <td>0.019380</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.106000</td>\n", " <td>0.049960</td>\n", " </tr>\n", " <tr>\n", " <th>25%</th>\n", " <td>11.700000</td>\n", " <td>16.170000</td>\n", " <td>75.170000</td>\n", " <td>420.300000</td>\n", " <td>0.086370</td>\n", " <td>0.064920</td>\n", " <td>0.029560</td>\n", " <td>0.020310</td>\n", " <td>0.161900</td>\n", " <td>0.057700</td>\n", " </tr>\n", " <tr>\n", " <th>50%</th>\n", " <td>13.370000</td>\n", " <td>18.840000</td>\n", " <td>86.240000</td>\n", " <td>551.100000</td>\n", " <td>0.095870</td>\n", " <td>0.092630</td>\n", " <td>0.061540</td>\n", " <td>0.033500</td>\n", " <td>0.179200</td>\n", " <td>0.061540</td>\n", " </tr>\n", " <tr>\n", " <th>75%</th>\n", " <td>15.780000</td>\n", " <td>21.800000</td>\n", " <td>104.100000</td>\n", " <td>782.700000</td>\n", " <td>0.105300</td>\n", " <td>0.130400</td>\n", " <td>0.130700</td>\n", " <td>0.074000</td>\n", " <td>0.195700</td>\n", " <td>0.066120</td>\n", " </tr>\n", " <tr>\n", " <th>max</th>\n", " <td>28.110000</td>\n", " <td>39.280000</td>\n", " <td>188.500000</td>\n", " <td>2501.000000</td>\n", " <td>0.163400</td>\n", " <td>0.345400</td>\n", " <td>0.426800</td>\n", " <td>0.201200</td>\n", " <td>0.304000</td>\n", " <td>0.097440</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " radius_mean texture_mean perimeter_mean area_mean \\\n", "count 569.000000 569.000000 569.000000 569.000000 \n", "mean 14.127292 19.289649 91.969033 654.889104 \n", "std 3.524049 4.301036 24.298981 351.914129 \n", "min 6.981000 9.710000 43.790000 143.500000 \n", "25% 11.700000 16.170000 75.170000 420.300000 \n", "50% 13.370000 18.840000 86.240000 551.100000 \n", "75% 15.780000 21.800000 104.100000 782.700000 \n", "max 28.110000 39.280000 188.500000 2501.000000 \n", "\n", " smoothness_mean compactness_mean concavity_mean concave points_mean \\\n", "count 569.000000 569.000000 569.000000 569.000000 \n", "mean 0.096360 0.104341 0.088799 0.048919 \n", "std 0.014064 0.052813 0.079720 0.038803 \n", "min 0.052630 0.019380 0.000000 0.000000 \n", "25% 0.086370 0.064920 0.029560 0.020310 \n", "50% 0.095870 0.092630 0.061540 0.033500 \n", "75% 0.105300 0.130400 0.130700 0.074000 \n", "max 0.163400 0.345400 0.426800 0.201200 \n", "\n", " symmetry_mean fractal_dimension_mean \n", "count 569.000000 569.000000 \n", "mean 0.181162 0.062798 \n", "std 0.027414 0.007060 \n", "min 0.106000 0.049960 \n", "25% 0.161900 0.057700 \n", "50% 0.179200 0.061540 \n", "75% 0.195700 0.066120 \n", "max 0.304000 0.097440 " ] }, "metadata": {}, "output_type": "display_data" }, { "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>radius_se</th>\n", " <th>texture_se</th>\n", " <th>perimeter_se</th>\n", " <th>area_se</th>\n", " <th>smoothness_se</th>\n", " <th>compactness_se</th>\n", " <th>concavity_se</th>\n", " <th>concave points_se</th>\n", " <th>symmetry_se</th>\n", " <th>fractal_dimension_se</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>count</th>\n", " 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<td>0.002252</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.007882</td>\n", " <td>0.000895</td>\n", " </tr>\n", " <tr>\n", " <th>25%</th>\n", " <td>0.232400</td>\n", " <td>0.833900</td>\n", " <td>1.606000</td>\n", " <td>17.850000</td>\n", " <td>0.005169</td>\n", " <td>0.013080</td>\n", " <td>0.015090</td>\n", " <td>0.007638</td>\n", " <td>0.015160</td>\n", " <td>0.002248</td>\n", " </tr>\n", " <tr>\n", " <th>50%</th>\n", " <td>0.324200</td>\n", " <td>1.108000</td>\n", " <td>2.287000</td>\n", " <td>24.530000</td>\n", " <td>0.006380</td>\n", " <td>0.020450</td>\n", " <td>0.025890</td>\n", " <td>0.010930</td>\n", " <td>0.018730</td>\n", " <td>0.003187</td>\n", " </tr>\n", " <tr>\n", " <th>75%</th>\n", " <td>0.478900</td>\n", " <td>1.474000</td>\n", " <td>3.357000</td>\n", " <td>45.190000</td>\n", " <td>0.008146</td>\n", " <td>0.032450</td>\n", " <td>0.042050</td>\n", " <td>0.014710</td>\n", " <td>0.023480</td>\n", " <td>0.004558</td>\n", " </tr>\n", " <tr>\n", " <th>max</th>\n", " <td>2.873000</td>\n", " <td>4.885000</td>\n", " <td>21.980000</td>\n", " <td>542.200000</td>\n", " <td>0.031130</td>\n", " <td>0.135400</td>\n", " <td>0.396000</td>\n", " <td>0.052790</td>\n", " <td>0.078950</td>\n", " <td>0.029840</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " radius_se texture_se perimeter_se area_se smoothness_se \\\n", "count 569.000000 569.000000 569.000000 569.000000 569.000000 \n", "mean 0.405172 1.216853 2.866059 40.337079 0.007041 \n", "std 0.277313 0.551648 2.021855 45.491006 0.003003 \n", "min 0.111500 0.360200 0.757000 6.802000 0.001713 \n", "25% 0.232400 0.833900 1.606000 17.850000 0.005169 \n", "50% 0.324200 1.108000 2.287000 24.530000 0.006380 \n", "75% 0.478900 1.474000 3.357000 45.190000 0.008146 \n", "max 2.873000 4.885000 21.980000 542.200000 0.031130 \n", "\n", " compactness_se concavity_se concave points_se symmetry_se \\\n", "count 569.000000 569.000000 569.000000 569.000000 \n", "mean 0.025478 0.031894 0.011796 0.020542 \n", "std 0.017908 0.030186 0.006170 0.008266 \n", "min 0.002252 0.000000 0.000000 0.007882 \n", "25% 0.013080 0.015090 0.007638 0.015160 \n", "50% 0.020450 0.025890 0.010930 0.018730 \n", "75% 0.032450 0.042050 0.014710 0.023480 \n", "max 0.135400 0.396000 0.052790 0.078950 \n", "\n", " fractal_dimension_se \n", "count 569.000000 \n", "mean 0.003795 \n", "std 0.002646 \n", "min 0.000895 \n", "25% 0.002248 \n", "50% 0.003187 \n", "75% 0.004558 \n", "max 0.029840 " ] }, "metadata": {}, "output_type": "display_data" }, { "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>radius_worst</th>\n", " <th>texture_worst</th>\n", " <th>perimeter_worst</th>\n", " <th>area_worst</th>\n", " <th>smoothness_worst</th>\n", " <th>compactness_worst</th>\n", " <th>concavity_worst</th>\n", " <th>concave points_worst</th>\n", " <th>symmetry_worst</th>\n", " <th>fractal_dimension_worst</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>count</th>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " <td>569.000000</td>\n", " </tr>\n", " <tr>\n", " <th>mean</th>\n", " <td>16.269190</td>\n", " <td>25.677223</td>\n", " <td>107.261213</td>\n", " <td>880.583128</td>\n", " <td>0.132369</td>\n", " <td>0.254265</td>\n", " <td>0.272188</td>\n", " <td>0.114606</td>\n", " <td>0.290076</td>\n", " <td>0.083946</td>\n", " </tr>\n", " <tr>\n", " <th>std</th>\n", " <td>4.833242</td>\n", " <td>6.146258</td>\n", " <td>33.602542</td>\n", " <td>569.356993</td>\n", " <td>0.022832</td>\n", " <td>0.157336</td>\n", " <td>0.208624</td>\n", " <td>0.065732</td>\n", " <td>0.061867</td>\n", " <td>0.018061</td>\n", " </tr>\n", " <tr>\n", " <th>min</th>\n", " <td>7.930000</td>\n", " <td>12.020000</td>\n", " <td>50.410000</td>\n", " <td>185.200000</td>\n", " <td>0.071170</td>\n", " <td>0.027290</td>\n", " <td>0.000000</td>\n", " <td>0.000000</td>\n", " <td>0.156500</td>\n", " <td>0.055040</td>\n", " </tr>\n", " <tr>\n", " <th>25%</th>\n", " <td>13.010000</td>\n", " <td>21.080000</td>\n", " <td>84.110000</td>\n", " <td>515.300000</td>\n", " <td>0.116600</td>\n", " <td>0.147200</td>\n", " <td>0.114500</td>\n", " <td>0.064930</td>\n", " <td>0.250400</td>\n", " <td>0.071460</td>\n", " </tr>\n", " <tr>\n", " <th>50%</th>\n", " <td>14.970000</td>\n", " <td>25.410000</td>\n", " <td>97.660000</td>\n", " <td>686.500000</td>\n", " <td>0.131300</td>\n", " <td>0.211900</td>\n", " <td>0.226700</td>\n", " <td>0.099930</td>\n", " <td>0.282200</td>\n", " <td>0.080040</td>\n", " </tr>\n", " <tr>\n", " <th>75%</th>\n", " <td>18.790000</td>\n", " <td>29.720000</td>\n", " <td>125.400000</td>\n", " <td>1084.000000</td>\n", " <td>0.146000</td>\n", " <td>0.339100</td>\n", " <td>0.382900</td>\n", " <td>0.161400</td>\n", " <td>0.317900</td>\n", " <td>0.092080</td>\n", " </tr>\n", " <tr>\n", " <th>max</th>\n", " <td>36.040000</td>\n", " <td>49.540000</td>\n", " <td>251.200000</td>\n", " <td>4254.000000</td>\n", " <td>0.222600</td>\n", " <td>1.058000</td>\n", " <td>1.252000</td>\n", " <td>0.291000</td>\n", " <td>0.663800</td>\n", " <td>0.207500</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " radius_worst texture_worst perimeter_worst area_worst \\\n", "count 569.000000 569.000000 569.000000 569.000000 \n", "mean 16.269190 25.677223 107.261213 880.583128 \n", "std 4.833242 6.146258 33.602542 569.356993 \n", "min 7.930000 12.020000 50.410000 185.200000 \n", "25% 13.010000 21.080000 84.110000 515.300000 \n", "50% 14.970000 25.410000 97.660000 686.500000 \n", "75% 18.790000 29.720000 125.400000 1084.000000 \n", "max 36.040000 49.540000 251.200000 4254.000000 \n", "\n", " smoothness_worst compactness_worst concavity_worst \\\n", "count 569.000000 569.000000 569.000000 \n", "mean 0.132369 0.254265 0.272188 \n", "std 0.022832 0.157336 0.208624 \n", "min 0.071170 0.027290 0.000000 \n", "25% 0.116600 0.147200 0.114500 \n", "50% 0.131300 0.211900 0.226700 \n", "75% 0.146000 0.339100 0.382900 \n", "max 0.222600 1.058000 1.252000 \n", "\n", " concave points_worst symmetry_worst fractal_dimension_worst \n", "count 569.000000 569.000000 569.000000 \n", "mean 0.114606 0.290076 0.083946 \n", "std 0.065732 0.061867 0.018061 \n", "min 0.000000 0.156500 0.055040 \n", "25% 0.064930 0.250400 0.071460 \n", "50% 0.099930 0.282200 0.080040 \n", "75% 0.161400 0.317900 0.092080 \n", "max 0.291000 0.663800 0.207500 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 各數值欄位的基本統計分布狀況\n", "display(dfWDBC.loc[:,column_mean].describe())\n", "display(dfWDBC.loc[:,column_se].describe())\n", "display(dfWDBC.loc[:,column_worst].describe())\n", "\n", "# 觀察: 數據 scale 差異大" ] }, { "cell_type": "markdown", "id": "concrete-briefs", "metadata": {}, "source": [ "\n", "#### ★ 觀念 ★\n", "\n", "數據的尺度差異大,直覺是尺度大的數字變化比較大,對決策的判斷會影響比較大,而實際上有很多機器學習的模型真的會受尺度大小的影響。 大多數的資料集都有尺度差異的現象,所以開始訓練預測模型之前,時常會先對數據進行**正規化(Normalization)**,指的就是將數據調整到相同的尺度。\n" ] }, { "cell_type": "markdown", "id": "outside-today", "metadata": {}, "source": [ "\n", "### § Logistic Regression\n", "\n", "Logistic Regression 是線性的分類模型(不是回歸),預測結果的可能性是擬合 **logistic (sigmoid)** 函數的模型。\n", "\n", "$$\n", " logistic(x) = \\frac{1}{1 + e^{-x}}\n", "$$\n", "\n", "\n" ] }, { "cell_type": "markdown", "id": "complimentary-specific", "metadata": {}, "source": [ "\n", "#### ★ 觀念 ★\n", "\n", "機器學習的手法是使用資料集 $X$ 來調整匹配模型的參數,在**監督式學習**裡,每筆 $X$ 資料都有已知的對應類別 $Y$,所執行的學習演算法可以表示為 $\\hat{Y} = f(X)$,最後的 $f(X)$ 函數模型是透過 **訓練(training)** 的過程來決定,也稱為 **學習(learning)**。 " ] }, { "cell_type": "code", "execution_count": 9, "id": "better-buyer", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X shape = (569, 30), Y shape = (569,)\n", "\n" ] } ], "source": [ "# 準備好 X 與 Y\n", "Y = dfWDBC.loc[:,'diagnosis']\n", "X = dfWDBC.drop(columns=['diagnosis'])\n", "\n", "print('X shape = {}, Y shape = {}\\n'.format(X.shape, Y.shape))" ] }, { "cell_type": "markdown", "id": "norwegian-default", "metadata": {}, "source": [ "至此,只有丟掉不需要的欄位,把預測目標$Y$的類別轉為數值,$X$還沒做正規化或其他前處理。 不過有些機器學習的模型不受資料尺度差異的影響,直接先訓練看看來當作後續處理方法的評估基準,這也是常見的手法。 我們利用***Scikit-Learn***提供的工具來訓練 Logistic Regression 的模型。\n", "\n", "+ [`sklearn.linear_model.LogisticRegression`](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html)" ] }, { "cell_type": "code", "execution_count": 12, "id": "statewide-response", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\RnD\\miniconda3\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", "Increase the number of iterations (max_iter) or scale the data as shown in:\n", " https://scikit-learn.org/stable/modules/preprocessing.html\n", "Please also refer to the documentation for alternative solver options:\n", " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", " n_iter_i = _check_optimize_result(\n" ] }, { "data": { "text/plain": [ "LogisticRegression()" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.linear_model import LogisticRegression\n", "\n", "# 使用預設參數建構 LogisticRegression 模型物件\n", "lrmodel = LogisticRegression()\n", "\n", "# 用物件的 fit() 方法來訓練模型\n", "lrmodel.fit(X, Y)" ] }, { "cell_type": "markdown", "id": "million-massachusetts", "metadata": {}, "source": [ "\n", "有些機器學習的模型不受資料尺度差異的影響,看來 Logistic Regression 不是這樣的模型,最好還是先做一下正規化。\n" ] }, { "cell_type": "markdown", "id": "reflected-curtis", "metadata": {}, "source": [ "\n", "### § 正規化 Normalization\n", "\n", "常用正規化類別如下:\n", "\n", "+ [`sklearn.preprocessing.MinMaxScaler`](https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.MinMaxScaler.html): 一般通用型正規化,尺度調整至 [0, 1] 區間。\n", "+ [`sklearn.preprocessing.StandardScaler`](https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.StandardScaler.html): 又稱標準化(z-score),尺度調整至 mean 為 0 的單位標準差區間範圍。\n", "\n", "對應的正規化函式如下:\n", "\n", "+ [`sklearn.preprocessing.minmax_scale`](https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.minmax_scale.html)\n", "+ [`sklearn.preprocessing.scale`](https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.scale.html)\n" ] }, { "cell_type": "code", "execution_count": 15, "id": "executed-vintage", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy = 0.99\n" ] } ], "source": [ "from sklearn.preprocessing import scale\n", "\n", "# 重新建構新的模型物件,用正規化過的 X 再訓練一次\n", "lrmodel = LogisticRegression().fit(scale(X), Y)\n", "\n", "# 看看訓練的如何\n", "print('Accuracy = {:.2f}'.format(lrmodel.score(scale(X), Y)))" ] }, { "cell_type": "markdown", "id": "addressed-unemployment", "metadata": {}, "source": [ "\n", "## 模型確效 Model Validation\n", "\n", "模型訓練後,要有方法來度量模型的預測品質。 在上一個範例的二元分類裡,模型訓練後輸出了一個分類正確率(Accuracy)的指標,但是計算分數的輸入是原始的訓練集$X$,所以只能用來表示模型可以被訓練起來。 機器學習希望建立的是能夠預測真實世界資料(real-world data)的模型,因此訓練資料越多越好,但最終我們還是只能從有限的取樣資料中來擬合真實世界的模型,而實際進行預測的資料不會跟用來訓練的資料一模一樣,因此模型準確度的評估應該使用另外一個(不是用來訓練模型的)資料集。\n", "\n", "機器學習裡通常的做法是把資料分成兩份,一份**訓練集(training set)**,另外一份完全不參與模型訓練的**測試集(test set)**,最後模型的準確度只使用測試集來評估。 實際在訓練過程中,我們仍然希望所有的訓練集都可以用來訓練,同時也能有效地評估訓練過程參數的改變所影響的模型的效力,因此常用的折衷方式是把訓練集拆成 k 個小段(k-fold),每次都只保留其中某一段作驗證,其餘的作訓練,全部小段都同樣輪流作一次,然後把 k 次的結果作平均。 這樣就所有的資料都有訓練過也驗證過,這種交叉驗證的手法我們稱為 **k-Fold Cross-Validation**。\n", "\n", "\n", "\n", "上圖中將訓練集切割為五段,每一段包含所有訓練集的其中 20%,這樣我們稱為 5-fold。 因為沒有浪費任何資料,這樣的交叉驗證方式可以更精準的評估學習模型的效能。 缺點是 k 次的交叉驗證要花比較久的時間運算,所以如果是如百萬筆等級的大型資料集,隨機抽樣 1% 都還有個一萬筆,這樣就可以不需要 k-fold。 至於要選擇幾個 k 的 fold 則沒有一定的準則,通常還是觀察訓練集的大小來決定,若是非常小的訓練集甚至可以採取 leave-one-out(共 n 筆作 n-fold)的特殊作法。\n", "\n", "*Scikit-learn* 將交叉驗證的工具放在 `model_selection` 模組中,常用的如下:\n", "\n", "+ [**`sklearn.model_selection.train_test_split`**](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.train_test_split.html)\n", "+ [**`sklearn.model_selection.KFold`**](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.KFold.html)\n", "+ [**`sklearn.model_selection.StratifiedKFold`**](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.StratifiedKFold.html)\n", "+ [**`sklearn.model_selection.cross_validate`**](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.cross_validate.html)\n", "+ [**`sklearn.model_selection.cross_val_score`**](https://scikit-learn.org/stable/modules/generated/sklearn.model_selection.cross_val_score.html)\n" ] }, { "cell_type": "code", "execution_count": 16, "id": "fatal-register", "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "\n", "# 分割成訓練集和測試集\n", "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size=0.2)" ] }, { "cell_type": "markdown", "id": "perfect-distance", "metadata": {}, "source": [ "\n", "### § 數據洩漏\n", "\n", "將資料集切割出訓練集和測試集以及進行k-fold交叉驗證時,必須注意避免[**數據洩漏(data leakage)**](https://en.wikipedia.org/wiki/Leakage_(machine_learning))的問題。\n", "\n", "簡單地說,k-fold進行驗證的驗證集資料特徵,或是最後進行模型驗證的測試集資料特徵,都不能在訓練集訓練時被偷學到。 數據洩漏通常發生在資料的前處理過程,例如資料缺值的填補、或是數據的正規化等,套用這些處理時經常要先取得資料集的統計特徵(如平均值、標準差),像這樣的前處理不能在資料集分割前處理,否則結果會導致驗證時精準的假象,實際用來預測新資料時卻非常的不準。\n", "\n", "*Scikit-learn* 提供一個 **pipeline** 的工具,可以用來簡化工作的流程:\n", "1. 先把個別處理步驟的方法分別定義好。\n", "2. 將負責處理每個步驟的物件,按照順序放進流程清單,學習模型物件放最後。\n", "3. 對資料集都套用指定的(前)處理,而且會避免數據洩漏的問題。\n", "\n", "+ [**`sklearn.pipeline.Pipeline(steps)`**](https://scikit-learn.org/stable/modules/generated/sklearn.pipeline.Pipeline.html)\n", " - **steps**: 是工作流程的清單,照工作順序放 (*name*, *transform*) 的 tuple 的清單,最後一個一定要是 estimator。\n" ] }, { "cell_type": "code", "execution_count": 25, "id": "prompt-computer", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy = 0.99\n" ] } ], "source": [ "from sklearn.pipeline import Pipeline\n", "from sklearn.preprocessing import StandardScaler\n", "# 使用已經內建交叉驗證的 Logistic Regression\n", "from sklearn.linear_model import LogisticRegressionCV\n", "\n", "lrcvmodel = Pipeline(\n", " steps=[\n", " ('zscaler', StandardScaler()),\n", " ('lrcv', LogisticRegressionCV(cv=10, max_iter=300, n_jobs=-1))\n", " ]\n", ")\n", "\n", "# 直接用 pipeline 來訓練,自動套用指定的正規化前處理\n", "lrcvmodel.fit(X_train, Y_train)\n", "\n", "# 測試模型的準確度\n", "print('Accuracy = {:.2f}'.format(lrcvmodel.score(X_test, Y_test)))\n" ] }, { "cell_type": "markdown", "id": "mechanical-column", "metadata": {}, "source": [ "\n", "#### ★ 觀念 ★\n", "\n", "當需要測試許多不同超參數所訓練出來的模型時,光看正確率來評估時常是不夠的。\n", "\n", "+ [sklearn.metrics](https://scikit-learn.org/stable/modules/classes.html#module-sklearn.metrics)\n" ] }, { "cell_type": "code", "execution_count": 28, "id": "danish-glance", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "[Confusion Matrix]:\n", " | TP: 42 | FP: 0 |\n", " | FN: 1 | TN: 71 |\n", "\n", "[Testing Scores]:\n", " * Sensitivity: 0.977\n", " * Specificity: 1.000\n" ] } ], "source": [ "from sklearn.metrics import (\n", " accuracy_score,\n", " recall_score,\n", " roc_auc_score,\n", " confusion_matrix\n", ")\n", "\n", "Y_predict = lrcvmodel.predict(X_test)\n", "\n", "# confusion matrix\n", "TN, FP, FN, TP = confusion_matrix(Y_test, Y_predict).ravel()\n", "print('\\n[Confusion Matrix]:\\n | TP: {} | FP: {} |\\n | FN: {} | TN: {} |'.format(TP, FP, FN, TN))\n", "\n", "# sensitivity & specificity\n", "sensitivity = recall_score(Y_test, Y_predict, pos_label=1)\n", "specificity = recall_score(Y_test, Y_predict, pos_label=0)\n", "print('\\n[Testing Scores]:\\n * Sensitivity: {:.3f}\\n * Specificity: {:.3f}'.format(sensitivity, specificity))\n" ] }, { "cell_type": "markdown", "id": "understanding-fourth", "metadata": {}, "source": [ "\n", "## 特徵選取\n" ] }, { "cell_type": "markdown", "id": "linear-samba", "metadata": {}, "source": [ "\n", "### § 相關係數\n", "\n", "統計上有幾種常用的[相關係數](https://en.wikipedia.org/wiki/Correlation_coefficient),一般提到相關係數指的都是 [**Pearson相關係數**](https://en.wikipedia.org/wiki/Pearson_correlation_coefficient) $r$。\n", "\n", "+ Pearson相關係數度量兩個數列 x 和 y 之間的**線性相關**程度。\n", "+ 相關係數 $r$ 的值介於 [-1, 1] 之間。\n", "+ $r=1$ 表示完全線性匹配的正相關,y 在一條直線上隨著 x 增加而增加。\n", "+ $r=0$ 表示x 和 y 之間沒有線性相關性。\n", "+ $r=-1$ 表示完全線性匹配的負相關,y 在一條直線上隨著 x 增加而減少。\n", "+ $r$ 值大小與關係強弱的對應解釋方式沒有標準,需考慮變數實際意義上的度量精度。\n", "+ 除了觀察 $r$ 值大小,同時也應該要檢驗 \"假設沒有關係\" 的推論的 $p$-value 顯著性。\n", "+ 相關係數不受變數的尺度差異影響,正規化與否相關性不改變。\n", "\n", "*Pandas.DataFrame* 有提供 `corr()` 的方法,預設就是 *Pearson* 相關係數,可以用來在 `seaborn.heatmap`上視覺化顯示。 若需要 $p$-value 的計算結果,可以使用 `scypy.stats` 模組的 `pearsonr()` 函數。\n" ] }, { "cell_type": "code", "execution_count": 29, "id": "compressed-check", "metadata": {}, "outputs": [], "source": [ "# 繪圖環境設定\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('seaborn-darkgrid')\n", "plt.rcParams['figure.figsize'] = (10.0, 8.0)\n", "\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 32, "id": "enhanced-insured", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<AxesSubplot:>" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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GcPuWaZ328C60h3cBYNH0NZTlq+Z2SPZlsPk4hOztS9FfOWuu0oUoNM99p6RUKjEYDHh4eNClSxc6d+7MnTt3TPeZVq5cScuWLTl79iynT5/G29sbhUKB0WjEysqKO3fuoNfrSU9PJzY2Ns/7Qu6IqWbNmixfvhyFQkF4eDi1a9cusJ5/CuXz8PBgwIABNG7cmKtXr3L8+HEOHTpEfHw88+fPJyUlhb1790rI33NAf+4oFrW8sRk6HRQKsiJCsfBuDVbW6I7ufWgby3ZdwdYOdfvu0L47AJnLJ4NO/iB5rhTDez1F5bnvlMqVK4dWqyU9PZ3du3ezadMmNBoN/v7+nD17lp07dxIREUFMTAyffvopERERNGrUiM8//9zUYXXt2hU3NzeqV6+e7/3r1q3Lyy+/jK+vLzk5OXh5eVGxYsWnrjcgIICQkBCys7PJysoiMDCQqlWrsmjRIrp3745araZatWoS8vc8MBrJjlycZ5Eu6Y98m+lOPMjWyfl2BTnfrij00oQwFwn5KwU0Y943dwlClEr2s7c9Vbus41ufcSUFs272QZHt63E89yMlc9i/fz/h4eH5lvft25cOHToUfUFCCFFCSKdUCF5//XVef/11c5chhCipSvE9pef+w7NCCCFKDhkpCSFEcSOfUxLPM9Wbb5q7BCGEeCzSKQkhRHEj95SEEEII85ORkhBCFDel+J6SjJSEEEIUGzJSEsJMDAYj0yL2E/VHMpYWKib06oBbBScAku+lE7DqO9O2l2OTGP5uS7q1bghASloGvjPWs/jTD3CvVNYc5QtRKErVSMnf3/9ftT9+/DiXLl16RtWI0u7AmStka/WsGd2T4e+2Ym7kQdM6lzJ2rBjRjRUjujGsS0vqVauAT8sXAdDq9UzesA8rtfxN+dwyGIruq5gpVZ3SwoUL/1X7rVu3ykSo4pk5dTWOli/UAMDL3ZXztxLybWM0Gpm5+QCBPduh+t/M9HMjD9GtlRfly9gXZblCFIkS+adWZGQk+/fvR6PRkJqaytChQ3F2dmbevHmoVCqqVavGpEmT2LFjB1u3bsVgMDBs2DBGjx7N4cOH8fPzo06dOkRHR2Nra0vTpk355ZdfuH//PitXrsTW1pYJEyZw8+ZNDAYDI0aMwM7Ojp9//pnz589Ts2ZNfv/9d8LDw1EqlTRp0oTRo0cTGhqaJ5HW09MzX+2hoaHcvHmT1NRU7t27R69evfjhhx+4fv06M2fOxNvbm7Vr1+ZLso2KimLGjBkYDAbu379PUFAQjRs35o033qBx48Zcv36dcuXKERoaikqlMsNPRTyp9Kwc7G3UptcqpRKd3oCF6sHfigfPXsPDtRw1KuZeovvPf89T1t6WV16owYofjhd5zaJoGI2lN+a+RHZKABkZGaxatYqUlBS6deuGUqlk06ZNlCtXjvnz57Nt2zYsLCxwdHQkLCwsX3svLy+CgoIYOHAg1tbWrFq1ioCAAI4fP05iYiLOzs5MmzaN1NRU+vTpw65du2jdujUdO3bE1taW0NBQtm7dio2NDWPGjOHw4cPAg0TaR7G2tmbFihUsXbqUgwcPsnjxYrZu3cquXbuwt7d/aJLtlStXCAgIoE6dOuzYsYPIyEgaN25MTEwMq1evxtXVlZ49e3L27Fm8vb0L45SLZ8zOWk161oMcJIPRmKdDAth17CK9Xmtkev2f/55HoYAjl29xOTaJoDV7WPB/7+JSxq7I6haiMJXYTqlZs2YolUpcXFywsbHh5s2bjBgxAoCsrCxatmyJm5ubKSH27+rXrw+Ao6OjKf3V0dHRlP568uRJzpw5A4BOpyM1NdXU9tatW6SkpDBo0CAA0tPTiYmJAShwf3/1wgsvALlps3/uu0yZMqZ9PyzJtkKFCixatAhra2vS09Oxt8+9dOPs7IyrqysArq6uZGdnP94JFGbn7VGZg2ev8WaTOpy5Hk+tyi75trkYk4i3R2XT65Wjupu+Hzh/M0E9X5cO6XlUDO/1FJUS2ymdP38egOTkZLKzs3Fzc2PRokU4ODiwf/9+bG1tiY+PNyXEPgkPDw8qVarE4MGDycrKIiwsjDJlypgSaatWrYqrqysrV67E0tKSyMhI6tWrx759+x5rf49Kiy0oyXbo0KHMmTMHT09PvvrqK/74449/fC9RvLVrWJMjl27Sd85GACb2eYPvjl8iIzuHrq28SEnLwNZKLT9jUaqU2E4pOTmZDz/8kLS0NCZMmIBSqWTQoEEYjUbs7OyYNWsW8fHxT/XePXv2JCgoiD59+qDRaOjVqxdKpZKGDRsyZ84c5s+fT79+/fDz80Ov11OlShXefvvtZ3JcBSXZdunShU8++YRy5cpRqVKlPCM3UTIplQqCfNvnWfbXx7vLOtiyaXyfAtuvGNGt0GoTZmbGaYYMBgMhISFcvnwZtVrNlClTTKnbSUlJjBo1yrTtxYsX+eyzz/D19eW9997DwcEBgKpVqzJ9+vSn2n+JTJ6NjIzk2rVrjB492tyllAiZ+xb/80ZCiGfOpv3gp2qXeWD5M66kYDavfZTn9Q8//MCPP/7IjBkzOH36NEuWLHnofflTp04xb948Vq1ahU6no0ePHmzfvv1f11NiR0rFnb+/P/fu3cuzzN7e/qE/XCGEyMOM95ROnjxJ69atAfD29ubcuXP5tjEajUyePJk5c+agUqk4d+4cmZmZDBgwAJ1Ox6hRo576gasS2Sn5+PiYu4R/9G8/EyWEEOag0WhMD1IBqFQqdDodFhYPuosff/yRWrVq4eHhAeQ+UTxw4EC6devGjRs3+Pjjj9mzZ0+eNo+rRHZKQgjxXDPjPSV7e3vS09NNrw0GQ77O5dtvv6Vv376m1+7u7lSvXh2FQoG7uztOTk4kJSWZngx+EtIplQZZGeauQAhRQjRu3JgDBw7QsWNHTp8+Te3atfNtc/78eRo3bmx6vWXLFqKioggJCSEhIQGNRkP58uWfav/SKQkhRHFjxntKHTp04PDhw/Ts2ROj0ci0adPYsWMHGRkZ9OjRg5SUFOzs7PJ8VKFr166MGzcOX19fFAoF06ZNe6pLd1BCn74TTyZz51xzlyBEqWTzzqh/3ughMn9Y9IwrKZjNG58U2b4eh4yUhBCiuJE4dCGEEML8ZKQkhJkYDEamRf5MVNyd3JC/7m1wcykDQPL9DALW7TNte/mPOwzv1Jxur+TOm3j2ZgLzdx1lxSddzFK7EIVFOiUhzOTAueu5IX/D3ufMzQTmfvtf5g94CwAXR1tTh/P7jdss3H0cnxZ1AVj142l2nYzGRkL+nl+leEJWuXwnhJmcun6blnWrAeBVvSLnY5LybWM0Gpm57TCBH7Q2hfxVc3Hky35vFGmtQhQV+VNLCDNJz9Jib/0PIX/nb+JRqSw1KjiZlrX38uCPlLSiLFUUtVI8UpJO6S80Gg2BgYGkpaWRmppKt27d2L17N87Ozty/f5+lS5cSEhKSJ5G2efPm7Nmzh/Xr15veZ8GCBZQtW/ah+xg7diwWFhbExcWRk5NDx44dOXDgAPHx8SxatAg3Nze+/PJLjh8/jtFopF+/frz99tscO3bMNHVRVlYWM2fOxNLSks8++4xKlSoRExPDiy++yMSJE4vkXIl/z87akvRsren1Q0P+foumV+sXi7o0IcxGLt/9xc2bN+nUqRMrV65k8eLFhIeHA9C5c2fCw8PZsmULzs7OrF+/nkWLFjFp0iQAbty4wdKlS1m7di3u7u788ssvj9xPlSpVWLlyJR4eHsTGxrJs2TLeeOMNfvzxRw4ePEhsbCwbN25kzZo1LF68mPv37xMdHc3s2bNZs2YN7dq1Y8+ePaZ9T506lc2bN3Po0CGSkvJfAhLFk7d7JX65eAuAMzcTqOWa/w+Zi7HJeNeoWNSlCXMzGoruq5iRkdJfuLi4sHr1an744Qfs7e3R6XTAgzTZghJpy5UrR0BAAHZ2dly7du0fZ8f9M3nW0dHRNKGho6MjOTk5REVFcf78efz8/Ez7iIuLo2LFikydOhVbW1sSEhJMU3y4ubmZJk8sX768JM+WIO0auHMkKpa+X20HjEzs0ZbvfosmI1tL15dfIEWTia2VpYT8iVJFOqW/WLlyJd7e3vTq1YsjR45w8OBB4EG668MSaS0sLPjqq6/46aefAOjfvz//NEnGPyXPNm/enMmTJ2MwGFi0aBFVq1alX79+7Nu3D3t7ewICAkz7kP9hlVxKpYKgrq/mWeZe0dn0fVl7GzZ91vWhbauUdWDt8PcLtT5hRnJPSQC89tprhISEsGPHDpycnFCpVOTk5JjWPyyR1t7ensaNG/P+++9ja2uLo6MjiYmJT11Du3btOHbsGL169SIjI4P27dtjb2/Pu+++S/fu3XF0dMTFxeVf7UMIIYormfuuFJC574Qwj6ee++4/s55xJQWzeffzItvX45CRUiHIyclh4MCB+Za7u7ubHo4QQgiRn3RKhUCtVrN27VpzlyGEKKlK8T0leSRcCCFEsSEjpVJAu+N7c5cgRKn0tPeUiuPnh4qKjJSEEEIUGzJSEkKI4kbuKQkhhBDmJ52SEEKIYkMu3wlhLgoF1r6foqzmDlotmWvnY0yKM622aNQKq7e6gxFyfv4O7eHcSXjVb/XAomELFCpLcg7uQHtYHmR57pTiy3fSKQlhJhber4ClJRkzR6Jyr4t110FkhoXkrlQosXp/AOnT/CE7C7uQpehO/4qySg1Uni+QMWsUqK2w6vDwufGEKKme+8t3cXFx/PjjjwD4+flx9epVM1ckRC5Vzfrozp8AQH/9EqrqtR6sNBpID/kIsjJQ2DuAQoExOxOLF5pg+OMGNoMnYDt0EtqzR81UvShURmPRfRUzz32ndOTIEX777TdzlyFEPgprW8hMf7DAaADlX/5JGgxYNGqJXXAY+uizoNejsC+DqnotMpdOIWv9V9gMCCj6woUoRGa/fHf9+nXGjRuHhYUFKpWKDz74gP/85z9YWlpy+/ZtevbsyZEjR7h06RJ9+/alV69eHD58mPnz52NlZYWTkxPTpk3D0dGRGTNmcPLkSQDeeecd+vTpw9KlS8nKyqJRo0YAfP311yQnJ5OZmcncuXOJi4tj2bJlWFpaEhsbS8eOHRkyZAjx8fEEBweTnZ2NlZUVkydPpmzZsgwfPhyNRkNWVhZjxoyhefPmjB07llu3bpGdnc3AgQPp2LHjQ4/16NGjLF269JHHduzYMebNm4dKpaJatWpMmjSJ7OzsfIm4vXr1ws/Pj7p16xIdHY1Go2HBggVUqVKlyH524t8xZmWAte2DBQpFvnsJulOH0Zz+FesPR2P5cnuM6ffR3Y4BvQ5DQixotSgcymBMu1fE1YtCJfeUzOfXX3+lfv36jB07lhMnTnD16lVu377N9u3bOX/+PMOHD2fv3r0kJCTg7++Pr68vwcHBbNiwgYoVK7J69WrCwsJ46aWXiI2NZdOmTeh0Onr16kWLFi0YNGgQ165d4/XXXyc8PJw2bdrw7rvvEhoayp49e/Dy8iIuLo5vv/2WnJwcWrduzZAhQ5g5cyZ+fn60adOG//73v8yZM4fBgweTnJxMeHg4d+7c4caNG2g0Go4ePcrWrVsBOHz48COP93GO7ZtvvqFcuXLMnz+fbdu2Ub9+fTp16sQbb7xBQkICfn5+9OrVCwAvLy8CAwOZN28eu3btYtCgQYX+MxPPhv7KBSy8mqM7eQiVe10Mf9x4sNLaFtuhE8lYMB50WsjJAoMB/ZXzqNu9R86+rSjKlEVhZY1Rk2a2YxDiWTN7p9S1a1eWLVvGRx99hIODAy1btqRWrVpYWlri4OCAm5sbarWaMmXKkJ2dTWpqKvb29lSsmBsR3axZM+bOnUu5cuVo2rQpCoUCS0tLGjZs+ND7Rw0aNAByU2aTk5MBqF27NhYWFlhYWGBtbQ3kpswuWbKE5cuXYzQasbS0pFatWvTu3ZtRo0ah0+nw8/PD3t6e4OBggoOD0Wg0dOnS5ZHH+6hjS0lJITExkREjRgCQlZVFy5YtadOmzUMTceFBim2lSpVMxyNKBt3pw1jUa4zt5/NAAVnhc7Fo9hoKa2u0P+9Ge+xH7EbPwajXYYi9jvboj2A0oKrVALtxX4FCSeaGhaV6SprnloyUzGf//v00adIEf39/du7cydy5c2nYsGGB2zs7O6PRaEhMTKRChQocO3aMGjVq4OnpSWRkJP369UOr1XLq1Cnef/99oqOjMfzDD/hh6a0eHh4MGDCAxo0bc/XqVY4fP87ly5dJT09n6dKlJCYm0rNnT+rXr8/58+f5+uuvyc7ONo3ELCwefmoflRTr7OxMpUqVWLRoEQ4ODuzfvx9bW9sCE3FFCWc0kvXNV3kWGRJiTN9rf96N9ufd+ZplR65AQu/F88rsnVKDBg0YM2YMoaGhKJVK/Pz8OHPmTIHbKxQKpkyZwqeffopCoaBMmTJMnz6dsmXLcuzYMXr06IFWq+Wtt96ifv36KBQKwsLCqF+//hPVFRAQQEhICNnZ2WRlZREYGEiNGjX4+uuv2b59O5aWlgwbNozy5cuTlJTEe++9h62tLQMGDCiwQ/onSqWSwMBABg0ahNFoxM7OjlmzZqFQKB6ZiCuEeM6U4tGvJM+WAvf/701zlyBEqeS45Ok+2Jy5LvAZV1Iwmz5Ti2xfj8PsI6Xn0cKFCzl6NP/nR6ZNm0a1atXMUJEQokSRe0riWfL398ff39/cZQghRIkjnVIpYPnSi+YuQQjxJErxXZXnfkYHIYQQJYeMlIQQorgpxfeUZKQkhBCi2JCRkhBCFDeleKQknZIQxYDBaGTaD2eJSrqPpUrJhLca4uZsZ1p/Lv4uXx44j9FoxMXOmqnvNMLKQmXGioUoHKX28t26devMXYIQJgeib5Ot17OmTyuGt6nH3APnTeuMRiOTvv+diW97E967Fa+4lyf+XqYZqxWi8JTaTiksLMzcJQhhcio2hZbuFQDwquzM+dsPoihupqTjZK1m/YlrDPzmMPeytNQoZ2+uUkVRMBqK7quYKdLLd1lZWYwbN464uDi0Wi3jx48nIiKCmJgY9Ho9/fv3p2PHjvj5+VGnTh2io6OxtbWladOm/PLLL9y/f5+VK1eyf/9+9u/fj0ajITU1laFDh/Lmm2+yZ88e1q9fb9rfggULcHJyYsqUKZw5cwatVsunn35KdHQ09+7dIyQkBC8vLw4ePEhWVha3bt3i448/xsfHh8uXLzNlyhQAU2aTVqtlxIgRGI1GtFotEydOpEaNGg/NWHqYyMhIDhw4QFZWFklJSfTt25f9+/cTHR3N559/Tvv27dm9ezfh4eEolUqaNGnC6NGjuX37tmkevrt37zJ06FDat29P586deemll7h8+TIKhcI0kasoedKzddhbPfjnqFKAzmDAQqkkNTOH3+NSCGjfADdnO4ZtPcYLlcrQvHp5M1YsROEo0pHSxo0bqVKlChEREcyYMYNjx47h7OzMxo0bWbVqFfPnzyclJQXIzQlavXo1OTk5WFtbs2rVKmrWrMnx48cByMjIYNWqVaxcuZIZM2ag0+m4ceMGS5cuZe3atbi7u/PLL7+wf/9+UlNT2bJlC8uXL+fs2bMMGTKEMmXKEBISAoBGo2HJkiWEhYWxdOlSAIKDg5kwYQJr167l1VdfZfny5Zw5cwYHBweWLVtGUFAQGo2GW7dukZyczOLFi/nyyy/Jysp65DlIT09n2bJlfPzxx2zYsIGFCxcyadIkIiMjuXv3LqGhoYSHh7NhwwYSEhI4fPgw165do3///qxatYrg4GBTx5uenk6nTp1Yt24dFSpU4NChQ4X0kxOFzc7KgvQcvem1wQgW/0uhdbKxpJqTHZ4uDliqlLziXp4LtyXU73lmNBiL7Ku4KdKR0rVr13j11VeB3AyjDRs28MorrwBgb2+Pp6cnMTG5U/f/Oau3o6MjNWvWNH2fnZ07aX+zZs1QKpW4uLjg6OhISkoK5cqVIyAgADs7O65du4a3tzfXr1/H29sbgPLlyzNy5Mh8ddWtWxcAV1dX0+zbV69eZeLEiQBotVrc3d159dVXuXHjBp988gkWFhYMGTLkoRlLj1KvXj0AHBwc8PT0NM10np2dza1bt0hJSTEF9aWnpxMTE0OTJk0ICwtjy5YtKBSKh+Ypubq6ms6NKHm8qzhz8GoCb9atzJm4VGqVfzDirepkR4ZWx63UdNyc7TgVm8J7Xm5mrFaIwlOknZKnpydnz56lffv2xMTEsGvXLtRqNR06dECj0RAVFUXVqlUf673On8+9EZycnIxGo8HGxoavvvqKn376CYD+/ftjNBrx8PBgz549AKSlpTFixAhWrFjBXydHf1jGkbu7OzNnzqRy5cqcPHmSpKQkjh49SoUKFVi5ciWnTp1i7ty5BAUF5ctYeu211wqs+1F5SlWrVsXV1ZWVK1diaWlJZGQk9erVY8GCBXTr1o02bdqwdetWtm3b9ljvJ0qOdrVdOXIjmb7rfgFg4tsN+e5CLBk5erp6VyfkLW/G7fgNI0YaVinLq54VzVyxKFTySHjR6NmzJ+PHj6dPnz7o9XqWL1/O+vXr8fX1JTs7G39/f8qVK/dY75WcnMyHH35IWloaEyZMwN7ensaNG/P+++9ja2uLo6MjiYmJ+Pj48N///hdfX1/0ej1Dhw4FcjvI0aNHm0ZqfxcSEkJAQAB6fe4llalTp+Lk5MTIkSNZvXo1SqWSoUOHPjRj6WmVLVuWfv364efnh16vp0qVKrz99tu89dZbTJ06lSVLluDq6kpqaupT70MUT0qFgqA3vfIscy/3YLT0UnUX1vdtXdRlCVHkSmSeUmRkJNeuXWP06NHmLqVEyFwh50kIc7AZOOep2mWEffqMKymY7ZDQItvX45APzxaCkJAQrl69mm/5smXLsLa2NkNFQghRMpTITsnHx8fcJTzSn0/1CSHEUymGT8UVlVL74VkhhBDFT4kcKQkhxHNNnr4Tz7XylcxdgRBCPBbplIQQorgpxSMluackhBCi2JCRkhBCFDcl7+Ojz4yMlIQQQhQbMlISohgwGIxM2/YLUXEpWFqomNCtNW4uZQBIvp9BwPofTdtejrvD8I7N6PbyC+YqV4hCIyOlJxQZGcn+/fsBSa8Vz86B8zfI1upZ8+m7DO/YjLk7jprWuTjasmLIO6wY8g7D3m5GvSrl8Gle14zVikJnMBTdVzEjndIT8vHx4fXXXwckvVY8O6eu36Zl3WoAeFWvyPnYpHzbGI1GZv7nVwJ9WqFSyj9d8XwqkZfvniTBtm7dukRHR6PRaFiwYAFVqlRh0aJF7Nu3D71ej6+vLz179uTLL7/k3LlzpKen4+npyfTp0/Hx8eGrr76iatWq7N69m5MnT1KmTBlcXFy4e/euKb02LS2Nzp0707ZtW65evcrMmTNNYYF/90+pura2tkyYMIGbN29iMBgYMWIEzZs3f2iqbnR0NMuWLcPS0pLY2Fg6duzIkCFDiurHIJ6h9Gwt9tZq02uVUoFOb8BC9aDzOXjhFh4VnalRwckMFYoiJdMMlSxPmmAbHh5Oy5Yt2bVrFxcuXODQoUNs3ryZjRs3cuXKFdLS0nB0dGTVqlVs3LiR06dPk5CQQNeuXdm+fTsA27Zto3v37qYa/ppe261bN1PG0ZYtW+jatesj639Uqu7mzZtxdnZm/fr1LFq0iEmTJgE8NFUXIC4ujtDQUCIiIli+fPmzPtWiiNhZWZKenWN6bTCSp0MC2PVbNB/IZTvxnCuRI6UnSbD9M5m1UqVKJCcnc/36dby8vFCpVNjY2BAUFIRWqyUlJYVRo0Zha2tLRkYGWq2WLl264OvrS7du3dBoNNSuXZvvv/8+Xz3Nmzdn6tSp3Llzh8OHDzNq1KhH1v+oVN2oqChOnjzJmTNnANDpdKSmpj40VffP47ewsMDCwkJmIC/BvGtU4uCFm7zZ0JMzNxOoVck53zYXY5PxriHhfqWC0Xz3egwGAyEhIVy+fBm1Ws2UKVOoXr26af2qVavYsmULZcuWBWDixInUqFHjkW2eRInslP5Ngq2HhwcbNmzAYDCg1+sZNGgQvXv3Jj4+3jTC2rt3L0ajEXt7exo0aGC6lPd3f0ZRKRQKOnfuzNSpU2nZsiWWlpZPfWweHh5UqlSJwYMHk5WVRVhYGBYWFg9N1f1z36Lka9egBkeiY+m78D9ghIk92vDdqStkZGvp2qIeKZpMbK0s5ectCt2+ffvIyckhIiKC06dPM2PGjDz3z8+fP8/MmTNp0KCBadkPP/zwyDZPokR2Sv8mwbZevXq0bt0aX19fDAYDvr6+NGzYkLCwMLp3745araZatWokJiZSrVo1unXrxkcffcS0adPyvdef6bVz5szBx8eHtm3b8p///OdfH1tQUBB9+vRBo9HQq1evAlN1Hzc6XhR/SqWCoA/yJsu6/+XeUVl7GzaN+qCIqxJmY8Z7SidPnqR169zfRW9vb86dO5dn/fnz51m6dClJSUm0bduW//u///vHNk+iRCbPFkcJCQl8/vnnrF692tyl5JP57dOlXwoh/h2bLk+X+pwxs/8zrqRgtgGr8rwODAzkjTfeoE2bNgC0bduWffv2YWGRO4ZZuHCh6Y9lf39/fH192bdv3yPbPIkSOVIqbr7//nsWLlzI1KlTgdyHDwICAvJt16xZM4YNG1bU5QkhShijGT8/ZG9vT3p6uum1wWAwdS5Go5EPP/wQBwcHANq0acOFCxce2eZJSaf0DLz55pu8+eabpteVK1dm7dq1ZqxICCGeTuPGjTlw4AAdO3bk9OnT1K5d27ROo9Hwzjvv8N1332Fra8vRo0f54IMPyMrKKrDNk5JOSQghihsz3lPq0KEDhw8fpmfPnhiNRqZNm8aOHTvIyMigR48ejBw5kr59+6JWq3n55Zdp06YNBoMhX5unJfeUSoHMQ+HmLkGIUsnm1X5P1S59at9nW8gj2AWuKbJ9PQ4ZKQkhRHFjxs8pmVuJnNFBCCHE80lGSkIIUdzI3HdCCCGE+clISQgzMRiMTFv/PVGxCVhaWDDhw7dxq5A7n1jyPQ0BSx/MDnI5JoHhPm15r1VDglftJO7OPVQKBV/07Yi768NnLxGiJJKRUgGSkpIICQl55DYS8if+jQOno8jW6lgz7kOG+7Rl7qYH6bIuZexZMaY3K8b0ZphPG+q5VcLnVW9+OXcVvd7AmrF9GdS5FQu3HzTjEYhCIyF/4u/Kly//j52ShPyJf+NUdAwtG3gA4OVZhfM34/NtYzQamblhL4F93kSlVFK9Yln0BgMGg5H0zOx88RZClHTP9PLd38P3goODadCgAePHjy+SAL7hw4cTGBhIamoqAEFBQdSpU8dU39GjR1m8eDFKpZKkpCR69OhB7969uXDhApMnT0alUmFlZcXkyZMxGAyMGjWKTZs20blzZ1566SUuX76MQqFg0aJFrFu3zhTy9+GHHzJu3DgsLCxQqVTMmjWLihUfHjEwduxYLCwsiIuLIycnh44dO3LgwAHi4+NZtGgRbm5ufPnllxw/fhyj0Ui/fv14++23OXbsGAsXLjSd55kzZ2Jpaclnn31GpUqViImJ4cUXX2TixInP8kcqClF6Vg72Nlam1yqlMn+w3+9X8KjsQo1KuZfobK3UxN25x3vBS7iryeSrT7sVed2iCMiDDs/G38P3fv/9dyIiIoosgG/x4sW0aNGCtWvXMnny5IeOdBISEggLC2PTpk2Eh4dz584dgoKC+OKLL1i3bh2+vr7MmDEjT5v09HQ6derEunXrqFChAocOHcoT8vfrr79Sv359Vq1axeDBg7l3794jz1OVKlVYuXIlHh4exMbGsmzZMt544w1+/PFHDh48SGxsLBs3bmTNmjUsXryY+/fvEx0dzezZs1mzZg3t2rVjz549QG7439SpU9m8eTOHDh0iKSl/jLYonuys1aRn/SXYz2DMH+x35BwfvNrI9Hrd3mO8Ut+Db6cOZtOEgQSv2km2VldkNQtR2J7pSOnv4Xu1a9dm4sSJRRbAFxUVxZEjR9i9ezcA9+/fz1djo0aNUKtzY6dr1arFrVu3SExMpF69ekDupKlffvllvnZ/1urq6kp2dnaedV27dmXZsmV89NFHODg4MHLkyEeepz/fy9HREQ8PD9P3OTk5REVFcf78efz8/IDckL+4uDgqVqzI1KlTsbW1JSEhgcaNGwPg5uaGvb09kHvJ8e+1ieLLu2ZVDv5+hTeb1ePM1T+oVbV8vm0u3rqNt2cV02tHO2ssVCoAythZo9MbMBTD+wLiX5IPzz4bf4bvAcTExPDZZ5/h6enJiRMnAB4rgO/ChQsYDAa0Wi39+/fn4MGDxMfHM3fuXEaNGkVWVlaBAXweHh7069ePtWvXMn/+fDp37pxvHxcvXkSv15OZmcmVK1eoXr06FSpU4NKlSwAcP36cGjVq5Gv3sHC1P2do2r9/P02aNGH16tW89dZb/xhL/qigNg8PD5o3b87atWtZvXo1b7/9NlWrViUoKIhp06YxY8YMKlSoICF/z4F2jepgZWlB3xlrmLNpH6O7t+e7o+fZcugUAClpGdhaqfP8jPu0f4mLN2/Tf+ZaPv7yGz59vw02VmpzHYIQz9wzHSn9PXxv/Pjx1KlTh+Dg4CIJ4Bs8eDCBgYFs2rQJjUaDv79/vn3odDo+/vhj7t69y5AhQyhbtixTpkxh8uTJGI1GVCrVY08m+GfI37BhwxgzZgyhoaEolUrGjRv31OewXbt2HDt2jF69epGRkUH79u2xt7fn3XffpXv37jg6OuLi4kJiYuJT70MUD0qlgiC/t/Is++vj3WUdbNk0YWCe9bbWamYPfr9I6hNmVIrvKZWqCVmPHj3Kxo0bmTdvnrlLKVIyIasQ5vHUE7IGFt0DLHZTNxfZvh6HfHi2EOTk5DBw4MB8y93d3Zk0aZIZKhJClCTmDPkzt1LVKTVv3pzmzZsX+n7UarWE/AkhxFMoVZ2SEEKUCKX4npJ8HFwIIUSxISOlUiBnlczRJ4Q5PO2DDjJSEkIIIYoBGSkJIURxIzM6CCGEEOYnnZIQQohiQy7fCWEuCgXWfsNQVfMEnZbMVV9iSIwzrbZo0hqrTj3BaCTn4C60h3aDQolN/1EoK1UFg4HMFbMxJOXPYRIlnDzoIB7H3r17SUhIMHcZ4jlh0bglCks16VOHkbV5OdY9Bz9YqVBi3W0g6bM/J33KMKze6o7C3hEL7xYApE8bQda21Vj7DjFT9UIUDumUnsCaNWvQaDTmLkM8JyxqNUB39jgA+msXUdWo/WCl0YBm/ADITEdh7wgKBcasTHSnfiUzfC4ASpcKGO+lmqN0UciMBmORfRU3Jery3fXr1/MkvFauXJkGDRrQu3dv7t27R//+/QkICGDp0qVYWlpy+/ZtevbsyZEjR7h06RJ9+/alV69edO7cmaZNmxIVFYW7uzvlypXjxIkTqNVqli5dSlZWVr4E2/j4eC5evEhAQACzZ89m2LBhODk50bx5c7Zv387333+PSqVi9uzZNGjQgLfffjtf/bGxsYwcORJXV1diY2Pp1KkT0dHRXLhwgbZt2zJq1CguX77MlClTAHBycmLatGnY2tryxRdfcPv2bVJTU3n11VcZMWIEY8eORa1W88cff5CYmMiMGTOoX79+kf5MxNNT2NhizEx/sMBgAKUy97//e23RpBU2fT5Fd+Yo6PWm5TYffY5l45ZkfC1zKYrnS4nqlP5MeB07diwnTpzA2dmZ4OBgevfuzc6dO035Sbdv32b79u2cP3+e4cOHmy67+fv706tXL9LT03nnnXdo0qQJb731FuPGjWPkyJH06dOHK1eusHPnTlq0aEGvXr24ceMG48aNY8OGDdSrV4+QkBAsLS1JSkpi69atqNVqYmJi+OWXX2jVqhWHDh1i+PDhBR5DTEwMK1euJCsri9dff51Dhw5hY2PDa6+9xqhRowgODmbatGnUrFmTzZs3s3z5crp164a3tzfdunUjOzvb1CkBVK5cmUmTJrFp0yYiIiJkwtcSxJiZgcLa9sECheJBh/Q/upO/kPbbYWwGfo5lyw5of/kegMzls8hydMY+eCFpgQMhJ6soSxeFrRiOYIpKieqUHpbwamdnx5UrV9ixYweLFi0iOjqaWrVqYWlpiYODA25ubqjVasqUKZMnlfXPEYWjoyOenp6m77Ozsx8rwbZq1aqmBNtu3bqxdu1aDAYDr7zyimn5w1SrVg0HBwfUajUuLi44OTkBD8L6rl69ysSJEwHQarW4u7vj5OTE2bNnOXLkCPb29uTkPIjQ/jMxt1KlSvz2229PdV6Feeiiz2Pp3QLt8YOoPOqhj73+YKW1LXbDJ5P+5VjQaTFmZ4HRgOXL7VGWLU/2rg0Yc7JzP89i0JvvIIR4xkpUp/Rnwqu/vz87d+5k+fLldO/enbCwMCpWrEjZsmWBx0tj/af01y5dutC5c2fu3LnD5s2bTW3+jJ9SKh/cjmvatCnTpk1jy5YtphHM0+wXcuMtZs6cSeXKlTl58iRJSUlERkbi4ODApEmTuHnzJps2bZLk2eeA7rdfsKjfGLvABYCCzBWzsWzRDqxs0B7cRc6RH7EbOxf0evSx19D+uh8s1dgMHJO7XGVB5oYw0GnNfSjiWZPoipKhQYMG+RJea9WqxaRJk5g9e/Yz209BCbaNGjXi888/Z/LkyfnadO7cmT179lCrVq1/te+QkBACAgLQ/+/+wdSpU/H09GTUqFGcPHkSGxsbqlevLsmzzwOjkaw1C/IsMtyOMX2vPbgL7cFdedvkZJEZlv/3T4jnRYlPns3MzKRPnz5s3rw5z+ilqC1btgxnZ2e6du1qthoKcq9/e3OXIESpVGbVvqdql/ZJ/gelCovDot1Ftq/HUaJGSn/322+/MWHCBEaMGGHWDmns2LGkpqYSGhoKQEREBDt37sy33ahRo2jUqFFRlyeEECVGiR8piX8mIyUhzOOpR0qD33rGlRTMYfGeItvX45APzwohhCg2SvTlOyGEeB6V5gtY0imVApe+dzR3CUKUSs3NXUAJJJ2SEEIUN6V4Rge5pySEEKLYkE5JCCFEsSGX74QoYk4dmlJlZHeMOj1JG/eT9E3ex4YtyjpQ8+uRKKzVaBNSuTYyFENm7nyHShs1dTeGcO2zr8m68gcolbjPGYKNZxWMej3XRi4k+6ZkfpV4cvlOCFEUFBYqqof055LvRC5+EEyFPm9gWd4pzzZVRnYnedvPXHw/iPRz16jQ5w0A7Lw8qRc5BavqFU3bOr/RFIAL744ndvZGqof0L7JjEaIwPLJT0uv1DBw4EF9fX+7du/fEb3737l127NjxyG1atmz52O/XvXt3YmNjiYyMZP/+/U9cz9NYunQpZ86cKZJ9ieefda2qZN24jf5eOkatjrRjF3FoXi/PNg4v1ePegVMA3PvxFI6tGwKgsLIkeuDM3BHS/6TuOcb1MWEAWFUtjzbpbtEciChUEvJXgKSkJFJTU4mMjHyqN798+TI//vijKefoWfHx8Xmm7/cogwYNKrJ9ieefysEGfVqG6bU+PROVo13ebext0P1vG70mEwvH3MwlzfFLD39TvQGP+Z9S9u3mRA96dhMTC2EOj+yUgoODuXHjBl988QWxsbFkZGQwdepUtm/fzrlz50hPT8fT05Pp06dz584dxo4dS1paGkajkZkzZ7J48WIuXbpEREQEjRo1YsaMGRgMBu7fv09QUBCNGzf+xwLnzZvHzz//TKVKlUxJsKGhobi4uODh4fGPKbPHjh1j3rx5qFQqqlWrxqRJk9ixYwcHDx4kKyuLW7du8fHHH+Pj48P69evZvn07SqWSxo0bExAQwNixY+nYsSMvv/wy48ePJyYmBr1eT//+/enYsSN+fn7UrVuX6OhoNBoNCxYsoEqVKg89ltDQUG7evElqair37t2jV69e/PDDD1y/fp2ZM2fi7e3N2rVr2blzJwqFgo4dO9K3b1+ioqIeeu7eeOMNGjduzPXr1ylXrhyhoaGoVKqn+DUQha3q5744vFQP23rV0ZyKNi1X2dmgv5eeZ1u9JhOVnQ26rJzcDupv6x/m2ohQYqaupf6umZxpMwxDZvY/thHFWDEcwRSVR3ZKEyZMYNSoUZQvXx61Wk1QUBAajQZHR0dWrVqFwWCgU6dOJCQksGzZMtq1a4evry///e9/OXPmDIMHD2bjxo306NGD7777joCAAOrUqcOOHTuIjIz8x04pKiqK48ePs2XLFjIyMnjjjTfybfOolFlfX1+Cg4P55ptvKFeuHPPnz2fbtm1YWFig0WhYsWIFN27cYPDgwfj4+BAZGUlwcDDe3t5888036HQ6034iIiJwdnZm9uzZaDQafHx8aNGiBQBeXl4EBgYyb948du3a9cjRlbW1NStWrGDp0qUcPHiQxYsXs3XrVnbt2oW9vT3fffcd33zzDQqFgn79+tGqVSuuXLny0HMXExPD6tWrcXV1pWfPnpw9exZvb+9HnlNhHrGzNgC595S8flqAyskeQ3oWji1eIH7xf/Jsm3b8Ek6vNyZ50wHKtGtE2rGLBb6vywdtULuWI25hJIbMbIwGA8ZSnMUjSr7HfvrO3d0dACsrK1JSUhg1ahS2trZkZGSg1Wq5fv26Kbbh5ZdfBuDo0aOm9hUqVGDRokVYW1uTnp6Ovb39P+7zypUrNGjQAKVSib29PbVr1863zaNSZlNSUkhMTDQF72VlZdGyZUvc3NyoW7cuAK6urqYk1+nTp7Ny5UrmzJmDt7d3nqk+rl69yiuvvAKAvb09np6exMTkZt+88MILQG76a3Jy8iOP6c9tHRwcqFmzJoCp3qioKOLi4ujXrx8A9+7d49atWwWeO2dnZ1xdXU3H8ddkXVE8GXV6bk4Mp+43X6BQKkjauB/t7RRUTvZ4zPmE6I9m8cf8zXguGEaF3h3QpdznyifzCny/lO+O4DHPn3qRk1FYWHBrwkqM2RL6V+KV4r8rHrtT+jMa4tChQ8THxzN//nxSUlLYu3cvRqMRT09Pzp49S926dTl+/Dg//fQTbdu2xfC/v9qmTp3KnDlz8PT05KuvvuKPP/541O6A3I5wzZo1GAwGsrKyuHLlSr5tHpW86uzsTKVKlVi0aBEODg7s378fW1tb4uPjH9pu06ZNTJw4ESsrKwYOHMipU6dM6zw9PTlx4gQdOnRAo9EQFRVF1apV//EYnqReDw8PatasyfLly1EoFISHh1O7dm2GDh360HMnqbMl0929J7i790SeZfq7GqI/mgWALvkel3sXHOR3sesXpu8NmdlcGfxl4RQqhBk88eeUvLy8WLRoEd27d0etVlOtWjUSExMZPHgw48eP59tvvwVg2rRpqNVqoqKiCA8Pp0uXLnzyySeUK1cuz/2hR6lXrx5vvfUWXbt2pUKFCpQrV+6JalUqlQQGBjJo0CCMRiN2dnbMmjWL+Pj4h25fp04dunbtirOzMxUrVqRhw4amhzy6d+9OcHAwvr6+ZGdn4+/v/8T1/JO6devy8ssv4+vrS05ODl5eXlSsWPGpzp0QouQqjk/FFRXJUyoFjlYuuqcVhRAPNI97uieX7/Zu94wrKZjT+h+LbF+Po1jM6PC8JbX6+/vn+1yXvb09YWFhZqpICFGiyEhJPM9kpCSEeTz1SMn3tWdcScGcNhwosn09jmIxUhJCCPEX8vSdeJ69GPzwD/MKIURxI52SEEIUM6X56TuZJVwIIUSxIZ2SEEKIYkMu3wkhRHEjDzoIIYqawWhk2o8XiUpKQ61S8kWH+rg52ZrWr/3tBtvP/YGzjRqAoNdf4Ez8Xb69EAdAjt7A5aQ09n3cBgdrS7McgxDPmnRKQpjJgauJ5OgMrOnZnDPxd5l76DLzuzz4sPilxDQmv/kiL1R0NC2rUdaOLvVzn6ac/uNF3q1fRTqk55A86CCeqezsbNq1y50mZOrUqcTFxZm5IlEcnfrjLq/UyJ0/0cvViQsJ9/Osv5hwn5XHr9F/0zFWHLuWZ935hHtcvaPhgxeffFJgIYozGSkVssDAQHOXIIqp9Bwd9uoH/wRVSgU6gwGL/83I/2adSnRvWA17tQWjdpzm0LUkXvUoD8DKY9f5vxaeZqlbFAEz3lMyGAyEhIRw+fJl1Go1U6ZMoXr16qb1O3fuZPXq1ahUKmrXrk1ISAhKpZL33nsPBwcHAKpWrcr06dOfav/SKT2myMhItm7disFg4K233mL//v3odDocHBwIDQ1Fq9UyevRo7t+/j5ubm6mdn58fISEhfPfdd7i4uODr68vVq1cJCQlh7dq1zJs3jyNHjpgCE//MUvq77Oxshg8fjkajISsrizFjxtC8eXN2795NeHg4SqWSJk2aMHr06CI6I+LfslNbkKHVm14bjEZTh2Q0GunVyA0Hq9xLc63dXbiUdJ9XPcqTlqXlemo6zaqVNUvd4vm2b98+cnJyiIiI4PTp08yYMcM0b2dWVhbz589nx44d2NjYMGrUKA4cOECrVq0AWLt27b/ev1y+ewKOjo6sX7+etLQ0wsPDTem0Z8+eZdu2bdSuXZv169fTs2fPx37P7du3M2fOHNavX4+1tXWB2926dYvk5GQWL17Ml19+SVZWFnfv3iU0NJTw8HA2bNhAQkIChw8ffhaHKoqAd2UnfrmeGwp5Jv4uNcs9CL7U5OjotvZXMnJ0GI1GjsWkUK9C7r2lk3+k0tzt2camiOLFaCi6r787efIkrVu3BsDb25tz586Z1qnVajZu3IiNjQ0AOp0OKysrLl26RGZmJgMGDKBv376cPn36qY9dRkpPwN3dHaVSiaWlpSl59/bt2+h0OqKjo00/yIYNG2Jh8Xindu7cucydO5fk5GRT+4epVasWvXv3ZtSoUeh0Ovz8/Lh16xYpKSmm+PX09HRTGq4o/trVrMCRW3f4MOIoRiNMfKMBuy/Fk6HV88GLVfFvWYuPt55ArVLyUrWytHbPvXR3MzWdqo42Zq5ePK80Gk2eZHCVSoVOp8PCwgKlUomLiwuQOyrKyMigZcuWREVFMXDgQLp168aNGzf4+OOP2bNnz2P/f/CvpFN6AkqlkkuXLrFv3z42b95MZmYmPj4+GI1GPDw8OH36NO3bt+fChQvodLo8ba2srEhKSgLg/PnzAOTk5LBnzx7mzp2L0WikU6dOdOrUiSpV8s9Vd/nyZdLT01m6dCmJiYn07NmTLVu24OrqysqVK7G0tCQyMpJ69eoV/okQz4RSoSDo9RfyLHMva2f6/p16lXmnXuV87T5s6l7otQkzM+M9JXt7e9LT0x+UYjDk6VwMBgOzZ8/m+vXrhIaGolAocHd3p3r16qbvnZycSEpKwtXV9Yn3L53SE6pevTo2Njb4+PigVqspX748iYmJ9O7dm3HjxuHr64uHhweWlnkf03377bcZMWIEx48fp0GDBkDuULhMmTK8++67lClThpYtW1K5cv7/CQHUqFGDr7/+mu3bt2NpacmwYcMoW7Ys/fr1w8/PD71eT5UqVXj77bcL/RwIIZ5fjRs35sCBA3Ts2JHTp09Tu3btPOu/+OIL1Go1ixYtQvm/e6BbtmwhKiqKkJAQEhIS0Gg0lC9f/qn2L3lKpUBG2KfmLkGIUsl2SOhTtUt+u80zrqRgLrsP5nn959N3UVFRGI1Gpk2bxoULF8jIyKBBgwZ88MEHNG3aFIVCAUDfvn1p06YN48aNIy4uDoVCwejRo2ncuPFT1SOdUjFTGCm80ikJYR4lsVMyN7l8V8z06NGDHj16mLsMIYQ5leK57+SRcCGEEMWGjJRKgbOT/zB3CUKUSs2HPF27h31+qLSQkZIQQohiQzolIYQQxYZcvhNCiGKmNF++k05JiCLg1KEpVUZ2x6jTk7RxP0nf7Muz3qKsAzW/HonCWo02IZVrI0MxZOY8tJ3CQoXHgk+xqlYBo97A9TFhZF35A5taVXGfPQQUCjLO3+BG0HIwlOL/u4kSSS7fFSA7O5vNmzc/UZu9e/eSkJBQSBWJkkphoaJ6SH8u+U7k4gfBVOjzBpblnfJsU2Vkd5K3/czF94NIP3eNCn3eKLCd0+uNUahUXOgynj/mbaZaQC8Aqo7rTcz09Vx4dzxKGzXObzQzw9GKZ8GcE7Kam3RKBUhKSnriTmnNmjVoNJpCqkiUVNa1qpJ14zb6e+kYtTrSjl3EoXneOQodXqrHvQOnALj34ykcWzcssF3m1TgUFipQKFDZ22DU5cZfRH80m7SjF1BYWmBZwRlt8t2iPlQh/jW5fFeAxYsXc+XKFRYuXEhUVBSpqakABAUF4ejoyIcffsi6deu4evUqoaGhDBgwgIsXLxIQEMDs2bMJCAhg06ZNAHTv3p25c+eybds2Tp06RUZGBlOnTuXXX39l586dKBQKOnbsSN++fQusZ+zYsdy6dYvs7GwGDhxIx44dOXbsGPPmzUOlUlGtWjUmTZqUb849YX4qBxv0aRmm1/r0TFSOdnm3sbdB979t9JpMLBxtC2xnyMjCqloFvA6FYlnWgcsfTsvdwGBAXaU89SImoEvLIOuqfBSgxDIqzF2B2UinVIDBgwcTFRVFZmYmLVq0oFevXty4cYNx48axYcMGxowZw9ixY0lOTmbp0qVUqlSJevXqERIS8siOwcPDg6CgIK5cucJ3333HN998g0KhoF+/frRq1QoPD498bTQaDUePHmXr1q0AHD58GKPRSHBwMN988w3lypVj/vz5bNu2je7duxfaORFPpurnvji8VA/betXRnIo2LVfZ2aC/l55nW70mE5WdDbqsnNwO6l46+rRMVHbW+dpV+rgz9346Rcz09agrl6PepomceX0kxmwtOX8k8Xsrf8r3ao/bhP5cG/F009wIYS7SKf2DqKgojhw5wu7duwG4f/8+AO3bt2fevHm88sorVKpU6ZHv8dfpBd3d3U3vGxcXZ0qavXfvHrdu3Xpop2Rvb09wcDDBwcFoNBq6dOlCSkoKiYmJjBgxAshNhGzZsuW/PVzxDMXO2gDk3lPy+mkBKid7DOlZOLZ4gfjF/8mzbdrxSzi93pjkTQco064RaccukhUdi7W7a7521rWqYvxfNIouVYPC0gKFUkmt8HHcnBhO9vV49JpMkGktS6zieK+nqEinVAClUonBYMDDw4MuXbrQuXNn7ty5Y7rPtHLlSlq2bMnZs2c5ffo03t7eKBQKjEYjVlZW3LlzB71eT3p6OrGxsXneF3JHTDVr1mT58uUoFArCw8PzTRH/p8TERM6fP8/XX39NdnY2bdq0oXPnzlSqVIlFixbh4ODA/v37sbW1LfwTI56YUafn5sRw6n7zBQqlgqSN+9HeTkHlZI/HnE+I/mgWf8zfjOeCYVTo3QFdyn2ufDKvwHa3l+7AY+5Q6m2bgtLSgpgZ6zFkZhO3MBLP+Z9izNGiz8zh+uhF5j50IZ6YdEoFKFeuHFqtlvT0dHbv3s2mTZvQaDT4+/tz9uxZdu7cSUREBDExMXz66adERETQqFEjPv/8c1OH1bVrV9zc3KhevXq+969bty4vv/wyvr6+5OTk4OXlRcWKFR9aS/ny5UlKSuK9997D1taWAQMGoFarCQwMZNCgQRiNRuzs7Jg1a1ZhnxbxlO7uPcHdvSfyLNPf1RD9Ue7PTJd8j8u9Jz9WO0NGFlcGf5lvW82Jy1x4d/wzrFqYi9FQeu8pSXRFKXC0so+5SxCiVGoeF/lU7eJbvfaMKymY6y8Himxfj0NGSsXI/v37CQ8Pz7e8b9++dOjQoegLEkKYhdxTEsXC66+/zuuvv27uMoQQwmykUxJCiGLGWIo/pyQzOgghhCg2ZKRUCrwYWNncJQghnkBpvqckIyUhhBDFhnRKQgghig25fCeEEMVMaf7wrIyUhBBCFBsyUhLCTAxGI9MOXCQqWYNapeSL11/AzenB/IVrf7vJ9gt/4GyjBiCoXT1qONux4vh1Dl5PQqc30M2rGu/Xr2KuQxCFpDTPsyOd0mPw9/dn4cKFT93++PHjODg4ULdu3WdYlSjpDlxNJEdvYE33lzgTf5e5P0cxv7O3af2lpPtMfqMBL1RwNC07EZvCmfi7hHdrRpZWz5rfbpqhciEKj3RKj+HfdEgAW7dupWPHjtIpiTxOxd3lleouAHi5OnEh8X6e9RcT01h5/Dp3MnJoVcOFgc3c+fXmHWq62DNq5++k5+gY0aqWOUoXhaw031MqVZ1SZGQk+/fvR6PRkJqaytChQ3F2ds6X3rpjxw62bt2KwWBg2LBhjB49msOHD+Pn50edOnWIjo7G1taWpk2b8ssvv3D//n1WrlyJra0tEyZM4ObNmxgMBkaMGIGdnR0///wz58+fp2bNmvz++++Eh4ejVCpp0qQJo0ePJjQ0NE8iraenZ77aT548ycyZM7GwsMDR0ZE5c+ZgZWWVb3/Nmzc3w5kVTyM9R4e9+sE/QZVCgc5gwOJ/8SZv1q5Id69q2KstGLXrdw5dT+Julpb4+5l81aURf9zPZMSO02zzewWFovT+T0w8X0pVpwSQkZHBqlWrSElJoVu3biiVSjZt2pQnvfXP//GHhYXla+/l5UVQUBADBw7E2tqaVatWERAQwPHjx0lMTMTZ2Zlp06aRmppKnz592LVrF61bt6Zjx47Y2toSGhrK1q1bsbGxYcyYMRw+fBh4kEhbkH379tGhQwcGDhzIjz/+yP379/npp58euj9RMtipLcjI0ZleG4xGU4dkNBrp5e2Gg1VuinHrGi5cSkqjjLUlNZxtsVQpqeFsh9pCSWqmlrK2arMcgygcMlIqRZo1a4ZSqcTFxQUbGxtu3ryZL73Vzc3NlBD7d/Xr1wfA0dGRmjVrmr7Pzs4mKiqKkydPcubMGQB0Oh2pqammtrdu3SIlJYVBgwYBkJ6eTkxMDECB+/vT4MGDWbx4MR9++CEVK1bEy8urwP05Ozs/5dkRRcm7shOHrifxRu1KnIm/S00Xe9M6TY6Obuv/S2SfV7CxVHEsJoV361fGaIRvTt/Cr1F1ktKzydLqKWNtacajEOLZKnWd0vnz5wFITk4mOzsbNze3fOmt8fHxpoTYJ+Hh4UGlSpUYPHgwWVlZhIWFUaZMGVMibdWqVXF1dWXlypVYWloSGRlJvXr12Ldv3z/ub8eOHbz//vsEBASwZMkSNm3aVOD+RMnQzrMCR27d4cNNxzACE9vXZ/fleDK0ej5oUBX/l2vyceRJ1ColL1UrS+sa5QH47Y9U+kQcw2g0MrZtXVTK0vtX9fNKnr4rRZKTk/nwww9JS0tjwoQJKJXKfOmt8fHxT/XePXv2JCgoiD59+qDRaOjVqxdKpZKGDRsyZ84c5s+fT79+/fDz80Ov11OlShXefvvtx3rvF198kbFjx2Jra4ulpSWTJk2iYsWKD92fKBmUCgVB7V7Is8y9rJ3p+3fqVeadevnnLRzRqnah1yaEuZSq5NnIyEiuXbvG6NGjzV1Kkcr42t/cJQhRKtkOfbond6+9+MYzrqRgHmd/KLJ9PY5SN1Iq7vz9/bl3716eZfb29g996EIIIZ43papT8vHxMXcJ/+jffiZKCFHyScifEEIIUQyUqpGSEEKUBKU55E86pdLAUIp/w4UQJYpcvhNCCFFsyEhJCCGKGYM86CCEEEKYn4yUhDATg9HItJ8uE5Wclhvy165e3pC/U7fYfjEO5//NbRf0Wl1qONvRc+NR0+ziVRxtmNj+hYe+vyi5SvMj4dIpCWEmB64l5Yb8dWvGmdv3mHs4mvmdGprWX0pKY3L7F/KE/GXr9AAs92lS5PUKURSkUxLCTE7F3eUVt7IAeFUqw4XEtDzrLybdZ+XJG7khf9VdGNi0BlHJGrJ0Bob85xR6gxH/lz3xqiST8D5vJLpCCFHk0rV67K3+GvJH3pC/WhXp/mLV3JC/785w6Hoyrg7W9G3kxvsvVObW3Uz8d5xmW58WpjZClHTSKT0DGo2GwMBA0tLSSE1NpVu3buzevRtnZ2fu37/P0qVLCQkJyZcQu2fPHtavX296nwULFlC2bNmH7uOHH35g2bJlWFhYUKVKFWbNmkV6ejqBgYGmzKagoCDq1KlTJMcs/j07SxUZOXrTa4ORvCF/Dd1w+F+n1bqGC5eS02jhVpZqTjYoFAqqO9tSxtqS5PQcKjlYm+UYROEoPdNk5yd/Xj0DN2/epFOnTqxcuZLFixcTHh4OQOfOnQkPD2fLli04Ozuzfv16Fi1axKRJkwC4ceMGS5cuZe3atbi7u/PLL78UuI+dO3fSr18/NmzYQKtWrdBoNCxevJgWLVqwdu1aJk+eTEhISBEcrXhWvF2d+OXmHQDO3L5HzXJ/DfnT023DETJydBiNRo7FplCvvAPbL8Qx95doABI12aTn6HCxk9RZ8fyQkdIz4OLiwurVq/nhhx+wt7dHp8uNuP4zTbaghNhy5coREBCAnZ0d165dw9vbu8B9jBs3jiVLlrBhwwY8PDxo3749UVFRHDlyhN27dwNw//79wj1Q8Uy18yzPkZgUPtxyAqPRyMT2L7D78u3/hfxVwb+FJx9v/y035K9qWVrXcEGrN/DFvgv033oCBTDh9Xpy6e45JPeUxL+ycuVKvL296dWrF0eOHOHgwYMAKBS5v1gPS4i1sLDgq6++4qeffgKgf//+PCraKiIigk8//ZRy5crxxRdfsHfvXjw8POjSpQudO3fmzp07bN68udCPVTw7SoWCoNfq5lnm7vyXkL+6rrxT1zXPekuVkulvNiiS+oQwB+mUnoHXXnuNkJAQduzYgZOTEyqVipycHNP6hyXS2tvb07hxY95//31sbW1xdHQkMTGxwH14eXnRv39/nJycsLOzo23btrRt25bAwEA2bdqERqPB31/C/IR4HpTmGR1KVfJsaZUR+om5SxCiVLL9dNFTtTvn8c4zrqRgDa7tLLJ9PQ4ZKRUjOTk5DBw4MN9yd3d308MRQojnn8zoIIoFtVrN2rVrzV2GEEKYjXRKQghRzJTmmyrSKZUCR6Ykm7sEIUqldp+au4KSRz7gIIQQotiQkZIQQhQzpfmRcBkpCSGEKDZkpCSEEMWMPBIuhCgy5d5ogvuoDzDqDcRvOEDcuv151luWdaB+2DCU1mqyE1K5OHwRhswcHLw9qTWxLygU5CTe5cLQUCq89wquPdoCoLS2xL5+DQ6/OAjd/QwzHJkQ/550SkIUIYWFilqTPuTEm+PQZ2TRZMdkkr8/QU7SPdM2NT7ryu3IX7gdcZDqn75Llb4diFmyi7pf/h/nBn5J5o0EXHu3w7qqC7cjDnI7IneuxdrTBxK/4YB0SM8Bcz4SbjAYCAkJ4fLly6jVaqZMmUL16tVN63/88Ue+/vprLCws+OCDD+jevfs/tnkSck/pEeLi4vjxxx8B8PPz4+rVq2auSJR0trWrkHn9Nrp76Ri1eu4eu0yZFvXybOP0Uh1SfjwNwJ39p3Fu/SK2nq5oU9OoNqgTjbaFYOlkT8bVeFMbh4Ye2NWpStzavKMuIZ7Uvn37yMnJISIigs8++4wZM2aY1mm1WqZPn87KlStZu3YtERERJCUlPbLNk5JO6RGOHDnCb7/9Zu4yxHPEwt4GXdqDkYxek4mFo22ebVQOtqZtdOm56y3LOlKmaR1iw7/ndLfJOLdugHPrB7OFVx/+Pte/3FI0ByEKncGoKLKvvzt58iStW7cGwNvbm3PnzpnWXb16FTc3N8qUKYNaraZJkyacOHHikW2eVIm+fHf9+nXGjRuHhYUFKpWKDz74gP/85z9YWlpy+/ZtevbsyZEjR7h06RJ9+/alV69eHD58mPnz52NlZYWTkxPTpk3D0dGRGTNmcPLkSQDeeecd+vTpw9KlS8nKyqJRo0YAfP311yQnJ5OZmcncuXOJi4tj2bJlWFpaEhsbS8eOHRkyZAjx8fEEBweTnZ2NlZUVkydPpmzZsgwfPhyNRkNWVhZjxoyhefPmjB07llu3bpGdnc3AgQPp2LHjQ481JSWFESNGYDQa0Wq1TJw4kTp16rB27Vp27tyJQqGgY8eO9O3bt8jOv3h8HmN7UOaluti/UJ37v0WblqvsbdDdS8+zrT4tA5W9DYYsLRZ2Nujup6NNTSPzxm0yov4AIOXA7zh4eZD68zksHG2xq1mFu4fPF+kxieeTRqPB3v5B4KRKpUKn02FhYYFGo8HBwcG0zs7ODo1G88g2T6pEd0q//vor9evXZ+zYsZw4cYKrV69y+/Zttm/fzvnz5xk+fDh79+4lISEBf39/fH19CQ4OZsOGDVSsWJHVq1cTFhbGSy+9RGxsLJs2bUKn09GrVy9atGjBoEGDuHbtGq+//jrh4eG0adOGd999l9DQUPbs2YOXlxdxcXF8++235OTk0Lp1a4YMGcLMmTPx8/OjTZs2/Pe//2XOnDkMHjyY5ORkwsPDuXPnDjdu3ECj0XD06FG2bt0KwOHDhws81jNnzuDg4MCXX37JlStX0Gg0XLlyhe+++45vvvkGhUJBv379aNWqFR4eHkX1IxCP6dqMCCD3nlLzn+di4WSHPj0Lpxb1uLXo2zzb3j1+mXKvN+J2xEHKve7N3SOXyLyZgMrOGpsaFcm8kUCZ5nWJ/yb30rLTy/VI+flskR+TKDzmfPrO3t6e9PQHfygZDAZT5/L3denp6Tg4ODyyzZMq0Z1S165dWbZsGR999BEODg60bNmSWrVqYWlpiYODA25ubqjVasqUKUN2djapqanY29tTsWJFAJo1a8bcuXMpV64cTZs2RaFQYGlpScOGDR96/6hBg9zLJS4uLiQn507dU7t2bSwsLLCwsMDa2hrITZpdsmQJy5cvx2g0YmlpSa1atejduzejRo1Cp9Ph5+eHvb09wcHBBAcHo9Fo6NKlS4HH+uqrr3Ljxg0++eQTLCwsGDJkCFFRUcTFxdGvXz8A7t27x61bt6RTKsaMOj3RE9bgvTEQlEriNxwg53YqFk521J07mHMDvuTGvEhe+Goolfu8jjYljfNDvsKo1XNpZBj1Fw8H4N6JKO7sOwWArWdlMm8mmPOwxHOkcePGHDhwgI4dO3L69Glq165tWufp6cnNmze5e/cutra2nDhxgoEDB6JQKAps86RKdKe0f/9+mjRpgr+/Pzt37mTu3Lk0bNiwwO2dnZ3RaDQkJiZSoUIFjh07Ro0aNfD09CQyMpJ+/fqh1Wo5deoU77//PtHR0RgMhkfW8Ge67F95eHgwYMAAGjduzNWrVzl+/DiXL18mPT2dpUuXkpiYSM+ePalfvz7nz5/n66+/Jjs72zQSe9hfGEePHqVChQqsXLmSU6dOMXfuXAIDA6lZsybLly9HoVAQHh7+r34ZRNG488NJ7vxwMs8y3d10zg34EgBt0j1+952Wr13qL+c58db4fMtvLdpROIUKszHnjA4dOnTg8OHD9OzZE6PRyLRp09ixYwcZGRn06NGDsWPHMnDgQIxGIx988AEVK1Z8aJunVaI7pQYNGjBmzBhCQ0NRKpX4+flx5syZArdXKBRMmTKFTz/9FIVCQZkyZZg+fTply5bl2LFj9OjRA61Wy1tvvUX9+vVRKBSEhYVRv379J6orICCAkJAQsrOzycrKIjAwkBo1avD111+zfft2LC0tGTZsGOXLlycpKYn33nsPW1tbBgwYUOCQt27duowcOZLVq1ejVCoZOnQodevW5eWXX8bX15ecnBy8vLxMo0AhhHgaSqUyX36bp6en6ft27drRrl27f2zztCR5thT4sWJ3c5cgRKnULmHTU7U7UtnnGVdSsBZxkUW2r8dRokdKz6OFCxdy9OjRfMunTZtGtWrVzFCREEIUHemUihl/f3/8/f3NXYYQwoxklnAhhBCiGJCRUinQuG2SuUsQQjyB0jxLuIyUhBBCFBvSKQkhhCg25PKdEEIUM4/+yP7zTUZKQgghig0ZKQlhLgoFNgNHoKruCVotGUtmY0iIM622fKUdVh27gkGP/tY1MlfMB5UFtkMCUFZ0xZiRTubKBRhu/2G+YxCFwog86CCewLp168xdgngOWDZrhcJSjSbYn8wNS7Hx++QvK9VY9xiAZtJINF98isLWDovGL6N+vRPGrEw0QUPJXBWKzYDh5jsAIQqBdEpPISwszNwliOeAqs6LaH8/BoA++iIqz79MpqvTovniU8jJ/t/GKtDmoKpaA93p3Bk/DPExqKq4FXXZoggYjEX3VdyUmMt3WVlZjBs3jri4OLRaLePHjyciIoKYmBj0ej39+/enY8eO+Pn5UadOHaKjo7G1taVp06b88ssv3L9/n5UrV7J//37279+PRqMhNTWVoUOH8uabb7Jnzx7Wr19v2t+CBQtwcnJiypQpnDlzBq1Wy6effkp0dDT37t0jJCQELy8vDh48SFZWFrdu3eLjjz/Gx8eHy5cvM2XKFABTkKBWq80X0lejRo2HBv89zN8DDWfNmkXFihX58ssvOX78OEajkX79+vH2228Xyc9D/HsKW1uMGX8J+DMYQKnM/a/RiPFeKgDqt95HYWWD7swJlOUrYdH4ZbTHf0FVqx6Ksi6gUIKxNN8aF8+TEtMpbdy4kSpVqjBv3jyioqLYt28fzs7OzJ49G41Gg4+PDy1atADAy8uLoKAgBg4ciLW1NatWrSIgIIDjx48DkJGRwapVq0hJSaFbt268/vrr3Lhxg6VLl2JjY8MXX3zBL7/8go2NDampqWzZsoWkpCTWrVvHyJEjWbduHSEhIURGRqLRaFixYgU3btxg8ODB+Pj4EBwczLRp06hZsyabN29m+fLlNGrUKF9I361bt/IF/xXk74GG9+7d49KlS8TGxrJx40ays7Pp3r07LVu2xNHRsSh+JOJfMmZkoLD+SxS64n8dkum1Auve/4fKtSrpcycAkHPgO6yruGH/xTx0l8+hvxYlHdJzyFCK7ymVmE7p2rVrvPrqq0BusN6GDRt45ZVXgNw0RE9PT2JiYgBMUROOjo7UrFnT9H12du6lkGbNmqFUKnFxccHR0ZGUlBTKlStHQEAAdnZ2XLt2DW9vb65fv463tzcA5cuXZ+TIkfnqqlu3LgCurq7k5OQAuTn2EydOBECr1eLu7v7QkL6HBf8V5O+BhiNHjiQqKorz58+b2ul0OuLi4qRTKiH0l89h2eRltEd+QlWrHvpb1/Kst/l4FGi1pM8Jhv9N5q/yrIv+0jmy1ixC5VEbZaXK5ihdiEJTYjolT09Pzp49S/v27YmJiWHXrl2o1Wo6dOiARqMhKiqKqlWrPtZ7nT9/HoDk5GQ0Gg02NjZ89dVX/PTTTwD0798fo9GIh4cHe/bsASAtLY0RI0awYsUK/pr28bCQP3d3d2bOnEnlypU5efIkSUlJDw3pCwoKyhf899prrz205r8HGi5fvpz27dvTvHlzJk+ejMFgYNGiRY99DoT5aY//jIVXE+wnhYJCQUbYTCxbvo7C2gb9tcuoX+uI/tJZ7IPnApC9eyu6S2ew7jEAq87dMaZryFgy28xHIQpDaX76rsR0Sj179mT8+PH06dMHvV7P8uXLWb9+Pb6+vmRnZ+Pv70+5cuUe672Sk5P58MMPSUtLY8KECdjb29O4cWPef/99bG1tcXR0JDExER8fH/773//i6+uLXq9n6NChQG4HOXr0aNNI7e9CQkIICAhAr9cDMHXqVJycnPKF9D0s+K8gfw80HDduHC+88ALHjh2jV69eZGRk0L59e+zt7Z/wzAqzMRrJXD4vzyJDXIzp+3u+rz+0WfqU0YValhDmVOpC/iIjI7l27RqjR5eef9h3ezx89CWEKFxOEQeeqt3eij2ecSUF65AQUWT7ehwlZqRUWoSEhHD16tV8y5ctW4a1tbUZKhJCiKJT6jolH5+iixl+GiEhIeYuQQhhZqX5npJ8eFYIIUSxUepGSqWRPkM+xyJESVKa/8XKSEkIIUSxIZ2SEEKIYkMu3wkhRDEjl++EEEKIYkBGSkKYi0KB3ZCRqNxrgjYHTehsDPEPAvvUr76OdZeuYDCgv3GV9LB5YDRSZv5yjBkaAPQJt0lfMMNcRyAKiTwSLgpdZGQk+/fvByQkUORSt2gFajX3x3xCxuql2A34S8ifWo1tn4HcDxzB/c+HorC1x7LZy2CpBuD++BHcHz9COiTx3JGRUhH564d2w8LC6NOnjxmrEcWBxQteaE/mhvzpLl/AoladByu1Wu59PhSy84b8Wbh7orCywmHSHBRKFRlrl6G7fMEM1YvCZCi9A6XS1Sk9SVBg3bp1iY6ORqPRsGDBAqpUqcKiRYvYt28fer0eX19fevbsyZdffsm5c+dIT0/H09OT6dOn4+Pjw1dffUXVqlXZvXs3J0+epEyZMri4uHD37l1TSGBaWhqdO3embdu2XL16lZkzZ7J06dKH1r5+/Xq2b9+OUqmkcePGBAQEEB8fT3BwMNnZ2VhZWTF58mRcXV2L+KyKp/X3kD+jwQBKFRj0uSF/d3ND/qzf8UFhY4P21AlU1T3I3BZB9g87UVauimPILO4O9sttI8RzoFRdvvszKDAiIoIZM2Zw7NgxnJ2d2bhxI6tWrWL+/PmkpKQAuUGB4eHhtGzZkl27dnHhwgUOHTrE5s2b2bhxI1euXCEtLQ1HR0dWrVrFxo0bOX36NAkJCXTt2pXt27cDsG3bNrp3726qYciQIZQpU4aQkBC6devGtm3bANiyZQtdu3YtsPbIyEgCAwOJiIigWrVq6HQ6Zs6ciZ+fH2vXrmXgwIHMmTOn8E6eeOaMGRkobP4a8qfI27koFNgOGIKld1PSpgcDoP8jhuyffgDAEBeLMe0+yrJli7JsUQQMKIrsq7gpVZ3Sn+F9kBsUmJSURLNmzYD8QYEvvPACAJUqVSI7O5vr16/j5eWFSqXCxsaGoKAgrK2tSUlJYdSoUXzxxRdkZGSg1Wrp0qUL33//PQkJCWg0GmrXrv3Qepo3b861a9e4c+cOhw8fLjBLCWD69Ols3LiRPn36EBcXh9FoJCoqiiVLluDn58fXX39t6lBFyaC7eBbLps0BsKjzAvqb1/Ostxs6GoWlmrSpgabLeFYdOmI3MDdCRVG2HApbWwzycxfPkVJ1+e7fBAV6eHiwYcMGDAYDer2eQYMG0bt3b+Lj400jrL1792I0GrG3t6dBgwamS3l/92daiEKhoHPnzkydOpWWLVtiaWlZYO2bNm1i4sSJWFlZMXDgQE6dOoWHhwcDBgygcePGXL161RT3LkqGnP/+jKV3UxxnfQ0KBZoFM1C3aY/C2gbdlUtYdeiI7sIZHKfmZi5lfbuV7L27sBwxDseZoWAEzYKZcunuOVSq8oT+plR1Sv8mKLBevXq0bt0aX19fDAYDvr6+NGzYkLCwMLp3745araZatWokJiZSrVo1unXrxkcffcS0adPyvdefIYFz5szBx8eHtm3b8p///OeRtdepU4euXbvi7OxMxYoVadiwIQEBAYSEhJCdnU1WVhaBgYHP5DyJImI0kr5obp5FObG3TN+nvPvwkbNmzuRCLUsIcyp1IX/FTUJCAp9//jmrV68utH3c6dym0N5bCFGwcjsOPlW7yEq9nnElBfO5/U2R7etxlKqRUnHz/fffs3DhQqZOnQpAXFwcAQEB+bZr1qzZI6PShRDieSEjpVJARkpCmMfTjpS2uPZ+xpUUrGv8+iLb1+MoVU/fCSGEKN7k8p0QQhQzpfnylXRKpYBVHSdzlyCEEI9FLt8JIYQoNmSkJIQQxYyE/AkhhBDFgIyUhBCimJHoCiFE0VMosPIZjNK1Bui1ZG1aiPHO7XybWXX9BGOGhpzv1piWKd1qY9WpL5lhQUVYsBCFTy7fFYKkpCRCQkIeuY2kzwpV/eZgYUnmwgCyd63BqvOAfNtYtHgTZaXqeZZZtn0fq25DwUJdVKWKIibRFeKZKl++/D92SmFhYUVTjCi2VO4voL98CgDDrSiU1WrmWa+sXgdV9Tpoj3yfZ7nhzm2yVksMung+FZvLd39PhQ0ODqZBgwaMHz++SJJhhw8fTmBgIKmpuWmfQUFB1KnzIJ766NGjLF68GKVSSVJSEj169KB3795cuHCByZMno1KpTOmvBoOBUaNGsWnTJjp37sxLL73E5cuXUSgULFq0iHXr1pnSZz/88EPGjRuHhYUFKpWKWbNmUbFixYeeox9++IFly5ZhYWFBlSpVmDVrFunp6Y+sWxRfCmtbjFkPkmcxGECpBIMBhYMz6jd8yQqfhkXDVnna6c/+F4VzhSKuVhSl0vzh2WIzUvp7Kuzvv/9OREREkSXDLl68mBYtWrB27VomT5780JFOQkICYWFhbNq0ifDwcO7cuUNQUBBffPEF69atw9fXlxkz8v4Fm56eTqdOnVi3bh0VKlTg0KFDedJnf/31V+rXr8+qVasYPHgw9+7dK/Ac7dy5k379+rFhwwZatWqFRqN5rLpF8WTMykBhZfNggUKR2zEBFg1borBzwOajL1C3+wCLRq9i0bSdmSoVougUm5HStWvXePXVV4HcVNjatWszceJEXnnlFeDRybDJyckPTYbVarWmZFhbW9s8ybC+vr5069bNlAwbFRXFkSNH2L17NwD379/PV2OjRo1Qq3Ov49eqVYtbt26RmJhIvXr1gNzZvL/88st87f6s1dXVlez/JYj+qWvXrixbtoyPPvoIBwcHRo4cWeA5GjduHEuWLGHDhg14eHjQvn37x6pbFE/6GxexeKEZut8Po3SrjeH2TdM67S870f6yEwCLpu1QVqiK7sSP5ipVFLHS/PRdsRkp/ZkKCxATE8Nnn32Gp6cnJ06cAHisZNgLFy5gMBjQarX079+fgwcPEh8fz9y5cxk1ahRZWVkFJsN6eHjQr18/1q5dy/z58+ncuXO+fVy8eBG9Xk9mZiZXrlyhevXqVKhQgUuXLgFw/PhxatSoka+dQpH/N+zPydn3799PkyZNWL16NW+99RbLly8v8BxFRETw6aefmh6S2Lt372PVLYon/bkjoNNi4z8Tqy4Dyf7PitwRUfM3zF2aEGZTbEZKf0+FHT9+PHXq1CE4OLhIkmEHDx5MYGAgmzZtQqPR4O/vn28fOp2Ojz/+mLt37zJkyBDKli3LlClTmDx5MkajEZVK9dCk2Yf5M3122LBhjBkzhtDQUJRKJePGjSuwjZeXF/3798fJyQk7Ozvatm1L27Zt/7FuUUwZjWRvzfvAiy7pj3ybPWyEZExNJDP080IrTZhXaZ7RQfKUHtPRo0fZuHEj8+bNM3cpT0wz+l1zlyBEqWQ/5z9P1S68Sp9nXEnB+v1RvD6eUmxGSiJXTk4OAwcOzLfc3d2dSZMmmaEiIURRK80jBemUHlPz5s1p3rx5oe9HrVazdu3aQt+PEEIUR9IpCSFEMVOan76TTqkUuLih2DxkKUSp0myOuSsoeeT/VkIIIYoNGSkJIUQxU5ofCZeRkhBCiGJDRkpCCFHMFLeRUlZWFmPGjOHOnTvY2dkxc+ZMypYtm2eb8PBwdu3aBUCbNm3w9/fHaDTy6quvmma68fb25rPPPnvkvqRTEqIIlOnQlCojumPUG0jauJ/kb/bmWW/h7IDH16NQWqvRJqRwfWQohqycAtu5+vvg9MZLKCwtSFy9m+SN+7Ft4EGt8PFkXY8HIGntHlK+PVzkxyqePxs2bKB27dp8+umn7Nq1i0WLFhEU9CBgMiYmhm+//ZbNmzejUCjo1asX7du3x8bGhvr167N48eLH3pd0SkVk7969eHl5FRhLIZ5fCgsVbhMGcKHTGAwZ2dTbPo27e4+jS7pr2qbyyO7c2X6IO5sOUGmoD+X93iRx1XcPbWdTswr2Tety8d1xKG2sqDQ4d8YO2xc9uL3sWxKWfGumIxXPirGYPRJ+8uRJPvroIwBeffVVFi1alGd9pUqVWL58OSqVCsidks3Kyorz58+TkJCAn58f1tbWjBs3Dg8Pj0fuSzqlIrJmzRpCQkKkUyqFrGtVJftGPPp7udlJaccv4tD8BVJ3/mraxv6lesSFbgXg3oHfqDq2N/d/OfPQdnYNPMi4dJOaK8aicrAhZvJqAOy8PLH2rILzGy+RdT2eWxNWYEjPKuKjFSXd5s2bWb16dZ5l5cqVw8HBAQA7OzvS0tLyrLe0tKRs2bIYjUZmzZrFCy+8gLu7O8nJyQwaNIi3336bEydOMGbMGLZu3frI/ZeaTun69et5wvQqV65MgwYN6N27N/fu3aN///4EBASwdOlSLC0tuX37Nj179uTIkSNcunSJvn370qtXLzp37kzTpk2JiorC3d2dcuXKceLECdRqNUuXLiUrKytf6F58fDwXL14kICCA2bNnM2zYMJycnGjevDnbt2/n+++/R6VSMXv2bBo0aMDbb7+dr/7s7GyGDx+ORqMxXd9t3rw5u3fvJjw8HKVSSZMmTRg9enRRn1rxD1T2tujTMkyv9ZosVA62BW5j0GSicrArsJ1FWUfUVcsT/eFUrNwqUHPVeM696k/6qWiSvtlLxtlruA7rSpVRPUwdlihZzHlPqVu3bnTr1i3PMn9/f9LTc/84Sk9Px9HRMV+77Oxsxo8fj52dHRMmTACgQYMGptFT06ZNSUhIwGg0PjQ54U+lplP6M0xv7NixnDhxAmdnZ4KDg+nduzc7d+40RT7cvn2b7du3c/78eYYPH87evXtJSEjA39+fXr16kZ6ezjvvvEOTJk146623GDduHCNHjqRPnz5cuXKFnTt30qJFC3r16sWNGzcYN24cGzZsoF69eoSEhGBpaUlSUhJbt25FrVYTExPDL7/8QqtWrTh06BDDhw9/aP23bt0iOTnZFC5448YN7t69S2hoKFu3bsXGxoYxY8Zw+PBhWrZsWZSnVhSgyue9sG9WD9t61dGcijYtV9lbo7+fnmdbvSYDlZ0NuqwclPY26O+no9dkoLSzyddOl5pG5tVYjFodWVfjMGbnYFGuDKl7jqC/n9uJpe4+QvUpHxfNgYrnXuPGjTl48CBeXl4cOnSIJk2a5FlvNBr55JNPaN68OYMGDTItX7hwIU5OTnz88cdcunSJypUrP7JDglLUKT0sTM/Ozo4rV66wY8cOFi1aRHR0NLVq1cLS0hIHBwfc3NxQq9WUKVMmTzhf/fr1AXB0dMTT09P0fXZ29mOF7lWtWtUUFtitWzfWrl2LwWDglVdeMS3/u1q1atG7d29GjRqFTqfDz8+PW7dukZKSYvolSE9PN4UgCvP7Y9Y3QO49pQY/fYXKyR5DehYOzetze3He2aM1xy9R5vXG3Nl0gDKvNSbt6AWyomOx9nDN186QraXiwE4kLPkWy4rOKG2s0aWmUe8/07kVvJz009E4tvIi/cxVcxy2eAaK29N3vr6+BAQE4Ovri6WlpSnMdNWqVbi5uWEwGDh27Bg5OTn8/PPPAIwaNYpBgwYxZswYDh48iEqlYvr06f+4r1LTKf0Zpufv78/OnTtZvnw53bt3JywsjIoVK5oeb/ynXvyftvHw8KBLly507tyZO3fusHnzZlObP1NClMoHHw9r2rQp06ZNY8uWLYwYMaLA9718+TLp6eksXbqUxMREevbsyZYtW3B1dWXlypVYWloSGRlpSsEVxYdRp+fWxFXUWf8FKJUkb9yP9nYKKid73GcP5crHM4lbsBmP+cMo36sDupQ0rg2dW2C7e7dTcGj+Ai/smgVKJTcDl4LBwM1xS6g+9WMMOTq0Sanc+Dzsn4sT4jHY2Njw1Vdf5Vvev39/0/d/hrT+3dKlS59oX6WmU2rQoEG+ML1atWoxadIkZs+e/cz2U1BYYKNGjfj888+ZPHlyvjadO3dmz5491KpVq8D3rVGjBl9//TXbt2/H0tKSYcOGUbZsWfr164efnx96vZ4qVao89H6UML97e09wb++JPMv0dzVc+XgmALrke0T1yf+78bB2ALFT1+RblnHuGhffLTgkUpQcpTm6olSH/GVmZtKnTx82b96cZ/RS1JYtW4azszNdu3YtlPc/XuX9QnlfIcSjNftj21O1C61WdCF/n8ZIyF+x8NtvvzFhwgRGjBhh1g5p7NixpKamEhoaCkBERAQ7d+7Mt92oUaNo1KhRUZcnhDCD0hxdUapHSqWFjJSEMI+nHSktcCu6kdLwWzJSEkII8QjF7em7oiSzhAshhCg2ZKRUCjjYZf/zRkIIUQxIpySEEMWMXL4TQgghigEZKQkhRDFTmh+JlpGSEEKIYkNGSkIUJYWCiiFDsa7rjjFHS3zgArS34k2r7V97iXL+vUCn5+7WH7i36XvKvN+eMj7tc5tbqbGq58GVV3pjWbUilSb6Y9Trybn+B7cDF4B87PC5UJo/PCsjJSGKkH2Hl1FaWXKzx2ckzllFhbEfPVhpoaLC+EHE9A/iZp8AnHq8jcrFmXvb9nHLbyy3/MaSdf4KCVMWY0hLx8W/F8lff8Mt3zEo1JbYt21mvgMT4hkptE5Jr9czcOBAfH19uXfv3hO3v3v3Ljt27HjkNk+SG9S9e3diY2OJjIxk//79T1zP01i6dClnzpwpkn2JksG2SX00P58EIOv3y1i/+GASXivPauTcjMNwXwNaHZknzmPbtL5pvXWDWljVdONexJ7c9heuoiqTmwaqtLPBqNMX4ZGIwmQowq/iptAu3yUlJZGamkpkZORTtb98+TI//vijKXzvWfHx8Xmm7/cofw27EgJAaW+L4S9psugNoFKC3pC7TvNgnSE9E6WDnel1ucHdSV74jel1zo04Kk34hHKf9MSQlkHGUfkDSJR8hdYpBQcHc+PGDb744gtiY2PJyMhg6tSpbN++nXPnzpGeno6npyfTp0/nzp07jB07lrS0NIxGIzNnzmTx4sVcunSJiIgIGjVqxIwZMzAYDNy/f5+goCAaN278jzXMmzePn3/+mUqVKpniyUNDQ3FxccHDw+Mfo8+PHTvGvHnzUKlUVKtWjUmTJrFjxw4OHjxIVlYWt27d4uOPP8bHx4f169ezfft2lEoljRs3JiAggLFjx9KxY0defvllxo8fT0xMDHq9nv79+9OxY0f8/PyoW7cu0dHRaDQaFixYQJUqVR56LCdPnmTmzJlYWFjg6OjInDlzsLKyYsKECdy8eRODwcCIESNo3rz5M/05imfL8Lc0WZS5HdLD1intbHJHTYDSwQ61R7U8HU/FoP/jZq8x5Fy5hVPvd6gw7mMSJi4qmgMRhao03xkstMt3EyZMoGbNmpQvXx4PDw82btxIxYoVcXR0ZNWqVWzcuJHTp0+TkJBAWFgY7dq1Y+PGjYwYMYIzZ84wePBgWrRoQY8ePbhy5QoBAQGEh4fTv3//xxp9RUVFcfz4cbZs2cKsWbNM+fJ/dfv2bUJDQwkJCSEsLIxZs2axbNkyIiIiMBqNBAcHs3DhQtatW0fFihXZti13ckWNRsOSJUsICwszBVhFRkYSGBhIREQE1apVQ6fTmfYTERGBs7MzGzduZNWqVcyfP5+UlBQAvLy8CA8Pp2XLluzatavA49m3bx8dOnRg3bp1dO3alfv377N582acnZ1Zv349ixYtYtKkSU/0MxJFL/PkBezbNAXAumEdsqNumNZlX41BXb0yyjL2YGmBbbMGZJ6+BIBtswak/3oqz3vp76WZRla6xDsoHe2L5iCEKERF8vSdu7s7AFZWVqSkpDBq1ChsbW3JyMhAq9Vy/fp1U5bQyy+/DMDRo0dN7StUqMCiRYuwtrYmPT0de/t//sd35coVGjRogFKpxN7entq1a+fb5lHR5ykpKSQmJprSYLOysmjZsiVubm7UrVsXAFdXV3JycgCYPn06K1euZM6cOXh7e/PXydevXr3KK6+8AoC9vT2enp6m2PIXXngBgEqVKpGcnFzg8QwePJjFixfz4YcfUrFiRby8vIiKiuLkyZOm+1Y6nY7U1FScnZ3/8fwI80jb+yu2LRvhtnEOCoWC+HHzcHynLQo7a+5F7CFx+jKqrZyCQqHg7ta96BLuAKB2r4o25nae97oduIDK88aCXo9Rq+N20AJzHJIoBIZSPFYqkk7pz7yiQ4cOER8fbxop7N27F6PRiKenJ2fPnqVu3bocP36cn376ibZt22Iw5F7WmDp1KnPmzMHT05OvvvqKP/744x/36e7uzpo1azAYDGRlZXHlypV82zwq1tzZ2ZlKlSqxaNEiHBwc2L9/P7a2tsTHxz+03aZNm5g4cSJWVlYMHDiQU6ce/FXr6enJiRMn6NChAxqNhqioKKpWrfqPx/BXO3bs4P333ycgIIAlS5awadMmPDw8qFSpEoMHDyYrK4uwsDDKlCnzRO8ripjRSMKEhXkW5VyLNX2vOXAMzYFj+ZqlrNiab1nmyQvc8h397GsUwoyK9HNKXl5eLFq0iO7du6NWq6lWrRqJiYkMHjyY8ePH8+233wIwbdo01Go1UVFRhIeH06VLFz755BPKlSuX5/7Qo9SrV4+33nqLrl27UqFCBcqVK/dEtSqVSgIDAxk0aBBGoxE7OztmzZpFfHz8Q7evU6cOXbt2xdnZmYoVK9KwYUPTZcbu3bsTHByMr68v2dnZ+Pv7P3E9L774ImPHjsXW1hZLS0smTZpExYoVCQoKok+fPmg0Gnr16mXWwEIhxLNRHJ+KKyoS8lcKXKrd0dwlCFEq1Y367qnaTa7e+xlXUrDgm+uLbF+Po8TP6PC8xYf7+/vn+1yXvb09YWFhZqpICFHUSvNIQUZKpYCMlIQwj6cdKU0qwpHSFzJSEkWt+vLu5i5BCCEei3RKQghRzJTmBx3kUS0hhBDFhoyUhBCimJHoCiGEEKIYkJGSEGZiMBiZtv57omITsLSwYMKHb+NWoSwAyfc0BCz9j2nbyzEJDPdpy3utGhK8aidxd+6hUij4om9H3F2f7IPYovgrzdMMyUhJCDM5cDqKbK2ONeM+ZLhPW+Zu+tG0zqWMPSvG9GbFmN4M82lDPbdK+LzqzS/nrqLXG1gzti+DOrdi4faDZjwCIZ496ZQeITs7m3bt2gG58+/FxcWZuaKCXb58mePHj5u7DPEETkXH0LKBBwBenlU4fzP/FFZGo5GZG/YS2OdNVEol1SuWRW8wYDAYSc/MxkIl/4SfR8Yi/Cpu5PLdYwoMDDR3CY/0ww8/4OLiQrNmEoldUqRn5WBvY2V6rVIq0ekNeTqag79fwaOyCzUq5V6is7VSE3fnHu8FL+GuJpOvPu1W5HULUZhKXacUGRnJ1q1bMRgMvPXWW+zfvx+dToeDgwOhoaFotVpGjx7N/fv3cXNzM7Xz8/MjJCSE7777DhcXF3x9fbn6/+3dd1xT1/vA8U9CElZYouBEBQcWi7iqFfeqo1qlimJFUapfbV1YLQ5Q3HtUW3HvPcDW2a/a1i2ixWodRXFSByiohBESkt8f/Iyl4PwKCXLevvKS3HtPzpPLeHLuOE9cHGFhYaxbt4558+Zx6tQpdDod7du3JyAgIM/+p0yZQu3atWnTpg2BgYE0atSIgIAAxo4dy+eff056ejrz58/H3Nwce3t7pk6dyuXLl5k9ezZyuRxfX19u3LiRo6+2bdsSGRmJXC7Hw8MDT0/PAtqbwv/C2kJBakam4blOp8818tlz6k96tHz+QWP9gdM08HBliE9T7ic9pd+cjWwP+xJzeZH7VX6vifuUihhbW1s2bNhASkoKq1evZuPGjWi1Wi5cuEBkZCRVqlRhw4YNdO/e/bVfc+fOncyePZsNGzZgYWHxwu1at27NkSNHyMjI4OnTp5w4cQK9Xs+lS5eoWbNmjsKCdevWNcx5p1ar2bhxI506dcrVl7OzM507dyYgIEAkpELEq1JZjl2IA+B83N9ULlsi1zaXb9/Hy+15NWJbawvD6MrO2gJtls5Q4kUQ3gdFMilVrFgRqVSKXC5n+PDhjBkzhvv376PVarl69SoffvghADVq1EAme71PoHPnzmXu3LkEBgby9OnTF25Xu3ZtLl26RFRUFK1btyYpKYkzZ87g5eVFcnIySqUSZ2dnAOrWrcvVq1cNMb9pX4Jpa16zKuZyGb2mr2X21oOM8G3J3qiLbD+SXYsrKSUNK3NFjvpdPVt+xOVb9+kzYx395mxkcOcmWJorjPUWhHyiQ19gD1NTJMf8UqmUK1eucPDgQbZt20Z6ejo+Pj7o9XpcXV05d+4cLVu25NKlSznKmkN29dzExEQALl68CEBmZib79+9n7ty56PV62rdvT/v27SlTpkyefVevXp3ly5czZswYHj58yKxZswgKCsLBwQGVSkVCQgJOTk6cPn2aChUqGNq9rC+JRCI+MRcyUqmEEP82OZb98/LuYjZWbB0fmGO9lYWCWQM6F0h8gmAMRTIpAZQvXx5LS0t8fHxQKBSUKFGChIQEvvjiC0aPHo2fnx+urq7I5fIc7dq2bcuwYcOIjo6mevXqAIYy6p999hl2dnZ4e3tTunTpF/bdqlUrRo8ejbu7Ow0bNmTnzp3UrVsXiUTC5MmTGTx4MBKJBDs7O6ZNm2YYLb2sr+rVqzNz5kzc3NyoX79+/uw0QRAKhOmNXwqOKF1RBKQfWW3sEAShSLJsHPBW7b6t4PduA3mJmTc3FVhfr6PIjpTy2/tWfFAQhIJTlA/Ei6SUT7p160a3bt2MHYYgCEKhUiSvvhMEQRBMkxgpFQG6g/uNHYIgFE1veU7JFC/VLihipCQIgiCYDDFSEgRBMDFFd5wkRkqCIAiCCREjJUEQBBMjLgkXBKHgSSQoPu2LtGR50GpR/7gEfdKDXJspOvZDn65CcyD7Jkd5o88wc68NZjK0pw+g/f3Xgo5cEPJNkTh8p1ar2bZt2xu1OXDgAA8e5P4DYaru3r3LL7/88uoNBZNh5l4HZAoylo0j88BGFJ/459pGVqcFUudyhufSCh8gdalCxvLxZKycgMROlEJ/H+kL8J+pKRJJKTEx8Y2T0tq1a1GpVPkU0bt36tQpfv/9d2OHIbwBs/LuZF09B4Au/hrSMq451kvLVUZatjLa6EPP21TyRPfgDubdv8Hii2/J+kt8z4X3S5E4fLd48WKuXbvG999/T2xsLMnJyQCEhIRga2tL7969Wb9+PXFxcSxcuJC+ffty+fJlgoODmTVrFsHBwWzduhUAX19f5s6dS2RkJDExMaSlpTFlyhROnDjB7t27kUgktGvXjl69euUZy+rVq8nKyiIwMJBx48ahUCgICQlh0aJFlCtXDjc3NyZNmoSZmRnm5uZMmjQJnU7HwIEDsbe3p3HjxlhZWbFz506kUim1atVixIgRLF26lIyMDGrWrEmLFi0KbN8K/wNzS1CnP3+u04FUCjodEqU98mZdUG+ag8zjY8MmEisbpPYlyNgwA4m9ExZfjCR9wXAjBC/kJ3FO6T03YMAAYmNjSU9Pp379+vTo0YObN28yevRoNm3axMiRIxk1ahQPHz5k6dKllCxZkmrVqhEWFpZrlvB/cnV1JSQkhGvXrrF37142btyIRCIhICCAhg0b4urqmqtN69atGTNmDIGBgdy4cYOMjAwAjh07xtKlS+nVqxdTpkyhWrVqHDx4kOnTp/Ptt9+SmJjIjh07UCgUfP7554SGhuLl5cXGjRvR6/X079+f69evi4RUmKjTQfGPgpASSXZiAsw86iOxssGi5ygkSjuQm6NPvIs+XYX24V3IykL/6B56rQasbSFV1NUS3g9FIik9Exsby6lTp9i3bx+AoUBey5YtmTdvHg0aNKBkyZIvfY1/Tqr+rPBebGwsd+/eNZRAf/LkCbdv384zKZUuXZqMjAzOnz+Pm5sbd+/e5fz589jY2KBUKklISKBatWpAdpG/OXPmAFC2bFkUiuxibtOmTWPlypXMnj0bLy8vxETvhVPW7b8wq1qbrIunkJathC7hjmGdNmo/2qjsmThkXk2QlCiN9txhzKrUQv5xG7Qn9iCxcUAiN4e0FGO9BSGfFOUZHYpEUpJKpeh0OlxdXenYsSMdOnTg0aNHhvNMK1euxNvbmwsXLnDu3Dm8vLyQSCTo9XrMzc159OgRWVlZpKamEh8fn+N1IXvEVKlSJZYvX45EImH16tVUqVLlhfE0adKEWbNm0bt3b+7evcvkyZPp2rUrAE5OTly5cgV3d3eio6NzFfkD2Lp1KxMmTMDc3JzAwEBiYmIM71EoPLIuR2Pm9iEWX04ECagjF2P2oTcShQXas4fybhP7O9IK7lj8ZwpIJGTuWQniQ4nwHikSScnR0RGNRkNqair79u1j69atqFQqBg0axIULF9i9ezdbtmzhzp07DB48mC1btlCzZk2+/fZbQ8Lq0qULLi4ulC9fPtfru7u78/HHH+Pn50dmZiaenp6GkuZ5ad26Nd9//z3h4eEkJCQwffp0Fi9eDMDkyZOZNGkSer0eMzMzpk6dmqt91apV6dKlCw4ODjg7O1OjRg2USiXh4eF4eHjQvn37d7fzhPyj15O5a0WORVkP7+baTHvucI7nmv9uRJOvgQnGVpQ/Zogif0VA6rjuxg5BEIok64mb36rdwAq+7ziSFwu/ubXA+nodRWKkZAyHDh1i9erVuZb36tWLVq1aFXxAgiAUGuKckvDOtWjRQlwJJwiC8IaKxM2zgiAIQuEgRkqCIAgmpihfRyuSUhFg1kpcjScIQuEgkpIgCIKJMbWJUjMyMhg5ciSPHj3C2tqaGTNmUKxYsRzbTJ48md9//x1ra2sAFi1ahFwuf2W7fxPnlARBEISX2rRpE1WqVGHjxo106tSJRYsW5drm4sWLLF++nHXr1rFu3TpsbGxeq92/iaQkCIJgYnQF+HgdZ8+epVGjRgA0btyYkydP5oxXp+PWrVuMGzeO7t27s3379tdqlxdx+E4QjESn0zNlwz5i7zxAITNjfO9PcXHOPrTx8ImK4CURhm3/uvOAIZ83p3NDL0JX/sTdR0+QSiWM79WeiqWKG+stCO+hbdu2sWbNmhzLHB0dsbGxAcDa2pqUlJzzLaalpdGzZ0/69OlDVlYWvXr1onr16qhUqpe2y0uRGykNGjTof2ofHR3NlStX3lE079aWLVvQaMQENIXFLzF/kanRsm5MH4Z+3pw52w4a1hW3U7Li216s+LYXQz5vjnv5knzeuCbHLlwjS6dj7egA/vNpIxZG/ma8NyDkG2MW+evatSu7d+/O8bCxsSE1NRWA1NRUbG1tc7SxtLSkV69eWFpaolQqqV+/PleuXEGpVL60XV6KXFL6/vvv/6f2O3bsICEh4R1F824tWbJETMpaiMRcu0OD6m4AeLqV5eLNe7m20ev1TN/4MyE922EmlVLe2RFtlg6dTk9qhhqZWZH7FRaMoFatWhw+nD0H45EjR6hdu3aO9Tdv3qRHjx5kZWWh0Wj4/fff8fDweGW7vBTaw3cREREcOnQIlUpFcnIyX3/9NQ4ODsybNw8zMzPKlSvHxIkT2bVrFzt27ECn0zFkyBBGjBjB8ePH8ff3p2rVqly9ehUrKyvq1KnDsWPHePr0KStXrsTKyorx48dz69YtdDodw4YNw9ramqNHj3Lx4kUqVarEH3/8werVq5FKpdSuXZsRI0awcOHCHMX/3NzccsSdlZVF27Zt2bt3L0lJSTRp0oQTJ05gbW1Nt27diIyMZPr06Zw9exaATz/9lN69ezNq1CgeP37M48ePWbRoEcOGDUOv16PRaJgwYQLnz58nMTGRoKCg1zqZKBhfaroaG0tzw3MzqQRtli5Hojn8x1XcShenQsnssudWFnLuPnrCZ6HhPE5JY+GQbgUet5D/TO2jpZ+fH8HBwfj5+SGXyw0ldVatWoWLiwstWrSgQ4cO+Pr6IpfL+eyzz6hcuTJly5bNs93LFNqkBNnHMVetWkVSUhJdu3ZFKpWydetWHB0dmT9/PpGRkchkMmxtbQkPD8/V3tPTk5CQEAIDA7GwsGDVqlUEBwcTHR1NQkICDg4OTJ06leTkZHr27MmePXto1KgR7dq1w8rKioULF7Jjxw4sLS0ZOXIkx48fB54X/8uLmZkZtWvX5ty5c9y6dYvKlStz8uRJrK2t8fb25tdffyU+Pp6tW7ei1Wrp0aMH9evXB6B+/foEBATw22+/YWNjw5w5c7h27RoqlYquXbsSHh7OvHnz8m+HC++UtaU5qRmZhuc6vT7XyGfPqQv0aPGR4fm6A6dp4OHK0M+bcz/pCf1mr2f7hP9gLi/Uv8qCibO0tGTBggW5lvfp08fwdb9+/ejXr99rtXuZQv2TXLduXaRSKcWLF8fS0pJbt24xbNgwIPu6em9vb1xcXAzF+P7Nw8MDAFtbWypVqmT4Wq1WExsby9mzZzl//jwAWq3WUEYd4Pbt2yQlJdG/f38g+3jpnTvZRdpe1N8zrVu35vDhw8THxxMUFMShQ4eQSqV06dKF06dPU6dOHSQSCXK5nBo1ahAXF5fjdRs3bszNmzf56quvkMlkDBw48G12n2BkNSuV5fAfV/mk7gecj4unchmnXNtcunUPr0plDc9trSwMicvW2hJtlo4sccj2vaMrwsUbCnVSunjxIgAPHz5ErVbj4uLCokWLsLGx4dChQ1hZWXHv3r0cBfJel6urKyVLlmTAgAFkZGQQHh6OnZ2dofhf2bJlKVWqFCtXrkQulxMREWEoYf6q/ry9vVmyZAkWFhY0adKEBQsWIJfL8fT05NGjR0RERBAQEIBGoyEmJobOnTsDIJFIAIiKisLJyYmVK1cSExPD3LlzWbduHRKJRJxTKkSa13Tn5KUb9Jq2Gr1ez8Q+Hdgb9SdpGZl0aVKLpJRUrC3MDd93AP9W9Ri/ehcBM9ag0WYx2KcZVuYKI74LQXi3CnVSevjwIb179yYlJYXx48cjlUrp378/er0ea2trZs6cyb17uU8ev47u3bsTEhJCz549UalU9OjRA6lUSo0aNZg9ezbz588nICAAf39/srKyKFOmDG3btn2t11YoFJQsWZLSpUsjlUqpWLGi4S7nZs2acfr0abp164ZGo6FNmzaGEd0z7u7uBAUFsWbNGqRSKV9//TUAderUoX///qxduzbHHzLBNEmlEkL92+VY9s/Lu4vZWLN1fM7DIVYWCmYN+LxA4hOMp+iOkwpxkb+IiAiuX7/OiBEjjB2Kycs4us7YIQhCkWTRyP+t2vUs7/OOI3mx9bciXr1RASrUIyVTN2jQIJ48eZJj2bOy5YIgCC8iivwVQj4+BfdJ4m39r/dECYIgFDXizjtBEATBZBTakZIgCML7ytRKVxQkkZSKAH3ak1dvJAiCYAJEUhIEQTAxRfluQ3FOSRAEQTAZYqQkCIJgYoryJeFipCQIgiCYDDFSEgQj0en0TN32G7F/P0QuM2O8X3NcStgD8PBpKsGrfzZs+9ffiQzt0ACfBh5M3PQLNxMeYyaVMKFHS8qVsDPSOxDyS1G++k6MlN4j69evN3YIwhv49UIcao2WtcO7MrRDA+ZGHjOsK25rzYohPqwY4sOQDh9TrawTPg08OPznDQDWBHVhYLt6zIk8aqzwBSFfiKT0HhHTFxUuMXH38K5WHgDPiiW5eCd3RWO9Xs+M7UcY69sUM6mU5p5uhHZvDsC9pBSK2VoVaMxCwdAV4MPUiMN3/6JSqRg7diwpKSkkJyfTtWtX9u3bh4ODA0+fPmXp0qWEhYXlqEhbr1499u/fz4YNGwyv89133xlm/v6n5ORkAgIC+PHHH4mJieE///kPJ0+eJDExkbFjx7J48WLGjBnDnTt3yMrKok+fPrRr1w5/f39DDOPGjWPMmDHIZDLMzMyYOXMmERERPHnyhLCwMMLCwgpwjwlvKzUjE6Xl87ITeVae/fMGrqWKUcHZwbBMZiYlZP0Bfv0jjll9c84yLgiFnUhK/3Lr1i3at29P69atefDgAf7+/jg7O9OhQwdatWrFxo0b86xIe/PmTZYuXYqlpSXjxo3j2LFjdOzYMdfrOzg4YG9vz7179zh69CglS5bk4sWLXLhwgZYtW7JlyxYcHByYNWsWKpUKHx8fQ+XZZzFs2LABDw8PRo0axZkzZ3jy5AkDBw5k/fr1IiEVItYWClIzNIbnOl0elWej/6JH0xq52k7u2YqHHRvgP2cbEWO+wNJcnu/xCgWnkBZveCdEUvqX4sWLs2bNGv773/+iVCrRarXA86qvL6pI6+joSHBwMNbW1ly/fh0vL68X9tGqVSsOHz5MTEwM/fr14/jx48TExDBlyhQWLVpEgwYNgOwZxd3c3HJVtO3SpQvLli3jyy+/xMbGhqCgoPzaHUI+8nItxeE/b/BJrcqcv3GfyqUdc21z+U4CXhVLGZ7vPn2FB49VBLaug4VcjkQiQSoVtbOE94c4p/QvK1euxMvLi9mzZ9OmTRvDJ5ZnRfNcXV1p374969atY9myZbRp0waZTMaCBQuYN28ekydPxtzc/KWfdFq2bMnu3btRKpU0btyYgwcPkpmZSYkSJXBzc+PMmTNA9qHE2NhYypYtmyOGQ4cOUbt2bdasWUObNm1Yvnw5ULQ/XRVGzT3dMJfL6DV3G7MjjzLCpxF7z/zF9uN/ApCUko6VhSJHwcYWNdy4Ep9I3+928FX4j4z0aYS5XHy2fN/o0BfYw9SIn+Z/adasGWFhYezatQt7e3vMzMzIzMw0rM+rIq1SqaRWrVp07twZKysrbG1tSUjIfdL6mZIlS6JWq6lfvz52dnbIZDKaNm0KgK+vL6Ghofj5+aFWqxk0aBCOjjk/QVevXp2RI0eycOFCpFIpo0ePBsDNzY0RI0Ywe/bsd79jhHdOKpUQ0q1ZjmUVnZ+fhyxmY8nWYL8c6y3N5czq+3oVjgWhMCq0lWeF15f+s6jrJAjGYPnJoLdq18Hl03ccyYvtur27wPp6HWKklE8yMzMJDAzMtbxixYpMnDjRCBEJgiCYPpGU8olCoWDdunXGDkMQBKFQEUlJEATBxIhphgRBEATBBIiRUhGQdfCQsUMQhKLpLS90MMVLtQuKGCkJgiAIJkOMlARBEExMUb5TR4yUBEEQBJMhRkqCYCwSCead/4O0dAXQasjY9gP6R/dzbWb++UD0aSoy960DqRnmvoOQOjiBTE7moW1kXYou+NiFfGWKJSUKihgpCYKRmHnUA7mc9O9Hod67DvMOfXJtI6vfGmmp8s+f12qCPi2F9PCxpK+YhHmnfgUZsiDkuyKRlO7evcsvv/wCgL+/P3FxcUaO6N2Ljo7mypUrxg5DeANmFauRdSUGAN3tWKRl3XKsl5aviplLFTSnnpdF154/QebPG59vpMsqkFiFgqUvwH+mpkgkpVOnTvH7778bO4x8tWPHjpdOAiuYHom5JfqMtOcLdDqQZv9KSmwcULTqhjpyac5GmRmgzgBzCyz8R5K5fyOC8D4xiXNKN27cYPTo0YZKqp9//jk//vgjcrmc+/fv0717d06dOsWVK1fo1asXPXr04Pjx48yfPx9zc3Ps7e2ZOnUqtra2TJ8+nbNnzwLw6aef0rNnT5YuXUpGRgY1a9YE4IcffuDhw4ekp6czd+5c7t69y7Jly5DL5cTHx9OuXTsGDhzIvXv3CA0NRa1WY25uzqRJkyhWrBhDhw5FpVKRkZHByJEjqVevHqNGjeL27duo1WoCAwNp1y7viqBfffUVAwcO5MMPP+STTz5hxIgRtGrVir59+zJt2jSioqJYs2YNCoWCChUqMHHiRHbt2sWOHTvQ6XQMGTKEH3/8MUdfLi4uHD16lIsXL1KpUiVKly5dYN874e3p1elIzC2eL5BIshMTIPNsgMTaFsvAUCQ29iA3R5cYj/bMr0jsHLHoPQrNyf1ozx01TvBCvirK9ymZRFI6ceJEjkqqcXFx3L9/n507d3Lx4kWGDh3KgQMHePDgAYMGDcLPz4/Q0FA2bdqEs7Mza9asITw8nI8++oj4+Hi2bt2KVqulR48e1K9fn/79+3P9+nVatGjB6tWradKkCZ999hkLFy5k//79eHp6cvfuXX766ScyMzNp1KgRAwcOZMaMGfj7+9OkSRNOnjzJ7NmzGTBgAA8fPmT16tU8evSImzdvolKpiIqKYseOHQAcP378he+1devWHDlyBHt7e8zNzTl+/Dj169dHrVajUChYuHAhkZGRKJVKpk6dypYtWwzlMMLDw1GpVIwZMyZHX9WrV6dRo0a0a9dOJKRCJOvmZWQf1EV7/gRSlyro7t82rNMc34Pm+B4AZHWaIS1RNjshKe2w7BeGeudSsq5dMFbogpBvTCIp/buSqre3N5UrV0Yul2NjY4OLiwsKhQI7OzvUajXJyckolUqcnZ0BqFu3LnPnzsXR0ZE6deogkUiQy+XUqFEjz/NH1atXB7KrzD58+BCAKlWqIJPJkMlkWFhkf3qNjY1lyZIlLF++HL1ej1wup3LlynzxxRcMHz4crVaLv78/SqWS0NBQQkNDUalUeZZBf6ZZs2Z89dVXODg40K9fP1atWsWRI0do1qwZd+7coVKlSiiVSsP7OnbsGDVq1DBUnX2TvgTTlvVnFLLKXlh+PQ0kEjK2LETm1QjMLdBGHcizjbx5F7CyRtHSF1r6ApC+fBJoM/PcXiicivJ9SiaRlJ5VUh00aBC7d+9m7ty51KhR44XbOzg4oFKpSEhIwMnJidOnT1OhQgXc3NyIiIggICAAjUZDTEwMnTt35urVq+h0L7/I8p/VPZ9xdXWlb9++1KpVi7i4OKKjo/nrr79ITU1l6dKlJCQk0L17dzw8PLh48SI//PADarXaMBKTyXLvXjs7OywsLNi3bx8LFy7k559/Zs2aNcyePRulUklcXBxpaWlYWVlx+vRpQzKS/v+5hoSEhDz7kkgkRfoHuVDS61FHLM6xSJv4d67NtGd+NXyd+dMKMn9ake+hCYKxmERS+nclVX9/f86fP//C7SUSCZMnT2bw4MFIJBLs7OyYNm0axYoV4/Tp03Tr1g2NRkObNm3w8PBAIpEQHh6Oh4fHG8UVHBxMWFgYarWajIwMxo4dS4UKFfjhhx/YuXMncrmcIUOGUKJECRITE+nUqRNWVlb07ds3z4T0TIsWLYiIiMDe3p6GDRuyceNGXFxcABg8eDC9evVCKpXi4uLCiBEj2LNnj6Hti/qqUaMGs2fPpmzZsri5ub2oa0EQCoGifE5JVJ4tAlQjOxs7BEEokpSzIt+qXbOyrd5xJC/2a3zeh4qNxSRGSu+j77//nqioqFzLp06dSrly5YwQkSAIhYUp3j9UUERSyieDBg1i0KC3m7ZeEAShqCoSN88KgiAIhYMYKRUBZlUrGjsEQRDegK4In+oXIyVBEATBZIiRkiAIgokpuuMkMVISBEEQTIgYKQmCIJiYonzzrEhKgmAkOr2eqQf+JDbhKXKZlPGfeOLiYG1Yvy76OpEX7uBgpQAgtPWHlLa1ZNz+8/z9OA1rhYzRrapT/h9tBKGwK9KH79avX2/sEN6ZZ7OoC4XHr1fvo9bqWNvTm6GN3Zn72+Uc6y8/eMLkdl6s6P4xK7p/TIViSiLO38FKbsa6nt6MaunB9IN/Gil6IT/p0BfYw9QU6aQUHh5u7BDembVr16JSqYwdhvAGYuKT8a5YAgDP0g5cvP84x/rLD56wMuoaARtPsOLUNQDiHqXQsKITABWKKbnxSHzPhfdLgR++y8jIYPTo0dy9exeNRsOYMWPYsmULd+7cISsriz59+tCuXTv8/f2pWrUqV69excrKijp16nDs2DGePn3KypUrOXToEIcOHUKlUpGcnMzXX3/NJ598wv79+9mwYYOhv++++w57e3smT57M+fPn0Wg0DB48mKtXr/LkyRPCwsLw9PTk8OHDZGRkcPv2bfr164ePjw9//fUXkydPBjAUEtRoNAwbNgy9Xo9Go2HChAlUqFAhz8J/eencuTPLly/H1taWevXqsX79ej744AM6d+7Mli1bWL9+PXv27EEmk1GnTh3DRLUxMTGkpaUxZcoUZs2alaOv9PR0Ll++THBwMBs3bkShUBTI91L436RmalGaP/8VNJNI0Op0yP5/RvhP3EvTrWYFlOYygnae4UjcA6o62XHk+gOaVXbmwr3HJKgyyNLpMZPmnuVeKLyK8pSkBZ6UNm/eTJkyZZg3bx6xsbEcPHgQBwcHwx9aHx8f6tevD4CnpychISEEBgZiYWHBqlWrCA4OJjo6GoC0tDRWrVpFUlISXbt2pUWLFty8eZOlS5diaWnJuHHjOHbsGJaWliQnJ7N9+3YSExNZv349QUFBrF+/nrCwMCIiIlCpVKxYsYKbN28yYMAAfHx8CA0NZerUqVSqVIlt27axfPlyatasiY2NDXPmzOHatWuoVCpu376dq/Dfi7Ro0YKjR49SsmRJypYty/Hjxw1VZm/cuMG+ffvYvHkzMpmMwYMH8+uv2WULXF1dCQkJ4erVq7n6atq0KdWqVSMsLEwkpELEWiEjNVNreK7TY0hIer2eL+pUxMZcDkAjVyeuPHhK3/pu3Hik4sstp/Aq40A1ZzuRkIT3SoEnpevXr9O4cWMgu7Depk2baNCgAZBdwM7NzY07d+4AGEpN2NraUqlSJcPXarUayC6CJ5VKKV68OLa2tiQlJeHo6EhwcDDW1tZcv34dLy8vbty4gZeXF5Bd+iEoKChXXO7u7gCUKlWKzMzsgmlxcXFMmDABAI1GQ8WKFWncuDE3b97kq6++QiaTMXDgwDwL/71I69atWbx4MaVKlSIoKIh169ah1+tp3bo1169fp0aNGsjl2X+I6tSpw9WrVwEMdZXepC/BtHmVceBwXAKfuJfm/N1kKpewMaxTZWrpsuoIkX2bYCk3I/r2Iz77sBwX7z2hZhkHRjb/gIv3HxP/OM2I70DIL6Z4rqegFHhScnNz48KFC7Rs2ZI7d+6wZ88eFAoFrVq1QqVSERsbS9myZV/rtS5evAjAw4cPUalUWFpasmDBAn777TcA+vTpg16vx9XVlf379wOQkpLCsGHDWLFiRY4hcl5F/ipWrMiMGTMoXbo0Z8+eJTExkaioKJycnFi5ciUxMTHMnTuXkJCQXIX/mjVrlmfMVapUIT4+nsTERL755huWLFnCoUOHWLlyJfHx8axatQqtVouZmRnR0dF06tSJK1euGIr85VVksFmzZqLIXyHUvEpJTt16SK8Nx0EPE9rWYO+lv0nTZNGlhguDG1Xlyy2nUJhJ+cilOI1cnUhOy2TRsb9YG30dGws549t4GvttCMI7VeBJqXv37owZM4aePXuSlZXF8uXL2bBhA35+fqjVagYNGoSjo+NrvdbDhw/p3bs3KSkpjB8/HqVSSa1atejcuTNWVlbY2tqSkJCAj48PJ0+exM/Pj6ysLL7++msgO0GOGDHCMFL7t7CwMIKDg8nKygJgypQp2NvbExQUxJo1a5BKpXz99dd5Fv57mbp16xIfH49UKqVu3bpcu3YNa2trqlatStu2bfHz80On01G7dm1atmzJlStXDG1f1FfNmjX59ttvWblyJfb29q+1/wTjkkokhLT+MMeyio5Kw9efepTlU4+cH9AcrBQs6Va/QOITjKcol64otEX+IiIiuH79OiNGjDB2KCYvfflwY4cgCEWS5Zdz36pd3dKN33EkLxZ990iB9fU6xM2z+SQsLIy4uLhcy5ctW4aFhYURIhIEobAopGOFd6LQJiUfHx9jh/BSYWFhxg5BEASh0CnSN88KgiAIpqXQjpQEQRDeV6Z2SfizG/UfPXqEtbU1M2bMoFixYob1ly9fZurUqYbn586d44cffqBRo0Y0btyYChUqAODl5cU333zz0r5EUioKbO2NHYEgCIXYpk2bqFKlCoMHD2bPnj0sWrSIkJAQw/pq1aqxbt06APbt24eTkxONGzfm1q1beHh4sHjx4tfuSxy+EwRBMDF6vb7AHq/j7NmzNGrUCIDGjRtz8uTJPLdLS0tj4cKFjB07Fsi+l/TBgwf4+/vTr18/rl+//sq+xEhJEARBMNi2bRtr1qzJsczR0REbm+wZR6ytrUlJScmz7fbt22nTpo3h0F6JEiXo378/bdu25cyZM4wcOZIdO3a8tH+RlARBEEyMMc8pde3ala5du+ZYNmjQIFJTUwFITU3F1tY2z7a7du1iwYIFhufVq1fHzMwMyJ427cGDB+j1+jxn0HlGJCVBMBKdTs/U3aeJvf8YuZmU8Z3q4+L4fP67P+MfMWf/WfR6KK60YEoXb8zlZqw4/CeH//obTZYO348q07l2JSO+C6EoqFWrFocPH8bT05MjR45Qu3btXNukpKSQmZlJqVKlDMu+//577O3t6devH1euXKF06dIvTUggzim9lYiICA4dOgSYTqFAtVrNtm3bjB2G8AZ+vXwnu8hf/08Y2romc/f/blin1+uZ+GMUEzp/zOp+rWlQuTT3HqcSfeMBf9x5yOovW7Oib0vuPxETsr6P9AX473X4+flx9epV/Pz82LJlC4MGDQJg1apVhr+FN27coEyZMjna9e/fn+joaHr27Mm0adOYNm3aK/sqtNMMmQpvb2+OHz9u7DCIj49n+PDhbN26Nde69K0TjRCR8Cqz952lehlH2nhWAKDVzAgOfJt9U/jNxKdM3X2aiiXsuPbgMQ2rlKZPIw8W/DcGJBKuJzxBpdYQ9ElNPMq83lyRQsGz9B33Vu08S378jiN5sfP3875owVgK7eG7NykW6O7uztWrV1GpVHz33XeUKVOGRYsWcfDgQbKysvDz86N79+7MmTOHP//8k9TUVNzc3Jg2bRo+Pj4sWLCAsmXLsm/fPs6ePYudnR3Fixfn8ePHhkKBKSkpdOjQgaZNmxIXF8eMGTNYunRprrgvX77M/PnzWbJkCbt372bp0qX89NNPnDlzhh9//JGRI0cycuRIVCoVWVlZDB06lI8//phPP/2UChUqoFAo+OKLL5gxYwYymQxbW1tmz57N4sWLuXbtGt9//73hU4xg2lLVGpQWcsNzM6kEbZYOmZmU5LQM/rj9kOD2dXFxtGHI+t/4oLQjyWlq7j1OZWHPpvydnMrQDb+xc2iHVx4SEQoXXREeKxTaw3fPigVu2bKF6dOnc/r0aRwcHNi8eTOrVq1i/vz5JCUlAdnFAlevXo23tzd79uzh0qVLHDlyhG3btrF582auXbtGSkoKtra2rFq1is2bN3Pu3DkePHhAly5d2LlzJwCRkZH4+voaYhg4cCB2dnaEhYXRtWtXIiMjgewrULp06ZJn3NWqVePu3buo1WqOHj2KRCLh4cOH/PLLL7Rq1Yrw8HAaNGjAhg0b+O677xg7diw6nY60tDS++uor5s6dy8GDB2nVqhXr16+nS5cuPH36lAEDBlCpUiWRkAoRa3M5qep/FvnTIzPL/pW0tzKnXDElbk52yM2kNKhcikt3H2FvZU6DyqWRy8yoUMIWc5kZyalqY70FQXjnCm1SelbAD7JrFCUmJlK3bl0gd7HADz74AICSJUuiVqu5ceMGnp6emJmZYWlpSUhICBYWFiQlJTF8+HDGjRtHWloaGo2Gjh078vPPP/PgwQNUKhVVqlTJM5569epx/fp1Hj16xPHjx19YTwmgYcOGREVFce/ePTp06MCJEyc4c+YMH3/8MXFxcYb34ezsjFKpNCTXZ4X+BgwYQFJSEr1792b//v3IZIV2wFukebmU4NjVuwCcv/OQys72hnVlHZSkZWq5/Sj70tuYm4m4OdlTs3wJjl+9i16vJ+FpGukaLXZWotrw+8bUzikVpEKblJ4VCwQMxQLPnDkD8Mpiga6urly6dAmdTodGo6FPnz4cPnyYe/fuMXfuXIYPH05GRgZ6vR6lUkn16tUNh/L+7dkpOYlEQocOHZgyZQre3t6G6rF5admyJcuWLaNq1ao0bNiQDRs2UL58eeRyOW5ubob38eDBA54+fWqoj/Ss0N+uXbvo3Lkz69ato3LlymzduhWpVIpOp3u7nSkYRfNq5TCXSem19Gdm7zvLiLa12fvHDbZHX0UuMyOsc31GbztOj8X7cLazonHVMjSuWhb3Ug58sWQ/QzccZvSndTGTFtpfY0HIpdB+xP5figVWq1aNRo0aGYrp+fn5UaNGDcLDw/H19UWhUFCuXDkSEhIoV64cXbt25csvv8wxt9MzzwoFzp49Gx8fH5o2bcqPP/740thr1arFjRs3+PLLL3F3d+fvv//myy+/BOA///kPY8aM4eeffyYjI4OJEyfmGgl9+OGHjBo1CisrK+RyORMnTsTR0RGNRsOsWbMYOXLkW+5VoSBJpRJCOtbLsaxiCTvD1x+5lmTDgDa52gV9UivfYxOMqyifUxJX371DDx484Ntvv811N7SxiavvBME43vbqu2pOH73jSF7scsLpAuvrdRTakZKp+fnnn/n++++ZMmUKAHfv3iU4ODjXdnXr1n1luXRBEIo2UzzXU1DESKkIECMlQTCOtx0puTvVfceRvNiVhOgC6+t1iDOkgiAIgskQh+8EQRBMTFG+0EEkpSJAUsbN2CEIgiC8FpGUBEEQTExRvtBBnFMSBEEQTIYYKQmCIJiYonxOSYyUBEEQBJMhRkqCYCQ6nZ4p6/cSe+c+CpmM8QEdcHEuBsDDJyqCF+8wbPvX7fsM6dKCTg29GLfyJ+ITk7G2NGdMz7aUdxb1lN434pySkKfExETCwsJeuo2pVJ4F04pFeLVfYq6QqdGybmwgQ7u0YM6W/xrWFbdTsiK4NyuCezPk8+a4ly/F501qsePI71iZK1gfEsjoHm2Ytn6fEd+BILx7Iim9RIkSJV6ZlMLDwwsmmNdgSrEIrxZz9TYNqmdfru/pVpaLN+/l2kav1zN9w35C/NthJpVy/e5DvD+sBECFUsW5ce9hgcYsFAy9XldgD1PzzpNSRkYGQUFBdOvWDR8fH2JiYtBoNIwcOZLu3bvTtWtX9u7dC4C/vz9TpkwhICCALl268PfffwOwaNEifHx8+Oyzz9i8eTMAc+bMoU+fPvj6+jJ69GgAfHx8iI+PB2Dfvn1MnjyZlJQUhgwZgr+/P/7+/vz111854ouKiqJPnz4EBgbSsWNHNmzYAMClS5fw8/OjZ8+eBAYGcvfuXeLj4w1F/Tp06MCkSZPo2bMn/v7+pKSkEB4ebqg8e+PGDbp3707Pnj3p3bs3Dx48yHP/JCcn89lnnwEQExPDRx99RFZWFvfv3ycwMPCl+2rIkCEEBARw/fr1XH39MxahcEhNz8TG0tzw/Fnl2X86fC4WtzIlqFCqOABVyzlz5I9Y9Ho95+PiSUhOIUuULBHeI+88Kf27Iuwff/zBli1bCqwq7OLFi6lfvz7r1q1j0qRJef6RfvZHfOvWraxevZpHjx4REhLCuHHjWL9+PX5+fkyfPj1Hm9TUVNq3b8/69etxcnLiyJEjOSrPnjhxAg8PD1atWsWAAQN48uRJnvvHwcEBe3t77t27x9GjRylZsiQXL17k0KFDtGzZ8qX7qkOHDqxevZqTJ0/m6uufsQiFg7WlgtSMTMPzf1aefWbPyQt83uR5qYpOjWqitDTny5lrOXwulmoVSol6Su8hHfoCe5iad/7T/O+KsAEBATmqqeZ3VdjY2Fh27NiBv78/oaGhPH36NFeMNWvWRKFQYGFhQeXKlbl9+zYJCQlUq1YNyJ7J++rVq7naPYu1VKlSqNU5S1B36dIFBwcHvvzySzZs2ICZmdkL91GrVq04fPgwMTEx9OvXj+PHj3P48GFatmz50n31rPLsm/QlmK6alVw4duEaAOfj4qlcxinXNpdu3cOrUjnD84s3/qZmZRdWBPemeS13ypZwKLB4BaEgvPOk9O+KsN98802Oaqr5XRXW1dWVgIAA1q1bx/z58+nQoUOuPi5fvkxWVhbp6elcu3aN8uXL4+TkxJUrVwCIjo6mQoUKudpJJJJcy55Nsn7o0CFq167NmjVraNOmDcuXL3/hPmrZsiW7d+9GqVTSuHFjDh48SGZmJiVKlHjpvnrW/4v6EhO+Fy7Na7mjkMvoNWUlszb/zEi/T9h76gLbfzsLQNLTVKwtFDl+7lycHdn66xn8p6zgh8hfGdGttbHCF/KRXq8vsIepeeeXhP+7IuyYMWOoWrUqoaGhBVIVdsCAAYwdO5atW7eiUqkYNGhQrj60Wi39+vXj8ePHDBw4kGLFijF58mQmTZqEXq/HzMwszyqzeXlWeXbIkCGMHDmShQsXIpVKDee98vJsVFi/fn3s7OyQyWQ0bdoUAF9f31fuq+rVq+fZ1z+r4AqmTyqVENqrfY5lFf//3BFAMVtrtk74T471DjZWLB3pXyDxCYIxFLl6SlFRUWzevJl58+YZO5QCk3F8g7FDEIQiycL7i7dqV7ZY9XccyYvFJ/1ZYH29DnHzbD7JzMwkMDAw1/KKFSsycaIouicIgpCXIjdSKorESEkQjEOMlN6cGCkJgiCYmKI8VhA3OAiCIAgmQ4yUigDtzu3GDkEQiqa3PHwnSlcIgiAIggkQIyVBEAQTI0pXCIIgCIIJECMlQTAWiQTzzv9BWroCaDVkbPsB/aP7uTYz/3wg+jQVmfvWgdQMc99BSB2cQCYn89A2si5FF3zsQr4SV98Jr+3AgQMvLEthTH/99RfR0eKPU2Fi5lEP5HLSvx+Feu86zDv0ybWNrH5rpKXKP39eqwn6tBTSw8eSvmIS5p36FWTIgpDvRFJ6Q2vXrkWlUhk7jFz++9//cu3aNWOHIbwBs4rVyLoSA4DudizSsm451kvLV8XMpQqaUz8blmnPnyDz543PN9JlFUisQsEqyqUrCt3huxs3bjB69GhkMhlmZmaULl2a6tWr88UXX/DkyRP69OlDcHAwS5cuRS6Xc//+fbp3786pU6e4cuUKvXr1okePHnTo0IE6deoQGxtLxYoVcXR05MyZMygUCpYuXUpGRgZjx44lOTkZgJCQEO7du8fly5cJDg5m1qxZDBkyBHt7e+rVq8fOnTv5+eefMTMzY9asWVSvXp22bdvmin/KlCnUrl2bNm3aEBgYSKNGjQgICGDs2LF8/vnnpKenM3/+fMzNzbG3t2fq1KlcvnyZ2bNnI5fL8fX15caNG5w6dQqdTkf79u1p27YtkZGRyOVyPDw88PT0LOhvi/AWJOaW6DPSni/Q6UAqBZ0OiY0DilbdyFgzHVkN7+fbZGZk/29ugYX/SDL3b0QQ3ieFLik9K6Y3atQozpw5g4ODA6GhoXzxxRfs3r3bUKri/v377Ny5k4sXLzJ06FDDYbdBgwbRo0cPUlNT+fTTTw0JYvTo0QQFBdGzZ0+uXbvG7t27qV+/Pj169ODmzZuMHj2aTZs2Ua1aNcLCwpDL5SQmJrJjxw4UCgV37tzh2LFjNGzYkCNHjjB06NA842/dujWRkZE0bdqUp0+fcuLECXr37s2lS5eYPHkyLVq0YNOmTTg7O7NmzRrCw8Np2rQparWabdu2AdCkSRPWr1+Ps7MzERERODs707lzZ4oXLy4SUiGiV6cjMbd4vkAiyU5MgMyzARJrWywDQ5HY2IPcHF1iPNozvyKxc8Si9yg0J/ejPXfUOMEL+UqcUypE/l3gTi6XY21tzbVr19i1a5eh1HjlypWRy+XY2Njg4uKCQqHAzs4uR3E+Dw8PAGxtbXFzczN8rVarX6tYYNmyZVEoFAB07dqViIgIjhw5QoMGDQzL/6127dpcunSJqKgoWrduTVJSEmfOnMHLy4vk5GSUSiXOzs5AzmKDzwr8AcydO5e5c+cSGBiYZ1xC4ZB18zJm1WoDIHWpgu7+bcM6zfE9pH83gvTFoWT+GoE25mh2QlLaYdkvjMy9a9FGHzJW6IKQbwrdSOlZgbtBgwaxe/duli9fjq+vL+Hh4Tg7O1OsWDEg74J8//aybVxdXenYsSMdOnTg0aNHhlGKRCIxfIqR/qMMdZ06dZg6dSrbt29n2LBhL3xdqVRK9erVWb58OWPGjOHhw4fMmjWLoKAgHBwcUKlUJCQk4OTkxOnTpw3FBp/1lZmZyf79+5k7dy56vZ727dvTvn17JBIJuv//lC0UDll/RiGr7IXl19NAIiFjy0JkXo3A3AJt1IE828ibdwEraxQtfaGlLwDpyyeBNjPP7YXCqSjP6FDoklJeBe4qV67MxIkTmTVr1jvr50XFAmvWrMm3337LpEmTcrXp0KED+/fvp3Llyi997VatWjF69Gjc3d1p2LAhO3fupG7dukgkEiZPnszgwYORSCTY2dkxbdq0HKXZn434PvvsM+zs7PD29jacV5s5cyZubm7Ur1//ne0HIR/p9agjFudYpE38O9dm2jO/Gr7O/GkFmT+tyPfQBMFY3ovSFenp6fTs2ZNt27blGL0UtGXLluHg4ECXLl2MFkNeVCM7GzsEQSiSlLMi36qdg7LSO47kxZJVpnXVbqEbKf3b77//zvjx4xk2bJhRE9KoUaNITk5m4cKFAGzZsoXdu3fn2m748OHUrFmzoMMTBEEoFN6LkZLwcmKkJAjGIUZKb67Qj5QEQRDeN6Z4U2tBKXSXhAuCIAjvLzFSKgKyEsS9TIJQmBTlsypipCQIgiCYDDFSEgRBMDFF+eZZMVISBEEQTIYYKQmCIJiYolwOXSQlQTAWiQSLXkMxc3EDTSbpK+egS7hrWC2r0wjz9t0ByPxtD5rDe8HMDMvAkUiLlwS5HPVP69HGnDTWOxCEd04kJUEwElktbyRyBamTBmPmVg0LvwGkfTcue6VEikXXL1GFfQUZ6SinrUR79hiymh+jVz0ldel0JNa2KCctJkUkpfeOOKf0EllZWQQGBuLn58eTJ0/euIPHjx+za9eul27j7e390vX/5OvrS3x8PBERERw6VDBT9y9dupTz588XSF9va8uWLWg0GmOHIbwBWZUP0V7ILmGfFXcZs4pVn6/U61CN7gPpqUiUtiCRoFenozl9mIyIVc+3yxKVZ4X3yytHSomJiSQnJxMREfFWHfz111/88ssvhuJ774qPj887fb2X6d+/f4H19baWLFlCp06djB2G8AYkllbo01OfL9BlGSrPZj/XIavdEMteQ9D+EQXaLND//wcPC0usBo8nY8eq3C8sFHpF+T6lVyal0NBQbt68ybhx44iPjyctLY0pU6awc+dO/vzzT1JTU3Fzc2PatGk8evSIUaNGkZKSgl6vZ8aMGSxevJgrV66wZcsWatasyfTp09HpdDx9+pSQkBBq1ar1yiDnzZvH0aNHKVmypKE8+cKFCylevDiurq6vLH1++vRp5s2bh5mZGeXKlWPixIns2rWLw4cPk5GRwe3bt+nXrx8+Pj5s2LCBnTt3IpVKqVWrFsHBwYwaNYp27drx8ccfM2bMGO7cuUNWVhZ9+vShXbt2+Pv74+7uztWrV1GpVHz33XeUKVMm1/vIysqibdu27N27l6SkJJo0acKJEyewtramW7duREZGMn36dM6ePQvAp59+Su/evRk1ahSPHz/m8ePHLFq0iGHDhqHX69FoNEyYMIHz58+TmJhIUFAQixYtetOfAcFI9OlpSCwsny+Q/CMh/T/t2WOk/H4cy37fIm/YCs3Rn5EUK4HVkAlkHvoJzalfCjhqQchfr0xK48ePZ/jw4ZQoUQKFQkFISAgqlQpbW1tWrVqFTqejffv2PHjwgGXLltG8eXP8/Pw4efIk58+fZ8CAAWzevJlu3bqxd+9egoODqVq1Krt27SIiIuKVSSk2Npbo6Gi2b99OWloarVu3zrXNy0qf+/n5ERoaysaNG3F0dGT+/PlERkYik8lQqVSsWLGCmzdvMmDAAHx8fIiIiCA0NBQvLy82btyIVqs19LNlyxYcHByYNWsWKpUKHx8fQ+0iT09Pxo4dy7x589izZ0+eoyszMzNq167NuXPnuHXrFpUrV+bkyZNYW1vj7e3Nr7/+Snx8PFu3bkWr1dKjRw/D69evX5+AgAB+++03bGxsmDNnDteuXUOlUtG1a1fCw8OZN2/eq76dggnRXv0TudfHaE4fxsytGlnxN56vtLDCOmgyqbOCQatBr84AnR6JrQPWI2eQvm4hWZdijBe8kK/E1Xev6VlJbnNzc5KSkhg+fDhWVlakpaWh0Wi4ceOGoZbQxx9/DEBUVJShvZOTE4sWLcLCwoLU1FSUSuUr+7x27RrVq1dHKpWiVCqpUqVKrm1eVvo8KSmJhIQEQzXYjIwMvL29cXFxwd3dHYBSpUqRmZlduXPatGmsXLmS2bNn4+XllWMYHRcXR4MGDQBQKpW4ublx584dAD744AMASpYsycOHD1/4flq3bs3hw4eJj48nKCiIQ4cOIZVK6dKlC6dPn6ZOnTpIJBLkcjk1atQgLi4ux75v3LgxN2/e5KuvvkImkzFw4MBX7kPBNGnPHkPmURvrkAUgkZC+fCby+s3BwhLNb3vIPHkI6zHzIEtL1p3raE4cxKLHQCRWNlh07AkdewKQOmc0aETlWeH98EZJ6Vm9oiNHjnDv3j3mz59PUlISBw4cQK/X4+bmxoULF3B3dyc6OprffvuNpk2bGsp0T5kyhdmzZ+Pm5saCBQv4++/cVTb/rWLFiqxduxadTkdGRgbXruWeZv1lZc0dHBwoWbIkixYtwsbGhkOHDmFlZcW9e/fybLd161YmTJiAubk5gYGBxMQ8/zTq5ubGmTNnaNWqFSqVitjYWMqWLfvK9/BP3t7eLFmyBAsLC5o0acKCBQuQy+V4enry6NEjIiIiCAgIQKPREBMTQ+fOnXO8x6ioKJycnFi5ciUxMTHMnTuXdevWiXLohZFeT8aa+TkW6e7dMXyt+W0Pmt/25FifseEHMjb8UBDRCUYkzim9IU9PTxYtWoSvry8KhYJy5cqRkJDAgAEDGDNmDD/99BMAU6dORaFQEBsby+rVq+nYsSNfffUVjo6OOc4PvUy1atVo06YNXbp0wcnJCUdHxzeKVSqVMnbsWPr3749er8fa2pqZM2dy7969PLevWrUqXbp0wcHBAWdnZ2rUqGG4yMPX15fQ0FD8/PxQq9UMGjTojeNRKBSULFmS0qVLI5VKqVixIsWKFQOgWbNmnD59mm7duqHRaGjTpg0eHh452ru7uxMUFMSaNWuQSqV8/fXXANSpU4f+/fuzdu3alyZpQRAEUyaK/BUBT3q3MHYIglAk2a15u9tWFOZvdgTmf5Gpji+wvl6Hydw8+76VDx80aFCu+7qUSiXh4eFGikgQhMLCVMcKBw4cYP/+/cyZMyfXuq1bt7J582bDue5mzZqRkZHByJEjefToEdbW1syYMcNwZOhFxEipCBAjJUEwjrcdKckVuW8pyS+azFef2weYPHkyx44do1q1armu9E1MTKRv377s2LEDtVpNjx492LFjBxs2bEClUjF48GD27NlDTEwMISEhL+1HzBIuCIJgYvQF+HhdtWrVIiwsLM9158+fp2bNmigUCsNV0FeuXOHs2bM0atQIyL5y+OTJV0+JZTKH74T887af1gRBMA7ta45e8sO2bdtYs2ZNjmVTp06lXbt2OW7x+SeVSoWNjY3hubW1NSqVKsdya2trUlJSXtm/SEqCIAiCQdeuXenatesbtVEqlaSmPp8yKzU1FRsbmxzLU1NTsbW1feVricN3giAIwv/E09OTs2fPolarSUlJIS4ujipVqlCrVi0OHz4MZN/fWrt27Ve+lhgpCYIgCG9l1apVuLi40KJFC/z9/enRowd6vZ6goCDMzc3x8/MjODgYPz8/5HJ5nlft/Zu4+k4Q8oFaraZt27a0aNGCPn36ULp06QLtPygoiBkzZqBQKAq0X0H4X4mkJAj54FlS+uUXMYu3ILwJkZQE4R1JTU1lxIgRPH36FBcXF6KioihTpgxhYWFYW1sTFhaGWq3m8ePHfP3117Rs2ZJff/2VBQsWoFQqsbOzo2rVqnz00UcsW7YMuVxOfHw87dq1Y+DAgcTHxzN27Fi0Wi0SiYSQkBDc3d0ZNWoUt2/fRq1WExgYSLt27WjevDn79u3j8OHDLFu2DJlMRpkyZZg5c6ZhDktBMEXinJIgvCORkZFUqVKFoKAg/vjjjxyXz16/fp0+ffpQr149fv/9dxYuXEizZs2YPHkyW7ZsoXjx4nzzzTeG7e/evctPP/1EZmYmjRo1YuDAgcycORN/f39atmzJ5cuXGTNmDGvXriUqKoodO3YAcPz48Rwx7d69m4CAANq3b8/OnTsNZWcEwVSJpCQI78jVq1cNNwrWqFEDmez5r1eJEiUIDw9n+/btSCQStFotSUlJKJVKihcvDmRPqvus7EmVKlWQyWTIZDIsLCyA7NIpdevWBbInKr5//z5KpZLQ0FBCQ0NRqVR07NgxR0yjR49myZIlbNq0CVdXV1q2bJnv+0EQ/hdiHC8I74irqyvnzp0D4NKlSzkKRH733Xd89tlnzJo1i3r16qHX63F0dCQ1NZWkpCQA/vjjD8P2ec30/qx0CsDly5cpXrw4CQkJXLx4kR9++IGlS5cya9asXIUpBw8ezPr164HsucsEwZSJkZIgvCNffPEFo0ePxs/PD1dXV+RyuWFdmzZtmDJlCkuWLKFUqVIkJycjlUoJDQ2lX79+2NjYoNPpKF++/Atf/9tvvyU0NJSVK1ei1WqZMmUKJUqUIDExkU6dOmFlZUXfvn1zjNA8PT3p06cP9vb2WFtb07Rp0/zcBYLwPxMXOgiCES1ZsoQ+ffqgUCgYMWIEDRs2pFOnTsYOSxCMRoyUBMGIrK2t8fX1xcLCgjJlytCuXTtjhyQIRiVGSoIgCILJEBc6CIIgCCZDJCVBEATBZIikJAiCIJgMkZQEQRAEkyGSkiAIgmAyRFISBEEQTMb/AZTrllKKSL7uAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 360x720 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 各特徵值與診斷結果相關性(corr 預設是 Pearson 的相關係數)\n", "plt.figure(figsize=(5, 10))\n", "sns.heatmap(dfWDBC.corr().loc[:,['diagnosis']], annot=True, vmin=-1, vmax=1)" ] }, { "cell_type": "code", "execution_count": 31, "id": "streaming-survey", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<AxesSubplot:>" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x864 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 各特徵值之間的相關性(corr 預設是 Pearson 的相關係數)\n", "plt.figure(figsize=(16, 12))\n", "sns.heatmap(dfWDBC.corr(), annot=True, square=True, vmin=-1, vmax=1)" ] }, { "cell_type": "markdown", "id": "hollow-closure", "metadata": {}, "source": [ "很多資料集的數據不是常態分佈,欄位之間也很難有線性關係。 在 WDBC 資料集中,我們很幸運地可以觀察到有些特徵值與診斷結果有線性相關,特徵與特徵兩兩之間也出現一些高度相關的。 根據相關係數觀察到的現象,可以用來篩選特徵(feature selection),以降低特徵的維度,有效的特徵篩選通常可以讓模型更容易訓練,泛化能力更好。\n", "\n", "+ 首先丟掉與目標欄位相關性非常低的特徵(如: $-0.2 \\le r \\le 0.2$),保留相關性高的特徵。\n", "+ 保留下來相關性高的特徵中,有出現兩兩高度相關的(如: $r> 0.9$),很可能去掉其中一個對模型的預測能力影響不大。\n" ] }, { "cell_type": "markdown", "id": "frequent-abuse", "metadata": {}, "source": [ "\n", "### § 其他特徵處理\n", "\n", "沒有一種指標適用所有的資料特性,有時需要嘗試不同的指標或選取方法才能找到適合資料特性的方法。 有些方法不是透過指標選取,而是將特徵轉換或映射到不同的維度空間。\n", "\n", "+ [`sklearn.feature_selection`](https://scikit-learn.org/stable/modules/classes.html#module-sklearn.feature_selection)\n", "+ [`dimensionality reduction`](https://scikit-learn.org/stable/modules/classes.html#module-sklearn.decomposition)\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 5 }