{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "<p style=\"text-align:center\">\n", " <a href=\"https://nbviewer.jupyter.org/github/twMr7/Python-Machine-Learning/blob/master/18-ANN_Case_Studies.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", "metadata": {}, "source": [ "[](https://colab.research.google.com/github/twMr7/Python-Machine-Learning/blob/master/18-ANN_Case_Studies.ipynb)\n", "\n", "# 18. Artificial Neural Network - Case Studies\n", "\n", "+ [**18.1 二元分類案例 – Breast Cancer Wisconsin 資料集**](#case-binary-classification)\n", " - 相關係數\n", " - 建構二元分類 DNN 模型\n", " - Weight Initializer and Activation\n", " - Batch Normalization\n", " - Regularizers\n", " - 準備佈署模型\n", "+ [**18.2 多類別分類案例 – Iris 資料集**](#case-multilabel-classification)\n", " - 配對散佈圖\n", " - 建構多類別 DNN 分類模型\n", "+ [**18.3 回歸案例**](#case-regression)\n", " - TODO\n", "+ [**參考資料**](#references)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Google Colab 環境\n", "\n", "在 Google Colab 的環境下,請執行以下程式碼。(詳細說明請參閱 14 章)\n", "```\n", "from google.colab import drive\n", "drive.mount('/content/drive')\n", "```\n", "建立 `dataset` 目錄的連結,記得修改成適合的路徑。\n", "```\n", "!ln -svf 'drive/My Drive/Lecture/Python Machine Learning/dataset' dataset\n", "```" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# 基本環境設定\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 numpy as np\n", "import pandas as pd\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# 工具函式: 畫出 k-fold 訓練歷程記錄的 metrics 曲線\n", "def plot_kfold_metrics(histories):\n", " metrics_keys = histories[0].model.metrics_names\n", " fig, ax = plt.subplots(nrows=2, sharex=True, figsize=(12, 8)) \n", " ax[0].set_title('Training Metrics', fontsize=14)\n", " ax[0].set_ylabel(metrics_keys[0], fontsize=14)\n", " ax[1].set_ylabel(metrics_keys[1], fontsize=14)\n", " ax[1].set_xlabel(\"Epoch\", fontsize=14)\n", " for k,h in enumerate(histories):\n", " ax[0].plot(h.history[metrics_keys[0]], label='fold '+str(k))\n", " ax[1].plot(h.history[metrics_keys[1]], label='fold '+str(k))\n", " ax[0].legend()\n", " ax[1].legend()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# 工具函式: 畫出 Kearas 訓練歷程記錄的 metrics 曲線\n", "def plot_metrics(history):\n", " metrics_keys = history.model.metrics_names\n", " fig, ax = plt.subplots(nrows=2, sharex=True, figsize=(10, 6))\n", " ax[0].set_title('Training Metrics', fontsize=14)\n", " ax[0].set_ylabel(metrics_keys[0], fontsize=14)\n", " ax[1].set_ylabel(metrics_keys[1], fontsize=14)\n", " ax[1].set_xlabel(\"Epoch\", fontsize=14)\n", " ax[0].plot(history.history[metrics_keys[0]], 'r')\n", " ax[1].plot(history.history[metrics_keys[1]], 'b')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import confusion_matrix\n", "# 工具函式: 畫出分類的混淆矩陣\n", "def plot_confusion_matrix(y, y_pred):\n", " n_classes = np.unique(y)\n", " class_labels = ['Class'+str(int(n)) for n in reversed(n_classes)]\n", " confusion_table = pd.DataFrame(np.fliplr(np.rot90(confusion_matrix(y, y_pred))),\n", " index=class_labels,\n", " columns=class_labels) \n", " plt.figure(figsize=(8, 6))\n", " ax = sns.heatmap(confusion_table, annot=True, fmt='d', cmap='RdYlBu', alpha=0.9, vmin=0) \n", " ax.set_title('True label', fontsize=14)\n", " ax.set_ylabel('Predicted label', fontsize=14)" ] }, { "attachments": { "breast_cancer_fna_cytology.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "<a id=\"case-binary-classification\"></a>\n", "\n", "## 18.1 二元分類案例 – Breast Cancer Wisconsin 資料集\n", "\n", "案例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)),包含如下欄位。\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", "\n", "\n", "<caption><center> 細針穿刺抽吸細胞學影像 (<a href=\"https://www.researchgate.net/figure/Fine-needle-aspiration-cytology-demonstrated-sheet-clusters-of-atypical-epithelial-cells_fig4_51780466\">影像來源</a>) </center></caption><br>\n", "\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" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# 載入案例資料\n", "dfbcw = pd.read_csv('./dataset/BreastCancerWisconsin/data.csv')\n", "\n", "# TODO: 改成使用 scikit-learn 內建的\n", "# sklearn.datasets.load_breast_cancer()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "按照機器學習標準程序,載入資料後先觀察資料特性,做必要的前處理:\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相關? 各特徵之間是否有線性相關?" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "<class 'pandas.core.frame.DataFrame'>\n", "RangeIndex: 569 entries, 0 to 568\n", "Data columns (total 33 columns):\n", "id 569 non-null int64\n", "diagnosis 569 non-null object\n", "radius_mean 569 non-null float64\n", "texture_mean 569 non-null float64\n", "perimeter_mean 569 non-null float64\n", "area_mean 569 non-null float64\n", "smoothness_mean 569 non-null float64\n", "compactness_mean 569 non-null float64\n", "concavity_mean 569 non-null float64\n", "concave points_mean 569 non-null float64\n", "symmetry_mean 569 non-null float64\n", "fractal_dimension_mean 569 non-null float64\n", "radius_se 569 non-null float64\n", "texture_se 569 non-null float64\n", "perimeter_se 569 non-null float64\n", "area_se 569 non-null float64\n", "smoothness_se 569 non-null float64\n", "compactness_se 569 non-null float64\n", "concavity_se 569 non-null float64\n", "concave points_se 569 non-null float64\n", "symmetry_se 569 non-null float64\n", "fractal_dimension_se 569 non-null float64\n", "radius_worst 569 non-null float64\n", "texture_worst 569 non-null float64\n", "perimeter_worst 569 non-null float64\n", "area_worst 569 non-null float64\n", "smoothness_worst 569 non-null float64\n", "compactness_worst 569 non-null float64\n", "concavity_worst 569 non-null float64\n", "concave points_worst 569 non-null float64\n", "symmetry_worst 569 non-null float64\n", "fractal_dimension_worst 569 non-null float64\n", "Unnamed: 32 0 non-null float64\n", "dtypes: float64(31), int64(1), object(1)\n", "memory usage: 146.8+ KB\n" ] } ], "source": [ "# 資料欄位基本檢視\n", "dfbcw.info()\n", "\n", "# 觀察: 已知 \"id\" 對預測模型沒有意義\n", "# 觀察: \"Unnamed: 32\" 全部是空值,是多餘的沒用欄位\n", "# 觀察: 診斷結果是類別型態的資料\n", "# 觀察: 特徵欄位都是數值型態的資料,都沒有空值" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# 丟掉 \"id\" 與 \"Unnamed: 32\" 欄位\n", "dfbcw.drop(columns=['id', 'Unnamed: 32'], inplace=True)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "B 0.627417\n", "M 0.372583\n", "Name: diagnosis, dtype: float64" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 目標類別數量分布狀況\n", "dfbcw['diagnosis'].value_counts() / dfbcw['diagnosis'].count()\n", "\n", "# 觀察: 惡性的類別比較少,稍微不平衡" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# 只有 diagnosis 欄位是類別資料,將良性與惡性的類別分別轉為 0 與 1\n", "dfbcw['diagnosis'] = dfbcw['diagnosis'].map({'B':0, 'M':1})" ] }, { "cell_type": "code", "execution_count": 10, "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>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>symmetry_mean</th>\n", " <th>fractal_dimension_mean</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>14.127292</td>\n", " <td>19.289649</td>\n", " <td>91.969033</td>\n", " <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", " <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>0.405172</td>\n", " <td>1.216853</td>\n", " <td>2.866059</td>\n", " <td>40.337079</td>\n", " <td>0.007041</td>\n", " <td>0.025478</td>\n", " <td>0.031894</td>\n", " <td>0.011796</td>\n", " <td>0.020542</td>\n", " <td>0.003795</td>\n", " </tr>\n", " <tr>\n", " <th>std</th>\n", " <td>0.277313</td>\n", " <td>0.551648</td>\n", " <td>2.021855</td>\n", " <td>45.491006</td>\n", " <td>0.003003</td>\n", " <td>0.017908</td>\n", " <td>0.030186</td>\n", " <td>0.006170</td>\n", " <td>0.008266</td>\n", " <td>0.002646</td>\n", " </tr>\n", " <tr>\n", " <th>min</th>\n", " <td>0.111500</td>\n", " <td>0.360200</td>\n", " <td>0.757000</td>\n", " <td>6.802000</td>\n", " <td>0.001713</td>\n", " <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": [ "# 數值欄位的數值分布狀況\n", "display(dfbcw.iloc[:,1:11].describe())\n", "display(dfbcw.iloc[:,11:21].describe())\n", "display(dfbcw.iloc[:,21:].describe())\n", "\n", "# 觀察: 尺度差異大,針對類神經網路模型的演算法,正規化是必要的" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "沒有一個事先定義的值域範圍,正規化的處理只能由現有數據中的數值分布狀況決定。 實際案例應該要使用 k-fold 交叉驗證,因此正規化比較適合在分割 train/test 資料集之後分別處理,以避免可能的數據洩漏陷阱。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### § 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", "+ 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 的 DataFrame 有提供 `corr()` 的方法,預設就是 Pearson 的相關係數,但是沒有返回 $p$-value,通常用來在 `seaborn.heatmap`上視覺化顯示。 要觀察有 $p$-value 的計算結果,可以使用 `scypy.stats` 模組的 `pearsonr()` 函數。" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x1a7abae4518>" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 360x720 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "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(dfbcw.corr()[['diagnosis']], annot=True, vmin=-1, vmax=1)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<matplotlib.axes._subplots.AxesSubplot at 0x1a7abe9a908>" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1152x864 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "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(dfbcw.corr(), annot=True, square=True, vmin=-1, vmax=1)" ] }, { "cell_type": "markdown", "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 Breast Cancer Wisconsin 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:\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: $r> 0.9$),通常去掉其中一個對模型的預測能力影響不大。\n", "\n", "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。 以下 DNN 模型先使用所有特徵,測試特徵篩選的效果就當作課後作業練習。" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# 分離特徵 X 與目標 Y\n", "bcw_y = dfbcw['diagnosis']\n", "bcw_X = dfbcw.drop(columns=['diagnosis'])" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { 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"<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>r</th>\n", " <td>7.764538e-01</td>\n", " <td>4.569028e-01</td>\n", " <td>7.829141e-01</td>\n", " <td>7.338250e-01</td>\n", " <td>4.214649e-01</td>\n", " <td>5.909982e-01</td>\n", " <td>6.596102e-01</td>\n", " <td>7.935660e-01</td>\n", " 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"output_type": "display_data" } ], "source": [ "from scipy import stats\n", "# 特徵 X 與 y 兩兩計算相關係數,將 r 值與 p-value 記錄成一個表格\n", "R = pd.DataFrame(np.zeros((2,bcw_X.shape[1])), columns=bcw_X.columns, index=['r', 'p-value'])\n", "for col in bcw_X.columns:\n", " R[col]['r'], R[col]['p-value'] = stats.pearsonr(bcw_X[col], bcw_y)\n", "\n", "# 顯示計算結果\n", "display(R.iloc[:,:10])\n", "display(R.iloc[:,10:20])\n", "display(R.iloc[:,20:])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### § 建構二元分類 DNN 模型\n", "\n", "#### § Weight Initializer and Activation\n", "開始訓練類神經網路的第一件事就是先把權重參數初始化,初始化的值對訓練結果影響很大,當網路結構越加越深,已知常會面臨兩個問題:\n", "+ 初始化權重 $w > 1 \\dots$ 往深層傳播 $\\rightarrow$ **梯度爆炸 (exploding gradients)**\n", "+ 初始化權重 $w = 0 \\dots$ $\\implies$ **線性模型**\n", "+ 初始化權重 $w < 1 \\dots$ 往深層傳播 $\\rightarrow$ **梯度消失 (vanishing gradients)**\n", "\n", "為了讓類神經網路可以建得更深來學習更複雜的函數,有不少的研究提出了有效的權重初始化方案來避免梯度爆炸及加快收斂速度,重點整理如下:\n", "+ 針對深層 DNN 的隱藏層,activation 使用 **`relu`** 是首選,適合搭 **`he_normal`** 初始化。\n", "+ 使用 **`sigmoid`** 或 **`tanh`** 的 activation,適合搭配 **`glorot_normal`**(又稱 Xavier)初始化。\n", "\n", "相關 API 文件說明連結:\n", "+ [`activations`](https://www.tensorflow.org/api_docs/python/tf/keras/activations)\n", "+ [`initializers`](https://www.tensorflow.org/api_docs/python/tf/keras/initializers)\n", "\n", "#### § Batch Normalization\n", "首先,正規化對大多數的機器學習演算法都有正面的助益。 開始訓練 DNN 網路之前,先對特徵欄位的正規化調整尺度是必要的,這對梯度下降演算法的收斂性有幫助。 那訓練過程中 DNN 網路的神經元呢? 怎麼正規化? DNN 可以看成是許多函數(隱藏層)合成的數學模型,梯度提供了如何更新每個參數的資訊,前提是其他層保持不變,但事實上反向傳播的演算法會同時更新每一層,這增加了使用梯度最佳化的問題複雜度。 若能至少每一層持續維持某種程度的正規化,可以降低梯度學習的複雜度。\n", "\n", "*Batch Normalization* 是在 2015 年提出的一個有效的方法,現在被廣泛使用在許多 DNN 結構設計中。 基本的概念是,在學習過程對每一層的小批量(mini-batch)做正規化;但由於每一層就當成是解析複雜模型的其中一個基底函數,如果每一層都是平均 0 變異數 1 分佈的化,對複雜模型的解釋能力肯定不好,所以會希望每一層都能自適應性學習適合的分佈偏移。 若任一層的輸入與權重計算結果為 $Z = WX + b$,對該層正規化可表示為:\n", "\n", "\\begin{equation}\n", " Z_n = \\frac{Z - \\mu^2}{\\sqrt{\\sigma^2 + \\epsilon}}\n", "\\end{equation}\n", "\n", "然後新增參數讓分佈是平均 0 變異數 1 的 $Z$ 可以偏移,\n", "\n", "\\begin{equation}\n", " \\tilde{Z} = \\gamma\\,Z_n + \\beta\n", "\\end{equation}\n", "\n", "每一層的中心及變異的偏移量 $\\gamma\\, \\beta$ 由 DNN 網路學習,於是 $\\gamma$ 及 $\\beta$ 變成權重 $w$ 之外新的可調可學習參數。 加入 *Batch Normalization* 可以加速學習、避免梯度消失問題、降低權重參數初始化的影響,據說也有一些對抗 Overfitting 的效果。\n", "+ 若激活函數使用 `relu`,`BatchNormalization` 可以加在激活之前或之後。\n", "+ 若激活函數使用 `sigmoid` 或 `tanh`,`BatchNormalization` 加在激活之前。\n", "+ 使用 `BatchNormalization` 時,`batch_size` 不宜設得太小。\n", "\n", "相關 API 文件說明連結:\n", "+ [`BatchNormalization`](https://www.tensorflow.org/api_docs/python/tf/keras/layers/BatchNormalization)\n", "\n", "#### § Regularizers\n", "Regularization 是用來解決 Overfitting 的問題,概念是在 loss/cost function 加上懲罰項(penalty term),使得發生過度學習時的損失變大。 對於有 $m$ 筆樣本數據的 cost function $J(w, b)$,常用的 regularization 有 $L1$ 及 $L2$ 兩種。\n", "\n", "\\begin{equation}\n", " \\textbf{L1 Regularization: }\\;\\; J(w, b) = \\frac{1}{m} \\sum_{i=1}^{m} \\mathcal{L}(\\hat{y_{i}}, y_{i}) + \\frac{\\lambda}{2m} |w|\n", "\\end{equation}\n", "\n", "\\begin{equation}\n", " \\textbf{L2 Regularization: }\\;\\; J(w, b) = \\frac{1}{m} \\sum_{i=1}^{m} \\mathcal{L}(\\hat{y_{i}}, y_{i}) + \\frac{\\lambda}{2m} \\|w\\|^{2}\n", "\\end{equation}\n", "\n", "經過 **L1** regularizer 後的結果,有讓權重稀疏化(sparse)的效果,常用來降低參數的維度。 **L2** regularizer 又稱為 weight decay,加上 **L2** regularizer 後的成本函數,$J(w, b)$ 會強迫權重 $w$ 在擬合 $y$ 與盡量小之間做取捨。\n", "\n", "相關 API 文件說明連結:\n", "+ [`regularizers`](https://www.tensorflow.org/api_docs/python/tf/keras/regularizers)\n", "+ [`Usage of regularizers`](https://keras.io/regularizers/)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Dense, Activation, BatchNormalization\n", "from tensorflow.keras.regularizers import l1, l2\n", "from tensorflow.keras.optimizers import Adam\n", "\n", "def create_dnnlr_model():\n", " # 建立 Sequential 物件,指定網路結構配置\n", " model = Sequential([\n", " # 第一層隱藏層\n", " Dense(units=48, input_shape=(30,), kernel_initializer='he_normal', kernel_regularizer=l2(0.01)),\n", " BatchNormalization(),\n", " Activation('relu'),\n", " # 第二層隱藏層\n", " Dense(units=32, kernel_initializer='he_normal', kernel_regularizer=l2(0.01)),\n", " BatchNormalization(),\n", " Activation('relu'),\n", " # 第三層隱藏層\n", " Dense(units=24, kernel_initializer='he_normal', activation='relu', activity_regularizer=l1(0.01)),\n", " BatchNormalization(),\n", " # 輸出層\n", " Dense(units=1),\n", " Activation('sigmoid'),\n", " ])\n", " # 指定套用學習/訓練的方法\n", " model.compile(optimizer=Adam(lr=0.0005), loss='binary_crossentropy', metrics=['accuracy'])\n", " return model" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import StratifiedKFold\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "# 使用 3-fold 交叉驗證\n", "skfold = StratifiedKFold(n_splits=3, shuffle=True, random_state=7)\n", "histories = []\n", "scores = []\n", "for k, (train, test) in enumerate(skfold.split(bcw_X, bcw_y)):\n", " # 標準化\n", " stdscaler = StandardScaler()\n", " train_X = stdscaler.fit_transform(bcw_X.iloc[train,:])\n", " test_X = stdscaler.transform(bcw_X.iloc[test,:])\n", " train_y = bcw_y.iloc[train]\n", " test_y = bcw_y.iloc[test]\n", " # 建立 dnnlr 模型\n", " dnnlr = create_dnnlr_model() \n", " # 指定訓練資料的配置,開始訓練\n", " history = dnnlr.fit(x=train_X, y=train_y, batch_size=None, epochs=200, verbose=1)\n", " histories.append(history)\n", " # 評估驗證集\n", " score = dnnlr.evaluate(x=test_X, y=test_y, batch_size=None, verbose=1)\n", " scores.append(score)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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/1nWeOnUK3333NTfffMdW13vyyceYM2cWfr+fUaOOZ9So43dZQ1paUp37It48W5b1X+C/AMaYc4DOO2qcIy0uykW+w0NSpZ4yKCIiIrKvbNiwnqKiIiZM+N8eX2vmzN/Jz8/j2WdfoqqqirPPPoXDDz9yS0O+OyLWPBtjzgASLct6LlI12FXsakrzKs15FhERkQPD1/lf8EX+p3v1msdk/YPhWcfUuX/8+HvJz89j/Ph7GTv2n9x99614vV4gyHnnXUy/fgO2HJuTs4L77ruL2Ng44uJiSUrauinu1q0HHTp0AsDhcBAIBLZ6QuHuCGvzbFlWDqEvBmJZ1hs72P9yOOuxqyyqGclVcykPBvWUQREREZF9IPTI7ZsYN+5mnnjiUfr3H8gpp5xOZWUJZ511Jm+//dGWY1944WkuuOBiBgwYxP/+9zK5uTlbXSsmJoaYmBh8Ph/33HM7o0YdT3z8ns2bjvi0jcZkU3w2iZVeKssKCCRkRLocERERkX1qeNYxOx0l3tdyc1cwfPjRADRv3pz4+ASKijZt2b9ixXK6dOkOQI8evbdrngGKi4u59dZ/0adPP84++9w9rklPGLShONkA4CxcEOFKRERERPZ/2dltmT17FgAFBQWUlBSTnJyyZX/r1m2YN28OAIsWzd/u/MrKCq66aiwjRozinHMu2Cs1aeTZhoSsnpALpXmziW0zLNLliIiIiOzXxow5l/vuu4tJk77D56tm3Libt5qzHJricSNvvvkaHo+H6OiYrc7/6KP3Wb16FR9//CEff/whADfddDstW2budk2OYDC42yeHW2FhSUSK/XNplJwNZWS8cTDVzXuTdMpLkSil0dASPPYoL/uUmT3Kyz5lZo/yskd52RfOzNLSkur8cpumbexCYUUhizYuAqB10ziWOLOJL7IiXJWIiIiIRIKa5134IOcdLv1hLMFgEKfDwaZEQ1p1PlSXR7o0EREREQkzNc+7kBHXgqLKTRRUrAXAkd4NFwGq1m4/KV1ERERE9m9qnnehY3JoYe2lmxcD4MnuDUDhipkRq0lEREREIkPN8y60S+6A0+FkafGS0Ov2nSkJxuFbMzfClYmIiIhIuKl53oVYVyzZSW1YUhwaeU6IiSbH3ZbEzfrSoIiIiMiBRs1zPXRuYlha0zwDbE4yZFWtIBDwR7AqEREREQk3Nc/1YJp2prBiHZurigBwNu9GoqOcVSsX7+JMEREREdmfqHmuB9OkMwBLar402LRNHwDWL9eXBkVEREQOJGqe66FzTfP859SNptk98OPAt3ZeJMsSERERkTBT81wPKTEppMc23/KlQUdUPGvdrUjevCjClYmIiIhIOKl5rqeOKZ22+tJgSbKhjX8F60srI1iViIiIiIRTWJtnY8xAY8ykHWw/3RgzzRgzxRjzjDGmwTX1HZMN+d48yn1lAMRk9SHLsZ45i5dEuDIRERERCZewNanGmHHAC0DsNtvjgHuAIyzLGgKkAP8IV1311SG5E0GCLCtZBkBy5yMBKF/8bSTLEhEREZEwcofxvZYBJwCvbbO9EhhiWVZZrZoqdnSBxMQY3G7XvquwDi6Xk36tesEMWFW9gkM8AyGlP8WuJjTfOJXk5DicTkfY62rIXC4nHk98pMtoNJSXfcrMHuVlnzKzR3nZo7zsayiZha15tizrfWNMmx1sDwAFAMaYK4BE4JsdXaM0QvOLPZ54oisTSYn2MHftfP6eHurzi1OHcNDan/ht8Vo6Z6REpLaGyuOJp6iobNcHCqC8docys0d52afM7FFe9igv+8KZWVpaUp37GsTcYmOM0xjzIHAUcKJlWcFI17Qth8NBh+SOW1bcAIjrdCTNHCUsXzAtgpWJiIiISLg0iOYZeJbQXOjRtaZvNDidkjuzomQZ5b5yAKI7DAPAnTspglWJiIiISLhErHk2xpxhjLnIGNMXOB/oAXxvjJlkjDk+UnXtTO9mffEFfczbNAeAYHwqq2M70qF0Ot4qX4SrExEREZF9LZxfGMSyrBxgUM3Pb9Ta1VBGwHeqe5OeuB1u/tjwOwPSBgJQnjWUvkte4fMVqxliWke4QhERERHZlxpF09pQxLnj6NqkOzPXz9iyLbnzcKIcfjYu/CGClYmIiIhIOKh5tqlvs/4sKbYorioObcgaQIUjhuS1v0S2MBERERHZ59Q829S3WX+CBJm1cWZogyuGtZ7+9K2eyYy8osgWJyIiIiL7lJpnm4ynC7GuOP7YUGvqRrdjaOss4OfvPiAYbHCr7ImIiIjIXqLm2aYoZxQ9m/bmj/W/b9nm73YaxbFZnFPyLN8vWhPB6kRERERkX1LzvBv6NuvHSm8uhRWFoQ3uWPxH3EVH5yoKfnqaan8gsgWKiIiIyD6h5nk39E3tD8AfG/4affa1PYqC1IM5t/otvvx9fqRKExEREZF9SM3zbmiX1IHkqBT+qLVkHQ4H7qPuJd5RRdPfx+uhKSIiIiL7ITXPu8HpcNK7WV9mbvh9qy8IBpp2YHXHMYzmB36aPClyBYqIiIjIPqHmeTcNSh9CYcU6FhZtPUUj/rDrKXYkYxY8SLlGn0VERET2K2qed9PQ5ocT44zh61VfbLU9GJPMmh6XM5B5zPjpgwhVJyIiIiL7gprn3ZQQlcAhGYfxw5pvqfJXbbWv6ZALWONqSQ/rESoqq+q4goiIiIg0Nmqe98DwzGMoqS5h6rrJW+9wRbOu73V0IA/r+xciU5yIiIiI7HVqnvdA39T+NItJ3W7qBkDLASezyN2ZXsufpqp4XQSqExEREZG9Tc3zHnA5XPwt8+9MK/yVospNW+90OCgafBtJwVIS3h6Ba8OiyBQpIiIiIntNWJtnY8xAY8ykHWwfaYyZboz51RhzYThr2lPDM4/GH/Tz/ZpvttvXvuehPNLyYSory0l57ziic76LQIUiIiIisreErXk2xowDXgBit9keBTwCDAcOAy4yxmSEq6491TapPR2SO/FV/hdbrfn8p9F/H8HpwX+TSwuSPzuHqNwf8AeCLCwo2eHxIiIiItJwhXPkeRlwwg62dwGWWpa1ybKsKuAXYGgY69pjI1qNZEmxxRvLXt1uX2pCNCce0o8RpTexOaE9cd9cxT9f/Z4x//uDrxYVRqBaEREREdld7nC9kWVZ7xtj2uxgVzKwudbrEiBlR9dITIzB7Xbtg+p2zuVy4vHE17n/7JQzWexdyIuLnyU9pRkndzxlq/3nH9aBzxcVcva6i3jPdTP/dD3ONYk38MWiQk4b3GYfVx8Zu8pMtqa87FNm9igv+5SZPcrLHuVlX0PJLGzN804UA0m1XicBRTs6sLS0MiwFbcvjiaeoqGynx1zd+QaKyoq5f/p9OKuiOTJz+Fb7/zWsPbd+Vs0vqZdyZN5j3JU5lbFL+rJo5UYykmPruGrjVZ/M5C/Kyz5lZo/ysk+Z2aO87FFe9oUzs7S0pDr3NYTVNhYCHY0xTY0x0cChwK8Rrsk2t9PNbX3upmfT3tw3524+zHlvqznNXZon8d55A+g58lqqWh/G8NWPc7nrA6bO/C2CVYuIiIiIHRFrno0xZxhjLrIsqxq4BviKUNM8wbKsVZGqa0/EuGK4t/94DkobxOMLHuahufdv9/RBHE6Khz2CL6Mv10a9x4Xzz8Dz1nCcRSsiU7SIiIiI1JujMa34UFhYEpFi7f6ZIBAM8NLi53l92St0a9KD+/o/RGJU4nbHfTtjDtbPb3Fr7LtUmeMpPWL83iw7ovTnKHuUl33KzB7lZZ8ys0d52aO87AvztA1HXftsjzwbY5w1/84wxpxsjOm4J8Xtj5wOJ+ebi7mtzz0sKlrAfbPvIhAMbHfc4B5dectxLDMSDiNmyUSo8kagWhERERGpr3o3z8aYQcaYPOAwY0xz4HfgRWCeMeb4fVVgY3Z4i2Fc2uVKfl33C68umbBle2H5Ot5Z/gYOZyXDOqXy+ObBOKu9xC79JILVioiIiMiu2Flt42FgIjAd+CfgA9KBM4G7gQ/3enX7gdHZJ7J48yJeXTqBVgmtyfOu5O3lr1MZqKQ6UM2IrqO4bEEHlka3pOT757hsclvO7J/Fyb1b4nDU+RcDEREREYkAO9M2+gD/sSyrFBgFfGRZVgXwLdB+XxS3P3A4HFzd/XpMShfunX0Hry6dwJDmh9DV041PVn5E31ZJ3H60IafVCfRxLKZf/Dr+8/0ybvlsEWVV/kiXLyIiIiK12GmeNwCtax50MgD4rGZ7f2DNXq5rvxLtiuGufvczstVo/jv4WW7tczcntz2ddRUFTC+cxj+6ZdB7+AUEnVHcnz2TSw9pw7TFOXzy8p2sy7MiXb6IiIiI1LDTPE8APiK0nNwc4DtjzKXAq8B/90Ft+5W02DSu7jGO7k16AHBw80NpFpPKxys/ACAYn0pV2+HEWe9xafTnTE+8jsurJxD/yTl4vSWRLF1EREREatS7ebYs6zbgAuABYLhlWQEgBzjVsqxH9015+y+3082xrUbyW+FU1paFBu7Lu56Os2ITiVPugRa9md/jFrID+eS8ew2BRrSkoIiIiMj+ytZSdZZlfQj817KsQmNMBpAAaF7BbhrRahQOHHyaNxGA6laHUjr4RopGvcXmka+TfuglzMgcw+HeL5j6xUsRrlZEREREtFRdBKXHNWdw84P5Iu8TqgPV4HBS3vcyqlsdsuWY7JG3syymK8OW38fqbx8m/reHSPjlTtxrpkewchEREZEDk52R59pL1Z3PX0vVXUpoqTrZDSNbH8+mqk1c/9uVTF03ZbuHqTjc0cSd8Dw+ZzS9rIdJmP4IcXNfxjPxNKJW/hihqkVEREQOTHbWee4DnG5ZVqkxZstSdcaYb4En9k15+78BqQO5vOtVvLX8dW76/TpaJ2TTxdONpjHNaBabylGZfyepaTabxkzlovdnMHcTPHR0a/426xISPz2X693/YmniQVzZN46Bvt/wN+1EdctBkf5YIiIiIvslO83zn0vVOQgtVXdrzXYtVbcHHA4HJ7Q5hZGtj2fSmu/4dOVEZmyYzqbKjfiDfn5d9wvjBzxKUmIS9596MJe9O5ervlxFuvsang3ewwPB+7GK2tLju8UAVMc0ZfOYKQSjEyP8yURERET2P1qqroGIckZxVObRPDb4ad4ZNpGvjv6RK7pew4z10/ki/1MAkmOjePLkHvRr5aFLdjZFx72Jo0VvTNMoprS6mHFcRVTlRtb98FiEP42IiIjI/skRtLEEWs0XA7OB12tW3DgWcFqW9em+KrC2wsKSiKzX5vHEU1RUFvb3DQQDXDftnywptpgw9HXS4tJ3evx6bxUb/ncmvapn8cGgiRzbv2uYKt1epDJrrJSXfcrMHuVlnzKzR3nZo7zsC2dmaWlJjrr27c5SdV8BQ40xJwP54WqcD0ROh5Nre9yAP+jn4XkPsKtfdFITomk7+m4SHJVUT36Ee75ezOJ1pWGqVkRERGT/V+85z8aYJoSmaBwLFAEuIMkY8zNwnGVZm3dxvhN4CugFVAIXWJa1tNb+64DTgQDw75pG/YCXmZDF+Z0u5smFj/HMosc5s/05JEcnA6GRaWvzItJi00iNTQMgunlnKjqfzDnWBwxbcCwT566lc3oiJ/duyYhuzXE56/xFSkRERER2wc7I8+NABtDFsqxmlmV5gB5APKFl7HZlNBBrWdZg4AbgoT93GGM8wD+BwcBwQE8srOX4NiczPPMY3l3xFqf/cALPLXqSZxY+wRk/nMhlUy5g7OTzyffmbTm+/KBrcDmdfNn6De4d6MAfDHL314v5v9f/YPaqnf6OIyIiIiI7Yad5HglcYlnW4j83WJa1ALiMUGO8K4cAX9acN5XQKh1/8gK5hJ5YmEBo9FlqOB1Obuh1Ky8OfY1B6UN4e/kbfJDzDu2SO/DPrtfiD/q4euplrCzNBSCQlEnpwbcRVziLM2efzqepT/Ja/zxM6TSef/stnvry111OARERERGR7dlZqq68ju1BQlM4diUZqD3s6TfGuC3L8tW8zgMW1Fzrvh1dIDExBre7Pm+1d7lcTjye+LC/77b6eHrQp9WDrCsrIMYVS0pMCgBD2wzm4u8v4rrfruDZI5+nbUpbGDoWX79TcE5/jujfn2doxdcMBYiB8qXRTI29g0NGX7L020UuAAAgAElEQVTPam0omTUWyss+ZWaP8rJPmdmjvOxRXvY1lMzsNM8fA08aY8b8OfpsjDHAk8An9Ti/GEiq9dpZq3E+BmgBtK15/ZUxZrJlWb/VvkBpaaWNcveehvaN2GiSCAJF5aGamtGSBwc8zrXTruD8b85l/EGP0iG5ExAHva6ErhfiKlqBw18BVV4Kvvo3R8y/ifzKRcT87U5wRdX5XjFLJhI//RE2H/cWgYSMetfY0DJr6JSXfcrMHuVlnzKzR3nZo7zsC/NqG3XuszNtYxxQASwyxhQZY4qAhUABcEU9zp9M6MuGGGMGAXNr7dtEaGS70rKsCkJfSPTYqO2A1yapLY8OeopoZwxXT72ceRvn/LUzKh5/Wjd8Gf3wtT4U1xkf8LbjGLKWvkrS+8cTveJrCPi3u6azaAWJP4zDvWkpsXNfCeOnEREREWmYdto8G2Pa/fkP0BQ4j9BqGf8m9IRBA1xVs29XPgQqjDFTgEeAq40x1xhjRlmW9TMwHZhqjPkVWAx8s7sf6kDVKrE1jw1+mibRTRg3/SqmF07b4XGehHiaHfcgV1dfSsmGVaR8fh6JrxyMe+bz4K8Z3fdXk/zN5VQGHPxOF6LmvArVdc3cERERETkw7PQhKcaYAKE5zdudV/PvYM3PQcuy9vlk5APtISm7a2PlRv7129Xklq7glt53cmiLI3Z43LuzVvP0T0s5xD+Nc91fcpDToigmk8DhtxO9bjaJfzzJ2KorKXU34TXnHczveSvpQy+uVw2NLbNIU172KTN7lJd9yswe5WWP8rKvoTwkZVfNc3Z938SyrFybddmm5rn+SqqLuXH6dSwqWsB1PW/k6KwROzwuEAyyenMFSwq9LJ3+KSdteJpOzlUAvOU7nAV97uaMvi1xvDacKH85y477it6tmuzy/RtjZpGkvOxTZvYoL/uUmT3Kyx7lZV+jaJ4bGjXP9pT7yrlt5g3MWD+dQzOOwFtdSkH5WprFpnJ9z5toGZ+51fHBYJCfFheQ88MztK9aSP5Bd3HaIANA1Zx3yPz5Gi7x38DI487koOydN9CNNbNIUV72KTN7lJd9yswe5WWP8rJPzfNuUPNsX5W/iofm3c+M9dNJj21OelxzZq7/HYcDbup1BwPTB293TkW1n/zNFXRITfhro78KzyuDmV+ZyktVwxibXUA7VwElRzxIILHFdtdozJlFgvKyT5nZo7zsU2b2KC97lJd9DaV5trNUnTRC0a5obux121bbVnnzuWPmzdz0+3Wc0u4MRmefSPO4v5ahi41ybd04A7iiqex1Lr2n3s9j7vl482NwO3zEzXwS76H3hOOjiIiIiEScnaXqZD+RmZDF40OeZXjmMby9/HVO/+EErpp6KZ+s/IiNlRvqPK+81wUUH/kohSd+yvVtP+Y93yG45r5B/qq/Hg1eUuHj52UbqKjefuk7ERERkcZO0zbqYX/+08qastV8t/prvln1JXnelThw0MXTjcNbHMno7BNxO3f8x4lgMMj3U3/llBmn8lRgNLndrmTV5nJ+yy3CFwgyzKTx72M743LW+VcPqWV/vsf2FWVmj/KyT5nZo7zsUV72NZRpG2qe6+FAuMGDwSDLS5YxpeBnfin4iSXFFl093bmlz51kxG0/p/lPsZ+ejytvMgeVPUpychOGdUojxu3kxakrOaV3S64b1h6HQw30rhwI99jepszsUV72KTN7lJc9ysu+htI8a86zAOBwOGif3IH2yR04u+O5/LD6Wx6e9wAX/XwO1/e8iaEZh+3wPN+Ay0nK/YofD12Ov//YUKPsrybodDJhSg6ZnljO6JcV1s8iIiIisq+oeZYdOqLl3zCeLtz9x63cPvNGru1xAyNajdruOF/zPlRlHoxn3otUVhYStWoK7vULuCVzAC1aHsZDk6qw1pVyWIdUBmU3IT56nz9LR0RERGSf0bSNejiQ/7RS5a/itpk3Mr1wKjf1vp0jWw7f7pio/Ml4Jp5K0BVDdUZ/fGndiVv5HY6NS/E6k/ggMJSXK48gz5lFl+ZJdM1IoktGIkPbNSMxRr+/wYF9j+0uZWaP8rJPmdmjvOxRXvZp2oY0CtGuaO7s+29unH4t982+G5fDTauEVuR78yipLgk101kHs+HMn0PrPbtjAYg69t94F3xH7Lz/cdbyL+ib9C0PpmYxuCSF/vNLSZlXyvsxxzH0xKtp1yxhF1WIiIiINAxqnmWXYlwx3NP/Aa7/7Sru+uOWrfZ9vPJD7u03njRP261PcjiozhxCcfPevNSiNR/kf0IAHyujNnBychaOEjdXFz/LRW8045hjTqFXZjI/Ld3ApKXr6dfKw5n9NU9aREREGh41z1Iv8e4EHhjwMN+t/pqUaA+Z8VkUlK/l/jl3c+mUC7in3wMYT5etzpm3cQ73zLqdwop1jGp9PIObH8IN06/h2S7DOL/t2VS/+w8e3vxfRnyczhrS8AchMcbFz8s3kpYYzfDO6RH6tCIiIiI7poekSL0lRiVxXPaJHN7iSDqmGA7JOIzHBz+L2+nmyqljeWLBo+SVriQQDPDS/AlcNe0yXE4Xjw1+hiu7X8dBaYM4KvNo3lnxJquqN1E24kWSohy863mSW7sU8lPvn5iRMZ43kp/gy68/ZP6a4i3vvd5bxQZv1R5/ht9yN3HWazMpKq/e42uJiIjIgUdfGKwHTerfuU2VG3lq4X/5cc33+II+WsS3ZE3Zag5vcSTXdP8XiVGJW47dULGeMT+eRp9mfbmn/3iic74l5bNzAAg6nPjSe+EsWoGrsogltCbXXMRzG/swPW8zTgf8zaRxRr8sumYk2a7T5w9w2iszyN1UzjVHtOf0vpl7K4I9pnvMPmVmj/KyT5nZo7zsUV72HXBfGDTGOIGngF5AJXCBZVlLa+0/Bri95uVM4DLLshpPZ38AaxLTlJt738HYLlfwed4nTF03hXO7ncuRqcdu94CUZrGpnN3xXJ5b9CSfrvyIY7NHwYhXIFBFdeYQgjEp4CuneMbbBKY/x9+sW0hx9GR67xtY5crio7lr+GpRIW2axtG6STxZnlh6tUzmiI6pu3wYywdz1pK7qZyUWDcfz13LaX1a6gEuIiIiYks4p22MBmItyxoM3AA89OcOY0wS8B/gH5ZlDQJygNQw1iZ7QdOYZpzV4RyeGPIcJ3U8uc7G9MQ2p9DV042H543nksnn8XN8PJVtjw41zgDuOJIHnsPGk79kYa9b6ReVw9jF53Bjyjd8euFBXH14O1o3iWfV5nI+mL2Gf32ykEvfm0vepvI6ayut9PH8r7n0b5XC2EPasHS9l4UFpfsiBhEREdmPhfMLg4cAXwJYljXVGNO/1r4hwFzgIWNMO+AFy7IKw1ibhFGUM4rHBj/Dd6u/5pXFL3Lj79cyJP0Q/tXrFpKikrcc16F5MjS/mI19jifpp5tJnHI3zvL1nDH4pi1PLQwEg3w0Zw3//WkFp786g390a47b6aDKHyAh2s3fO6dh0hN5adpKNpdXc9Vh7cn0xPLIpOV8PG/tbk3/EBERkQNX2OY8G2NeAN63LOuLmtcrgXaWZfmMMWcSGonuDZQCPwOnWpa1uPY1ysurgm53+J9Q53I58fsDYX/fxqy+mVX7q3lz8Rs8Mftx0uPSGT/0Qbo27br9gcEAzq/+hWvGi/j7nkfg6PHg+OsPJwXFFdz7+SImLS4kyuUgxu2iqLyKan+Qzs2TWL7By4juGYw/sScA1703h+8WrWPKuCOIawBPPdQ9Zp8ys0d52afM7FFe9igv+8KZWVSUK/JznoFioPYwn9OyLF/NzxuA6ZZlrQUwxvxEqJHeqnkuLa0MR53b0aR+++xkNqrFyXSI7cJdf9zKuV//H2e0H8Po7BNJifZsfeDAO0gIRBE/8xn865dT3vV0qloPg6g4YoC7ju4ER3facnhxRTVfLyrk43lriXU7Of+gVltqOsakMnH2aj78fSXHdm2+tz72btM9Zp8ys0d52afM7FFe9igv+8L8hcE694WzeZ4MjATeMcYMIjRN408zgO7GmFSgCBgEPB/G2iTCujbpzrOHvMxDc+/nlSUv8uay1zgq82hOa3cWmQk1D0xxOPAOvplAXCrxM58iZeUkgu44qrKPoLL9CKqyjyQY/dfKHsmxUZzUuyUn9W5JIBjEWWsOdp+sFDJTYvlk3toG0TyLiIhI4xDOaRt/rrbRE3AA5wLHAksty/rYGHMacH3N4e9YlvXAttfQUnWNx55ktqJkOR/mvMvXq74gyhl6PHjf1L+myK8szWFJ0SKalKwmdc0fdFw5mWTvOoKuGKqb9yYYnUwwKh5/SlvK+l2+5ZHh25owdSVPT84hPTGalLgoMpJiuOaI9mR54nar7j2he8w+ZWaP8rJPmdmjvOxRXvY1lKXqtM5zPegGt29vZLa2fA03Tb+OfG8e1/e8iX6pB/HK4hf4LO9jAvw15yk1Jo2XOl5Feu4kogrn4Kjygq8M9+YcqlsMYPMxLxKMa7rd9UsqfLz2ex7rS6vYXOHjj/zNJMW6eeG0XqQlxuxR7XbpHrNPmdmjvOxTZvYoL3uUl31qnneDmufGY29lVlpdwm0zbmTWxpnEuuKoDlRxXPaJHJP1D8r95awpW8X4OfdyRIu/cVPv27c6N2bJJyR9dxWBhAyKhz+Bo6KIqIKZuDcuBl85Dn8VQVcMZQOvx5fWnflrS7j0nTm0SInh2VN6kRIXtdX1qv0BFhd6ad8sntiovfslQ91j9ikze5SXfcrMHuVlj/Kyr6E0z+Gc8yxiW2JUEvcPeJgnFzxKcXUx53W6iFaJrbfs796kB6u8+by6dAJHtPgbg5sfvGVfZceR+JNakvL5eTR5byQAQRz4PW0JRiWCOwb3BgvPe6PwDrmJbj3P58HRXbnyg3lc9f4c/tGjBbFuF4FgkGm5m/hl+Ua8VX7aNYvnvpFdaNcsAYC8TeW8OXMVHVLjGd2zxVZzq0VERGT/opHnetBvh/aFM7PqQDVjJ5/H5qrNTDj0f2ys3MiHOe+yoXI9l3S+glYBB9ErvsbftBO+9F5bfanQUb6RpO+vJSbnG6oyBxN0xeJbt4io8nW86R/Gg75TKSEeT1wUh7ZvSufmSbzway7eKj9XHdaO3E3lvDdrNcFgEH8QerZM5qajOtI+NcHWZ9A9Zp8ys0d52afM7FFe9igv+xrKyLOa53rQDW5fuDNbvHkRl065kNSYVNZVFBDljCbaGYUDJzf3voOB6YO3O8cf8LGidDkdkjoSO/clEn5/nEB8Gr6mHfHjJn7JB1THpbOy7y0k9DgOtyu0rvT60kpu/XwRv+dtxumA43pkcNHgbKblFvHIpGV4q/xcc0R7Tu7dst716x6zT5nZo7zsU2b2KC97lJd9ap53g5rnxiMSmb2+9BU+y/uYY1r9g5GtRlPuL+f2mTeyrHgpYzqex5nt/w+3MzRTqdxXzp1/3MJvhb9yS+87GdbyqO2u5y6YReKkG4haP4+qVodSevDt+JsZAPyBIF8tWken9EQ61Bpl3lRWxV1fLeaX5Ru5ZXhHjuvRol61ezzxbNjo5f5vl7ByUzlPntRjS7MuO6b/L+1RXvYpM3uUlz3Kyz41z7tBzXPj0VAyq/BX8Mi88Xyz6kvaJXXg6u7Xk5XQihunX8fizYtIjU3DF/Tx8qFvkhiVuP0FAj7i5r5C/PSHcVSVUtH9LKpaDgZ3HMHoBKrTe4F766XtqstLue6zpfyaW8w9IzozvHP6LutMTo7jmndm8dn8AgCuH9aBU/rUf+T6QNRQ7rHGQnnZp8zsUV72KC/71DzvBjXPjUdDyiwYDDK54CceX/AIhRXraBLdBK/Pyy297yQ1No3LplzI8W1O5vKuV213XmWgEn/AT6KvkoTfHiJ2/ms4gn8tk+dPysI7+GYqO/wDR3UpcX88Q/ys5yjPHMpZJZcze62XCwe3pk9WCp3Tk4jfwaPAA8EgD/64gndn5HPR4GxmrtrMknWlfHD+AJJjo7Y7XkIa0j3WGCgv+5SZPcrLHuVlX0NpnrXahuz3HA4Hh2QcRr/UAbyyZAKTC37ijr7/pkfTXgCMbD2aj3Le4+isY8lKaM37K97mg5x3KaraRJAgTpxc0e0ajjvsXrwDrsZZXoijuhyndy0J0x8h+euxVM9+DlfxSpzlG6hu3of43K95oX8vLnAezjOTc0N1AEeZNG79e6ctS935AkHu+2YxH88r4LxBrblwSDbWulLOfm0mE6bmcdXh7SKUmoiIiOyIRp7rQb8d2teYMiupLub/fjyN5KgUvD4vGyrXMyhtCB1SOhHnimP6+mnM3zSXxwc/R6cUs+W8hUXzaRWXRerST4if8QT+5Gy8g2/El96LpG8uJ2bpJzw76GLimg0ixd+H31Zu4s0Zq+idmcxDo7vjdjm46dOF/LJ8I5cd3p7/69sSR80yd3d/ZfH5gnW8c05/WjUJ/xMPG4PGdI81BMrLPmVmj/KyR3nZ11BGntU814NucPsaW2Zfr/qC+2ffTVdPdy7ufNmWUWmAzVVFXPjL/xHjjOGZg18iyhnF04seZ2Lu+2QltObefuO3WnsagCovuR+O4NykKlKjm/DGsIm4nW6+sQq57fNFtGkaT4zbycKCEq4f1oELDu+wVV7rSys5YcJ0emem8MCorsTt5Yey7A8a2z0WacrLPmVmj/KyR3nZ11CaZ9cdd9wRliL2hrKyqjsi8b6xsVFUVFRH4q0brcaWWfvkjgzPPIZT2p5O8/iMrfbFumIxKV14f8Xb5HpX8FHu+/xS8CPHZP2DZSVL+HTlRExKF1rE//UFP7/TxY0bvsVbuYniQAVdFn5Ex7Ji2mS3o3vbLD6YvYYNZVXc948uHNut+XZ5xUe7iYty8c6s1Xw2v4C0xGjaNYvfMjL9p6WFXj6cu4ZuGcm4nbt+OEsgGCRnYzmeOPd212psGts9FmnKyz5lZo/yskd52RfOzBISYu6sa5+a53rQDW5fY8wsKSqpzoayeVwGToeTj1d+SJnPy8297+SM9mdzaMbh/LpuMu/nvENiVBKdU7ricDj4Iv9TPs3/lH91uJgVmxexLFDK6fM/IW7uy2Q71nLU4MGMHNCN3lkpwI7z6t4imYHZHmbmF/POrNVMX1lEUoybVk3iCAbhten53PL5Qn7LLWLlpjKGdUqts/6cDWW8MTOfe75ezEvT8kiMcdOjZfLeDTDMGuM9FknKyz5lZo/yskd52ddQmmdN26gH/WnFvv0xM3/Qz6crJ9IvdQBZCa22bPdWe7l39h1MXTeZw1scySWdL+eSyeeSldCaxwY9zYe57/LEgkd5pte99FnxE3Hz/we+CnwZ/fB72uJPziYmvQ1efxzBmGR8nvYEE/5a3s4fCDJx7homTMujoKSS5kkxNI2PYmFBKX9vn0SP5DIe/MPP2f2z+OdhW3/B0B8I8tyUHCZMy8PpgIHZTdhUVk1BSSUTLzyoUU8H2R/vsX1JedmnzOxRXvYoL/sayrQNNc/1oBvcvgMts0AwwNvLX+fFxc/hdrioDlTzzMET6Jhi8FZ7OfWH4xiSPpSbet+Oo3wDcXMmELVqKq7iHFzegq2uFXTHUjrkViq6j4FaI8m+QJBfrXym/zGNppvncnqTRWRunoHDV8EbGTdxU053rh/WnpN6t8TpcLCxrIpbPlvE9JVFHNc9g0sOaUNqQjRzVhdz/puzuGJoW8YcFPolIBgM8v2S9XRvkUzzpJiwZre7DrR7bE8pL/uUmT3Kyx7lZV9DaZ61VJ3IXuB0ODm9/dl0bdKd+2bdxSEZh9GxZmWOhKgEjs4awce5H3KhGcu8TXP4KLCcYIs0Tj34SoY06U+TqFJKC9cSrNhI3OznSfrpZmJyvsE74Grc6xcStXoqUQV/cHzxSk4g9Dukz9eG8q5n4F4/n9PXjmdlyzv5z/fwyKTlpCZEU17tp8IX4Na/d2JU97/mcfdsmcyQtk14dXoeJ/ZuQUK0m2en5PLi1JW0TInl+VN7kd5IGmgREZFw08hzPei3Q/sO5Mz+/H+q9vzjfG8eY348lWhnNFWBKjLjswgEA6wpX027pA4MbHkQ8wsXsLR4MVGOaM5J6MrZcz8ixlcBgD++Ob4W/fA164qvmcGX2o1AcmiFD0dlMZ4PT8K5OYcPuz3F7EB71nsrqagOcN6g1pj07Z+cOH9tCee8/gdjD25DlMvBf39aweEdmjF9ZRFpidE8e2ovmsZHhyGt3Xcg32O7Q3nZp8zsUV72KC/7GsrIc9iaZ2OME3gK6AVUAhdYlrV0B8d8Bky0LOuZba+h5rnxUGbbe2zeg+SX5XF89skMSh9CMBjguzXf8MbSVymoWEv7pA50TOlMfulKZmyYTkZMGn+Pb8+6qBjyqjexqXIjsa44Yt2xZMZncXnXq7c8UtzpLcDz/nE4qsvwDhpHhTkJ3LEAOMo3ElXwB1WthoLrr4b42o/mMy13E5W+AH/rlMY9IzozZ3UxV7w/l+wmcTx5Uk888Q33CYe6x+xRXvYpM3uUlz3Ky74DsXk+ARhlWdY5xphBwI2WZR23zTH/Bo4EXlLz3Lgps/oLBoOkeOIo3lyxZdvvhb/xvPU0S4otmsWkkpmQRbOYZlT6Kyn3lzNn4yy6errzwEGPEOsKNcmuouUkfX05UYVzCMSlUtFpNO7CuUStmY4jGKCy3TEU//1pcIZma1nrShnzv5kMbtOU/xzXlSiXE4BfczZy7UfzcTocHGXSOKFnC7q3qHslkkjRPWaP8rJPmdmjvOxRXvYdiM3zw8BvlmW9VfN6lWVZmbX2nwT0BnzA2h01z+XlVUG3O/yrA7hcTvz+QNjftzFTZvbsKK9gMEilv5LYmhHk2r7O/YobJ9/A4BZDeOTQR4lyRf15Eo7cX8if8iCTNszi+NhWJHY6NvQevzxIoPvJ+Ec+BU4XeAspmvEeSZmdcbUduqWpBrDWlvDatFw+nbMGb5WfhBgXWZ44WnriiItyUeULUOUP0Kl5EucMzqZ58vY17mu6x+xRXvYpM3uUlz3Ky75wZhYV5WoQXxhMBjbXeu03xrgty/IZY7oDZwAnAbfVdYHS0sp9XOKO6bdD+5SZPTvLq4Lttx+UMpRrevyLh+bez1U/XM3RWSPIjM8iSJC3cz7he/IINGvCe4mp3NfxVDLiWxBf7SJh2gNUVfkJOqOIXfwhaYEqAAKxTalsOxycblybc+lcuorbs4dx6fnX8s2yUpYUellTXEn+xjKqfAGi3U5cDgeTl67nlV9zOKFLE4a0SaE0GIO3yk96UgyD2zTBuQej1fPWFDNh6krGHdmBjB0057rH7FFe9ikze5SXPcrLvjCPPNe5L5zNczFQuxKnZVm+mp/HAJnA90AboMoYk2NZ1pdhrE+kURnRahRlvjKeXfgEv677Zcv2WFcsJ7U9jW5NevCfOf/msikXcG///9C5/xXgKyNuxuM43HFUdD2N8m5n4SrOJWbpp8Qs/QRc0fiTswkktyZ+9gtk5v7AiX97DF+37rjXL8C9dg6B5NZUZQ8Dh4P8onKm/TiR0UsupXxxNMdX3UVRzf/m7ZrF838HtWJ45/R6Pf2wthUbyrjqg3lsrvDhrbJ46uSeuGxeQ0REZF8I57SNE4GRteY8325Z1jE7OO4O6pi2oTnPjYcys2dP8iqtLmWVN49VZfmUVBdzWMYwPDFNAMgtzeHG6deyvqKQeHcC5f5ygkE/57Y9i9PMRVvPYw4Gt1pXOirvZ5K+vwandx1BdyzOau+WfdWp3SjrdwVRa2cSP/s5qpLb4CpdjbdZb/KGv8KMNWW8PC2P5Ru8tEp0MqJ7S0Z0b0lGStxWta8rqeSzBQUsW+/l753TObhdU9aXVnHem7Oo9gc4uXdLnp2Sy6WHtOHcga33WmYHIuVlnzKzR3nZo7zsayhznsM58vwhcJQxZgrgAM41xlwDLLUs6+Mw1iGyX0mMSsR4umA8Xbbbl53YhieGPM8by17FH/QT54ojtzSH55e/wqZABZd0uQKnw0m5r5xphb8S746nY3InmsQ0pbrVUDad9i3x0x/F4a+ivEU/nq9cRlTJGs5a8RvpX10CwMbuZ/FFm8Gkb1zGUVMept3MO0k/4j+MiplFcPKDNCleCLOAWbDClc2DzR/EGdeUDWVVTM3ZRCAISTFuvlpUSGZKLC6ng9JKH8+e0otO6QksW1/Gs1NyOSi7Cd0y6v4zmoiISDhoned60G+H9ikze8KZVyAY4MkFj/Jh7nsc+f/s3Xd8G/X9x/HXnfayvLcdxxl2dgKZhCTsDWWVDaW0pVBWKaXsUgottEApu+2PUtqyCmVvUmYghJA9LTu2472H9ry73x8OJiFArTBTPs/HIw/QSTrdvXWS3jqfvld8EC6zi9faXyWc+mjPcq49jwOKD+aUMWfgtrgJJYNct+pqVvZ9gIKCWbVwaMZkzGYnrwyuJpwKY1NtPOxZyPg1f0XzlGEKtqBljCJWdSz9cY1f979HrdrOvJCH14M/x6Jmc3B1HicU9lDa9SrLlGnctbWEzT0R/nD0JGaPGtp7HoglOfnvK7GZVX51aDVTto38kZnppKnDT01XiElFHty2T98XYBgGXcE4tT1h6nvDzK3IYkLBt6uIy2syfZJZeiSv9Ehe6fum7HmW8jwCsoGnTzJLz1edl2EYPLjlAf5W939YVSuLivbj0NIjAKjz+1g/sI53ut7Ca83kxMpTebnledojbVw8+RdMyprCvxsf5ZW2lwBYVLgvCwv34aZ11zPBO5F7/QaW3g1E9vgJ8fHHENUT/GrVVXzQ+z5TrPlsiHdhUkwcXn40lzgnk7n4fJQPTwbjLiYy/jgSk09D9wwPxsOq1kEuemIDsZROocfG3IosGgeirG/zoxvgtZs5bWYpJ8wowWndcUSeDR0Brn3JR/NAdHhagcfGv87cE5f123OSVXlNpk8yS4/klR7JK31SnneBlOfdh2SWnq8rL1nedu4AACAASURBVN/gZopdJXgsGTtdV+uv4d7Nd7K2fzUZlgyu2+NGpuXMGL4+mAygoA6fqOWZpie4feOtXD71Gg4qHfo5w0C8nytXXEqd38fPplzGYaVH4H/5+/wjsJqnPC5u7OnjYOdYAgf/GUvXKmw1j2NteQuAROUhRKf+gGTxHABC8RRv1/ex2NfDiuZBqgo9zCr1UpXv5un1nbzb2E+Ww8KRkws4ZEI+Y3JdPLSilbvf2Uq+28ppM0upyncTT+mc/+/1HD+9mF/sP/bLjvgbQ16T6ZPM0iN5pUfySp+U510g5Xn3IZml55ual2EYrO5bSbGrhEJH0WfeVjd0Llp2Li2hZu6Ydy+L217mqaZ/k9JTXDPjeuYXLACGTifufewQTnUnGLA6eWD/Z7HaMwFI6Slau5Yzaeub2Dc+jBofJFb9XUILfo1hHTrMQgl3Y699EmeoHq1nC0qkh8isn7LCcxB/e7+ZpVsH0HSDbKeF/kiSfcflcvVB48iwf3S2xFvfqOdfq9r4y4nTmF7q/ZLS+2b5pm5j32SSWXokr/RIXumT8rwLpDzvPiSz9Pyv5LU12MjZ73yPlJFCQWFR0X6cMfYsKjyjd7idabCBtbUPc2Hvi/yo6lxOHnM6ST3Jr1ZdxXvd73DJlMs5vPBAnKvuwrnyTnRPKaH512Btfgt7zeMoWhzDXUh/RhlPMMh3uhpw7n09sclnMBBJ8FptL0sb+5lfmc2xU4t2OjtiJKFx8t9XYDGpPHTGntjM6vB1/miS12p7cNvMHFiVt0tnVjQMQ87I+D9AMkuP5JUeySt9Up53gZTn3Ydklp7/pbyeb36GTYMbOGH0KTuV5o+7csWlrO9fw98WPswdG//AO11vUe4aRVuklVtm38G0nBmY25eTeO0i/sMAM+M65WOOITrjxzS6dS5b8gu6op1MMGz8o2kLqXlXEZt0Kko8gJIIYphsGDbv0F5rk2WHx35/6wDnP7Ge6nw34/JcFHvtbOkN83Z9H0lt6K1mQWU2Vx88nmyn9TPXQzcM1rUFWNLQx5KGfvrCCe4/eTqjsp2fL8wv0P/SNvZVkczSI3mlR/JKn5TnXSDlefchmaXn25pXU2grP1hyOhkWD4OJQc6feDEHlRzC+UvPZjAxyF17/YWVvcu5z/en4dFAqrwTmJA5ieebnybXnscR5d/hPt+fOELJ4rcNa/m0d7tEyXwiMy8kWbIXYGBpWULX0gdYFc7l9sRRdEYMMh0WDp2Qz+ETC1jZOsjdSxpx28z8YG45BR47mQ4zZVmOHcp0dzDOL1+qYWWLH5OqsEepl9ruEIUZdu4/eTrWbXu1t/ZFeHxNO6fPKv3EMyZ+2b6t29jnIZmlR/JKj+SVPinPu0DK8+5DMkvPtzmv2zfcwjPNT3Ju9QV8t/JkANrCrZy39IdEtShJPckeOTP5YdU5bBxYzwstz7I11MiB5QdyQdXPcVs8PFB7H//Ycj+XZC/keNtoDJsHw+IBPY4SD6JGurFvfgxTpItk4Z4osQHMgw3oNi9q3E8yfzqPTj2RTiXB7NzZTDSsWAfqGOhoYM3mjayJ5PB37SAMVEwKLByby3HTiogmNG54tZaEpnPBwkoOnZBP7pZ/kVp5Pwf2/JSD9pzIxfuMYVNnkIue3MBgNEm208KtR09ictHOP9IcqVA8hdNqSuv059/mbWxXSWbpkbzSI3mlT8rzLpDyvPuQzNLzbc4rqSdpDDYw3lu1w/Q1fav4c81dHFdxIvsXHzR8DLFhGPgTg4zKL8bvHxp+Tjd0rl7xCz7ofZ/5BQvJsGTgsWRQnTmRmbmzcJidkIph3/wvHOv+imHPIjr5e8THHo6lcTH3r/wlf/N8tDc4Q9M4MhThwoFB7CYHaipCT8nBvD/51yxvj/PM+k78sRQA1flubji8mlHZTqxb/0PGi2ehGDqrMg7g2O6z+NG8ch5a0Uamw8wl+43l1jfq6Q3Fueqg8bt06vKariDnPLaOWeWZ/O6oiSMu0N/mbWxXSWbpkbzSI3mlT8rzLpDyvPuQzNIjeaXv45mFkkF+t+43tISaCCYDBJIBNEPDolqZkbMHRc4SLIoZi2ql1FXG1OzpFDqL+OOGm3mh5VmO01z8JBBhWd4Y3rKZWByupdRZzJXTr2P61ndwvXs9qfypBPe7lXg0wIM1z7Mu2YQ1K5OwESPTULlu4xtke0eTLNkL55o/8wv7dTw2OI7KHCd3HjeFfI+NwUiSXzy3idWtfsyqQrHXjCd3LceMOZRDq8qwmlUMw2BVq5836nqZV5HN/MpsAFoHo/zgkTXEUzrhhMZZc8s5d37FZ+akGwav1HSTl+lkZtG368Qwn5e8LtMjeaVH8kqflOddIOV59yGZpUfySt9/yyylp1g/sJZl3e+yvGcZA/EBknqShB5HMzQAXGYX4VSYU8ecwVnjf7zDCBmr+1Zy09rr6Y/3cUT50UxLwh4r76NJTXFnlpctViv5qRS5moHb6mWDESbDgN/Ovp2KnKlkPXogKU3jt2X3cca8cXgdH/1gManpLPb10NAX4R3/fXSrb5AYmIMrcAL7jctlZYufxv4IqgK6AQeMz+WsueVc9uwm/LEU9500nYdWtPLMhk5+c3g1B1Xn09AX5vkNXSgKzKvIZlpJBhs7gtz6Rj013SFMqsK9353KjG/J0HxfBHldpkfySo/klT4pz7tAyvPuQzJLj+SVvl3NzDAMmsNNrO1bzcbB9UzJmsYR5d/5xNsGkwHu3Hgbb3W+TlJPDk8vtebwg7Lj2M9dhb3xFWz1L+IzopxXUkbESHDZ1GuoCg2S858LMU06A1vhLCzt72Pqr0F3FqBnlKF5R7HYrHPtlnvIsxfQG+vmwPDxlLVvxeQpZFT1bKZOm8Oj6/u4f1kzCc3AZla5+/gpTCvxktR0fvL4OjZ3hajOd7O2PTB8CEhKN7CbVWIpnXy3lR/Pr+CfK1oJxlI8eNoMct024imdP727lfreMMdPL2ZBZfY3bni9r5u8LtMjeaVH8kqflOddIOV59yGZpUfySt9XmVlKT9EU2kp9oA6zamZR4b6Y1O1O7W0YoMXpSQa4YsXPaQhuGb7KbBhcMDDIGREdI6caNdKLGmqnVdU5oaSIipTBH5VyTlRbKEkm+WdHFx+OOl1ns5NZvJD+yjP4Y30Bh0wsYK/R2cPz7o8kOOvhNagKHDO1iCMmFWA1q6xo9rO8aYBct5WT9ijBYTHRHdc47k/vMaHAzWUHjOOXL9ZQ2xMmx2WlL5xgbK6L02aWsu+43J1Ocf5JknqSD3reZ3rODJxm1xcV9TeKvC7TI3mlR/JKn5TnXSDlefchmaVH8krfNzWzaCrCBz3vE9NiJBMBVjQ9y1vRRqZnz+CKaddiUk1sDdTzf5vuoC3ayoPmCYzqrefpnEKuS27h5xMuZqZzNHf77mJJqBazYTAvGuMAxUuxtxqLzYvZ6qUslcIVbEMNNKO7CkmU70OifBG6t+ITlysz08kj7zXyyxd9KECG3cy1h1QxryKLV309PLC8hca+CDazymX5KzhIeZ+eRbeSk5dDc6iJgcFcXq7poak/wrnzK1gTfZhHGx7CaXZySOkRHDPqeEpcpV9p1l+2b+o29k0leaVH8kqflOddIOV59yGZpUfySt/ukplhGLzc+gJ3brqNuBbDYOhtTFVMXDvjBhYULhq+3UXLzqUx2IBmDI3kcXLl6YQTft5qfYkuLbjDfK2GwbSUyiw1k3mhASb3N2MGdHsWWsYoNO8oUgUziI09CsOVP5zXPe80UtcT4IoDqsn32Ibn9+GJXgbe/zsndP4egPf0Ks4uGAXuGqJtJ2KL7UmeTacl2YZr9N3ML1iAVbXxVufr6IbGXNfZTMs4EJfVhHPbP4/NzLg8FxaTyhchpRvc/NoWUrrOVQeNT2u4vnTtLtvYN4XklR7JK31SnneBlOfdh2SWHskrfbtbZm3hVl5seY4cey6j3BWM9owh25a9w23qA3Wcv/RsZubN5ryJP6XQUQQMFestgVoGE4MktQTxxCA1oQZW9a2iPlgHgMvkYIYln4qUhiMRxB71MyHYzV6xBFrZAkyle7Cyv46b4j62kqBK9TDZVki+q5RBRyaDikFWoJ1z1jyBpXRvthYcyqtbbuIvWV5sZKMR4L5EFtPaVvKd0nG0KCa8fdfQHzIT0QewF/0bk6uOWMexpPyzdlgvj83MorE57D8+l7JMBy6rCbvFRNNAlM2dQep6wkwu8nDYxAJMnzF0X0o3+OWLNSz29QBw5uwyzlvw2Wex/Dx2t23s6yZ5pUfySt+3rjxXVVWpwD3ANCAO/NDn823Z7vqLgZO2XXzR5/Nd9/F5SHnefUhm6ZG80ve/mllCS2A1ffbpwLc3GB9gdd9KVvWtYHXfSnpjPST0xPD1paqLkwIh2vQwj3pc5Bsq+ydVaoizyaISU1UUwyDTgEEFijHz81m3MKCF+fXqqzk2GOI8UxmnW3pIqCoHWUt4WOvg1u4+zIlZOB0Oym1hXOYEP/PofJDs4qwxlzAz6yAS4QFSvXW82Wnlma0QTuifuA4f/rjxwMxOLs9/n7zR04lPOg2226uc0g2ufbGGV309XLhwNC2DUZ5a18kNh1Vz8IR8AHpDcVa2+NnSG2ZLb5iUZrDv+Fz2H5e7w2gnn2RzV5B/LG/ltJklTNp2Apv/1W3syyJ5pWf7vAzDkB/sjsC3sTwfCxzl8/nOrKqqmgtc4fP5vrPtukrgMWAOYABLgHN9Pt+67ech5Xn3IZmlR/JKn2T26QzDIKbFWNb9Lk82Pc7GgfUoKBxTcTxnjT97+Ad+qUSQeN9GMntrsHetYY2S4Fq1m45oB2bVwriM8fw5VYB3wz/YMPE4fhBfS1SLsnfOHG6NOrDXPYVhcaE7cgAFvW8DF+XnsdTh4Lsxg/O728jShwqz5silz11Fm2cajZ5ZNNvGU5RhY5rbT2G0ntgHf6Ww/32ShgmLorHKsRfvVf+SuMU7vIe6tifMhQtHc/qsMpKaznn/Xs+mziDnzK/g/a0DLG8eQDfApCqMynKQ0g2aB6KYVYWJhUNjXCdSOm6biXPmVzCtZGjYvhXNg1zy9EYiSQ1VgdNmlnH2XqMoyHV/rm0socW5t+YuJmRO5KCSQz/fk5qm1sEoz6zvJMdlZXS2kzF5LnJdI/9StivkNZmeD/NqDDZw2QcXc9GkS5hfsPDrXqxvtG9jef4DsNzn8z267XKbz+cr2fb/FsDr8/l6t11eDpzm8/lqt5+HlOfdh2SWHskrfZLZyNUHtpDldZNtFP7X20ZTUf7iu4eNA+u5ceYt5NhyUJIhDKuHZd1LebThQa6afh159ryd7qsGmlF8T3BPxwv82xzBoVg4M28fDlBzKepvxNq7nshADf9xOvmPx0NuKsXcSITZ0RhZ9lzCU77PM6aDsW1+jGMG7qPLyOQfqQNRLQ7cLhcVo6uYs9fBYHEAMBBJcPqjr9ITG6DQMp5DJhaw39hcKnOdw8P21XaHebmmm42dQSyqgtWsUtsdojuU4JiphUwv8fKbV2spzrTy/UUaK3xZPLexh1FZDk6ZU87skgxKMx1pZx5Jhblm5eWs7luJisp1e97I/IIFac9nV/ZIvlrTzW8X1xFOaMPTTAr87qiJLBqbm/YyjJS8JtPzYV5/rrmbfzU8hN3k4M55f2ZMxtive9G+sb6N5fk+4Amfz/fStsvNQKXP50ttdxsFuBnw+Hy+H398HtFowjCb//sQSl80k0lF0z75z43ik0lm6ZG80ieZpeerzqt+cAu3rrqVZZ3vAZBpy6LcU0ZN/2YSepIS1UHASBE0hsbPrs6sYkHpIhaV7sNY71hsXRvhqR+S8m9li8VCrdVCjqaxV1zDVLwHevl8/mWHPzQ9S0JPMN9bzU+VXEbpCi8UVPBg91J6o738eMo5HD/uu5i3G1owHE9x5xtbeOC9JjTdYEqplezKR1jV8wHlnnL2zTuNdz7wsqZ76POxMtfFhEIP5dlOynOclGc7GZXtJN9j+8Ri64/7ueDN89ncv4krZl3JU1uepN5fz30H/JWJOZN2un0sFcOkmLCYPjq0JJqKcvXSq6gd8PHb+TcxJXcKwViKpr4wDT1BXEaI/aZX7fD40YTG9S9u5vGVrcwoy+S2E6ZhNanU94T47Us1dAZivHjB3uS6bTstwxdBXpPpMZlUUimNI589nBx7Lp2RDsyqmQcPfogse/Z/n8G30Fe5jVkspm9Eef4DsMzn8z227XKrz+cr3e56O3A/EAR+4vP5tI/PQ/Y87z4ks/RIXumTzNLzdeRlGAY+/2Y2D26iPlBHU3grVd5qDig+mCrvBHR06vw+VvWuYFnPUjYNbEBn6IPRrJhxmp2EkqHhaQAFip3j4grrUwMscdqZH40zK57krx4nIVUhQzfwm1TGaQoZjgJWJjqpdFdywphTCQaa6OxdTTTSxYKkwtxBP32JAJflO9mqapzuGM+SSCP1SoLx8QQL3VX0OE9lS1chrQMpOvwxtO0+hexmlXF5biYVeZhY6AYlxoqB11kZeJaw1s8Zo67gwLJ9CGmDXLnqJyS0GD+q/DkZDi82s4pvoI6l3e+wJbQOi2JjUc6p7Ft4OJoS5N4t19IWrcepeonoAez+o+lun4kZjbssd7Kvuoa/l17PUUediklVGIwk+dnTG9jQEeTMOWWcPW8U5u1GOGnoC3P6P1cxZ1QWtx496Us5vlZek+nJzHSyvGkV57x7FpdOuZJKzxguWnYuVd4J3Dz79rR++/Bt8W3c83wccOR2xzxf6/P5Dt12nQK8DLzu8/l+92nzkPK8+5DM0iN5pU8yS8/ukJc/McjynmV0R7uIpCJEUmEyrF7GeMZSmTGWxmADzzY9ycq+D7CoFs7PP4gTIxqKkaKveDb/iDfQFe3kGDKZX/8Glp71vO508LucbDq2/dXSo+mYgEGTit1QsCkqmqFza1+QvYL9xDMreSFvFA9rndTqIQxFwaqYKXVXUOIsJdNUgJpyocccRMNm1gcitEVbMSydmD0bUdQErmgWFT1TCEeq6TSymaHWsZf9Tf5S2kPw40P2JTIpCucQsAUJO7vRYoUophiKKUK07RS0SDmessfBuZkK6zxu9g9Q3fkqg5Z8HIl+Liw+kbbsTjr6vESCpZy9594cPG4cWdYszKqZmBajL9ZLQk+w1Gfhj281ctWB4zh6atGOy5GMYqt/Hi2nmlTelLSeN003eKWmm4IsF3sWuT/HFvDx+aaoD25hXEYV5v5aXO/9htDCG9Azyr+wx/g0mwc3YVZMjPNWfWmPkZnp5PfLbuHxxkd4Yv8XyLBm8Hr7Ym5Ycy175Mzkuj1uxGX5ck9A5Fh1N+b+WoIH3P6lPs4X5dtYnj8cbWMqoADfBw4DtgAm4BFg2XZ3ucLn8723/TykPO8+JLP0SF7pk8zS87+UV3ukDYtq/cTjrrenhtqxdKwk1bGMpkgruQVzcZbvRzJrDOsH1vFmx2u0R9o4p/oCKj2VoMXBbP/o/t2vsfo/l7FaibPVaqXJpNJmMZP6hL22XtXJHCODM7rrmRbq2+n6iCWHtYWLGIhtITNUS8TkIdOUwx7+WlR0DODZwsnc5lZJKCpnlv+KSs84spxWSrxW/tXwIPfX/plRiSS/KT6WvMk/5I4Xj+U5p4Yj7iVq0sG841jgdsVMzBg+MpKDSw6j0XcomzqjzCrPGjqeGtjHWMZxfffiTXQBsNk2jQc5nNqMvaguyKC6wI3dYiKa0IgmNXLdVqoLPOS6rKxsGeQPb9RT2xMADE6YXs5Fiyqxmkc+rvdgNElKN3b6QePtG27hmeYnOanyNH7uewtb67skiufiP/oxUL6YccM/Sa3fx4Xv/RirauP/FvydAsd//63ArvB6HRz5zBEUO0v4/ew/Dk9/pfVFbll/IxXuSm6adSs59s9/nHo4MbQduKzbnRlVS5LzwJ6osX76T3kTLeubf6z1t648fxGkPO8+JLP0SF7pk8zSI3mlLzPTib+jBce6+1G0OIbJhqZaGFAMekgyoEfJ7atnTNsHZMSDGKqFeOUhxCaciOHIRQ22oYba0bwVJMsWwLbjri3ty3CsvBs1GSZRujeJsgWY+3w4P7gNI9JFNHciVk8ZuqsQFDAN1GPqr2OFPsilxeVEVYUKdyU1/k2cFDHzi65GQsUL6J50NDVWK6G6Jwl0ryKoQpZiwz32aBpc2Tza+BDVGVNIdnwPLaIzN7WCw5KvMkNbR41exk2pkxmvtvIDy6sUGL2sNk3jJ7Fz6NC8n5hPttNCfyRBTsE6TLkvoBkGgc6FjLEewE8XVmFWFQwDukNxNnQE2dARpC8cJ8NuweLaSkBdjz+YSSCQi5Io5Ox54/je7DJMqsK7XUu4ZuVllLrKaQ03c6o/yMWOCdjalhLa+1eEppyJabvj2L8oA/F+zn33BxgYhJIhxnuruGXOHZiUL/73Vp16M6e8fBKXTLmcw8uO2uG65T3L+NWqq/Bavfxu1h8od1eMaJ6f9APTdn+MHz26hiynlQdOnTH8Y1rr1tfwvvA9ACJ7/ITwvCs//0p9yaQ87wIpz7sPySw9klf6JLP0SF7pG3FmWhJzzzo072gMx+f4oVcyimPD37G2LEENd6KGO8HQ0TLHoGWPI1GyF22jFnH9mmup8W/i4sm/4NC8vXGs+Qv2TY9iigztOTZUC7FJpxIfcziupb/B0r2GRNlCXnI5+HW8hhzDxMRoCM3QSZptKN7RkFFBSjcR0QbpiXXSF+1mUjzK0TEon/grwgWLcFhM2C0qbf4wqzva2NjbSJf5WbpSm5mYOYkMu4dlncswUl7ifXuTCk7CSA7lYTOrVOe7KfTaaEy+TIf5CVA+OpbdZDgIdx7CJPeB/GRhNtesOxuHksOeXI5r8FyecuuMssxmXHgjPsVPq8XCrLy5HD3qOGbnzcUwdJrDzTSFGjErZjKsXjIsXsrc5TsUX8MwaOyPkOO07jT2d0pPcenyi9g8uJE75v2ZxmA9v1t3Az+qOpeTx5y+w20Nw+CZpifx+Tfz3dEnU5kxJu2n+8Gmv/LApgd4Yv/n8Fozd7q+1l/DFR9cgmZo/GbmzUzK+uzDaQKJAD97/zwqPWO5bNrVmBQTfeEEP3p0Dd2hBPGUzqX7jeWEGcUAuF+9gNSWxazRxzLL3krwrBXDX/C+aklNH9FZSKU87wIpz7sPySw9klf6JLP0SF7p+6ZmphkaoWQIr3W7PcJ6CuvW1zB3ryU24QR0b8W26RqOdffjXHUPGBrr7HZ+77EQtjox2TJRLR40NJJ6Ck1PkWnLIt9eQKYtiw8636Il1oVL1ynATFwxEVNgkBTattPMewyVc7Pnc8jE88gcVc0b9Uv48+Y/URvYCEChrYKJ3hlMyqmk3FPOSy3P83rHYhYU7MOlU69kMDFAQ2ALTzc9wZr+VRiRMWiGjsnRSrjxQk5WfPxGuYcjvQfQlF0LKQd7x/04k3Ze8zjRTCFcpiziepiUkeDjPOYc9sqYy0n9rfQqe/D7zuk09EexmVUOn1jAGRMs2LwK64N1vNb+Kku73+HKaddyQMnBGIbBr1dfwztdb3HXvL9QlTkBGBq/+7YNN/NK24uoignd0FhQsIijiw8h012Kw+zEY84YPl7ZMAzW9q/m+eZn2Dy4kbn589m/6DBuWn8tBfYCbp7z6ccbNwVbuHrlJfTEurlmxvWfOtyhpqe4/INLWN23Eh2do8qP4Qdjf8o5j62jeSDK3d+dyr3vbqW2O8QT359FpiVJxn3TeCQ5h022mfw+dQtPjruFvQ88EYOhvdWNfRFa/THaBqOkdIN9x+YyszzzM88CuitaBqKc9cgaDp2Qz8/2/ewvIVKed4GU592HZJYeySt9kll6JK/0fdszMwyD9T3LeWPdHwjF+rCnEthSMTJRKTB7yLdkMn2wg9zBrUO3t7oZOopaodnm4A23mzetKhvVBPFtZVsBfuyezplKPqZoz7Y97N1gaDyeP4o/6h1EjAQneY/nlOL5lL99Abozj8Hjn6MvFqQ/ZMLY9DTzN1xOHIX7nZW84PSgpDy44llk6vk06Tls0exgCTAq4016Xb1oikJJMkVpwokz9zD6QgNo0fcZsIVotwztbTVjZ2bG0eyffzJumxmzqhBIBLi9/jxCqQHGZ0xifuF8lnYvYfPgRs4YexYLco/i/rV/Zm34JSIf23HqNDvJtxcQ1+N0RNox40SPlqPZ6lDUoQHFSpOncsnM04ZP2POhWFLjvmXNPLiildKsFErR/fRrjexffCD7Fh3AnrmzqOuJ89yGThb7enAWvkDY8QY/nXQ5TcEmnmp+BEfoEPrb9uV33xlLblYf67qbuOvdjUwoNlNs2kBHeB31FhuZtkxuamrFH67kJveVdIfiRJMf/VXAaRnacx9JauS6rBxUncdhEwsYn+dKa9SWNa1+bnurgZP2KObQCQXD6/mDR9ZQ1xPGAK47ZDzHR/+F5ioiXnUcqDseLiPleRdIed59SGbpkbzSJ5mlR/JKn2Q2MqbBBqxb/4Mj2U08NjRut5KKoEb7UaN9EO6iN9ZFi0nBq+tUJZIYZieaKx/dVYDuLEAxNCzty+lJ9LPBZmW/SJQPm8vgd/5FsnT+jo/Zuwlbw8tYti7G2rN+p2UyTDaS9hys4XZqcmfz16K9CMRXUh9toMtsQjEMylM6+UoBk0IBDgk344+NZqk2lfFqK+OUNhKYWauPYampCJ+3j7Crhah9EFU34+k5ioHQXGak1nK75S5SphRPOcZTQR1dipMN3pm02jz0KkmCiQS9XRNRIlNZVFlETkaSHt6jO1lHc92hBCIWphRlsGeZl6pMhdLASm7cnMkmv4UDq/LoCcVZ096LLf9FLN61KKYo6A5S4VEoySLKspy0Ky+Q6J+P3X8M0WQKNf8xLJmryLeW05dsQzN2HP3XpSlMjCepnPh9lnS/Tk+k3qLIyQAAIABJREFUnWt6+nnB8Rdy84oZm+ukMsdFaaadTIeFhGbwbkMfL27q5t3GflK6QWWOk4Or85lVnkl1gftTD7swDIN/rW7nj281oCqQ1Awu2XcMJ+1Rwm8X1/LUuk5u+c5EHlrZxtyuh7nM9BAAqewqwntdRaJ8X9hW0qU87wIpz7sPySw9klf6JLP0SF7pk8zS85l56RpquAslFUV3FWBYP2FIO8PANLAFc18NhskMqhXNU4KWU/2Zj6vE/SiJEIoWR0mEMA3UYe7dhGmwnviYw4lXHT9cvtRgG5EPbsbuKkaZ9iMMexYYOvZNj+B677eocT8xVwlB9xjUVBSvfyPm1Efr1G0yYTEMsnSdsMmLUwsQ9Y4letj/oWWNwbfuHfLev57q5CYA4oaFdrUQj81EhsXAZCRRtCToCRSTmUjhXiwxzeaR9jzmBF7mFHUxmUqYEE46xp1O1sILQDUzsHUFrb6V9KZUVpkibFRbiZg76NV70dCZ6R7HcWU38dymQTLsFo6YlMvi3vtojbRQ7Z1AlXcCJa4yVMPJpQ+t4BXtPHonnIll/+vwJ/xcv/xnrApsZqG9HIt3NMnYAIaewGLJwGLzoppsxLQoUS1GJBljIJKiN5QkEFXQohWYYuMYnzmalLWekHktUVMj2YxiEmXkBy28GOhDKe4mZfehxCvoaN2TeQWzeadhkO/NLuP8BaMJN7xL6Usn8446m6w9TmDMpttwR1ronPMrTDN/+N+3sS+YlOfPSd5A0yeZpUfySp9klh7JK32SWXp2+7xSMdA1sG43trKuYRqoQ432YZjtGCY7asKPqa9mqOTbMgjP+hlYnB/dxzAwDTZg7lmPuWc9pkAThmIGkwVDtW77rwW7EoO6xajR3qG7odBfeiBb8g5lyuCrOBtfwjDZQEug8Mn1Jwm0WsyUJ1MoVg/JsoVorgLURAglERhaH0UFRUG3ZaJ5Kwj2NFNU/zD9J7yCljd0xsuUnuKB5w7kNSWM1TCwGQaqAQlFIaEopFQTdpMduzUDizUD9CSGlmAwFaFdC2xbbwUUA4uuMCGRos6qEFVVFMPAUBQ8us5czcoKCwyQwprw4KCcWRVlOIHCuufx6iZuCZxIVE1itnZRaNvCwtyjOH+/s4BvTnn+en5WKYQQQgjxTbLdGN/DVBNaTjXbH/SgAcmSvT59PoqCljUGLWsM8fFHf+rNLJlOBvuDmDtXDo2IUnEAemYllUCY7xLr3YRj40PozlxS+dNI5k5G0RKo4Q5MoU4MixPdmUeGI4dQzwasTa9hbX4DSyI8dPy51YOhWlAMHQwNS7QfNdqDG0jlVKPlTvxo1VUz58z6HRdteQ7dOwrNOxrd5sUUakcNtmDu3YS19V3UaN1O69FpMrHMYWeLzcGe0TBzkgrqqP0J5VTxvtlgbaqfqaqbvaMxnH216J2bWKyGedYTpdfUx6aWDUQVBb/ThK4o4HkMO2BRbDgdpcyZtPMp7b9usud5BHb7b9NfA8ksPZJX+iSz9Ehe6ZPM0iN5pedrySsRxhRoQnfmYTg/+yRDOzH0oT3u/bXozjx0VyGGxYGpvxZz70ZMwTYSpfNJjNoPzI7PnJUS6cHcu2noX98mTP11BKf9gO6KfemP9+GxZpBvL0D92MlwZM+zEEIIIYT46lhdO+xxTouiouVO3On+uruYZPk+ac3KcOaRLF9EsnzRDtNz4As5o+KX7cs7v6UQQgghhBD/Y6Q8CyGEEEIIMUJSnoUQQgghhBghKc9CCCGEEEKMkJRnIYQQQgghRkjKsxBCCCGEECMk5VkIIYQQQogR2q1OkiKEEEIIIcTXSfY8CyGEEEIIMUJSnoUQQgghhBghKc9CCCGEEEKMkJRnIYQQQgghRkjKsxBCCCGEECMk5VkIIYQQQogRkvIshBBCCCHECEl5FkIIIYQQYoSkPAshhBBCCDFCUp6FEEIIIYQYISnPQgghhBBCjJCUZyGEEEIIIUZIyrMQQgghhBAjJOVZCCGEEEKIEZLyLIQQQgghxAhJeRZCCCGEEGKEpDwLIYQQQggxQlKehRBCCCGEGCEpz0IIIYQQQoyQlGchhBBCCCFGSMqzEEIIIYQQIyTlWQghhBBCiBGS8iyEEEIIIcQISXkWQgghhBBihKQ8CyGEEEIIMUJSnoUQQgghhBghKc9CCCGEEEKMkJRnIYQQQgghRkjKsxBCCCGEECMk5VkIIYQQQogRkvIshBBCCCHECEl5FkIIIYQQYoSkPAshhBBCCDFCUp6FEEIIIYQYISnPQgghhBBCjJCUZyGEEEIIIUZIyrMQQgghhBAjJOVZCCGEEEKIEZLyLIQQQgghxAiZv+4FSEdPT9D4Oh7X7bYRCsW/jofebUlm6ZG80ieZpUfySp9klh7JKz2SV/q+yszy8jzKp10ne55HwGw2fd2LsNuRzNIjeaVPMkuP5JU+ySw9kld6JK/0fVMyk/IshBBCCCHECEl5FkIIIYQQYoSkPAshhBBCCDFCUp6FEEIIIYQYoa+0PFdVVc2pqqp68xOmH1lVVfVBVVXVe1VVVT/6KpdJCCGEEEKIkfrKhqqrqqr6BXA6EP7YdAtwGzBr23XvVlVVPefz+Tq/qmUT4qum6QaabmA1fw1//ElFwewAIBRP4bKaUJRPHZGHWFLDalZRP+M2X5aEFsdqsn2xM01GwGQDdWS/2k5qOglNx2Xd8e0ypenEUjpumxkMHZJRsLp2un88PIjNlQmAP+HHa/XudJsB/yBhY2g9LSaVAs9nr7MS92NY3CNeh4QWJ5oa+fOX0jX6oyHyXduWNRkFy9A2E9Ni2E32Ec9re6FkCJfZ9ZnbW0/ETygGFtUKQK7Lit2y43om9SS6oWMz2UjpBoZhYDF97LWkJVFDbcMXDZsXw561S8uthLtRUpFtF0zonhJQdny8YKAfh8uL2fQ5RwPQU6jB1uGLhi0Tw565w00MwyCmRXGYnQBEEhpO67bHTYQ/cTtUIj0oyaGP32BKxZldttPz8GnvB4FQG+HQR8uUkzMRq8Wz4wMkwjDQhRqIkkjp6AbYLTtmlNCTKLYsTM7cT119Q0sR6Ksny2bbtv7//XkL9rbjNcfh49uVakX3FA+vm9NqQlUUQskgNpMdi2ohFE8xGE1+5vzRkyh6CsPsIKHFMdCxmRwoWpwMi4EnY8flS+kGnYHY8GW31Uym0wKGjpIMY1g9H38E+vq6iZqGptvNKrnuofVXEkEMi2un7S0QS+K2mYfXx2F2YlI+Y9tLhFGjPR+tkqtg+HNgeJqWpLt3NYYxNCqwYcsYXlan2UmWLftTZ2/oOoFgExkZFTttP+3BAYo9Oz+H/sQgoWRop+mRhIbNrGJSFRRFochR/JnvGV+Hr3Kc53rgWOCfH5s+Adji8/kGAKqqqt4BFgCPf4XLJsSXTkmEUAPN9IXi3PRaHVFHCX88ea9Pf1NIRlG02E4fHElNxx9NDr+5bq9lIEo0qQFgt5goz9rxzdHS/BbeF88iuOhGukYdw1H3vc858ys4Zc/ST1yEzkCMMx9eQ1mmnT8cPRmP/ZPfMuIpHd0wcFhMJLQEKSOJ07zzB/inCSVDuC3uHaa92fE6v193A7+ffTuTs6aMeF6fJJIKoxqQtelRnO//nmTxXAKH3b9D+QwG+nFaLZjsH32wJTWd8x5fx7qOIHuUetmv0kO+OcqrrQrvNvajKgr/OtTG2JW/xDTYwMCJr6BnlA/ff/OLt7F3wx/oGncKz42Zwp2191DmKmd+wQL2tRQxvbuG+KYXGB9r4t7UkfwudRKYIhw3aQy/OGDcDl9Ygl315LW9ir3xFfzdq7FVfZf4frcQjKVwWFTMJpXwtnLksgxlbxgGS7re4q4Nt6IZSc4rO4F9MmehGexUSAF0dzGLO7dyy7rfEVfbyQv/iCudPezfegf+A+7glngNr7S+yJ/2/hvlrlH0hBLkf0LRV0Md6K5CUBQag/W83fkm73a9zZZAHdM84/lZxWlkkofHZsakKrTHeng73sLitiVsCW7A0C2kwlVYg2Moj+UyozCXmeVZ7FmWwYrQOm5vegSXycE9E6/gr+90UNcb5rL9x1HotZAY8JHX/DbWptdR434ANGDAbMc5/Rwie54P5qHyn0ilaAr0MC67CHQNNdSO7in9qIRFB3C/fhWOzY8O5Qk0m82EXbkkiufSnTGN3rZacnqXM1prpitZxkullzFm4hxKvP/9C0aBx4bXYRm+rER68T5/Opae9cPTDEUlWTSLxOhDiI85HM1dxB833Mzi9pe5evoNvLoqm//U9nL3cZOYX38L9k0P4z/8AZLli4bnYav5N57XLkbBwAACFjOLlcmsKTuTUWUVNPVHWNkyyNb+CNX5bs6aW05Bhpk1fatY2vIiG8ONGNtti05dZxaZzPDO5VBPGbktb2BpXYqiJ8j52DoGVIUlDgdvOB0scTqwGQa3a/mMqziSZPEcDHVo/U2hdiz1L3Nn9xs86bHwWFsno1JDhXXg2KfR8ibhTwzitQ59kdjYEeC9zY1Mqb2NI7T/fGrGywtO4br4yWzqb6CkqJ6cvFoaw5txml0UmadTu7WCsH8c6DZsJLCQIoRz+P4HqR9wmfXvrHUleNJZwAanhjVl57KWDA5S1hPDypXZf2TS+AkUZdhY0tDPO/U95MebMKFjoJFt6eTC3BZmxpZhinQTm3IG4TmXAU4Ge9vof/4K5oRf51ltHtcnT6eHTC5fUMAZsQdxrH8A3ZlPYvRBtOTtw7OBsbzREGBT31ZmTWhBdW9k08AGFmXvya/G/HiHzxPF0DF3rcHW+PLw8/OhWNEcgsc+MXxZMzR+/Z/jWKL1fmqWVd5q5ufNZ6a1AJtqAcOgtb+Zjb2vsSTWTIdJYZQGC5yV5Lnn8WZ/E5uTG4mZBxhjn8kN866kwFFINBXln1vu57HGR9EN7VMf70NnjTuH08ad8V9v91VSPvyG8VWoqqqqAB71+Xxzt5u2N3CBz+c7cdvlXwPNPp/vvo/fPxpNGF/HGH8mk4qm6V/54+7OvvbMUjEIdkBmxc57I75k/rgfp9mJxWShNxRHAXKiDZgfPg4l9NEfVPyGk+7ZV1Jx4DmYzOahvMK9KFteQfW9iNL4Buga+l4/JTbnIhbX+Vm8uYu3anuJJTX+/v1ZzK74aE/An99u4JbFtdsuGVQondxw5pHMqcylI9xBYTyG5W/7o8QGMdyFPLfgeS58qpYMu5nXf7Zohw9xGNrjfPJ97+Mf2IQ/6aUkt5i/fW8mOR+W9kgfqBZCipMT/7KMWErn8bNnc9l751Hvb+Dufe9hQvaE4fkFokm29Gzby6BrFJmDFJWO5sHN/+SutXfywEH/oDq7GoCkluTY54+mLdzG9Lzp/HX/+1EG6iF77PDz+VnbmGEYNPaGKct2srxzKZcu+RloCeZFIuxrzqaibyvalBPpHX8KW9oy2bJhLZf3XoFN0Ujufz1Zc04DReGXz27kkQ9aOGZGMRua+7gucA17mTaxiUq25u1Lb08Xp/IiijMHJRXFKJ2FdtK/QVHobPKR88996DUyaHcGOacwj+nOEizJKCuS/aQUhZt6+vH4R+PwZDIrsoRnyw/halMNicHp7J97PjcfN51ESmfxk/cxsfnXvOm28bo3m1pVY1QyyU/Gnc9Vb42nKNPK4fPr+fvmP5HUE8z0VrEweyrLupbxdriJqkQCq26w3m5jbjTK5X0DjEmmdtxuVZW7s/N4xG0H3YXXmok/1cFV3WGODvfwy/wcXnI7URWVfYsPo7/hUDoaN1M9cQaXHz6JfI8dgp0oi6/EvPlpmgrnclPxaN4ZeBcFhUmKh5kDrTzpcRFRVb7nD2A24HWXgzrr0F5mRzwLPTGLiaXQ4H8bPzHMhsHMWIx9IlHeczh4y+lgTCJBk8XC/GiMO7p6UIF+VeWcwnxaLGbuHIixR8VB6GVziSoGlzQ9yfJQI6f6A5xjZOEb91Oe6xzgleQLhO1dXKhW8MOOjSiRPgxPMfr4w2gyCslfdxfmVIAbLXuzJkOlz9OFXwl/whY3pDKhcU1vH6vC+/OKNhODoW21wShikB33NhbSB6qJilGVHDAhn4NLU5Q+fwqhYDv++RcxGMnkqdXt5CVaOD1rI65BH4bZwaMLzuG3W5/Aa/USiIeItJ1AZnI61yv3cqjxNoYjCwyD1FmvQ1YFSvsq1H8czvslk3gtr5wXemsIqZFPXYePm5BIsnfKRsg9n9bBGAORGGZHE02uQQbMKpPicf4vbMdZfQRKwWQeWt7M+23d2EYNslZrotvWg6EYOHQb00wVbKWFgB7hrs4uZsV2PNnF0+5MrsnLAKAgUMSiwGwu4x+Yymbx71kncsPy6zlj/I/ZXDOLjLqnucbyIF4lxKsl36E5PoaGrghJbdteUwxGO1eCp5bH3aX4zcGhbSyWzWmxFraYvbxht4I5gkkxM846lmM713BYYIBo9kzaC/aloPc9irve4NTSUay3GORqMC8S5jmPi1NCCU6yzaO44xWaKObIyOUk7T1kW1NcZf839lTd8BeGkKpSmkwxPuJlkbuUiu4lpKxeunP2YWHj89iNOFty9qVq8E001c7LziOY7X+ZAmUQY9qpEA+g1y3GrEXpxMFNuWN43R3EUAyqUioVsSCvuF1c1D/ID/2B4Tz7VRUdyMkoR686HCN/EvGUzquvP8rC5HvoP1pDZm4JAHetuZP7N/2V7+tuKsv3AUDpWIvauRrDU0xH6Uze6l/Len3n7d+mG0xJORjjqKQmuoWNljgpRRl+7Y5LJHnc40FRTZxYMJ9XBzfRHu8j2z+GA0wmppoaUUMdpHKquSN8IH0xmFicweaOAOG4zjmzDuOifaYBX223sFhMn1oevgnleSpwk8/nO2zb5duAd30+378/fv+v6wyDmZlOBgdH/mYjvtzMlEQIc9eq4cu6IxctZ8JwqbK0vI3nzSswBZrQPKXERx9MfOyRpIpmohkaXdFOip0lX8qyNYe2ct7SH7GocD9OrbiYMx5czahYDf+0/55Bq5U7kyeQ0l2cNbuE2PL7mMVGkkWzUCccjlbzEpaOD1AMHc1dTHz0waixfux1z9BpLuHiyJnU2KazcEwOa9r8BGIp/nbqVGJKO5292Vz81Eb2GZfLodW5zKj5PeNaHqXGsQebF53CL313cFTCxLW9/cT2vo6M137Kczk/5NKBycTjLs7Ys5qLJmto7mKwODEMg1++vJ663jvoz97IxKROVvNxrHPtw93HTWR040O4lt+C5i7iAuctvNoYQ1EUKkevpcP6MG6TE0NRuHzKjbR1FvPWll5WtvrRdAMFnXstt7OfuopX9riHmyP3MpDoZ1xGFffs9X+YVDNPbn2cuzbdxj5F+/Nmx2vclszlgNZV9OTMYf3kq2myKnxn6ky02EcFMKUbvLn2OXpb+qhrTxKMRqkuWsGjnnrGJRJM11Rez8imKxXY4TmzRfJ5tduHxWShMZXDVOrwF8zj5bKfc9k7cU7Y08M+k+LYN/wTW+MrmAoOYI9oO9Zt2+DD2v4sLf8JN1ZuwrPkGvr2v5WN+ZNwPnElE+KbuHHsH3ku8QfKlTiPtDTjNDvpK1vIaVoX7XqEeeYbue7gPbG/fyNndD9Nr9VOCI1kcCIT1XOZ1P88Ju8TPJHhBkOh0DqBQ8tns7j2AVpNoIamkjL3otrbWRBNMDYe4w2ng61WCw5d59y4lWOLD8NesSe/Wf8az8aXoplSeFNejsqfTJbZxdsBH2ujzRiKwfx4PucecD8ZditXL/k+66Ot5JNLl9LHT/sHWOWq5l1rF0819zFaD9NvuHmLPckpqWJm50OoeoJfO6bydl4XIVVhz4FcLg1uZZw2yD+0g3hHraS3dDMNtgYwFDKiOcxQSji9ZzlztC4GRx+FK9SIqWc9K8vn8VpeOW8HfbQk+1F1EwebZnPZ+P14ZmAlt3W/zJjBiVxatZBLWh8iagqTafYSNMKcWnoV5c4q/t58Hc1RH6Pte9AQW0FeymC/SIgnPG7cus6YxP+zd9/hTZbdA8e/2U2atkl3gVIoLSl77yniQlERfcWtuBX3xD1f8XUL7j1QcW8BFZANsocQVqGU0pm2Sdrs5/n9UaggoITR4q/nc11cF1lPTu62T07unPvcIZaaY7hGm8HF6SdjLFpIsGAWi01aPrekschqJKTxo1H1KLW5BNx5aBQrjmQj/eNdtGjemlhbCu5QNR9seIvSQBmj3V5urawkXql7y1LQUm7vRlHqUPRhH81LZ2D3rAdgnTaXnwJdOEc/i/lxEZ5JScWHj4g/DWu4C3p/Ryoq03jpeCvx62/nanMt3SxtqCy/nvWaiegt27g5lMTFhcv4yHwJJ51xOalfjUSxNqN6xFtUfzuax616Fhs1GLUmaqtz6J3cn1Gt4zGu/RBT+RoUnZFIckdCaV2p1VpZuLUKd3khD4Z/pjrcjEuCd+Mink4Z8QzJSaKl3YyqhHEWfcRnvs/R1/TkzeMnsLTYy4RfZ5Oc8y4+1UWL2Ew6xPcDb0fWFthZV1yDRu/GnPkWOmM5bYt70lZpRYf0eJbUVPJL3Dc0i8lhSIvufLJlMjbX7YwoX8DYmE85JbM1aPSEqCWvMpNPq+aRn9qJCc2yWFC9CrPOQo/kPiRpO1BYu5kN3kV4Ii50KvQMBOjb9hJ6q3baz76f7UoSLbTlVFnbsGr4Aywoms68nb9SqNfRQZfAe+VeTFX5qHozP3Q+h/GVs7i+3U2MyjobQ+Umntv8Nt+Wz2Ni/9fpUlmIMvUKrsxqi5O93/NsOgsDrW1pZWnOL54i1ntWgWbvmdYHSmPJG/Is6a07oavagnXW3Rh3zGejpjUPq1dy50X/Yc7mCl6csY7hzWfjjJ9NCUFGu71cUe3GpbSlZe9RPOJbzi/uNXQsGkB6KANT7g6mhxYTUhXa2dozIG0wETXCFOd0ajRbMSsKnX1deXDURBaVzeHh5fcx2u3l0ja3Edvrkvr4jPnTsc6+D523CMWcRGHWEFbbM8mvDjJrUwUtbHaqtMcxf7tKMKJiNmgZkhWmS/wyTkhtSYo5lorKSmYv/oKFKduYZzGSHQxxf4WLnv4AYVXLOmMnWjp6ErfmHZYrbSg/+R2657YioqisL/XS0mau/9azIfOxv9th8FhIng3AH0AfwAssAE53Op07/vp4SZ6PXboKJ5HEtvUJbDRjtr3Sh91iqKsd/SeRELbPR2IoX7P31dbmBFqfiNZfSczGrwkntMbf4UIMRQswbp+DJhLAnz2CB9PSmFo8k1cGvEVugqP+8YqqsLhs4a56NpWdVRrSdB3RaDSYDFp6ZdrQ/7Wm8i+8IS/Xzb+CwpoCYnRmbKWP0axqDa/r/0eFGs8pGRmoOpXne79Jp/QM3lqwlfJFH/BE7BQMwSrCSXkEWp9EMPtkwskd68fy1+mf0dc5gVbaEnxtR1Mz8AHya81c+tEyrM2/ojZmAdQ6SPaP4f1zhpIy505inF+wMnYgybXLuCDTjqLRU6lVGRLfgfH9XiL802X8z7ee2bEmQEtybQKX+baQpo/H3/58pnsSWVT+HgFjLf3DOubrI5zj9jC0PIsUqmin2UqweX90OxYxM9KZtf1fIqJ18+6O6+kR8vNEaTFXNGvGDq2WxB0nETGewpCcZLo1TyBv8+vkbZhEjcbCp7GxPJti5oyWZ/FNwZdclH0NHWNP5AnnWFpbWjJRn8sFO6egB0Zu7cho3RwmJVmYkhCL4hpEt9iL6NXSxoZSL5XFb7I6bT46VaW7P0BuMMTH8VbywiZeyL4IQ9tzUIxxbPFsYuHWzST9/gReUyUvJ1q506sy4qSP2RBMYtZnzzJO/RCdGuaBlEHMsRVRG/nzd1mLljNbjeby5mcSq8J7G/W8ODufK/o0547iW7hHs5PpZgNxEYU8XWsqrAa2uAvJ9N7Bh8OaE7Tl8sTM7Xy3cQXW7IkMb34C47s8wFvO15i8+T1e31lCvimGJxITyPDFEDDWUKXVcVbWaDZsHsDCzUEmnt2JVYu/JzYwgbftNqzaWO7euZ0OtXFs7XIXWp2B0oiLFi3a06ZVbwD8Wi0nvzCH3HSV1i03MLVgBobYrago6MJpBN3tmRS3k+OKZuG6cA6KtRkxU4ZzhznAfIPKuS2uZfCCb2nFIk5r0Ywx2uaMyzqLYP5cTNtmYFW9LFQ7MilrICt1P9LKlMN4d4T+Rb9RFd+OVZ0ewG3vSF6qlQSzgQLvNvTEMmVJNZ8s20GnFAPvtJqFfc1rKDGJeAc9QrDNqfV/B9u9BTzz6w6WbI3w8cU92Fxew/2/P4zBthS70Y4/EsRYfgU7yuIwZ76DNmYnasiORl+Fv2gMYU8nUpKKMKR9gUfdwcm27lyfPoJFW8M8XDwVnW0FJzQ/mUq/hyVli0AbJs4QT9/U/gxIG0yv5N7oNTFsKPWSlWjZ7/nKF67l3Y1v8mX+p3SwtOT5Vpdj1GjQFy/FlD+N7e5NbDQYUextCKV2AVXBULIC3Fv5ON7Gshg9kdos1JqONM/IpyziRFEjaCM2gu48rPY/sIc8TNmxna9CJ3FcchlPmQqYY4nBgpHq6g50TezJmGZeLEsm4owx8068BZPewuV517N2Q1u+X1vJt1f0riv7UlUMO+Zj2vwjxvyp6GpK9no9FYndWdxzImFDHDnJsfstFXt6+Sv8uPMDtBVnUuPJJC7rHeJMRh7r+STtbB32um+JJ0B+RQ21YTfvFjxEoX8DejUef3Ue2tgNJMToeGfoexi1Ri6cdQ458W05OfZWflt/Dr/H6HFtuY1umdPZaFpNb2JZpYsAGs7NPh+Xv4J5pXNwBSqI0ZnpndKHAWmD6Wt1kPX1f9BEgmj8lYTTurG6/6s0q1lL2q/XoFhS0daUEI5rzpQ+V/Pkhpe4rt1NnGvvRUhvYezSWwB4a9AH6LT6+nP92DkXEG+I57Ee/+PeOZdSFKrmLm8Rxy4YAAAgAElEQVSE5j43td3HYcw6nrYJjr3qkKsCHqZuXkpIiYASZkrR/+ibNoD7uj3y5yCpKvqy1WzStuLSj1djNugorwniyF1Ckf5zWllbc2uH2+ka0TG3LIYbphZz7YBWZNp1PL72JnTGSnRqAmFdMfHhHgzN6ojTuwhndd2HtYgvk95J/bFUTGaOWU+8JpOgtpzmkRg+zV/JsNBL3HzaAIbk/FmXXuN1U1ywjsyc7hiNBjaX13DZR8vJSY7l1f90wajXUhuMsKWihtwUK6b9rOV5Z1EBb8zdyD19CtmwMUC5N8ztw3JZGsrivhnFJFqM9PDN5SXTS5CYQ02vW3bVeWsItRiAaqwr62vyybPD4TgfsDqdztcdDsdI4AHqun+87XQ6X9rf4yV5PjYZ838m4cfLqOlzB7U9bwIOfszWFnu46pMV5KXF8caYLnvVeBZU+jDoNGTE/1k7aF72EtYFT+AZ/Bjh5LoTs65qC6b86RgLZoGqUNv9+r3qGgnWYFn1Ft+uf53/JtZ9JTiy2Snc0vX++uNOL/yJCase3Ss2f8mpWFzd6Kv9g/4tYjizUwZrAsW0zBlNTGw6q4vc5KTEYtZr0RYtYnzhJyx2LeXinLG8s/ENDDtGslB5H21cBjMHj+fWVQ8C0C2pB//r9RyegMrI1xcxNNfLRX1MtLYPxKDdu3Ri7pYKbv1qLac5EpiQPBXL8ldRDbHU9hjHS64tfBiYS3JNKpXmCvRaDVeqdsZuXUqwz13MSr6Ae+ffg5qwik+KdjI/byTPe5bQNj6PAm8+hH2MULIxxVr43bOCTbu+Ot+tVTDEeCWZtiM+5vX8yXycP5n7XB5O8Gi5238B69Na0NEzn4nhr/H1uJHblC0sda3krUIPC/Rn0cy/hA+al7LNoOcjc29sAx7BULyU+B8uJdD2TFydrubKRWPRRgy0iXmFBaGXqdX9QStPMlsTiplcVErngJ9vswdxr7oNm/cC2jbbymL3PNoEg2w2GomtOI/i0i60i1uLq9l7ZEX0dG92PPM9a8j37yRRbUeB8zyeG9WdAa0TCYYVpq0v5b8/b6Sn3cf7yt3cmGRhqcnI20Mmk27OoLDKx11ff4I+4V22m0L0D2kY66pAl9gWz8CH+bV4Bt9u+5JEUxI3dLiVgamDeeAnJ9PWl9Ey9Vsqk+Yzxu1hp9bGcrsVb8jDiKS7+XhuPE+ObMfPzjJ+2VDOFX1bYkiexoeb3+PqvHG86XyF4c1O4t70UzFt/oGfC3/iwViFPI2Fm/q9SI69AzXBMJd9tILCKh+hiMq3LT4mtWoqcaoG1ZrNyOpbyff/WTtu0Gm4rHdLLumdyYPTNjBnUzkfX9yDTLuZibPzeX/ZeuLNYSLBRJ45swO9bDUkTh5MIPcM/DkjsX1/EZXHPc2O1kNJM6cTjkQo27GJN8o/4PfyxUwZ9hUWfSxqOEhJ4UZ2WHzctfQW+qT049EeE9BqtOiqthCJbwnaA3843un2k2gxYtJr0XqKdi1Usu5zv1JPgP+8u4R26XG4aoKElCDpjrcp9hUxoddztLTk4Cz14ovU8Gb+QxT6NjK21QM44rpjNenJTrIQUSOU+kvqv30KhBVGv70IbfK3eGN+w6gmUlvVjrv7nck5XYdS4/6HxWT78WvRdB5f8RBntDyLmzreDsD8krk8vOxeQur+j2fVW7m63Tj6JJ6IVqMl0WLEHXSzsGwevxX9xsLShSiKhubVN/Cy8iFtPIsJ23OpbXUCs5KzmO3LZ2bRbILq3guwhlsdXNPnaTSROEa+sZiT8lK4/yTHvgGoCrqK9fWLCtFoCad0Ap1x3/vuQVEVbl94JytcC9GoBlIsdp7p8yLNY/e/jmK3QCTAvJLZzCuZzcLSBYTVMC/2fQWHra7U67MtH/PK+omckTWab7Z9wW0VlRyfcyPN/niFSfYE3oyJMCBtEOPa30KaOb0+lu01BWSYM/ZaaKwvXYnty7MINetD9SlvgqGupllftJiEHy4lEt+S6tMno8Qkcu+SO1jhWsbbgyazrGIJT69+goe6/5fB6UP3in9eyRzuX3oXJq0JnUbHc5Fk+m1fQvXJbxDKOu5vX/tub2yayOebPufTYd/U13Lvac7mCm7/Zg2OvLkU8gND0ocxvssDGPf4mYz/bh2zNpWjqiptM4K4k5/FojfTNeZSfvg9kdpQhBa2GDo2V5nuLGN4mzY8dmoecTNvZ1bBNG63t0Cv1fC/7QFytBFuiHseZ4mHB052cEq7VH52lvHMzM24akPEGnX0b53IuhIPvpDCBxd2I2U/H6j2JxxRuOjD5Wwur0EFnj6jfX2CPnNjOff+sI7jcpJ5snMptp+uQBP21T+2ps+d1Pa8EWiiyfPhkuT52GT7chSGnb+jao1UjplOxJ5TN2aVNRi3/UootQuqJYUFW120SYqtX2Dkqg1y0QfLaBtciz8U4fjjTuHsbpkAFJRV8vonH1GlS+L+i0aRFmdCV7UF+ycnEMwahvuUN/aJo6qmiO2ezXRKH7TPbatcK7ht0Q30jxix15TxS6yFqZGWGFoOQ9HHclHxFFTgKv1Apq0rZWvzDbj0lfxUsIN4pa40YKbFzI1pKfQPRDjZOJZb1udxfi48qHuP16sW8bo9gRvzbqDGNYA3dlxND0K8tzOfyjE/82D+OywtX8wVjmt5bs3/OKf1GMa2vZpxvzzLpvAPaDQKsfpYeqf0pYO9E1p0uGqDvL/AS3Njd94a05UYgw5dhZO438azyrWSKzJS6b+r5rNMp2NCkp1fYy1k6+3c3GsC/nCAO3+/kdTIyXw67GqU2DSmFf7IU6ufoIWxM6OcJVzOYjSqwoq4YZxbdSZmU5gR6kwu0v1KZmp3fCPeBkNdwnHvkjtYVr6EASn9WVi+lMCu2jcbejrXephtMXOLN8LS0APMqbJz4+DW9GlZwxXzLqOrr4aXqxU0kSCR+EyqzvqauRWLeWDZeJ4qLSfO3Rp9TA03Nwvj1WrpWwP/a3YGtD2V9wsSeG3rrejNRaioXNb2Si6tVbll0yTWmszcmXsv7zofw4fKK/1fJympbnFhdbAaI7Fc/slKit0B+mTZmJ9fSW0oQudm8Tw/qiPxmlp2hioZO28snRO78kC3R3hnw5t8tfUz4o02bk45njNWTkGDhspzvkc11y2HWlf1B8+ufpLNno30TR3AuHa3MnXzaj4sfJg23iQ+LF3L5lO+IK11R6qCVSQYkzj33SUUVvlQVLh5SDYX9GxBMBLgyrmXsL2mALvRztuDP/qzG4eqUlW9mbj4VvUzXlD3oXLsR8vpk2Xn8ePTSfz0RJS4FlSf+i5uNZaiXav8w4rKR0sKme4sI9VqpNQb5IZBrbm4d93fWERRue3rtazZ6ebF0Z1on15Xkxs79xHMq94kYs9FE6jCddGCfRIoZ9U6rp1/Odfm3cA52ecBUOIr5pp5Y0kwJPBS/zfrFy0eaV+uLOKJXzYB8MRp7RiSayOkBPdZoBpRI9SEaog3xv/jMb9fW8zDUzcwooOVH9d6uLp/K67ol3VY5/5X103i0/yPuL3TeAxaA0+uepzc+Lbc0vEO9BrDPvdPNafts2h2T76wn1KvmyxbKqgqGl8F6l+6VgRCQS76dDrV/iBPn9GBFJ1Cur0uGX19/lbeWFDAp5f2pHWSZX9PcchqQjWMW3A1Gi082eNZUsypUT0+GAlSE/bu1c0hGAlw8W9jKPWXkBvflo+2bSGmaguKMZ6qc76nzJxAoumvyxMPTOOvRDUl7NO1QuOvrOtmset3vMRXzNjZF9LO1p6Cmm2kxKQyqd/r+13Y/d8VD/F7+WIm9HwGR3xbNEF3VB1dKijinB/P5uq8cZybff4+t5f5Snlz/Vv8vPM7Ts08nZs73rFPR42KmiDnv7+UNsmxPH1GBxRNLUatCaPOiKs2yKyN5czaVMHvBVVkJ1l487yumA06jJt/IGHq1YxPeJzfqu3M5QZqe1xHeffbuP2bP1hSUEX79Dj+KPbQLs3KmO7NWVZYzZzNFXgCYV45pzNdmu/bOejvrC32cPWUlVzSO5Mr+2XtdVuVL0R8TF33EI2vAu3u9UEaDZFER/3ibkmeD4Ekz0fWjppCVrlW0CulD8kxKYd0DH3xUuxfnEFt93HErP2AcGIe1aM+w2azEP7mFsxrP0AxJfBd8lXcvLkLZoOBawe2YlTnDG74YjWh4j/41nAPWjVEhRqPJudETEot2vwZmPGjqBp+MI1AN+ICkpY8Ta/STSwa/h35wXj6ZNmIj6l7EwqGI1w393q21K5ieMKdZJl6YjXp6NcqEVVfyXXzLifWEMfL/d6gsGAa1214lntrdIwpzWeOOYbr0lN5vKyC0711CeFao4ExzTO4LCaXS/PG8fC8ncwyTsJiUvAqtVxeVc2wqnSyla28n2jlFVssozxexsUOoP/G8+jT6kPWGlfzfcpZ1Ha5nHNnnMkZWaO5vv1NTFz7LF9t+5wkUzIVgXJC1d0Z2mIYCTYnC0rmUhms3GuMOyR0484ud5FpbUlECbPStYLHl9+PVWfh5c4PY8Rc/zXZXPdaXtz0FqX+Eqz6ONSIhXLnDUy9elD9gsDacA0P/riV6p1b+EJ3N4HcM9jW/X7GfLCC7CQL44fn0jousk97JE/Izbj5V1EdrKZf6gB6pwxEUSIsKvuNhUW/0joCzw39mEhsCyKKWt/N4eutX/DiH8/wSCCWMyrLqTz7W5T4TG5YcDUV/nI+N/cmfukkwhm9+CItmxe8qyjdeBVn5nVh3KDWjHrrd5qlFVJmfZUrHdcyqtXZAChbPuH8Nc9RqtehV1VeyL2Rdm3P2/f3vNrHZZNXoNHAkJwkhuQk06fl3mU4X279lEl/PE+8IR53yM3IlqO40nENVkMcREKghOtbte0WUcJ8ufUz3tlY90FOp9GRbm7Gc31eQQ2GibPunbT9tqmCe39Yxx3D2nBGp4z661e7VnLvkju5vdPdDM44uBkrXyhCjF5b94Ye8oHetE9SsNuCrS4m/LKJlDgTr57TGb32z/cDRVUJhpW9Om9o/JUkftAfbdCDt989+Lpft9/j3rpwHNtrCjir1TkAzCj6hWJfES/1f5OW1qz9PuZIUFSVm75cQyii8Mo5nY9IC6uIonL++0vZUlFLdpKFDy/qjkGnPaxzf0QJc/eS21hZsZywGqZrUnce6/FkVF1oDsW6Eg+XTl7OGZ3SueeEtgB4/GHOevt3OmbE8dyojkfleYORIIl2K1538J/vfJBmFv3CC2uf5qneL9Chcjtx06/Hc+LLBFsdf8SeY392n7MAnu0zia5J3fd7P0VVCCuhQ26nabNZuPini6kKVPLekE/QaDQEI0G+2DqF2cUz60stxmRfwJWO6w74u77X+eAAaoMRdFpN/XuFJugh6a1O1HS+En9SB5J/HUfl6G8Ip/cgEFa474d1LN5WxXUDW3F212bodp03IoqKNxDeZ4H5wfKFIpj30+nnYEnyfAgkeT5yqoPVXDVnLGWBnQC0i2nBiNi2jOhxP6U+WLmjmhMcKX/7x/qLs4wx2+5FKV7Iu4PvIFC6HOPWX9C2Gs4FwQi2P76mpuMl7Ny8ghzfSjbHdORF6y18U2jGbjZQ7QuwKHUCScEitncfz+q5XzFMt4KAJoYfQ91w9BtNpPhXPvP9xjSrBZ2qcmqwN5O3jAZAp9XQo0UCdouBecUL0GS8iRqJAVRqt16PEkxFYygnofXb6PR+Xh34Bq3iWqOqKlfOvRiPX6Vq1RgiLT9EG1NJZsmNeAPwwlkdybBZeXj98ywsnccHQz7lHefb/Fj4Df6C69HFL8ZgX8yTLi9TdcnMTPBzUvMR3Os3Y1/yHC/xH4bGz2FMkoEb8m4ioIZ43fky7wz+iCxrK8JKmHuW3E6Zv5QbO9zGFwstzN3i4svLe5Fg1uEJuimo9HHFJys4rstO/ghNIagE6J3Sl9WulbhDbuIN8bzQ71WyrK32/dnsqrv8cfv3XJn9II9+E2H8Cbmc1bkuYYsoKie8vIBhucncN7w16OpOguGI8o913WEljEaj2Wf2IxKuWzWv0+/7JqKoCjcuuIbCmgLeGfAuZpONGUU/8/TqJ7ih/a11yfAefYQjSpgXZ2/jo6U7GJSdyJwtLt69oBt5qea9ZmBtNgtL503i7i2vc1XKME7o+98Dxh0IKxh0mgP2qo6oEe5YfBPekIebOtxOhyha45X4ipm49lk2uJ280PcVMizNDnjfA41xRAnv9dqONEVViYs3U+Px//OdAfOK1zEvf5XK82ehmvY/c7usfAl3Lr4ZhbqV7zG6GO7v+ij90gYcsbgPRFVVIip7fRA4XAu2unjoJyfPnNmBjhl1r/lwz/3uoJubFl5LlrUV93R54Mj3LD+A52dtYfLSQl47tzOumtCur92DvDGmK52b/fNM/KE6Gu+Ve/1tREL156ujSVEV7llyB1a9lfu6PXzUnsdms/Dp2i+YsPJRnukzkbyE9jy4bDxLyhfT3taBAWmDGZA2iJb7Oc8fCQlf/wetr4JwSkeM22ZQcdmK+hleVa1bALi/+uXGJMnzIZDk+dAYt80AVa3/tB5Rwty26BZWu1ZwXnEctpgdzLQYWGcycluNnrkVY/mlJpvnRnVgYHbd12KBSIAl5YvZ5snnpBYjePrnUjZvXM1X5ju4LrsTqyOVaNGCqqBo4ISaWh5qfTl3lAxn2vpSns9Zw+llL6NqjUzrPImHl+l5MGU2I4pewD38RQKOs5i8pJAXftuEioaxA2NJSPqDj7d8iD/s43SXytoYHRssIToaLuayducxd4uLWZvKcfuDmFtNRG8I8N8ezzF+6XVYDfGcn3ULE9c/RCASwbvtUt49eyTt0uq+mt49s2Cp/g+1CZ+SEhhN6Y6+PHFaO/ruav9WWLOdy2afT0d7Z1a6lnNC+lnMXzKIER2SWKd9mrWVq1FRCboG8MKQe9hc5iVn7g2cpFuCqtFyZrvemEx23MFqkmKSeb7vy/U/E1VV6z+YbHPVcu57Szm7Swa3D8sB4NFpdTW031/ZB0Xn5pV1E1lesZTuST0ZmDaYXil96jdIOJDdf9v/eXcJdouR18+ta/WzdqebSz9aweOn5nFiXnRfrx6qrZ58rpp7CSnmVCr85QSVIM0tLXh94HuY/9KoH+o+nI15dwlF7gDHt01mwsj2+9xn99+lqkTQHORmIX9nz59JYzz+aIv6PKaq/9jmcfdmJVA3864/ih8AGoKiqnt9wDoS5/7G+L3whSKMeW8pFTVBAmGFvFQr40/IrS/NOVr+7e+Ve9p9/jyaPzubzUJJRSX/mXE6HWyd8IQ9rKtcy22d7uaUzNOO2vPuZl7+Gtb5j6IYYgm2PhHPCROP+nMermMlef53n+makO8LviY7Lof29oP7ym1eyRwW7piOoXgpOk8hyQp0N04iJ2MQr61/hVWVS7m6XMPYwGa+8vZlaOZwLKafeU7dyJvuRznZchwvzb6GRHsJn2z5gCXli/BH6mat3tv4Pp7Sk3jMtobL7Wlsirh5qNvjDM44Dm1VPp//ejGTYi1s3GFj9aYyxg3KZkDvIVRVnkTCN2M4ecVVDDxuAnEz3iDYciiBtqMAGNU1hR92fILXuIjPKnZABfRI6sUNHW7l1Vm1hLxeutimsLLqfZbWwDUDL+eGwa13Lc4p4J72D5KX2IqHejzO7Ytu5Kl1t5Ack8JTnZ/hio07mbqutD557mU/DlV5EV/C58TqY3n7hGv2qdFsEZvJiMzT+a7gK9LNGdzc+Xru7haDRqPBFXice36/gz4pA5lS0I5nZ26hsMpP74zxHKd7klDmYI5PTOIN5ysAXJJ7+V7H3vOEnJVo4ezuzfli2Q7O69Eck07LT+tKOaNjet2uVCRxb9eHov6d2f0cJ7dL5dV529hQ6qVtqpXFBVUA9Gy57wKVo6VVXGuudFzLNwVfMiLzdAamDaZzYtcDJltmg477TmrLszO3cO2AVn977COROMPhv0key4nzITmI1/PXBa7/dkdjF83G+L0wG3Tcf2JbHp3m5NzuzflPt+ZHdJa+KWion5tJZ+KE5qfw5dZP0Wv0PND9sX0WJx4twaxhMP9RtKGauv+LgyYzzwehwT7pqAqWpZPwtz0LJf7Plcr5ni1cPudCDFojD3V7/B+/Fg0pIcb8fAqBUA1WRUExxOJSfCgaTX2dbbPKVkyrmo37+Od5vqInby8sQKP1k5D9ElZDJe8Ubufq2EGU2TdjN9oYnDGMAamDKKzQ8+zqZ9HHbsGoqoAWd+FlPH/yaHpn1S2UqPL5Oe/Xi/FF3FzdciLndcutj03r3o7tmzHo3NtQ9WZc581Aic9kZcVynl3zJNtrCuic2JVBaUMYkDaYdEvGXq8tooR5bs1T/Fj4HVnW1tzQ/haeWTMBiy6W1wa+g3ZX3edP279nauEPjO/yAOmWDG7/ei1riz18f1UfdFoN364p5qlVj2OwLWVM9gVclXf9fsfSFajgseUPcknu5XRJ6rbf++xewBSj1zLl0p4027WzWImvmPNmnkW8IYFPh339t1/Z+rVahj83m2G5yaTGmXh/8Xa+vLwXLWz7zspGq9jt58IPllEbinBp70x+L6iiJhjho4t7HPaxG9P/p1muhiDjFT0Zs+jIeEVn93gV1e7giZWPcHHOWHql9Gm4AFSVxA8HoPUUUjF25SFvX9+QjpWZZ91DDz3UIEEcCbW1wYca43ljYgz4/dG3K4qWrmIdCdOuAY2G0K4dfgAmb36XTe6NZMW25sutn7E8X0+cJnOfrZe/WFnEih3VVCiLmV78C8/6Yxl3/GTO7ngj5xXn49ixjM1x7Sl2pfO1dx0x9uZ4Bz9Or6xE4mL0hMJa7howghll0/jQasIX48JQM4gPTnyRoRlDKauy8r+ftnFHqIARwbWUGQzc0vEBVu1ow3drS1hX4uGXDWW8t7iQsoo0jEnzaGZX90r2VVMCgZzT0LucVHS9mjn6MO9ueJPXnC8Rq4/lvm4Pc7njatrbO9Yt1voLrUZL/7RBOBLymFcym6+2fYY35OHOzveSaf1zW+TchLacknla/TG0Gg3frS2ha4sEWtjMvDpvK16vnQ4ta7m23Q0HLIEw6y2c1GLEPkn8nnJTYsmvqOXCXi3onvnnbK7VYMUTcjMofSgdEzv/7c8+OcFMhdvPlyt3sqG0hkFtkhjd5cC1s9GwmvSM6JBGiSfApyt2UuwJcEq7NPq2OvZPlH+nof4u/7+Q8YqejFl0ZLyis3u84gzxjMgc+Y/t/Y44jQZVo0GJyySYc2rDPvchasjfsdhY0wEL3qVso5G5Az6unXE/13W+hOOrVgFg3PYrNQPregIHIgGmF04liR5sWHkqSto7rLC8xtJ5W3jVchPt0+sSoOnrS5mwq31Tq+zXaaYN07nzjXX9VQFjr9s4bd3nWNaVkx/Xi/TQD1T3fbd+ccB53ZtzXve6vqcP6B7j21XPMG7LEsZ72vHFchclnp2sXL2ML01Pkxksxt/6bPoPuB/VnMTTdh+PTnOypaLu06BJr+Pls09nQUU5n+V/TL+0gfRN7V//mmtMcTyW2ZbZBa8R3BokzhDH+W0u5sKcS4nR/dnT+e/0TR1Al8TuTN78Hr5wLb1T+v7t/QdmJxJr1DF1XSkdM+JYvK2S0V06cmvfMw7q+f6OXqflydP3rckFGNf+loM+ziW9W/DVqp14AmEu6nVkT6LJsUYeO7Udp3VI48MlhYzsmHZEjy+EEOLfx995bGOH8K8kyXMj+3rDfHaq83ls5Xp6mbKJA/RVW9BW5aPYWjNr5694wx5Kt3Xm5DbNGZr7FNNdk1iomc6Ni1bxaO/7SNK15dFpG+jSLJ6TO2l5uWAnV7kCPJnfhqszw8TF6HGpVr5QRnK19hMiofWEMnoTzNp/u59eKX3oPegtErf05u74aVwwL5sETS2/xL1IojZE1UlTCLX4cza5pd3MG2O67nUMm82Co/wKlpUv4YGld3Nf14cZnHEc7qCbe5bcxvqqdYzMGsWgtCF/W/v6d8x6M1c4rjmo+8YYdByXm8zMjeX0yEwgGFE5Ljf5nx/YgOJjDNw+rA3rSrz1q/2PtL6tEusXRAohhBAiesdWD5ImaHFJ3WyzX3Fzb80yfPY2AJi2zQDgQ+fnRAIpnJU7gIdOyWNoTgb/7f04V2Y/RAQ/9y4fxw2zJmCN0TLh9PZUaGegU1XytN34bE0FZ7/zO9PWlXLP9+t4NXgyQVMSuqAHb7/xf7sgSDXG4e9wIf2D87iwTZAZrSaTHC7Cc8preyXOf8esN/Ns34m0TcjjkeX389mWj7l10fVsdG/gwe6Pc1OH2+ie3LPBVuif3C6VmmCEibPzSbQYjmrLpkM1on0atx3XprHDEEIIIcQBSPLcyPJr1kMwFXXnSJbqFZ5Kb0nYlo2xYAYztq1mR2A9qepgbv1LQnVe3olc12oSwcrehKwz6NplOtYYhWnbv2NorY9eg67gvQu6kRZn4r4f17NkezU3n9CJ2pMm4u1/P+GMXv8Ym6/L5aDR8XD1vSTtnIl3wIOEmv19ecRfxRniear3C3RP7skr6ydSVFvEf3s+zaD0IVEd50jomWkjOdaIqzbEkJyk+qbvQgghhBAHS8o2GlFtMEytJp8sczfytCmkVbv5gM0UJiczvHQFTy1+DSx6nhp28X43VjinYybD11UyRW3Jp67pXDtvA1URH6ODekLN+5Gn1fHO+d34evVOIkrdrGaINEKZgw8qPiU2nUDbUcSs/xR/3jn4O116SK/TrDfzWI//MWXLZHqn9MVha3dIxzlcOq2GE/NS+GjpjmOuZEMIIYQQ/w6SPDei2ds2odF76ZLUkdMChfQuqKI85xJWVv3Go0kJwDJ62ofROsZAwpejCDbrR22fO+rLLWLnPUJKxa/cXwEtsvvxrHcrzcJhurUciW/XQkCdVnNYXRtq+t5F2NVtPKAAACAASURBVJa9axb60GdqjTojF+VedsiPP1Iu7NmCOJOeXi3/3Z0mhBBCCNE4JHluBFrPDmxfnc2a1LrNQYZldadL8W/sUNMIVp5Bb91pjN5+Jr+kd+HkztcR//M4DDt/x7Dzd7S+crxDnsDk/ALL6neo7XIViiWFyxY8To49A1tNBaF+Zx2xWJXYNHw9xh2x4zW2FKuJK/plNXYYQgghhPiXkuS5AdWGa7DoYzHmT0fn2U7ENA2N1UCHRAcxZSsojevI92tLCCsq5yZ345aqLQRWvY+xYBaeoRPQeoqIXfoiOu8ODDsWEmw+gJr+94BWj2qKZ+Csu4nY21CZfHC7EAohhBBCiOhI8nwEKKpCTdhLnGHf7g3rqtYyp3gWc0vmsKNmO8/1fYmB2+cAUGqoJFXTFmNtGbqaYhI6X0a4XKVb83hadByJ7re7sCybhK/9Bfg7XAjUdcGwLnicSFwL3Ce9Ars6Vfg7XEDYnotqtB5WeYUQQgghhDgwSZ6PgB+3f8fEP57lmd4T99pJ7pMtk3l9/UvoNDpyrV1QIhW8uPINjtsxn8KM4fxhdHJyxIe+dAUAKbl9mdQym/ZpcUTCaai/aQind8c7+JH6Y/q6X0s4pRORhCxU8979esPNejfMCxZCCCGEaKKkVd0RsKZyFSElxIPL7qHMXwbA4rKFvLH+ZYakD+Or4T/SOngzwYr+bPEtZxMBvjZ1IKDV0N+1AdOWqahaA+HkDvTJshMXo0exZlB9xidUn/ou6Ex7PV8ocyBKfGYjvFIhhBBCiKZNkucjYJN7I62srfFFfDy4dDz5ni08tvxBWse14c7O92LRW5m1qZw880noFS3vJsTzTY0CQKeAnxjnF4ST24N+762pQy0GoMZIVwghhBBCiGOFJM+HKRgJss2bT/+0Qdzd5X7WV//BNfPGotVoeLTHBMx6M38Ueyj1BhndqQ1nhkz8aI2lkD8wEkdyy5MACKd1/YdnEkIIIYQQjU2S58O0zZtPRI2QE5/L4PShXJwzFlVVuL/bo2RY6vorz9xYjk6rYXBmDJeXbUUF9NaNtLLm4e9+HapGS7BZv8Z9IUIIIYQQ4h/JgsHDtMm9EYCc+LYAXNr2Cs7NPh+z3gKAqqrM3FhOr5Y2EiuWkBAKMMzWlV+qV9A/owvh1M64Ll6IEpvRaK9BCCGEEEIcHJl5Pkyb3BuI0ZlpZmlef93uxBlgc3kt26v8HJebjKFwDqrOxLntr8eit9ArpS8AirWZtJcTQgghhPgXkJnnw7TJvZE28TloNfv/HDJzYzkaYEibJIzfziGU0Zs29g58d8LPaCRhFkIIIYT4V5GZ58OgqAqbPRvJics94H1mbiqnW7NY0l2L0LucBDMHAkjiLIQQQgjxLyQzz4dhZ20RteFachLa7vf2orJyLq18kVExy7B8W4lisBLMPqWBoxRCCCGEEEeKJM+HYfPuxYIHmHkuW/AeF+h/par5qYQdpxHMGopqjGvIEIUQQgghxBEkyfNh2OjegFajo3Vc9j63qaqKuWguO7UZ6E97rRGiE0IIIYQQR5rUPB+Gze6NZMVmYfzL9tkAG0uq6Bxeg2tXRw0hhBBCCPHv12Azzw6HQwu8DHQBAsAVTqdz0x633wWcB7iB/zmdzu8bKrZDtcmzka6J3dlUVsPnK4u4ZWgbTPq6zyNrls9mgMZHYvvhjRylEEIIIYQ4Uhpy5vlMIMbpdPYD7gae2X2Dw+HoBJwP9AVOBB5xOByW/R7lGFEVqKTcX0ZOfC4zNpbxxcqdvLOoAICIoqLZ+hsKGgzZgxs5UiGEEEIIcaQ0ZPI8EJgK4HQ6FwI997itHTDL6XT6nU6nH9gIdG7A2KK2586Cxe4AAO8u3s6mshqWF1bTNbySyrh2qDH2xgxTCCGEEEIcQQ25YDAeqN7jcsThcOidTmcYWA2MdzgccYAR6A+8/tcDWK0m9HpdgwS7J51Oi82290R40c5tAHTP7Mx7czfSOslClS/EhBmb6JCk5WHNJpT216O1HdMT6EfN/sZMHJiMV/RkzKIj4xU9GbPoyHhFR8YresfKmDVk8uwG9uzTpt2VOON0Otc5HI5JwE/AJmARUP7XA3i9gYaIcx82m4Wqqtq9rttcsZV4Qzz4jOxw1dImOZbjcpO5/8f1JBYtx2CMUJXWn9BfHtdU7G/MxIHJeEVPxiw6Ml7RkzGLjoxXdGS8oteQY5aScuDWwg1ZtjEPGAHgcDj6UjfbzK7LKUCy0+kcCNwEZAJrGjC2qJX6ikk1p6OqKiWeAGlxJk7KS6F/azuDtKuJaE2EMnr+84GEEEIIIcS/RkPOPH8FnOBwOOYDGuAyh8NxK3Uzzd8B2Q6H43cgCNzhdDojDRhb1Ep8xTSPbYHbH8YfVkiPN6HRaLj/JAcpUzYQTuoN+pjGDlMIIYQQQhxBDZY8O51OBbjmL1ev3+P/VzdULIdLVVVKfCV0T+5JsaeulCQtrq7XcyqVJPm24M0c05ghCiGEEEKIo0A2STkENWEvvkgtqTFplOyRPGu9O7HOuhuAUKa0qBNCCCGE+P9Gtuc+BCW+YgBSzemUlATQotCucAr25c+gUUJ4+91LOKVjI0cphBBCCCGONEmeD0GJrwSANHM6azwBRuvnkr74VYKZg/EM+S9KQqvGDVAIIYQQQhwVkjwfgt0zz2nmNIrdpQwxFqFqTFSPnAwaTSNHJ4QQQgghjhapeT4Epf4SDFojNqOdUk+ATH0lEWuGJM5CCCGEEP/PSfJ8CEp9xaTGpKLVaCnxBMjQuFCsGY0dlhBCCCGEOMokeT4EJb5i0szpRBSVUm+QZKUcxdqsscMSQgghhBBHmSTPh6DEV0KqOQ1XbRBFiRAXLkeJlZlnIYQQQoj/7yR5jlJICeEKVNT3eE6iGp0aqat5FkIIIYQQ/69J8hylMn8pKipp5vT6emdAap6FEEIIIZoASZ6j9Gebut3JcwWA1DwLIYQQQjQBkjxHqXSPDVKK3QFa6ioBpGxDCCGEEKIJkOQ5SruT55SYFEo8AbJN1ahaI2pMYiNHJoQQQgghjjbZYTBKJb5i7MZEjDoTJbs2SFGMskGKEEIIIURTIDPPUSrx1/V4BupqnqmQkg0hhBBCiCZCkuco7e7xHIooVNQESVIqpNOGEEIIIUQTIclzFFRVpXTX7oKl3gCgEBcqk+RZCCGEEKKJkOQ5CtXBKoJKkDTz7g1SPOjUMBHZXVAIIYQQokmQ5DkKf+3xnC49noUQQgghmhRJnqNQ4q9rU5cak0axO0Cz+uRZZp6FEEIIIZoCSZ6jsHvmOdWcTkGljxyTG5ANUoQQQgghmgpJnqNQ5ishRhdDvCGera5acs1uVK0B1ZzU2KEJIYQQQogGIMlzFFwBF4mmukQ5v6KWLH1lXcmGRoZRCCGEEKIpkKwvCq5gBYmmJMprgtQEI6RRIZ02hBBCCCGaEEmeo1AZqMRuTCS/ohYAW7gMxZreyFEJIYQQQoiGIslzFCoDFdhNdra6agEVs79UOm0IIYQQQjQhkjwfpJASwh1yk2hKIr+ilkxTLVolSER6PAshhBBCNBmSPB+kqkAlAHZTIltdtfSI9wLS41kIIYQQoinRN9QTORwOLfAy0AUIAFc4nc5Ne9x+O3AeoAD/dTqdXzVUbAejMugCINGUSL7LxwkpXvCAIgsGhRBCCCGajIaceT4TiHE6nf2Au4Fndt/gcDhswI1AP+BE4PkGjOuguAJ1uwmaSKCiJkiOqRpAyjaEEEIIIZqQhkyeBwJTAZxO50Kg5x631QDbgNhd/5QGjOugVO4q2/DUmgForqtC1ehQLcmNGZYQQgghhGhADVa2AcQD1XtcjjgcDr3T6Qzvurwd+APQAU/s7wBWqwm9Xnd0o9wPnU6LT+sBwBeOA4ppZvRAbAo2u7XB4/k30Om02GyWxg7jX0PGK3oyZtGR8YqejFl0ZLyiI+MVvWNlzBoyeXYDcXtc1u6ROJ8CZACtd12e5nA45jmdzsV7HsDrDRz9KPfDZrNQVF1MrD6WjUU+jDoNRl854ZhkqqpqGyWmY53NZpGxiYKMV/RkzKIj4xU9GbPoyHhFR8Yreg05ZikpcQe8rSHLNuYBIwAcDkdfYPUet1UCPiDgdDr9QBVga8DY/lFlwIXdWNdpIyvRgs5XLiUbQgghhBBNTEPOPH8FnOBwOOYDGuAyh8NxK7DJ6XR+63A4hgMLHQ6HAswFfm7A2P6RK+DCbqrbXbB9ehzailJCiY7GDksIIYQQQjSgBkuenU6nAlzzl6vX73H7g8CDDRVPtCoDLlrGtqao2s+p7VLRbi9HkZlnIYQQQogmRTZJOUiugAs9CahA24QwGiWEYk5p7LCEEEIIIUQDkuT5IAQjQbxhD5FQLAA55rpidcUiybMQQgghRFMiyfNBqPDXbZDi98ei1UBzvRuQ5FkIIYQQoqmR5PkguHYlz5GQlTiTHlOw7rIkz0IIIYQQTUtUybPD4WjlcDg67nH5cofD0eqIR3WMKffVJcsaxYpJr0VbWwZI8iyEEEII0dQcdPLscDhOo24HwNP3uPpcYLXD4Rh2pAM7luyeeSYSV588q1o9qimhcQMTQgghhBANKpqZ5yeAu51O5393X+F0Ok8E7gOePtKBHUt21zwrYSsmvQ5NbTmKORk0UvUihBBCCNGURJP9ZQM/7Of674G8IxPOsanCX4FVH0corMOo16KtLZWSDSGEEEKIJiia5PkP4Lz9XD8a2HRkwjk2ufwV2E12ghGlrmzDVy7JsxBCCCFEExTNDoPjgR8cDseJwNJd13UD+gCjjnRgx5JyXwWJpiSqwgpWox6tt4xwUvvGDksIIYQQQjSwg555djqdvwBdgIVALpAFLALaOZ3OqUcnvGND3cxzIoGwQowOtL5yVNmaWwghhBCiyYl2xZsfeN/pdJ7mdDrPAjYA6pEP69hS4a8gcVfybNfWolHCUrYhhBBCCNEEHYlWdWv+P7eqC0QCeENe7Ma65DlJUwVIj2chhBBCiKZIWtX9g8qAC4BEUxLBsEKSuit5NkvZhhBCCCFEUyOt6v5BZbAuebab7ATCColqJQCKJbUxwxJCCCGEEI1AWtX9A1egboOURFMSgXAE2+6ZZ1kwKIQQQgjR5Bxuq7ru1LWqO/NIB3as2F22EWewE1FLiY9UoWoNqCZbI0cmhBBCCCEaWrSt6jrzZ6u6lsACwAHMPCrRHQNcu5JnszYegPiIq27WWaNpzLCEEEIIIUQjOOiZZ4fDkQHcAHQAdIAGSAWGUZdAJxyNABtbVbCKBGMCiqIDwBquRDFLpw0hhBBCiKYomrKNt4HWwJfAbcCz1C0iHA3cfORDOzYMb3YiXTM6EQwrAFhDFSgJmY0clRBCCCGEaAzRLBgcBFzmdDrvAVYB3zudznOBe4HTjkZwx4L29o6cnn0G/l3JsznkksWCQgghhBBNVDTJswbYsev/f1C3WBDgU6DXkQzqWBQMK2hQiAlVSps6IYQQQogmKprkeSlw8a7/rwBO2vX/Nkc0omNUIKxgx4tWjaDKBilCCCGEEE1SNDXPdwHfOxyOWuA94A6Hw7EOaA58cDSCO5YEwgrJmmpAtuYWQgghhGiqomlVtwDIAiY7nc4KoCcwCbiKui4c/68FIgopmt0bpEjyLIQQQgjRFEUz84zT6fQC3l3/LwJeOhpBHYsCYYVkZOZZCCGEEKIpi6bmuUkLhhVSpGxDCCGEEKJJk+T5IAXCEZI1bhStAdUY39jhCCGEEEKIRiDJ80EKhBWs1KIY42VrbiGEEEKIJiqqmufD4XA4tMDLQBcgAFzhdDo37bqtK/D8HnfvC5zpdDqnNlR8/yQQVjBrAqA3N3YoQgghhBCikTRY8gycCcQ4nc5+DoejL/AMcAaA0+lcAQwFcDgc5wBFx1LiDLuSZ4KoBktjhyKEEEIIIRpJQybPA4GpAE6nc6HD4ej51zs4HI5Y4GFg8P4OYLWa0Ot1RzXI/dHptGj0OmI1AXQxsdhskkD/E51OK+MUBRmv6MmYRUfGK3oyZtGR8YqOjFf0jpUxa8jkOR529XqrE3E4HHqn0xne47rLgc+cTmf5/g7g9QaOZnwHZLNZcNcEsGiChDUJVFfVNkoc/yY2m4UqGaeDJuMVPRmz6Mh4RU/GLDoyXtGR8YpeQ45ZSkrcAW9ryOTZDewZifYviTPABcDZDRfSwQuEFWI1AVSpeRZCCCGEaLIastvGPGAEwK6a59V73uhwOBIAk9Pp3N6AMR203TXPSM2zEEIIIUST1ZAzz18BJzgcjvmABrjM4XDcCmxyOp3fAm2BrQ0YT1R2d9uQmWchhBBCiKarwZJnp9OpANf85er1e9z+O3UdOY5JgbBCDAHptiGEEEII0YTJJikHKRhWMKt+mXkWQgghhGjCJHk+SMFQCBNBSZ7/r717j4+qPvM4/pkkhiSQEFSWvixF7NI+UkERcNVqXfbVFqXU2y5r3a2wgrjI1kuFFvHWWJXF0gWKFW1RqVZbbbVitV2t3VpbL03dqqhYedQSUuOFBWpIJGaSuewf5yROQi4zQmYmne/79eKVmfM7c+bJw3mdPPPM75wjIiIiUsBUPKcpEWsFILmfimcRERGRQqXiOU1F8fcASJZozrOIiIhIoVLxnKai9qB4RtM2RERERAqWiuc0FXd0nnW1DREREZGCpeI5TZ3FszrPIiIiIgVLxXOaijpPGFTnWURERKRQqXhOQzKZZL9ER+e5LMfRiIiIiEiuqHhOQ1s8SRltgDrPIiIiIoVMxXMaou1xKogCmvMsIiIiUshUPKchGktQHukontV5FhERESlUKp7T0BqLUx52ntEdBkVEREQKlornNETbE5R3zHnWtA0RERGRgqXiOQ3RWJyKSJR4ZD8oKsl1OCIiIiKSIyqe09DanqCMKHF1nUVEREQKmornNERjCSqIkihW8SwiIiJSyFQ8p6E1Fqc8EiWhzrOIiIhIQVPxnIbghMGoThYUERERKXAqntMQjcUpp013FxQREREpcCqe09DanqAiEgV1nkVEREQKmornNERjccqIgjrPIiIiIgVNxXMaWtuDq21EStV5FhERESlkKp7TEI3FKY+0ESkdmutQRERERCSHVDynoeM6z5rzLCIiIlLYVDynobUtmPOsq22IiIiIFDYVz2mItbdSEkmo8ywiIiJS4FQ8pyHZ9l7wU51nERERkYJWkq03MrMi4EbgCCAKzHf311LGZwA14dNngS+5ezJb8fUl2b47+FlSluNIRERERCSXstl5Pg0oc/djgaXAyo4BM6sEvgl83t2PAbYCB2Yxtr61h53nEnWeRURERAZSPB5n0aLzWbjwHJqamnpcZ9ask4lGo12W1dY+xbJlV+2x7vr16zj33Dmcd948/vjHTXsdXzaL5+OBhwHcvRaYmjL2SeBFYKWZPQ5sc/ftWYytT5H2FgCS+2nOs4iIiMhA2rlzB42Njdx0061UVVXt1bbcN7Nx47OsW3c7V131n6xatWKv48vatA2gCtiV8jxuZiXuHiPoMv8DMAl4F3jczH7n7q+kbmDYsCGUlBRnLeAOkbDzPLR6BBXV6j6no7i4iGrlKm3KV+aUs8woX5lTzjKjfGVmsORrw3NvcO+zDft0m7Mmj+b0Iz/c6/ill17HG2+8zpo13+DiixezdOkl7N79LvF4nAsuuJCjjz6GoqII1dUVNDQ08LWvXUF5eTnl5eVUVQ3vktdXX32JE074FCNGDGXEiI8CCRKJVvbff/8PHH82i+cmoDLleVFYOAPsBP7X3d8GMLPfEhTSXYrnd9/t2p7PlqJ40Hlubi0i1tiSkxgGm+rqChqVq7QpX5lTzjKjfGVOOcuM8pWZwZKvlpY2YrHEPt9mX7/7hRd+lZqay7jooku4/vpvMWnSVM4441+IRps566wv8qMf3U8ikaSxsYXVq1dz9tnnctRRx3DnnbdRX7+1y7Z37HiH4cOrO5cNGVLOm29up6io7/PYRo6s7HUsm8Xzk8DJwI/N7BiCaRodngEmmNmBQCNwDHBzFmPrU1HYeUZX2xAREZECMvOwUcw8bFTO3r++vo7p008CYNSoUVRUDKWx8Z3O8bq6LYwfPwGAiRMnUV+/tcvrhw4dRkvL7s7nLS27GTas98I4Hdmc87wBaDWzp4DVwMVmtsjMTgnnN18K/AL4PXCfu+/9jO59pDjeccKg5jyLiIiIZMvBBx/C889vBGDbtm00NzdRVTW8c3zMmLFs2vQCAJs3v7TH6ydOPIKnn64lkUjw9ttvk0gkqa6u3quYstZ5dvcEcF63xZtTxu8G7s5WPJkoibcCOmFQREREJJvmzJnL8uVX89hjvyIWa2fJksspKXm/fF28eCk1NZdy1113UF1dTWnpkC6vP/TQ8Rx++CQWLJhLMplk0aJL9jqmSDKZF5dSTsv27c05CXb92su5hNvZcc6LJMtG5CKEQWewzOXKF8pX5pSzzChfmVPOMqN8ZUb5ylw2czZyZGWktzHdYTAN+3V2njXnWURERKSQqXjuRyKZpDTZSoIiKCrNdTgiIiIikkMqnvvRFktQThvtRWUQ6bWDLyIiIiIFQMVzP6KxBOW0Eivu+3qAIiIiIvLXT8VzP6KxBOWRNmLFutKGiIiISKFT8dyPtniCCqIk1HkWERERKXgqnvvRGktQTpR4sa60ISIiIjLQ4vE4ixadz8KF59DU1NTjOrNmnUw0Gu2yrLb2KZYtu6rH9RsaXmf27DP2SXzZvD33oBSNJRgaiZIoGY5OFxQREREZWDt37qCxsZH16+/cJ9t7+OGfc889d7Nr1659sj0Vz/1oiyU4kDaSJRUqnkVERKSgDNl8L2Uv79sbQLeOP5PoobN6HV+xYhkNDa+zYsUyFi68kGuuuZLdu3cDSebNW8CUKUd1rrt1ax3Ll19NWVk55eVlVFZW7bG9ysoqbrhhHV/4wmn7JH5N2+hHNBannKhuzS0iIiKSBYsXL2Xs2ENYsuRybr/9VqZOPZq1a29m1arVXHfdNSQSic51b7nlJubPX8CaNTcyYcLhPW7vuOM+RXn5vqvj1HnuR3C1jSjo7oIiIiJSYKKHzuqzSzzQ6uvrmD79JABGjRpFRcVQGhvf6Ryvq9vC+PETAJg4cRL19VsHPCZ1nvsRjQVX20CdZxEREZGsOvjgQ3j++Y0AbNu2jebmJqqqhneOjxkzlk2bXgBg8+aXshKTOs/9iIZ3GIyq8ywiIiKSVXPmzGX58qt57LFfEYu1s2TJ5ZSUvF++Ll68lJqaS7nrrjuorq6mtHTIgMcUSSaTA/4m+8r27c1ZD/a+ja+z4Mlj2X7ERXD8V7P99oNWdXUFjY0tuQ5j0FC+MqecZUb5ypxylhnlKzPKV+aymbORIyt7vU6Epm30I94W/CcVDRma40hEREREJNdUPPcjGRbPxaWatiEiIiJS6FQ89yPR0XlW8SwiIiJS8FQ896c9KJ6TOmFQREREpOCpeO5Hsv294EGJLlUnIiIiUuhUPPejNB4Uz7rDoIiIiIioeO7H9HGVACRLNG1DREREZKDF43EWLTqfhQvPoampqcd1Zs06mWg02mVZbe1TLFt21R7rrl27hgUL5jJ//hweeGDDXsenm6T048DSGABJTdsQERERGXA7d+6gsbGR9evv3OttPfvsH2hoeJ3vfvd7tLW1MXv2GUyb9mmqqqo+8DZVPPcn1jFtQ51nERERKSyPNDzEQw0/26fbnDH680wfPaPX8RUrltHQ8DorVixj4cILueaaK9m9ezeQZN68BUyZclTnulu31rF8+dWUlZVTXl5GZWXXoviwwyYybtzHAYhEIiQSiS53KPwgNG2jH5GOq22o8ywiIiIy4BYvXsrYsYewZMnl3H77rUydejRr197MqlWrue66a0gkEp3r3nLLTcyfv4A1a25kwoTD99jWkCFDqKqqIhaLce21NZxyyulUVOxdQ1Sd535E1HkWERGRAjV99Iw+u8QDrb6+junTTwJg1KhRVFQMpbHxnc7xurotjB8/AYCJEydRX791j200NTVx5ZWXcOSRU5g9e+5ex6TOcz86Os+UlOU2EBEREZECc/DBh/D88xsB2LZtG83NTVRVDe8cHzNmLJs2vQDA5s0v7fH6aLSVL395ITNnnsLZZ8/fJzGp89yPSOy9YMpGRJ8zRERERLJpzpy5LF9+NY899itisXaWLLm8y5zlxYuXUlNzKXfddQfV1dWUlg7p8vr77/8Jb775Bg88sKHzShuXXVbDQQd9+APHFEkmkx/4xZkwsyLgRuAIIArMd/fXUsavB44DmsNFp7r7rtRtbN/enJ1gUwz7zWWU/eln7Jj3QrbfelCrrq6gsbEl12EMGspX5pSzzChfmVPOMqN8ZUb5ylw2czZyZGWkt7Fsdp5PA8rc/VgzOwZYCZyaMj4ZONHdd2Qxpn7Fhx1EctSEXIchIiIiInkgm3MRjgceBnD3WmBqx0DYlf4YsM7MnjSzeVmMq0/vTTmf+Bfvz3UYIiIiIpIHstl5rgJSp2HEzazE3WPAUODbwCqgGPi1mf3B3bvMlRg2bAglJcVZC7hDcXER1dW62kYmlLPMKF+ZU84yo3xlTjnLjPKVGeUrc/mSs2wWz01AZcrzorBwBmgB1rh7C4CZPUowN7pL8fzuu11vw5gtmpeUOeUsM8pX5pSzzChfmVPOMqN8ZUb5ylyW5zz3OpbNaRtPAp8DCOc8v5gy9nHgCTMrNrP9CKZ4PJvF2ERERERE+pXNzvMG4LNm9hQQAeaa2SLgNXd/wMx+ANQC7cD33X3Pi/WJiIiIiORQ1opnd08A53VbvDllfAWwIlvxiIiIiIhkSnf+EBERERFJk4pnEREREZE0Ze0OgyIiIiIig506zyIiIiIiaVLxLCIiIiKSJhXPIiIiIiJpUvEsIiIiIpKmbN4kZdAxsyLgRoJbhUeB+e7+zB+PBQAAB65JREFUWm6jyi/hHSHXA2OBIcC1QAPwIPBquNpN7v6jnASYp8zsOWBX+LQO+C6wBogBj7j713MVWz4ys7OBs8OnZcAk4F+BbwKvh8tr3P03WQ8uz5jZ0cA33H2amY0DbgOSwCbgS+6eMLMaYCbB/vZld386ZwHnWLd8TQK+DcQJjvlz3H2bmV0PHAc0hy871d139bzFv37dcjaZHo732sfe1y1fdwMfCofGArXufqaZPQAcQHCjuPfcfUZuos2tXmqKP5JnxzEVz307DShz92PDW4qvBE7NcUz55ixgp7vPNrMDgOeAq4FV7r4yt6HlJzMrA3D3aSnLNgL/BGwBfm5mk91dt6gPufttBAdPzGwtwcF1MrDE3X+Su8jyi5ktAWYDu8NFq4Ar3P0xM/sOcKqZ1QN/DxwNfAT4CXBULuLNtR7ytQa4wN03mtkC4BJgEcG+dqK778hNpPmjh5xNptvxPiyotY+xZ77c/cxw+Qjg18DF4arjgMPcvdAvgdZTTbGRPDuOadpG344HHgZw91pgam7DyUv3AFemPI8BU4CZZvZbM7vVzCpzE1reOgKoMLNHzOxRMzsBGOLufwoPnL8APp3bEPOTmU0l+AOzjmA/m2dmj5vZSjNTMwD+BPxjyvMpQEc3/iHgMwTHtUfcPenufwZKzGxkdsPMG93zdaa7bwwflwCt4TeQHwPWmdmTZjYv20HmmZ72se7He+1j7+uerw5fB77t7m+Z2SigGnjQzJ4ws89nNcL80ltNkVfHMRXPfavi/a/WAeL6A92Vu7/r7s3hAfNe4ArgaeCr7n4CQSe1Jpcx5qEW4L+AEwluWf+9cFmHZmB4DuIaDC4j+KMD8EvgAuAEYBhBLgta2IVvT1kUSelkdexX3Y9rBbu/dc+Xu78FYGafBM4HVgNDCaZynAWcBPyHmR2e/WjzQw/7WE/He+1joR7yhZn9DUGD5LZwUSnBN9unERTaq8N1Ck4vNUXeHcdUPPetCUjtmha5eyxXweQrM/sIwddPd7j7D4EN7v5MOLwBODJnweWnV4A7w0/MrxAcAPZPGa8EGnMSWR4zs2rgUHf/dbhovbtvCQ+qP0X7WU8SKY879qvuxzXtbynM7AvAd4CZ7r6d4IPtGndvcfdm4FGCb48k0NPxXvtY32YBP3T3ePj8beA77h5z9/8jmKpgOYsux3qoKfLuOKbiuW9PAp8DCOc8v5jbcPJP+HXTI8Al7r4+XPwLM/u78PGngWd6fHHhmkfQZcDMDgIqgN1m9rdmFiHoSD+ew/jy1QnA/wCEeXrBzEaHY9rPevacmU0LH88g2K+eBE40syIzG0PQFCj4ubwAZnYWQcd5mrtvCRd/HHjCzIrDk5mOB3Q+wvt6Ot5rH+vbZwimH6Q+/zGAmQ0DJgAv5yCunOulpsi745imIPRtA/BZM3sKiABzcxxPProMGAFcaWYd85QWAd8yszaCT9T/nqvg8tStwG1m9gTB2cPzCD5Z/wAoJpjH9fscxpevjOBrYdw9aWbzgfvM7D2Cs7FvzmVweWoxcLOZlRL8Mb7X3eNm9jjwO4IGypdyGWC+MLNi4HrgzwT7FcBv3L3GzH4A1BJ8/f59d38pd5HmnYXADanHe3dv0j7Wp85jGYC7P2RmJ5pZLcHfgssK+MNGTzXFRcD1+XQciySThX5ip4iIiIhIejRtQ0REREQkTSqeRURERETSpOJZRERERCRNKp5FRERERNKk4llEREREJE26VJ2ISB4ys63Awb0Mn+7u9w/Q+54NXOvuo/tbV0SkEKl4FhHJX4uBH/aw/J1sByIiIgEVzyIi+avJ3d/OdRAiIvI+Fc8iIoNQOK1jDfBvwMeA3wLnuPub4fhoYBXBrX8TwN3AV9y9NRz/DHAd8AmgDljq7g+mbP9K4EJgP4K7Yn7F3XVXLREpeDphUERk8LoKWAkcDZQB9wGEt7F9FBgGTAP+GZgRrouZHQr8N/AgcASwDrjHzD4abvfDwATgeGABcDEwMwu/j4hI3tPtuUVE8lDYWf4QEOs21Ojuo8Pxn7r7ReH6hwBbgCOBMQSd5tHu/pdw/CTgZ8ABwBXAse5+fMr7XQE8AEwGbgYOcPemcOw54F53XzYQv6uIyGCiaRsiIvnr68A93ZbFUx4/1fHA3evM7C/AeILi+bWOwjll3WKCKR6fAJ5J3ai7XwtgZpOBHR2Fc2gXQWdbRKTgqXgWEclf2939tT7Gu3eliwnmN7f2sG5xys+2ft433sOySD+vEREpCJrzLCIyeE3qeGBm44DhwAvAy8A4M9s/Zd1jCYri14BXCaZ3kPL6X5rZuQMesYjIIKfOs4hI/qoysw/1sHx3+PMCM/sDwdUybgAedfeXzcyBV4A7zOxSYH/geuBud99pZjcBF5nZUuBegpMBP0lwcuAJA/sriYgMbuo8i4jkr5XAWz38qwnHbwOuJZjP/BbBVTVw9wRwGpAEaoEfE1xZY344XgecDnwR2ATMBU5z9y1Z+J1ERAY1XW1DRGQQCq+2ca2735LjUERECoo6zyIiIiIiaVLxLCIiIiKSJk3bEBERERFJkzrPIiIiIiJpUvEsIiIiIpImFc8iIiIiImlS8SwiIiIikiYVzyIiIiIiafp/ayaSS6SaM20AAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 864x576 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 觀察訓練過程的 loss 與 accuracy 值\n", "plot_kfold_metrics(histories)" ] }, { "cell_type": "code", "execution_count": 18, "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>loss</th>\n", " <th>acc</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>validation 1</th>\n", " <td>0.228497</td>\n", " <td>0.957895</td>\n", " </tr>\n", " <tr>\n", " <th>validation 2</th>\n", " <td>0.238533</td>\n", " <td>0.947368</td>\n", " </tr>\n", " <tr>\n", " <th>validation 3</th>\n", " <td>0.153132</td>\n", " <td>0.978836</td>\n", " </tr>\n", " <tr>\n", " <th>Average</th>\n", " <td>0.206720</td>\n", " <td>0.961366</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " loss acc\n", "validation 1 0.228497 0.957895\n", "validation 2 0.238533 0.947368\n", "validation 3 0.153132 0.978836\n", "Average 0.206720 0.961366" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 觀察驗證結果的 loss 與 accuracy 值\n", "dfscore = pd.DataFrame(scores, index=['validation 1', 'validation 2', 'validation 3'], columns=dnnlr.metrics_names)\n", "dfscore.loc['Average',:] = np.mean(scores, axis=0)\n", "display(dfscore)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### § 準備佈署模型\n", "\n", "+ 使用挑選出來最好的超參數設定。\n", "+ 佈署的模型使用全部資料來訓練。\n", "+ 將訓練好的模型儲存成檔案。" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import StandardScaler\n", "# 標準化\n", "stdscaler = StandardScaler()\n", "X_train = stdscaler.fit_transform(bcw_X)\n", "y_train = bcw_y\n", "# 建立 annlr 模型\n", "dnnlr = create_dnnlr_model()\n", "# 指定套用學習/訓練的方法\n", "dnnlr.compile(optimizer=Adam(lr=0.0005), loss='binary_crossentropy', metrics=['accuracy'])\n", "# 指定訓練資料的配置,開始訓練\n", "history = dnnlr.fit(x=X_train, y=y_train, batch_size=None, epochs=200, verbose=1)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Class0: 良性(B)\n", "Class1: 惡性(M)\n", "真實 Y: Class0 357 筆 + Class1 212 筆\n", "預測 Y: Class0 357 筆 + Class1 212 筆\n" ] }, { "data": { "text/plain": [ "Recall 1.0\n", "Precision 1.0\n", "Accuracy 1.0\n", "dtype: float64" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.metrics import recall_score, precision_score, accuracy_score\n", "\n", "y_pred = dnnlr.predict_classes(X_train, verbose=0)\n", "\n", "# 顯示分類結果報告\n", "print('Class0: 良性(B)\\nClass1: 惡性(M)')\n", "tclass, tcount = np.unique(y_train, return_counts=True)\n", "pclass, pcount = np.unique(y_pred, return_counts=True)\n", "print('真實 Y: Class{} {} 筆 + Class{} {} 筆'.format(tclass[0], tcount[0], tclass[1], tcount[1]))\n", "print('預測 Y: Class{} {} 筆 + Class{} {} 筆'.format(pclass[0], pcount[0], pclass[1], pcount[1]))\n", "# 分類效能指標\n", "display(pd.Series({'Recall': recall_score(y_train, y_pred),\n", " 'Precision': precision_score(y_train, y_pred),\n", " 'Accuracy': accuracy_score(y_train, y_pred)}))\n", "\n", "# 劃出 confusion 矩陣\n", "plot_confusion_matrix(y_train, y_pred)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "from tensorflow.keras.models import save_model, load_model\n", "\n", "# 輸出成檔案\n", "save_model(dnnlr, 'breast_cancer_wisconsin_dnnlr.h5')\n", "\n", "# 載入檔案\n", "#bcw_dnnmodel = load_model('./breast_cancer_wisconsin_dnnlr.h5')" ] }, { "attachments": { "iris_three_species.jpg": { "image/jpeg": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "<a id=\"case-multilabel-classification\"></a>\n", "\n", "## 18.2 多類別分類案例 – Iris 資料集\n", "\n", "這個著名的資料集包含了三種鳶尾花類別: Setosa、Virginica、Versicolor,每一種類別 50 筆,共有 150 筆。 四個特徵欄位分別記錄花萼(Sepal)及花瓣(Petal)的長度和寬度的量測值(cm)。\n", "\n", "\n", "<caption><center> 三種鳶尾花類別影像:\n", " <a href=\"https://commons.wikimedia.org/w/index.php?curid=170298\">Iris setosa</a>、\n", " <a href=\"https://commons.wikimedia.org/w/index.php?curid=248095\">Iris versicolor</a>、\n", " <a href=\"https://www.flickr.com/photos/33397993@N05/3352169862\">Iris virginica</a>\n", "</center></caption><br>\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# 載入案例資料\n", "dfiris = pd.read_csv('./dataset/Iris/data.csv')\n", "\n", "# TODO: 改成使用 scikit-learn 內建的\n", "# sklearn.datasets.load_iris()" ] }, { "cell_type": "code", "execution_count": 23, "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>sepal_length</th>\n", " <th>sepal_width</th>\n", " <th>petal_length</th>\n", " <th>petal_width</th>\n", " <th>label</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>139</th>\n", " <td>6.9</td>\n", " <td>3.1</td>\n", " <td>5.4</td>\n", " <td>2.1</td>\n", " <td>virginica</td>\n", " </tr>\n", " <tr>\n", " <th>121</th>\n", " <td>5.6</td>\n", " <td>2.8</td>\n", " <td>4.9</td>\n", " <td>2.0</td>\n", " <td>virginica</td>\n", " </tr>\n", " <tr>\n", " <th>146</th>\n", " <td>6.3</td>\n", " <td>2.5</td>\n", " <td>5.0</td>\n", " <td>1.9</td>\n", " <td>virginica</td>\n", " </tr>\n", " <tr>\n", " <th>106</th>\n", " <td>4.9</td>\n", " <td>2.5</td>\n", " <td>4.5</td>\n", " <td>1.7</td>\n", " <td>virginica</td>\n", " </tr>\n", " <tr>\n", " <th>35</th>\n", " <td>5.0</td>\n", " <td>3.2</td>\n", " <td>1.2</td>\n", " <td>0.2</td>\n", " <td>setosa</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " sepal_length sepal_width petal_length petal_width label\n", "139 6.9 3.1 5.4 2.1 virginica\n", "121 5.6 2.8 4.9 2.0 virginica\n", "146 6.3 2.5 5.0 1.9 virginica\n", "106 4.9 2.5 4.5 1.7 virginica\n", "35 5.0 3.2 1.2 0.2 setosa" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dfiris.sample(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### § 配對散佈圖\n", "\n", "這個小型資料集只有四個特徵欄位,非常適合用兩兩配對散佈圖的 pairplot 來觀察,雖然一次只看兩個維度的特徵,但這與 [特徵降維(dimensionality reduction)](https://en.wikipedia.org/wiki/Dimensionality_reduction) 的基本概念一致。 高維度的資料不好觀察特徵與分類目標的關係,而且肯定不能簡單線性分割,但若是投影到某個超平面,有機會可以找到線性就可以分離目標類別的決策模型,至於要如何找到這個超平面? 從這個想法就衍生了一些著名的特徵降維的分類方法。\n", "\n", "從 Iris 資料集的 piarplot 可以觀察到:\n", "+ **setosa** 類別在任意一對特徵平面中都非常容易線性分割,尤其在 petal_length 和 petal_width 很明顯可以區分。\n", "+ **versicolr** 和 **virginica** 兩種類別不容易線性分割,但也是 petal_length 和 petal_width 有比較明顯可以有決策邊界。\n", "\n", "由以上觀察的發現,對學習模型的建立有甚麼想法?" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "<seaborn.axisgrid.PairGrid at 0x1a82a50bac8>" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 799.125x720 with 20 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "sns.pairplot(dfiris, hue='label')" ] }, { "attachments": { "iris_network.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "### § 建構多類別 DNN 分類模型\n", "\n", "按照常用的多類別 DNN 模型,網路在輸出層使用 softmax 激活,目標函數使用 cross entropy。\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Dense, Activation, BatchNormalization\n", "from tensorflow.keras.regularizers import l1, l2\n", "from tensorflow.keras.optimizers import Adam\n", "\n", "def create_dnnsc_model():\n", " # 建立 Sequential 物件,指定網路結構配置\n", " model = Sequential([\n", " # 第一層隱藏層\n", " Dense(units=32, activation='relu',input_shape=(4,)),\n", " # 第二層隱藏層\n", " Dense(units=16, activation='relu'),\n", " # 輸出層\n", " Dense(units=3, activation='softmax')\n", " ])\n", " # 指定套用學習/訓練的方法\n", " model.compile(optimizer=Adam(lr=0.005), loss='categorical_crossentropy', metrics=['accuracy'])\n", " return model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "這次的交叉驗證範例採用 [Keras Scikit-Learn API](https://keras.io/scikit-learn-api/),建構網路的方式不變,只是透過這個介面把 Keras 的網路模型封裝成 Scikit-Learn 相容的 Estimator,包含了 [`KerasClassifier`](https://www.tensorflow.org/api_docs/python/tf/keras/wrappers/scikit_learn/KerasClassifier) 及 [`KerasRegressor`](https://www.tensorflow.org/api_docs/python/tf/keras/wrappers/scikit_learn/KerasRegressor) 類別,以方便使用 Scikit-Learn 提供的各種方便機器學習流程的函式,如以下範例中的 `Pipeline`、`cross_val_score`。 " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from sklearn.pipeline import Pipeline\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.model_selection import cross_val_score\n", "from tensorflow.keras.wrappers.scikit_learn import KerasClassifier\n", "\n", "iris_y = dfiris['label'].map({'setosa':0, 'versicolor':1, 'virginica':2})\n", "iris_Y_cat = pd.get_dummies(iris_y)\n", "iris_X = dfiris.drop(columns=['label'])\n", "\n", "# 使用 Scikit-Learn estimator 相容的 Keras API\n", "estimator = KerasClassifier(build_fn=create_dnnsc_model,\n", " epochs=100,\n", " batch_size=None,\n", " verbose=1)\n", "# 使用 Scikit-Learn pipeline\n", "dnnsc_pipe = Pipeline(steps=[\n", " ('normalize', StandardScaler()),\n", " ('dnnmodel', estimator)\n", "])\n", "\n", "scores = cross_val_score(dnnsc_pipe,\n", " iris_X,\n", " iris_Y_cat,\n", " cv=5,\n", " n_jobs=1,\n", " verbose=3)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5-fold 交叉驗證正確率: [1. 0.96666664 0.83333331 0.93333334 0.83333331]\n", "平均正確率: 0.913 ± 0.06864\n" ] } ], "source": [ "# 顯示交叉驗證的 accuracy \n", "print('5-fold 交叉驗證正確率:', scores)\n", "print('平均正確率: {:.3f} ± {:.5f}'.format(scores.mean(), scores.std()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "採用 Scikit-Learn API 的缺點是 Keras 模型 `fit()` 所返回的訓練過程 `History` 沒有機制可以儲存下來供事後檢視,所以這個 Scikit-Learn API 的使用時機比較適合用在不關心過程、只關心結果的超參數搜尋,如 `RandomizedSearchCV`、或 `GridSearchCV`。" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import StandardScaler\n", "\n", "# 建立 DNN 模型\n", "dnnsc = create_dnnsc_model()\n", "dnnsc.summary()\n", "\n", "stdscaler = StandardScaler()\n", "history = dnnsc.fit(x=stdscaler.fit_transform(iris_X), y=iris_Y_cat, batch_size=None, epochs=100, verbose=1)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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ta2R3nnsszdXV9P33/5I45KjRLWyC26l2kZJS24ST2iW81DbhVIp2aWmpL7i96GFHa+3lwHnA94CTrLUZ/LlZZ1trryviEEuBk2Hr5P0VefueAg40xjQbY6LAXOD5YmsLjdpakie8g9j9GnoUERGRwoa11ET2HY03WGs3GmN2BWoBW+Td7wZ6jDHLgB8AFxljvmCMOS07v+sy4CHgMeA31tqVw6ktLHpPfQ+RN9+g4onHyl2KiIiIhJDjecWt5pC/1AR+r9RTZJeaAHa41MRo2LgxXvKlJ3a229FJxJmy/150f/hjdH77+6NY2cSmbvrwUtuEk9olvNQ24VSiYUen0PYgl5qYELy6epKLTqDy/nshkyl3OSIiIhIyQS41MWH0nvoeIutfJ/rkE+UuRUREREJmOOErt9TELPylJh7Ibi92qYkJI/mOd+HFYlTe99tylyIiIiIhM5zwlVtq4lG2XWriF8ANJahtzPLqG0guOp7K+++BIufUiYiIyMQQ5FITE0rvKe8hsm4t0aefLHcpIiIiEiIjWWriIWCBMeZfgLXW2vtLUtkYl3znyXgVFfqsRxEREdlG0eHLGDPJGHMfsBK4Nfv1jDHmEWNMY6kKHKu8xiaSCxdp6FFERES2MZyerxuBXYH9rLVTrLVNwEFADf4yFDJA76mnE1n9GhWPPVruUkRERCQkhhO+TgUuyP+wa2vt88CFwOmjXdh40PueM8hMmUL1DcqmIiIi4htO+OoeZLsHREahlvGnpobuT11I5cO/J7LiuXJXIyIiIiEwnPB1L3CTMWaf3AZjjAFuAu4b7cLGi+5zzyNT30CNer9ERESE4YWvS4Ae4AVjTJsxpg34B/AG8JlSFDceeI1N9Jx7HpX33k3kpRfLXY6IiIiUWXSoncaY2QM2fRyoBd6FPwz5IJAGJgNtpShwPOg6/9NU//hmqm+8jsR1N5W7HBERESmjIcMXsAp/TtdAuU/p9rLfa97XELypU+n54Eeo+vltdF18KZkZM8tdkoiIiJTJjoYd9wRmF/jaM29f7lKG0PXpzwJQ/R83lrkSERERKache76sta8FVch4l5m5O71nnk31f/2crosuwWtuLndJIiIiUgbD+ngh2Tldn7kIenqovvXmcpciIiIiZbKjOV+jxhjjAjcDhwC9wHnW2lUFbvMAcI+19pagagtKes4+JE95D9U/uZXuCz+H16BPZRIREZloguz5Oh2ostbOAy4Frilwm2/hv3Ny3Or6/BdxO9qp+d63y12KiIiIlEGQ4asVf2kKrLXLgSPydxpjzgQywO8CrClwqYMOofvjn6T6P39E9PHHyl2OiIiIBCzI8NUAtOddTxtjogDGmAOBDwCXB1hP2XR+9etkps+g/qILoaen3OWIiIhIgAKb8wV0APV5111rbSr7/UeA6cCfgFlA0hjzqrX2wfwD1NVVEo2WdjmxSMSlqammpOegqQbvlluInvJuJt90LZl//1ZpzzcOBNIuMiJqm3BSu4SX2iacgmyXIMPXUuBU4A5jzFxgRW6HtfaS3PfGmK8DGwYGL4BEorfkRTY11dDW1lXy83DUAurP/gCVV19F+0mnkD7o4NKfcwwLrF1k2NQ24aR2CS+1TTiVol1aWuoLbg9y2PFuoMcYswz4AXCRMeYLxpjTAqwhVBLfvBJv8hTqP38h9PWVuxwREREJQGA9X9baDHDBgM0vFLjd1wMpKAS8SZOJf+9aGj/+IapvvoHuz32x3CWJiIhIiWmR1TJLnnIavaeeTu3V3yXyT1vuckRERKTEFL5CIP6dq/Hq62n46Dk4WzaXuxwREREpIYWvEPCmTqX9ttuJrFlNw3kf1fwvERGRcUzhKyRSc+cRv/ZGYov/Qt2lF4PnlbskERERKYEgl5qQHeg96xy6XvwnNddfQ3qffej+1IXlLklERERGmcJXyHRe9jUiq16k9vIvk569F8kT31nukkRERGQUadgxbFyXjh/+iNRBh1B//seJrFyx4/uIiIjImKHwFUa1tXT88n/wGhpoOuPd+gBuERGRcUThK6Qy03aj7d4HyUyeQtOZpxJ76HflLklERERGgcJXiGX2mEXb/X8gte9+NHzsA1T96pflLklERER2ksJXyHnNzbT95gH6Fiyk/vMXUn39NVqGQkREZAxT+BoL6upo/6876HnfWdR9+xvUXn6ZApiIiMgYpaUmxopYjPhNPyYzZQo1P7oZp7uHxPevBVf5WUREZCxR+BpLXJfOf/8uVFVTc8O1OMle4j/4IUQi5a5MREREiqTwNdY4Dp1fuQKvqora718JvT3Ef/hjqKgod2UiIiJSBIWvschx6Lr4UrxYJXXfugKnN0nHj38KsVi5KxMREZEd0IShMaz7sxeR+NZ3qfy/+2j80Fk4WzaXuyQRERHZAYWvMa77/E8Tv+4mKpYuZtKJC4k+92y5SxIREZEhBDbsaIxxgZuBQ4Be4Dxr7aq8/RcB789e/T9r7TeCqm2s6/nAh0mZfWn4xEdoeveJJL53LT0f+HC5yxIREZECguz5Oh2ostbOAy4FrsntMMbMBj4IzAfmAScZYw4OsLYxL/W2I9ny8GL6jppH/ecvpO6Ln4WennKXJSIiIgMEGb5agQcBrLXLgSPy9q0B3mmtTVtrM0AFoOQwTF5zM+133E3X575I9S9/RtMpJxF5edWO7ygiIiKBcbyAVko3xvwn8Gtr7e+y11cDs621qbzbOMBVQL219lMDj9HdnfSi0dKuaRWJuKTTmZKeIwjOffcROe/jkEySvv5GvA9/GByn3GWN2Hhpl/FIbRNOapfwUtuEUynapaIiUvCJN8ilJjqA+rzr7oDgVQXcBsSBTxc6QCLRW9ICAZqaamhr6yr5eUpuwfG4f15G/ac/Sey8j9Pzf78jcdUP8Oobyl3ZiIybdhmH1DbhpHYJL7VNOJWiXVpa6gtuD3LYcSlwMoAxZi6wIrcj2+N1D/A3a+2nrLXpAOsatzK7Taf91/fReelXqbznN0xa1Er0ycfLXZaIiMiEFuSwY+7djgcDDnAufhhbBUSA/waW593lMmvto/nH2LgxXvJix+srkugTj9Hwr+fhvr6OxDevpOcTnxpTw5DjtV3GA7VNOKldwkttE04l6vkq77BjdiL9BQM2v5D3fVVQtUxEqSOPZssfF1P/mQuo//IlVDzzNPGrroOamnKXJiIiMqFokdUJxGtsouNnv/KHIe/6Xya9+0TcV18pd1kiIiITisLXROO6dH3hEjpuvwN37RomnbSQij/9odxViYiITBgKXxNU8oR3sOX3j5DZbQZN738fdZ/7NM4bb5S7LBERkXFP4WsCy+w5my0P/IGuCz9H1V3/y+R5h1N90w2QTJa7NBERkXFL4Wuiq62l84p/Z8tfl9M3bz513/gqk449mtjvHsB99RXctWtw17+O8+abOO1t5a5WRERkzAtykVUJsfRec+i4/U5if/w9tV+7jMaPnlPwdskFC+n88uWk3nZkwBWKiIiMDwpfso3k8SeRXHAcsYd/jxPvwEmnIZ2GVAr3rY1U//RWJr3reHrf+W46L/sa6f32L3fJIiIiY4rCl2wvFiN58ikFd3X962eo+fHNVN90A5OOm0fv+86i94wzSc3em8zue0BUv1IiIiJD0TOlDE9dHV1fuITuc8+j5sbrqP7Jj6i6638B8CoqSM/ak/Ree5Pad39SBx9K6tDDyEyfMaZW0xcRESklhS8ZEW/SZDov/yZdn/sCkRdeIPLyKqIvrSLy0ioiL71I7A8P+UOWQGbKFFIHH0rfIYeROugQUgcf4veSKZCJiMgEpPAlO8VrbCJ19FxSR8+lN39HdzfR51cS/duzRJ97loq/PUvND6/DSaUAyDQ2kTr4EFL7H0h67zmk5+xDaq85eFOnKpSJiMi4pvAlpVFdTeptR277rsieHqIvPE/0ub/5XyuepfrnP8Hp6dl6k0x9A5np0yGVwunthd5enGQvTiRCw5FzSS5cRN+it5Pecy+FNBERGZMUviQ4VVWkDj2c1KGH92/LZHDXrSWy6kUiL71IdNWLuOvX41XGIFaJV1kJsRiV6T6if/oTlQ8+AEB65u4kW4/Fmzyl/7axSryqSrzJU8i0TCUzdRcyU6fiNU3yz9Xbi9PZidOZwOnshEgEr6GBTF091NYqzImISCAUvqS8XJfMzN3JzNydvkXHD3qzaFMNbVs6cV95mdhf/kzsL3+m8g8P4iQSfqjyvEHv60Wj4Hlb56AVvI3r4tU34E2aRHrXaWSmTSOzyzQyu04j09KC19REpnESXmMjXlMTXm0tZDL+Mhzp7CXgNTRAVdXIg5zn+eGwrQ2nvR2qq0jvNsM/poiIjAsKXzJ2OA6Z2XvRM3sves49r3+750FfH06yF3p6cTdvwn3zDdyNb2YvN/rhqrY2+1UHNTWQyeB0dODE4ziJDpyODv++GzYQffYZIhv+D6e7e9hlerEYXkMjmcZGvLp6nGQSp7sLurtxenpwerrBcfCiFRCr8C8rKnC6OnHa23Eyme2OmWluJj19JpnpM/Dq6yGV8odmUylI9UG0gkxzC5nmZv+ypcXvFaypwauu2XpJdVX/Y5b7Ar8XMBKFSMRfLsR11RM4Vnie//tQUbHj2yYS6uUVCQGFLxn7HAdiMbxYDOrqSTc3k97H7PxxPQ8n3oG78c2tPVFue5v/fXbYkoiLF4mAG/FLicdxO9r923S0+T1zsUq8qqpsAKqGyqrsE2YfTl8f9GUDVHW1H9gamvyetoYGnM5OIq+v84dm160l8tKL/rmjUb9Hr6ICLxLF6UtS8dgynE2bhuwFHNaPX1ODV1u3NbB6NTVbexGBreeJVFbQ6ET8x78ihher8MNbJgOZbI9jJuP/vL1JSGbn8fUmwfPw6uvJNDTg1dfj1Tf6vYrRKF7EBcf1H2fH8cNmX58ftPuS0JfC6e2B3h6cnt7s971QVTXgcWzEq6mGSO7xivhBJRrFcyPZwOlfOokEkZdfIvLKy/7lyy/hdLST3nM26b3m+Muo7D2HzMzd/ZpyP1sm7f+cqbT/c6ZS0Nfn76uuJlNfj1fXgNfQgFdXh1cR2+a8nhvB6UviJBLbDo17Hl51tR+ca/xLp6OD6MrniK54jujKFURX/g2nvZ30vvvTd+hh2aH9w+DAfalY9jjRZ56i4qkniT7zFJEN68k0t5A66GBSBx7sX+5/IF4s5j+2yaT/2Cb7cLq7cLq6/BcF3d04XZ3+z5Ot1//999vdq6mBqio/6FdVQSy2bcD3vOzvQBon7T82TjqF5zh+D/Nuu/nTA4YKhZmM/wImW4vT3Y1XWYlXV++/IKms7L9tOo2TiPsvZjo6/B7kGbtve5uRSqVwujrx6hsGr9fzcN56i8grL0NVpT8FYkrz9gE5lcLZsgV301t4sZj/ezVUiO7sxI13kJk8xX+MxyCno52Kxx6lYtlSoiufIzNpEplddyMzbTcy06aR3nU3f7rI1Kn+C+WRvlBIJnHf2oj75huQyZCePhOvpcX/3xQCjjdK/6iDsHFjvOTFNjXV0NbWVerTyDCpXYqUTuNs3uz/09m8ye9x68o9iXb1v7nBccCh/x9bxu89cdIpP1D09flPcnlBwOlM+E+A5N3PcYg6HunO7v5QlEzipNN+yIlE/H92bsS/HottfXL2KisBx3+S7Ojwg268ww+s2VAzcKjYi8UgWuEHvGiFH2qrqqCyyp/vF6vE6eneNigPMdw86MO46zTSs/civedsvIZGP4y99CKRV1/xQ0oIeLEYqf0OIHXQwXiTJvuB7Nmncbds2e62qT1nkzr8CNL7GNxXX/GDm/1HaH4WAK+qivS03fBapkJfsv93tqvTv9xBL7RXUYFXVwd9KdxEfPv9jkNmt+n+WoR7zMJraMTpaMdta8Np919cOT3d/oul6iq8yiqorMRzXdy2Lf7f1ebNuNnPuPWqqkhPn0Fm+kzSM2eSmTqVyPr1/vzVVf/Ebdv+s3AzU/z5qJFMBi/3oi7vOdiLRPzjzdqT9Kw98aqriKxZg7t2DZG1q3E3b+4/VmMTmeZmvCnN/gu1nh7/bzUX4Hu6/ZBfVeUH+Moq//uKCv/FYjTiv5iKRP0XVo2N/guVev9FgtNbpDqLAAAgAElEQVTZifvGhm2+iEa3/syZGTNIz5iJV1uH09Hu//3mRhJ6uv1jRyv880WjOPE4FY8tI/rc33AyGf/3d9/9ceIdRDasL9i+Xk0NmeapZKZO9c+7+x6kd9+D9Mzdyey+B053F+6rrxJ57VUir75C5LVXcDes90c8CvwdeLEYmWm7kZ4xk+TxJ9H9/z63zf5SPM+0tNQXTI8KXwPoST6c1C7hVfK2yfWajGQo1POgs9N/Ysr2uPQP1/pB08n0f4SWV11Detae/tBcIakU7urXiKxb69eS6wVy/e9zPZFbe9giET/ExnPD23HceBySSb+3LJXqnzNYGevvaayr63/Vnwsh3V1be3tSBx7s9+4O7CXxPNzVr1Hx7NPUvrWB+J77kDrscLxJk7f/WZJJIvYFovYf/vljMf/JOjcUnu2p9Wpq+3ttXXdrvVsft2TSf3y7u7ZekuzLBvy8kO+6/nGj0exjFIVUGvfNDX7v7uuv465fh7txo19Lrre1pqa/hprabE01UF3tz/dMxHESCdzs4+tFo3gNjf6baRqb8OobcLo6s0/O/pO0+9qruIm4v7+xEa+xiUxTE15VNU5vfy+q09sDqbTfgzplCt6kyWQmTcarrfOf4NetJbJuDe6aNbgb3yQzdRfSc/bxe0nnzCE9ey8/DL75RvbLnwpRUV1Jb0MTmSnNWwMUPT1EXn3ZrzP75fT0kp4xg8yMmaRn7E565ky8hkZ/esRbG3Heegt301s4HR3Znurarb9DVFX1v4jqyfUQ9/T//mf8nlqnr88Pa3G/lzD/xYpXVUVml123fpFK9f/MmzYV/pPLvSBKpXFS2Z7qdBovFqPviKPom3cMfccsoO9tR/ptmP29ddrbcNevx13/uj9lZOPGbaePrF1DZO2aQV8wZCZPJj1rTzLTppOZmn3DVfaNV4Bf9+vrcNetIbJuHSmzH4mrr9vmGOMyfBljXOBm4BCgFzjPWrsqb/8ngU8BKeBb1tr7Bx5D4WviUruEl9omnNQuAUun/QBehNC2jedBVxduvMMPuQ2Ng7/g6eoi8vo6nM4EmfqGrYG34HBorsd8Z4f80mncDeuJrFmNu/o1vJpa0nvMIrPHHn6tOynI8BXknK/TgSpr7TxjzFzgGuA9AMaYXYHPAkcAVcASY8wfrLW9gx5NREQkLIoMXqHmOFBbS2awnt98NTWk955T3HFHa55VJEJm+gz/I+vmzh+dY5ZJkDPPWoEHAay1y/GDVs5RwFJrba+1th1YBRwcYG0iIiIigQiy56sBaM+7njbGRK21qQL74sB2fYh1dZVEo6V9dRGJuDQ11ZT0HDJ8apfwUtuEk9olvNQ24RRkuwQZvjqA+rzrbjZ4FdpXD2z3VpFEovSjkKEdi5/g1C7hpbYJJ7VLeKltwqlEc74Kbg9y2HEpcDJAds7Xirx9jwMLjDFVxphGYD9gZYC1iYiIiASiHO92PBj/zcfn4oexVdbae7PvdjwfPxBeaa39dSCFiYiIiARoTK3zJSIiIjLWhWOdfREREZEJQuFLREREJEAKXyIiIiIBUvgSERERCZDCl4iIiEiAFL5EREREAqTwJSIiIhIghS8RERGRACl8iYiIiARI4UtEREQkQApfIiIiIgFS+BIREREJkMKXiIiISIAUvkREREQCpPAlIiIiEiCFLxEREZEAKXyJiIiIBEjhS0RERCRACl8iIiIiAVL4EhEREQmQwpeIiIhIgBS+RERERAKk8CUiIiISIIUvERERkQApfImIiIgESOFLREREJEAKXyIiIiIBUvgSERERCVC03AUMx8aNca/U56irqySR6C31aWSY1C7hpbYJJ7VLeKltwqkU7dLSUu8U2q6erwGi0Ui5S5AC1C7hpbYJJ7VLeKltwinIdgk0fBljjjbGPFJg+6nGmCeMMY8aYz4ZZE0iIiIiQQosfBljLgH+E6gasL0C+AFwErAQON8Ys2tQdYmIiIgEKcier5eAMwps3w9YZa3dYq1NAkuABQHWJSIiIhKYwCbcW2t/bYyZVWBXA9Cedz0ONBY6Rl1dZcnHZCMRl6ammpKeQ4ZP7RJeaptwUruEl9omnIJslzC827EDqM+7Xg+0FbphEO8OaWqqoa2tq+TnkeFRu4SX2iac1C7hNd7aJpGA5csjLF4cZcmSCC++uP2gWnU1HHVUmgULUrS2ptl33wzuMMfeXnvNYcmSKIsXR1i+PEJjo8eCBWlaW1PMm5emsWC3TfFK0S4tLfUFt4chfP0DmGOMmQwkgGOBq8tbkkhxMhn4xz9cliyJ8M9/uhx2WIbW1hR77OHhFHyDcfDya3zuuQjp9Ogef599HI48MsIRR6Sprh6943oevPSSw+LFUZ5+OkJf37b7XRcOPDDNggVpDjiguH/kiQQ8/rj/JLF+fXENVFfnMW9emtbWNLvsUtxqN2vWOCxZEuHxxyN0dxd3nlmzMrS2pjniiDRVVdvu6+mBp56KsHhxhETCYd68NPPnp5g0acfH9TxYtcpl8eIIzzyz/eNYTtXVHkcd5T+2M2du/9iuXu0/jk88sf3j6DhgjP/3duihGaIDns1ygWDJkigbNoz8j3FHNeYCwRNPuPT0FHeeWMwhmaza8Q0LaGjwfx+POSbN1Knb1uN58OKLfls/+2wwbb16tcszz7ik0w6VlR5HHpnmYx/rIxrdtrYtWxyWLYvy0EP+zz1lSoYjj0xTU0RHUyoFzzwTYc0a/4986tQMxxyTZvNmh1/+soIf/ziG63occkiGPffMFFX34YenOf/88v0xOJ5X8qWztsoOO/6PtXauMeYDQJ219sfGmFOBy/HnoN1mrb2p0P2DWOdrvL0iGS9G2i6dnfD00xFaWjyMyQwaiFIpeO45l3Xrinsp9tZbDkuXRli6NMKmTf596uo8Egn/BDNn+k+kc+emqKsrrtZ99smwzz5D1/i3v7m8/npxNW7c6LBs2bY17rZbhsrK4uopRiYDa9c62/zjbW1NM2dOcf8AC2lv9+tesiTChg1+3S0tme0ex2SSre01aZLH/Pn+K+pCT0jPP++Hz6efjpBKOVRUeEyfXlxA3rTJoaPDv+E++6S3BqSBj2NnZ3+we+01v67JkzNFvRrPZPzAlsn4j2Puyd5xYPFiP3z09Di4rkdlJXR3OziOx0EH+b9nhx6aJjJgRkYyWcnDD6dZsiTCG2/0P2nV1u64nqC0t8PmzX5te+yRYcGCFAcemGHFCpfFi6OsXu3vmzIlQ0PDtvdNpdj6ZFxX5zF/vh9I29v9wJ4LBLGYx267jfzFUH6Ns2b5NR5wQIbnnnNZsmToGgcTiTik0yN7OnvrLYd43P9h9t3X/z3Za68MTzzh/828+aZfzy67ZIoKNjurudmjtTW19e9iRy/A1q71A/WSJX4bpVI7bhjHgf3283/WBQv8/y+59uzt9f/HL14c2eZ3fUfmzk1z/fU922wrUc9XwR8w0PC1sxS+Jq5i2yX/D3Hx4ki2x8T/3W9p8Z+oWlvTHHNMiu7u/n8Cy5ZFtv5DK9Zuu+WOl2LBgjS77eZtfdW5ZEmEpUujtLUN75gtLZlsN7pfY2fntjXmwt1wasx1y7e2ppk+ffT/hFy3hoce6t065LBy5c7Py2xu7m+r1tYUe+5Z+Mlz/fr+x2fx4ghr1xb+x+u6Hocemtn6OBx1VHGvuAHSaVi5MteuUZYvj9DVVbgdGhv9EJhrw6EC/0AdHdsO3fz97/7jeMABuSedFHPn+r1izzwTyf7cfjBLJgufpLm5//eptTXFrFnh6ZEFPxi/8IIfjBcvjrBsWZSODofGRo9jjul/HAd7UfLWW35Qz7XNSy+5RCJ+W+eGt448cud6ZAersalp27Ye6oXTQDvzPJNKsTWcLlkS4bHH/F7BqVMzW8NJrvddhkfhaxAKX6W3caPDDTfEuPPOKN/8Zi9nnZUq+r7pNNx1V5Qbb4xRXw//9m+9LFqU3uE/pPZ2WLYsuvXJ5K23HM4/v49PfCK5tbdjsHbJ9Vjlnnxzwzy5LujcXIA333S2/rMa+Mpo9uzM1gC1997F/QOtrfXYffehn8gyGXj5ZWfQJ8Z86fS2/1BHo8a6Oo+ZM0v/ZDuwbTZvZmuP1UhUVXmDhq2heB6sW9ffS5VvxozieyV2pK8PXn7Z3W74tqLCb6eBPVAjtXmzfzl58tC36+6GV191GfivfOrUKqZM6QpV2NqRdNrvGZkxwxvR4/jGGw41NR71hafZjIqdrRFG93mmtxfefNOvZyy1dRgpfA1C4at0tmyBm2+OceutMXp6YPfdPVavdvjRj3p4z3uGDmCZDNx3X5Tvfz/Giy9GOOCANPG4w+rVLkcdleKyy5Icc0z/M1VnJzz2WGRrj8Vzz7lkMs7WuRWuC3/+c5Tm5gyf/WySj360j2nT/HbJn780sMeqv1t68MmXufkvS5dGqKryJ2uWojdoZ+TXWF3tlazHarRM1L+ZsFO7hJfaJpwUvgah8DW6PM/vmfnNbyq45ZYYiQS8970pLr64l2nTPN7//mqefDLCT37Sw8knbx/APA8eeijCd79byfPPRzAmzSWXJHn3u1OkUvCrX1Vw7bUxNmxwWbAgxZFHplm6tH8osKLC4/DD/W7yBQvSHH54/zyaJ590+e53K/nrX6PsumuGj38cVq5MbzN/KTf/4thj08yfn6alZez8Lo8nE+lvZixRu4SX2iacFL4GofC183KTHXPDW+vX+0Hm5JP7uOSSJPvv3z9ROh6Hs86q4bnnXH7+825OOMHvvfI8eOQRP3Q980yEWbMyXHJJL+99b2q7bvjubvjFLyq4/voYmzc7W4cCc/NudjT5d+nSCN/5TozHH49uM8eqtTXNjBlj53d3PBvvfzNjldolvNQ24aTwNQiFr5HzPPj2t2PccIPftTRlSv+E5gULUsyeXfihbW+H972vBmtdbr+9m1gMrrwyxvLlUWbMyPDFLyY566w+KiqGPn9vr//utJHMxfA8SKdriETG1vyViWK8/s2MdWqX8FLbhFOQ4SsM63xJAL7/fT94vf/9fVxwQbLoBe4aG+GOO7o444wazj67mnTaf1fNd77Tw4c+1Ff0sgWVlYx4iQPHgeZmaCu49K6IiMjYovA1AVx3XYxrrqnkgx9Mcs01vcNeVXjyZLjzzm6+9KVK3va2NOee2xfI+jEiIiLjkcLXOHfzzRVceWUlZ57Zx9VXDz945bS0eNx2W8+ObygiIiJDGvliPBJ6P/lJBV//ehWnndbHDTf0jNr6QyIiIjJyCl/j1F13Rbnssire+c4+/uM/erb73DMREREpD4WvcWj9eocvfamKuXNT3Hprzw7fiSgiIiLBUfgaZzwPvvSlSlIpuO66nlH9EGURERHZeQpf48y990Z58MEKLrmkd9C1u0RERKR8FL7Gkc2b4bLLKjn00DSf+lRfucsRERGRAjQNexy5/PIq2toc7ryzWxPsRUREQko9X+PEn/4U4Y47KvjsZ5MccEBmx3cQERGRslD4GgcSCbj44irmzElz0UXJcpcjIiIiQ9Dg1BjnefDVr1aybp3Dvffq3Y0iIiJhp56vMczz4IorKvnVr2J87nNJjj46Xe6SREREZAcUvsYoz4PvfCfGLbfE+MQnklx2mYYbRURExgKFrzHq2mtjXHddJR/+cJJvf7sXxyl3RSIiIlIMha8x6MYbY3zve5WcfXYfV13Vi6tWFBERGTM04T6kEgn41a8qWL9+22S1ebPDf/93Be99bx/XXdej4CUiIjLGKHyFTHc3/PSnFdx4Y4xNm1yqq7f/iKAzz+zj+ut7iETKUKCIiIjsFIWvkOjthdtvr+AHP4jxxhsuCxemuPTSbt72Ni2YKiIiMp4ofJVZKgV33BHlmmsqWbPGZe7cFD/6UQ/z52vZCBERkfFI4atM0mn47W+jXHVVJS+/7HLYYWmuuqqLRYvSeueiiIjIOKbwFbCuLnj44ShXXx3jhRci7L9/ml/8oot3vEOhS0REZCJQ+CqxZBKefjrCkiX+15NPRkgmHfbeO82tt3Zz6qkpvWNRRERkAlH4GmXpNKxY4bJ4cZQlSyI89liEri4Hx/E46KAM553Xx4IFKRYuTBPVoy8iIjLh6Ol/BJYvj3DHHVG8AatAbNrksGxZlI4Of/zQmDTnnNPHggVp5s1LMWlSGYoVERGRUFH4GqalSyOcc041FRVQV7dt+qqt9TjttD5aW9Mcc0yaXXbZfo0uERERmdgCC1/GGBe4GTgE6AXOs9auytt/MXAOkAGutNbeHVRtxXrssQgf/GA1e+yR4e67u2luVrgSERGR4QlyqvfpQJW1dh5wKXBNbocxpgn4LDAPOAm4LsC6ivL00y7nnFPNtGked92l4CUiIiIjE2T4agUeBLDWLgeOyNvXCbwG1Ga/QrWs+4oVLmefXcPkyR6//nWXhhNFRERkxIKc89UAtOddTxtjotbaVPb6GuB5IAJ8p9AB6uoqiUZL+4GGkYhLU1PN1ut//zucdZZLQwM8/LDHrFnVJT2/FDawXSQ81DbhpHYJL7VNOAXZLkGGrw6gPu+6mxe83gVMA/bMXn/IGLPUWvt4/gESid6SF9nUVENbW9fW65dfXkUm43LnnZ00NXm0tZW8BClgYLtIeKhtwkntEl5qm3AqRbu0tNQX3B7ksONS4GQAY8xcYEXevi1AN9Brre0B2oCmAGsb1KZNDvvum2b2bA01ioiIyM4LsufrbuBEY8wywAHONcZ8AVhlrb3XGHMCsNwYkwGWAH8IsLZBxeMO06YpeImIiMjoCCx8WWszwAUDNr+Qt/8K4Iqg6ilWPO4wZ06o5v+LiIjIGKZPFdyBRGL7xVRFRERERkrhawcSCYf6wvPlRERERIZN4WsIyST09DjU16vnS0REREaHwtcQEgn/UuFLRERERovC1xASCQfQnC8REREZPQpfQ4jHc+GrzIWIiIjIuKHwNYRc+NKwo4iIiIwWha8haM6XiIiIjDaFryFo2FFERERGm8LXEHIT7tXzJSIiIqNF4WsI8bh/qfAlIiIio0Xhawi5Ycfa2jIXIiIiIuOGwtcQEgmHujoPV4+SiIiIjBLFiiHoQ7VFRERktCl8DSEe1+c6ioiIyOgaVvgyxswyxhyYd/0TxphZo15VSPjhq9xViIiIyHhSdPgyxpwCPA+clrf5bGCFMebto11YGMTjjoYdRUREZFQNp+frO8Cl1torcxustScBXwWuHu3CwiCR0DITIiIiMrqGE75mAw8U2H4/sO/olBMu/rsdy12FiIiIjCfDCV/PA+cU2P4+YNXolBMumnAvIiIioy06jNteBjxgjDkJeCq77TDgaOC9o11YuXmev8K9wpeIiIiMpqJ7vqy1DwOHAMuBOcAewGPAftbaB0tTXvl0dUEmo2FHERERGV3D6fkC6AF+Ya1dCf5SE8C47BrSh2qLiIhIKYzGUhMrx+NSE4mEf6mlJkRERGQ0aamJQeQ+VFs9XyIiIjKatNTEIPrDV5kLERERkXFFS00MQj1fIiIiUgo7u9TE4fhLTZw+2oWVW27OV22twpeIiIiMnuEuNXEw/UtN7A48ChjgzyWprow07CgiIiKlUHTPlzFmGvAZ4AAgAjjAVODt+AGssRQFlouWmhAREZFSGM6cr9uAE/B7u44GlgCv4w89fmX0SyuveBwqKjwqK8tdiYiIiIwnw5nztQA40Vr7qDHmROB+a+1SY8yXgFOAHw51Z2OMC9yMv0p+L3CetXZV3v53AVdkrz4NXGitLVu3U+5zHR2nXBWIiIjIeDScni8HWJf9/nn8Hi+AO4Aji7j/6UCVtXYecClwTW6HMaYeuAo4xVo7F3gVaB5GbaMukdBHC4mIiMjoG074egr4SPb7Z4F3ZL/fq8j7twIPAlhrlwNH5O2bD6wArjHGLAbesNZuHEZtoy4e1+r2IiIiMvqGM+z4JeB+Y0wX8HPg34wx/wCmA78s4v4NQHve9bQxJmqtTeH3ci0CDgUSwGJjzKPW2n8Oo75RlUg4mmwvIiIio67o8JWd67UHUGut3WSMOQJ4L7AJf+hxRzqA/IUb3GzwInuMJ6y1GwCMMX/FD2LbhK+6ukqi0UixJY9IJOLS1FRDV5fLLrtAU1NNSc8nxcm1i4SP2iac1C7hpbYJpyDbZTg9X1hrE/g9U1hrXwduGsbdlwKnAncYY+biDzPmPAUcaIxpBtqAucCtAw+QSPQOp9wRaWqqoa2ti/b2WvbYI01bW0/Jzyk7lmsXCR+1TTipXcJLbRNOpWiXlpbCi4UOK3ztpLuBE40xy/An759rjPkCsMpae68x5jLgoext77DWrgywtu1ozpeIiIiUQmDhy1qbAS4YsPmFvP3/A/xPUPXsiN7tKCIiIqUwnHc7ThipFHR1acK9iIiIjD6FrwJyH6qt8CUiIiKjTeGrAH2uo4iIiJSKwlcB8bgfvjTnS0REREabwlcB8bh/qXc7ioiIyGhT+CpAw44iIiJSKgpfBfSHrzIXIiIiIuOOwlcB/XO+1PMlIiIio0vhq4DcnC8NO4qIiMhoU/gqQO92FBERkVJR+CogHneoqfGIRMpdiYiIiIw3Cl8FdHZqyFFERERKQ+GrgHhcH6otIiIipaHwVUA8rg/VFhERkdJQ+CogHtewo4iIiJSGwlcBiYSjNb5ERESkJBS+CkgkHK1uLyIiIiWh8FWAP+FePV8iIiIy+hS+BvA8zfkSERGR0lH4GqCnB1IpDTuKiIhIaSh8DZD7XEcNO4qIiEgpKHwN0NHhX2rYUUREREpB4WuA/p6v8tYhIiIi45PC1wDq+RIREZFSUvgaINfzpfAlIiIipaDwNUBHhwMofImIiEhpKHwNkOv5qq0tbx0iIiIyPil8DaA5XyIiIlJKCl8DdHRAJOJRXV3uSkRERGQ8UvgaIJGA+npwnHJXIiIiIuORwtcAHR0achQREZHSUfgaoKPD0UcLiYiISMlEgzqRMcYFbgYOAXqB86y1qwrc5gHgHmvtLUHVli8e1+r2IiIiUjpB9nydDlRZa+cBlwLXFLjNt4DJAda0HQ07ioiISCkFGb5agQcBrLXLgSPydxpjzgQywO8CrGk78bjCl4iIiJROYMOOQAPQnnc9bYyJWmtTxpgDgQ8AZwKXD3aAurpKotFISYuMx2HKlAhNTTUlPY8MTyTiqk1CSm0TTmqX8FLbhFOQ7RJk+OoA6vOuu9baVPb7jwDTgT8Bs4CkMeZVa+2D+QdIJHpLX2RHHRUVKdraSn8uKV5TUw1tbV3lLkMKUNuEk9olvNQ24VSKdmlpqS+4PcjwtRQ4FbjDGDMXWJHbYa29JPe9MebrwIaBwSsImQwkEo6GHUVERKRkggxfdwMnGmOWAQ5wrjHmC8Aqa+29AdYxqM5O/1LhS0REREolsPBlrc0AFwzY/EKB2309kIIKiMf9Ze3rC/cSioiIiOw0LbKapz98qedLRERESkPhK0887l9qhXsREREpFYWvPLmeL61wLyIiIqWi8JUnkdCwo4iIiJSWwleeRMK/VPgSERGRUlH4ytM/7KjwJSIiIqWh8JVHc75ERESk1BS+8iQSDtXVHhUV5a5ERERExiuFrzzxODQ0lLsKERERGc8UvvL4n+tY7ipERERkPFP4yhOPK3yJiIhIaSl85dGwo4iIiJSawleeSAR23VXLTIiIiEjpRMtdQJjcfHMPzc3V5S5DRERExjH1fOWZNs2jpaXcVYiIiMh4pvAlIiIiEiCFLxEREZEAKXyJiIiIBEjhS0RERCRAjudpaQURERGRoKjnS0RERCRACl8iIiIiAVL4EhEREQmQVrjPMsa4wM3AIUAvcJ61dlV5q5qYjDEVwG3ALKAS+BbwPPAzwANWAhdaazNlKnFCM8ZMBZ4CTgRSqF1CwRhzGXAaEMP/X/YX1DZll/1/9nP8/2dp4JPo76asjDFHA9+z1h5njNmbAm1hjLkCeDd+W33eWvv4aNagnq9+pwNV1tp5wKXANWWuZyL7ELDJWrsAeBfwQ+Ba4KvZbQ7wnjLWN2Fln0h+BHRnN6ldQsAYcxwwHzgGWAjMRG0TFicDUWvtfOCbwLdR25SNMeYS4D+Bquym7drCGHM4/t/R0cD7gZtGuw6Fr36twIMA1trlwBHlLWdCuxP4Wt71FPA2/FfyAL8DTgi6KAHgauAW4PXsdbVLOLwDWAHcDdwH3I/aJiz+CUSzoysNQB9qm3J6CTgj73qhtmgFfm+t9ay1q/Hbb1Q/fFDhq18D0J53PW2M0bBsGVhrE9bauDGmHrgL+CrgWGtz66LEgcayFThBGWM+Bmy01j6Ut1ntEg7N+C8Y/wW4ALgdcNU2oZDAH3J8AbgVuAH93ZSNtfbX+AE4p1BbDMwDo95GCl/9OoD6vOuutTZVrmImOmPMTODPwC+ttb8C8udD1ANtZSlsYvs4cKIx5hHgUOAXwNS8/WqX8tkEPGStTVprLdDDtk8WapvyuQi/bfbBn1P8c/x5eTlqm/Iq9NwyMA+MehspfPVbij82jzFmLn4XvpSBMWYX4PfAl6y1t2U3P5Od1wL+PLDF5ahtIrPWHmutXWitPQ74/+3dTYhVZRjA8b8NRVAU6UZyMArjKWlRbkIRaSEktNFFq6CSihZRs7CFiVLBBG0mSYIgK4IgJKMvpRaRiz4swigiGJ4anFYZaGMJgURTLd5zmdt4awq877339P/BcA/nOZ+8zOW5z/ue834J3Am8a7sMhY+ALRGxLCKuBC4B3rdthsJpFqooc8CF+H02THq1xcfArRFxQUSsphRjTp3Pk9qttuANyq/6o5RBd9sHfD3/Z7uAK4A9EdEZ+zUB7IuIi4BpSnekBm8HsN92GazMPBwRm4DPKD+qHwBmsW2GwV7gxYj4kFLx2gUcw7YZFud8h2XmfNNen7Dw/3ReOb2QJElSRXY7SpIkVWTyJUmSVJHJlyRJUkUmX9I7NvEAAAJxSURBVJIkSRWZfEmSJFXkqyYkjaSI+A646m/C2zLzzT6d925gMjPH+3F8Se1n8iVplO0AXumx/nTtC5Gkf8vkS9IoO5OZPwz6IiTpvzD5ktRKTbfk08BdwLXAB8A9mfl9Ex8HngI2U+Z3OwA8nJlnm/hm4ElgLeVt8Tsz81DX8fcAD1Gmi3mh2de3VktakgPuJbXZY8AUcDNwMfA6QDOVyBHgUuAW4HbKvG5TTfw64B3gEGUy5OeAgxFxTXPcVcANwEbgfsrkybdVuB9JLeD0QpJGUlPZWgn8tij0U2aON/G3MnOi2f5q4DhwE7CaUukaz8y5Jr4FOAysAHYD6zNzY9f5dgNvA+uA/cCKzDzTxL6gzAn3RD/uVVK72O0oaZQ9DhxctG6+a/loZyEzZyNiDrieknzNdBKvrm3HKF2Ua4HPuw+amZMAEbEOONVJvBo/UyprkrQkky9Jo+xkZs78Q3xxVWyMMr7rbI9tx7o+f13ivPM91i1bYh9JAhzzJandbuwsRMQa4HLgK2AaWBMRy7u2XU9JqmaAbyndk3Tt/15E3Nf3K5bUela+JI2yyyJiZY/1vzSfD0bEMcrTis8ARzJzOiIS+AZ4OSIeAZYD+4ADmfljRDwLTETETuA1ymD6DZTB9Zv6e0uS2s7Kl6RRNgWc6PH3aBN/CZikjOc6QXmqkcz8HdgK/AF8CrxKebLx3iY+C2wD7gC+BrYDWzPzeIV7ktRyPu0oqZWapx0nM/P5AV+KJP2FlS9JkqSKTL4kSZIqsttRkiSpIitfkiRJFZl8SZIkVWTyJUmSVJHJlyRJUkUmX5IkSRWZfEmSJFX0Jwg2fvv0bUY1AAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 720x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 觀察訓練過程的 loss 與 accuracy 值\n", "plot_metrics(history)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " 0 1.00 1.00 1.00 50\n", " 1 1.00 0.96 0.98 50\n", " 2 0.96 1.00 0.98 50\n", "\n", " micro avg 0.99 0.99 0.99 150\n", " macro avg 0.99 0.99 0.99 150\n", "weighted avg 0.99 0.99 0.99 150\n", "\n" ] }, { "data": { "image/png": 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uHXNsNDl+AjgvIs6kaG0eFhE7Ae8C3t+u4CRJk1u1O3NjY8kxM78cEUuB9wGrKMYZE3hrZo7U3SpJ0phavUJORPQC5wFBsTrdUUAFOJ9iXv4twAmZOTjacRruss3MHwE/2sx4JUn6M22oOH0JQGbuHxELKApKK8ApmfmLiDgHeBlw8WgHGc88xxcAx1GMPa4FbgP+OTNv3KzwJUlTXm+Lj5eZP4iIH9fu/iXwAPC3wNW1fZcBCxkjOTY6z/Fo4FJgJXAu8PXaQ7+JiNeML3RJkgrVSqWpbSSZuT4ivg58AfguUMnMau3hFcDWY8XVaMvxY8AxmXnB0J0R8UvgDOBbDR5HkqSNGp1POF6Z+eaIWAT8OzBryEOzgWWtims28LsR9v8KeFKDx5AkaZgKg01t9SLijRHxgdrdVcAgcH1t/BHgSOCXY8XVaHI8C/hERMwbEsAWwEcpulklSRq3SmWwqW0E3wf2jIhrgMuB9wAnAKdGxG+A6RRdraMa7XqO/0NR9gpFpc+OwH0RcQ9FJn46MAOwIEeStFl6qqPOqBi3zOwHXjXCQweP5zijjTmeMq6IJEkar0p17OeUYLTrOX59U48NFREzWheOJGkq2UTXaOkaqlaNiB2ADwG78sS0lApFt2rQQFmsJEn1Riqq6QaNFuR8DXgh8Bvg+cC1wFJgL4qkKUnSuFWoNrW1S6PJ8UDgqMz8IHAT8OPMfBVFYnxxu4KTJE1ylWpzW5s0mhwrwJLa7f+kaDFCcY3HfVodlCRpauhhoKmtfXE15gbgTbXbvwcOr91+RssjkiRNGW2Y59gSjS4ftwj4cUSsolhX9X0RcRvF3McL2xWcJGlym9AFOZn5G4rVzb+RmQ8DzwXOBo4BTmxfeJIkdd5oK+TUJ85VwKra/vuBf2lnYJKkyW8iznNcDw3Xybb6klySpCmgW7tVR0uOh3QsCknSlNQz0VqOmXn1ph6TJKkVurXl2K7rTEqSNGE1OpVDkqSWq1TaN5G/GSZHSVJpurVb1eQoSSrNhJvKERGDNDiVIzOdyiFJGr9qpewIRjRay/GwIbf3Ak4CPg5cD6yr7TsFOKtt0UmSJrUJN+aYmT/fcDsizgbelJk/HfKUxRFxN/BV4DPtC1GSNFlN9DHHHYEHR9i/CpjfunAkSVPJhBtzrHMJ8LWIeA/wHxTXd9wH+DzFNR0lSRq3dl6TsRmNJsdjgHOBK3li4YD1FJer8qockqTN1J1r0TSUHDNzBfC6iDgO+F9P7M4VbYtMkjTpVSrryw5hRA3Pc4yI7YC3AbsAJwNHRsRtmXlzu4Kb9CoV9jzzH5m76zMZXLuW6086k/57l5QdlZq09ewZfP7UwzjlU1czva+XE968NwODgyy5fyVnfe13VBu91o26k9/blurWgpyG2rMR8VzgDuBQ4LXAVhRX7fhtRCxsX3iT21OOPIjemdO56sXHcvPHz2H3j9pDPdH19lZ451F7s3ZdMY7y2pf/FRf98FZOPu0q+qb1sM/uO5QcoZrl97a1KpXBprZ2abSz9zPAmZn5AmAtQGa+AziztmkzPGnf3bj/yusAeGTxrczb/VklR6RmvfU1u3PZlXfz8KOrAfjDfy1j9lbTAdhi1jQGBmw2TnR+b1urwkBTW7s0mhz3ZOSq1AsB/8/YTH2zt2T9iv6N96sDA1R6XWxoonrhAU9j+Yo1LL7lgY377ntgBce+fk/OOeMI5s6ZyX/cPtKMKE0kfm9bq1rtbWprl0bHHB8Eng3cXbf/AOC+sV4cEdM39Vhmrm0whkln3Yp+pm21xRM7enqoDnRnWbPGdthBT6darbLHX23HzjvN5aRj9mXnnebyro/8lP9e8hh/e+gzedtr9uBfLlxcdqhqgt/b1urpWVd2CCNqNDl+AjgvIs6kaG0eFhE7Ae8C3t/A628BtgUeoZgjWR3y787jDXqyePh3N7PDwv35479dyfy9duWx2+t/e2giWXT6VRtvn/H+BXzx6zdwyrv2Z9Xq4sv/yLLV/NUu25QVnlrE721rVapNjhu2aWnWRqdyfDkilgLvo1gV50wggbdmZiOLAOwPXA4cmpmPbm6wk82SS69m24P24ZAfnQOVCte/57SyQ1KLnfW161l0/H4MDAyyfv0gZ/3r9WWHpCb5vW2xZpNjm1SqDdSVR8RBwK8zc33d/hnAEZn5wwaOsRAYGLpm62i+u/3+Vi5MQufu9QamP9nW02T0v7/zSebOmVF2GGqTV95/bVvaaAPrftHU3/revgVtiWvUlmNE9FA0Wq8CdoyI+mqC3YBvAbPGOlFmXrG5QUqSJqeeygQbc4yIY4F/4YnxwU3Ncm046UXErsAcYBA4HTi90ZakJGkS6tJVMUa7ZNW5EXEbRQHOlcArKQpqNqgCK4HxrJBzDvBu4FTgQ8AnAZOjJE1VXTrmOGq3amZeAxART6dIjFtn5h9r+xYCN2bmeNrE64BbgemZeV1ENLx8nSRpEhrszuTY6CIAOwD3AO8csu+zQEbEHuM4XxX4JnBpRLwK6B/j+ZKkSWxwcFpTW7s0mhw/B3wF+MCGHZm5K8UKOV8Yx/leDXwVOItiYYFXj+O1kqRJpqeytqmtbXE1+LznAF/OzPqR0y8De43jfH3AvRRX9ngjsNM4XitJmmyqg81tbdJocrwHOGyE/QuApeM43wXAdhSVqj+l6JqVJE1VXZocG+2w/ThwQUTsD9xQ27cnRbfoMeM83zXAhzLzWxFx/DheK0mabLq0IKfR5eO+FREPAccCb6e4bNWdFMvB/Xoc55tOcfmrayLikEbPL0manAarm7wuRUPadV2OhpNTbbJ+s3MS30LRPftV4GXAG5o8niRpAuthTdkhjGi0FXIuAE7IzBW125uUmW9q8Hz3ADcCzwMeqP37hwZfK0mabCbgIgADm7jdjO9TdK3uSNEavg+4qEXHliRNNBMtOWbmUSPdbtLWmXlwRHwFOJGiYlWSNEUNVPuaen27CldG61b9SKMHycyPNfjUDUvNbZmZqyOiuZFYSdKENuHGHBk+r7EH2A+4H7iJIsntRtE9+pNxnO/iWtK9KSKuA1aML1xJ0qQy0aZyZOaBG25HxOcorr7xzg0XPK5d6/GzwPxGT5aZXxxyzEsopoNIkqaqiTbmWOetwN4bEiNAZg5GxBcpqk/fONqLI+IiikXHR/K6BmOQJE02E+16jnXuA44A7qjb/yoam4pxLhC1564FDgIeAm5v8PySpElokOZKTxpdA3W8Gk2O7we+HREvpxhzrAD7UCwh95IGXr8A+GvgTZm5KiL+i2KlnG2BX4wzZknSJNFTfbzsEEbUUNLNzIuBPSjWVd0FeCbwS2C32so5YzkS+PvMXFU73r0U67I2klglSZPVBF94nMz8z4hYBPwl8EegkpmNXkyrv/5yV5m5LiKsVpWkqaxLq1UbajlGRF9EfApYRVFh+lTg/0bENyNiywYOsSoidq475s5sukhHkjQVTPCW48eAw2vbJbV9ZwHnAf8MHDfG6xcBP4iIn1MU5exUO9abxxuwJGnyGGRGU69vV0FOo8d9LfCOzLyaWmsvM38FHA28YqwXZ+atwIEU0z62BBYD+2fmjZsTtCRpcuiprm5qa5dGW45PAh4cYX8/MKuRA2TmcmDUq3tIkqaYFs9zjIg+4GvA04AZwMeB/wTOp2jc3UJxxalR+2QbbTn+DFgUEZXa/WpEbA2cAVw53uAlSQKKgpxmtj/3BuDh2ipvRwJnU0wdPKW2r0JxPeFRNdpyPAG4mKL1OIti3PGpFOOHL23wGJIkDdOGMcfvAN8dcn89sDdwde3+ZcBCipy2SY0mx9WZuW9EHAo8q/a6BK4Yq2kqSdKm9NDaccPMXAkQEbMpkuQpwKeHTCdcAWw91nEaTY43RcTLahP+G5n0L0nS2NowzzEinkrRMvxSZn4zIj455OHZwLKxjtHomOPj0GTbV5Kkei0ec4yI7YArgEWZ+bXa7hsjYkHt9pEUK7yNqtGW40+AKyLiMuBeimS5UWY2fGFkSZI2an3L8YPAPODDEfHh2r53A2dFxHTgNoaPSY6o0eT418D1wJNr21CuciNJ2iyDzGzq9fXdn5n5bopkWO/g8Ry3oeSYmYeM56CSJDWiZ3BV2SGMaNTkGBGvB/4OWAP8MDO/1ZGoJElTQ5de7HiTBTm1K3CcTzGvcSvg6xFxeofikiRNBa1fBKAlRqtWPQZ4a2YemZkvoVhf9YQhq+RIktScLk2Oo3WrPpXhcxr/jWLR8B2A+9oWkSRpyhhsbHnuTWrXVTlGS47TgHUb7mTm+ohYDU2WFkmSVNMz2F92CCNqdCqHJEmt18au0WaMlRxfGxErhtzvBf4+Ih4a+qQhqxBIktS4we6sVh0tOf438J66fQ8Ax9Xtq1JcO0uSpHEZrEywMcfMfFqbzilJEgA9A445SpI03ATsVpUkqb0maEGOJEltU62aHCVJGqbaZEFOu5gcJUmlqViQI0lSHcccJUmqY7Xq+Kx96JGyQ1AbvPmyz/P4rK3KDkNt8PV4FZWedk3JVtle2abjVnu2aNORm9O1yXH6k+eXHYLaYO1DjzB3zoyyw1AbVHp6mL7tNmWHoQmmsn5l2SGMqGuToyRpCnDMUZKkOiZHSZLqmBwlSRqu2mtBjiRJw1TWWZAjSdJwdqtKklTHRQAkSapjy1GSpOGqvVuWHcKITI6SpNJU1q0oO4QRmRwlSeWxW1WSpOGqAxbkSJI0THVad16lx+QoSSpNZa1jjpIkDWe3qiRJw1VdBECSpDq2HCVJGs6CHEmS6lTWPFZ2CCMyOUqSSuOYoyRJ9RxzlCSpji1HSZKGG+ybXXYIIzI5SpJKU3ncghxJkobzqhySJNWxIEeSpOEGZ8wpO4QRmRwlSaWprF5edggjMjlKkspjt6okSXVMjpIkDefycZIk1anOcBEASZKGqayyIEeSpGHsVpUkqZ4FOZIk1bHlKEnScIMzty47hBGZHCVJpan0Lys7hBGZHCVJ5bFbVZKkOm26ZFVEPA/4RGYuiIhnAucDVeAW4ITMHPXEJkdJUmkGZ7V+zDEiTgbeCPTXdn0GOCUzfxER5wAvAy4e7RgmR0lSaSor2zLmeDfwCuDC2v29gatrty8DFjJGcuxpR1SSJDVksNrcNoLM/B6wbsiuSmZuePIKYMzmqi1HSVJpOrRCztDxxdnAmM1VW46SpNJUB6pNbQ26MSIW1G4fCfxyrBfYcpQklaa6xdxOnOa9wHkRMR24DfjuWC8wOUqSyrPy0bYcNjPvBZ5fu30HcPB4Xm9ylCSVZtCFx/VnKhX2PPMfmbvrMxlcu5brTzqT/nuXlB2VWsHPdtI55+yX0t+/FoCl96/kksuS4499HgMDg9yw+D4u/ObvS45wYvKSVfozTznyIHpnTueqFx/L/L12ZfePnsiv3/L+ssNSC/jZTi59fb0AvHfRTzbuO+fsl3LqaVexdOkKTvvYYTzzGdtw190PlxXihFVt0wo5zTI5luhJ++7G/VdeB8Aji29l3u7PKjkitYqf7eTyjJ3nMWPGNM48bSG9PT1c8I0b6evrZenSFQBcf8MS9tpjB5PjZuhQQc64dSw5RkQfsBvF5MtlwC2ZubZT5+9GfbO3ZP2K/o33qwMDVHp7qQ4MlBiVWsHPdnJZs2aA73zvFi79yR3suOMczvinw1i58ok/X6tXr2Pu9rNLjHACW9GegpxmdSQ5RsTfAmcAdwIrKSZhPisiPpiZP+hEDN1o3Yp+pm21xRM7enr84zlJ+NlOLn9cspwl9z0GwJIlj9Hfv47Zs2dsfHzWrD5W9k/p3/qbrVvHHDu1CMCHgAMy8+8y882Z+Qpgv9r+Kevh393M9ofuB8D8vXblsdvvLjkitYqf7eRyxMJdOO7t+wCwzfxZzJjRy+OPr2eHHYrW4nP33pGbb7m/zBAnrA4tAjBunepW7QNW1e1bTXH5kClryaVXs+1B+3DIj86BSoXr33Na2SGpRfxsJ5fLLr+Tk086gM99+kVUq1U+/dlrqVarfPDkg+jpqXD94vu4Pf9UdpgT01ZTe8zxy8DiiPgVsByYAxwAnNWh83enapUbF32q7CjUDn62k8r69YOc/slr/mz/if9wSQnRTC7Vx6aXKNdRAAAGY0lEQVTwmGNmnhcR/wbsS5EYHwNOzcwHO3F+SVJ3GpziY45k5gPAH2rbQ8BFEXFop84vSeo+3Trm2OmrcpwDrKEoxPkQ8H86fH5JUhepDlab2tql04sArANuBaZn5nUR4SIEkjSVbTWv7AhG1OnkVAW+CVwaEa8C+sd4viRpEqs+9kjZIYyo08nx1RRFOZdRXD7k1R0+vySpi7Rz3LAZnR5z7APuBXYB3gjs1OHzS5K6SHVwsKmtXTqdHC8AtgNOB34KfLbD55ckdZOBanNbm3S6W3UacA3wocz8VkQc3+HzS5K6yRwLcgCmA58BromIQ0o4vySpiwwu686CnE53q74FSOATwJOBN3T4/JKkLuI8x8I9wI3A84AHav/+ocMxSJK6RLdWq3Y6OX6fomt1R6AXuA+4qMMxSJK6xZz5ZUcwok4nx60z8+CI+ApwIkXFqiRpiqoue7jsEEbU6THHdbV/t8zM1RStSEnSFNWtC493uuV4cUR8BLgpIq4DVnT4/JKkLtLOoppmdDQ5ZuYXN9yOiEuAOzt5fklSd5nSyTEiLqJYdHwkr+tEDJKkLjTFC3LOBYJi2sZa4CCKCx7f3qHzS5K6UPXRqV2QswA4DLg2M68GLgQWUiRJSdIUNTjY3NYunUqORwJ/n5mrADLzXorLVb2kQ+eXJHWhqZ4c+zNz2JhjZq7DalVJmtK6NTl2asxxVUTsnJkbl4qLiJ3ZdJGOJGkqmDu1C3IWAT+IiJ9TFOXsBBwOvLlD55ckdaHBR6bwVTky81bgQIpFx7cEFgP7Z+aNnTi/JKk7DVab29qlY4sAZOZy4IJOnU+S1P3aOW7YDC82LEkqTWXe1B5zlCTpzww83J1jjiZHSVJp7FaVJKmOyVGSpDomR0mS6vRYkCNJ0nDrLciRJGk4u1UlSaozWO3OJbZNjpKk0vTOd8xRkqRh1v/JMUdJkoZxzFGSpDomR0mS6rTzslPNMDlKkkpjQY4kSXXWWZAjSdJwjjlKklTH5ChJUh2ToyRJdaZtY0GOJEnDrLUgR5Kk4exWlSSpTquTY0T0AF8CdgfWAG/LzLvGexyToySpNG0Yc3w5MDMz94uI5wP/DLxs3HG1OipJkhq19qGWjzkeAPwEIDOvi4jnbs5BujY5vvL+aytlxyCpca8sOwBNSK9Zd1ur/9bPAZYPuT8QEdMyc/14DtLT2pgkSSrVY8DsIfd7xpsYweQoSZpcrgVeBFAbc7x5cw7Std2qkiRthouBwyLi10AFOGpzDlKpVrv0YloTUETsCnwS2ALYCrgU+AVwbGa+pgXH/wdgw3EuzcxTmz2mGtPuz7Z2jicDvwaek5mPt+KYGlsHvrdvB44F1gMfz8wfN3tMtZ/dqi0SEXOBbwHvycxDgOcDzwGiRcffGXg98DfAfsDCiNitFcfW6Nr92dbOcThwBbBdq46psXXge7s98C5gf+Bw4IyImNGKY6u97FZtnZcBV2bmnQCZORARb6JIZgsAIuKdwCuAPopqqlcATwPOB9ZR/LJ8E7AW+DbFj5c+4DjgduCIzByoHasPsHXRGW39bDPzZmAQeCFwQ4fekwrt/t4+Hbg2M9cAayLiLmA34HcdeXfabLYcW+cpwB+G7sjMlRRfmA2rNmwDvDAzD6T48uwDHEbxB/GFwGnAPGBfii/hkRS/Oudk5rrM/FNEVCLi08CNmXlHR96Z2vrZ1o7308x8uBNvRsO0+7Otn1awAti6fW9HrWJybJ3/Ap46dEdEPB04CCAzBym+cBdFxFeBv6D4on0V+BPFpNV3UvwKvQy4Gvgh8DGKVgURMRP4BkWZ8vFtf0faoO2frUrT7s+2flrBbGBZ+96OWsXk2Do/Bo6IiGfAxm7Pz1B8gaiND748M18NnEjx375C0a3zy8w8FPgOsIiiO2dpZi4EPg6cHhEVii/dTZl57IbuVXVEWz/bzr4V1Wn3Z/tb4MCImBkRWwPPBm7p3NvT5rJatYUiYm/gUxRfoNnAjyh+SR4LHE3xRZxDsRjuGopfn9cB/5fil+cg8A8Uv2a/DWwJDFD8Ct0SuKj2/A0+kJm/aff7Uns/28y8Ysh57gWeZbVq57T7s61Vqx5TO/7pmfm9jr05bTaToyRJdexWlSSpjslRkqQ6JkdJkuqYHCVJqmNylCSpjslRkqQ6JkdJkuqYHCVJqvP/AVaYNpl7MpCTAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 576x432 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.preprocessing import StandardScaler\n", "from sklearn.metrics import classification_report\n", "\n", "stdscaler = StandardScaler()\n", "iris_y_pred = dnnsc.predict_classes(stdscaler.fit_transform(iris_X), verbose=0)\n", "\n", "# 顯示分類結果報告\n", "print(classification_report(iris_y, iris_y_pred))\n", "\n", "# 劃出 confusion 矩陣\n", "plot_confusion_matrix(iris_y, iris_y_pred)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "<a id=\"case-regression\"></a>\n", "\n", "## 18.3 回歸案例\n", "\n", "TODO" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "<a id=\"references\"></a>\n", "\n", "## References:\n", "\n", "+ UCI ML Breast Cancer Wisconsin (Diagnostic) dataset [[link]](https://archive.ics.uci.edu/ml/datasets/Breast+Cancer+Wisconsin+(Diagnostic))\n", "+ Iris dataset [[link]](https://archive.ics.uci.edu/ml/datasets/iris)\n", "+ Ian Goodfellow and Yoshua Bengio and Aaron Courville, *\"Deep Learning\"*, MIT Press, 2016. [[link]](http://www.deeplearningbook.org)\n", "+ A. Dertat, *\"Applied Deep Learning - Part 2: Real World Case Studies\"*, Towards Data Science, 2017. [[link]](https://towardsdatascience.com/applied-deep-learning-part-2-real-world-case-studies-1bb4b142a585)\n", "+ N. Dorshi, *\"Deep Learning Best Practices (1) — Weight Initialization\"*, Medium, 2018. [[link]](https://medium.com/usf-msds/deep-learning-best-practices-1-weight-initialization-14e5c0295b94)\n", "+ 李宏毅, *\"Batch Normalization\"*, Machine Learning and having it Deep and Structured, 2017. [[youtube]](https://www.youtube.com/watch?v=BZh1ltr5Rkg)" ] } ], "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": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 2 }