{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Will They Buy It \n", "\n", "A Machine Learning Model to determine if consumers will make a purchase based on browsing behaviours. \n", "\n", "The data set is from \"Online Shoppers Purchasing Intention Dataset Data Set\" https://archive.ics.uci.edu/ml/datasets/Online+Shoppers+Purchasing+Intention+Dataset\n", "\n", "Description of the Data\n", "\n", "This data set represents imbalanced data as 84.5% of user journeys did NOT result in a purchase (Revenue=False)\n", "\n", "- 10 numerical and 8 categorical attributes.\n", "- 'Revenue' is the target.\n", "- \"Administrative\", \"Administrative Duration\", \"Informational\", \"Informational Duration\", \"Product Related\" and \"Product Related Duration\" represent the number of different types of pages visited by the visitor in that session and total time spent in each of these page categories. \n", "- The values of these features are derived from the URL information of the pages visited by the user and updated in real time when a user takes an action, e.g. moving from one page to another. \n", "- The \"Bounce Rate\", \"Exit Rate\" and \"Page Value\" features represent the metrics measured by \"Google Analytics\" for each page in the e-commerce site. \n", "- The value of \"Bounce Rate\" feature for a web page refers to the percentage of visitors who enter the site from that page and then leave (\"bounce\") without triggering any other requests to the analytics server during that session. \n", "- The value of \"Exit Rate\" feature for a specific web page is calculated as for all pageviews to the page and it represents the percentage that the page was seen in the last session. \n", "- The \"Page Value\" feature represents the average value for a web page that a user visited before completing an e-commerce transaction. \n", "- \"Special Day\" feature indicates the closeness of the site visiting time to a specific special day (e.g. Mother’s Day, Valentine's Day) in which the sessions are more likely to be finalized with transaction. The value of this attribute is determined by considering the dynamics of e-commerce such as the duration between the order date and delivery date. \n", "- The dataset also includes operating system, browser, region, traffic type, visitor type as returning or new visitor, a Boolean value indicating whether the date of the visit is weekend, and month of the year.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "## Importing required Libraries\n", "\n", "import os, time, warnings\n", "\n", "from IPython.display import display, HTML\n", "\n", "import matplotlib.pyplot as plt\n", "from matplotlib import style\n", "import seaborn as sb\n", "\n", "import numpy as np\n", "from numpy import concatenate\n", "\n", "import pandas as pd\n", "\n", "from sklearn.cluster import KMeans\n", "from sklearn.datasets import make_classification, make_blobs\n", "from sklearn.decomposition import PCA\n", "from sklearn.ensemble import RandomForestClassifier, ExtraTreesClassifier\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.manifold import *\n", "from sklearn.metrics import *\n", "from sklearn.model_selection import train_test_split, cross_val_predict, cross_val_score, GridSearchCV\n", "from sklearn.preprocessing import StandardScaler,LabelEncoder, MinMaxScaler\n", "from sklearn.semi_supervised import LabelSpreading, LabelPropagation\n", "from sklearn.svm import SVC\n", "\n", "from xgboost import XGBClassifier\n", "\n", "from yellowbrick.cluster import KElbowVisualizer\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Helper Functions\n", "\n", "class cScoreboard():\n", " \n", " def __init__(self):\n", " self.results = {'Model':[],'Accuracy':[],'Precision':[],'Recall':[],'F1':[],'CM':[],'Train':[],'Predict':[]}\n", " \n", " def get_score(self, model_desc, y_test, y_pred, training_time=0, prediction_time=0,ROC=None):\n", " self.results[\"Model\"].append(model_desc)\n", " self.results[\"Accuracy\"].append(accuracy_score(y_test, y_pred))\n", " self.results[\"Precision\"].append(precision_score(y_test, y_pred))\n", " self.results[\"Recall\"].append(recall_score(y_test, y_pred))\n", " self.results[\"F1\"].append(f1_score(y_test, y_pred))\n", " self.results[\"CM\"].append(confusion_matrix(y_test, y_pred))\n", " self.results[\"Train\"].append(training_time)\n", " self.results[\"Predict\"].append(prediction_time)\n", " \n", " def score_models(self, ml_models, X_train, y_train, X_test, y_test):\n", " \n", " for model_desc, model in ml_models:\n", "\n", " print(\"Running\",model_desc)\n", "\n", " t_start = time.perf_counter()\n", " model.fit(X_train, y_train)\n", " t_end = time.perf_counter()\n", "\n", " p_start = time.perf_counter()\n", " y_pred = model.predict(X_test)\n", " p_end = time.perf_counter()\n", " \n", " self.get_score(model_desc,y_test,y_pred,(t_end-t_start),(p_end-p_start))\n", "\n", " def plot_AUC_models(self, ml_models, X_train, y_train, X_test, y_test):\n", " \n", " for model_desc, model in ml_models:\n", "\n", " print(\"Plotting AUC: \",model_desc)\n", "\n", " model.fit(X_train, y_train)\n", " y_pred_proba = model.predict_proba(X_test)[::,1]\n", " fpr, tpr, _ = roc_curve(y_test,y_pred_proba)\n", " auc = roc_auc_score(y_test, y_pred_proba)\n", " label_str = model_desc + \" AUC:\" + str(auc)[:5]\n", " plt.plot(fpr,tpr,label=label_str)\n", " \n", " # end for \n", " \n", " plt.legend(loc=4)\n", " plt.show() \n", "\n", "\n", " def print(self,sort_col=\"F1\"):\n", " results_df = pd.DataFrame.from_dict(self.results, orient='columns')\n", " results_df.reset_index(drop=True, inplace=True)\n", " display(results_df.sort_values(by=sort_col, ascending=False))\n", " \n", "\n", "# Calculate the importance of each feature using a random forest\n", "\n", "def feature_importance(X_train, y_train, feature_desc, bPrint = False, bPlot = False):\n", " \n", " forest = ExtraTreesClassifier(n_estimators=20,random_state=0)\n", " forest.fit(X_train, y_train)\n", " \n", " importances = forest.feature_importances_\n", " \n", " assert len(importances) == len(feature_desc)\n", " \n", " std = np.std([tree.feature_importances_ for tree in forest.estimators_], axis=0)\n", " indices = np.argsort(importances)[::-1]\n", " \n", " if bPrint:\n", "\n", " print(\"Feature Ranking:\\n\")\n", "\n", " for f in range(X_train.shape[1]):\n", " print(\"%02d. %s %2.1f\" % (f + 1, feature_desc[indices[f]], importances[indices[f]]*100))\n", " \n", " if bPlot: \n", "\n", " # Plot the feature importances\n", "\n", " plt.figure()\n", " plt.title(\"Feature # Importance\")\n", " plt.bar(range(X_train.shape[1]), importances[indices],\n", " color=\"r\", yerr=std[indices], align=\"center\")\n", " plt.xticks(range(X_train.shape[1]), indices)\n", " plt.xlim([-1, X_train.shape[1]])\n", " plt.show()\n", " \n", " return (indices,importances)\n", "\n", "\n", "# Custom ML Model created to illustrate the \"Falacy of Accuracy\" when classes are highly imbalanced\n", "# Does not train - only predicts majority class\n", "\n", "class LazyClassifier():\n", " \n", " def __init__(self, majority_class = 0):\n", " self.majority_class = majority_class\n", " \n", " def fit(self,X_train, y_train):\n", " # Do nothing - lazy trainer\n", " pass\n", "\n", " def predict(self, X_test):\n", " a = np.empty(X_test.shape[0])\n", " a.fill(self.majority_class)\n", " return a\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Constants\n", "\n", "INPUT_DATA_FILE = \"online_shoppers_intention.csv\"\n", "IMPORTANCE_THRESHOLD = 0.025\n", "UNLABELED_DATA = -1\n", "PURCHASE = 1\n", "NO_PURCHASE = 0\n", "\n", "SMALL_SIZE = 10\n", "MEDIUM_SIZE = 12\n", "\n", "# Variables\n", "\n", "scoreboard = cScoreboard()\n", "\n", "# Configurations\n", "\n", "plt.rc('font', size=SMALL_SIZE)\n", "plt.rc('axes', titlesize=MEDIUM_SIZE)\n", "plt.rc('axes', labelsize=MEDIUM_SIZE)\n", "plt.rcParams['figure.dpi']=150\n", "\n", "sb.set_style('whitegrid')\n", "\n", "warnings.filterwarnings('ignore')\n", "\n", "%matplotlib inline\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(12330, 18)\n" ] }, { "data": { "text/html": [ "
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AdministrativeAdministrative_DurationInformationalInformational_DurationProductRelatedProductRelated_DurationBounceRatesExitRatesPageValuesSpecialDayMonthOperatingSystemsBrowserRegionTrafficTypeVisitorTypeWeekendRevenue
000.000.010.0000000.200.200.00.0Feb1111Returning_VisitorFalseFalse
100.000.0264.0000000.000.100.00.0Feb2212Returning_VisitorFalseFalse
200.000.010.0000000.200.200.00.0Feb4193Returning_VisitorFalseFalse
300.000.022.6666670.050.140.00.0Feb3224Returning_VisitorFalseFalse
400.000.010627.5000000.020.050.00.0Feb3314Returning_VisitorTrueFalse
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" ], "text/plain": [ " Administrative Administrative_Duration Informational \\\n", "0 0 0.0 0 \n", "1 0 0.0 0 \n", "2 0 0.0 0 \n", "3 0 0.0 0 \n", "4 0 0.0 0 \n", "\n", " Informational_Duration ProductRelated ProductRelated_Duration \\\n", "0 0.0 1 0.000000 \n", "1 0.0 2 64.000000 \n", "2 0.0 1 0.000000 \n", "3 0.0 2 2.666667 \n", "4 0.0 10 627.500000 \n", "\n", " BounceRates ExitRates PageValues SpecialDay Month OperatingSystems \\\n", "0 0.20 0.20 0.0 0.0 Feb 1 \n", "1 0.00 0.10 0.0 0.0 Feb 2 \n", "2 0.20 0.20 0.0 0.0 Feb 4 \n", "3 0.05 0.14 0.0 0.0 Feb 3 \n", "4 0.02 0.05 0.0 0.0 Feb 3 \n", "\n", " Browser Region TrafficType VisitorType Weekend Revenue \n", "0 1 1 1 Returning_Visitor False False \n", "1 2 1 2 Returning_Visitor False False \n", "2 1 9 3 Returning_Visitor False False \n", "3 2 2 4 Returning_Visitor False False \n", "4 3 1 4 Returning_Visitor True False " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Load the full data set\n", "\n", "input_df = pd.read_csv(INPUT_DATA_FILE)\n", "print(input_df.shape)\n", "input_df.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of missing data elements = 0\n", "There are no missing data elements so no data needs to be filled\n" ] } ], "source": [ "# Determine if there any missing data and report accordingly\n", "\n", "n_missing = input_df.isnull().sum()\n", "\n", "if sum(n_missing) == 0:\n", " print(\"Number of missing data elements = \",sum(n_missing))\n", " print(\"There are no missing data elements so no data needs to be filled\")\n", "else:\n", " print(\"There ARE missing data elements so data NEEDS to be filled\")\n", " print(n_missing)\n", " " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 12330 entries, 0 to 12329\n", "Data columns (total 18 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Administrative 12330 non-null int64 \n", " 1 Administrative_Duration 12330 non-null float64\n", " 2 Informational 12330 non-null int64 \n", " 3 Informational_Duration 12330 non-null float64\n", " 4 ProductRelated 12330 non-null int64 \n", " 5 ProductRelated_Duration 12330 non-null float64\n", " 6 BounceRates 12330 non-null float64\n", " 7 ExitRates 12330 non-null float64\n", " 8 PageValues 12330 non-null float64\n", " 9 SpecialDay 12330 non-null float64\n", " 10 Month 12330 non-null object \n", " 11 OperatingSystems 12330 non-null int64 \n", " 12 Browser 12330 non-null int64 \n", " 13 Region 12330 non-null int64 \n", " 14 TrafficType 12330 non-null int64 \n", " 15 VisitorType 12330 non-null object \n", " 16 Weekend 12330 non-null bool \n", " 17 Revenue 12330 non-null bool \n", "dtypes: bool(2), float64(7), int64(7), object(2)\n", "memory usage: 1.5+ MB\n", "None\n", "\n", "The non-numeric_columns are: ['Month', 'VisitorType', 'Weekend', 'Revenue']\n" ] } ], "source": [ "# Determine which columns are numeric and which are categorical\n", "\n", "print(input_df.info())\n", "num_dtypes_list = [\"int_\", \"int8\", \"int16\",\"int32\",\"int64\",\"uint8\",\"uint16\",\"uint32\",\"uint64\",\"float_\",\"float16\",\"float32\",\"float64\"]\n", "non_numeric_cols = [col for col in input_df.columns if input_df[col].dtypes not in num_dtypes_list]\n", "print(\"\\nThe non-numeric_columns are: \",non_numeric_cols)\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The new data structure after one-hot encoding is: \n", "\n", "Shape: (12330, 31)\n", "Columns: \n", " Index(['Administrative', 'Administrative_Duration', 'Informational',\n", " 'Informational_Duration', 'ProductRelated', 'ProductRelated_Duration',\n", " 'BounceRates', 'ExitRates', 'PageValues', 'SpecialDay',\n", " 'OperatingSystems', 'Browser', 'Region', 'TrafficType', 'Month_Aug',\n", " 'Month_Dec', 'Month_Feb', 'Month_Jul', 'Month_June', 'Month_Mar',\n", " 'Month_May', 'Month_Nov', 'Month_Oct', 'Month_Sep',\n", " 'VisitorType_New_Visitor', 'VisitorType_Other',\n", " 'VisitorType_Returning_Visitor', 'Weekend_False', 'Weekend_True',\n", " 'Revenue_False', 'Revenue_True'],\n", " dtype='object')\n", "\n", "The shopping months are: ['Month_Aug', 'Month_Dec', 'Month_Feb', 'Month_Jul', 'Month_June', 'Month_Mar', 'Month_May', 'Month_Nov', 'Month_Oct', 'Month_Sep']\n", "10 shopping months are represented. NOTE: Two months are missing - Jan/Apr\n" ] } ], "source": [ "# Convert the non-numeric data to one-hot encoded values\n", "\n", "shopping_df = pd.get_dummies(input_df, columns = non_numeric_cols)\n", "shopping_df.to_csv(\"shopping_onehot.csv\")\n", "\n", "# Print the new data structure\n", "\n", "print(\"The new data structure after one-hot encoding is: \\n\")\n", "print(\"Shape: \",shopping_df.shape)\n", "print(\"Columns: \\n\",shopping_df.columns)\n", "\n", "print(\"\")\n", "\n", "month_cols = [x for x in shopping_df.columns if x[:5]==\"Month\"]\n", "print(\"The shopping months are: \",month_cols)\n", "print(len(month_cols), \"shopping months are represented. NOTE: Two months are missing - Jan/Apr\")\n", "\n", "n_shoppers = len(shopping_df) # Size of total shopping data set\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Size of training data = visits not in June-Dec = 10239\n", "Size of test data = visits in Feb-Mar = 2091\n", "Assert that the size of the testing data and training data = original shopping data: True\n", "(10239, 19)\n", "(10239, 1)\n", "(2091, 19)\n", "(2091, 1)\n" ] } ], "source": [ "# Split the dataset into training and test\n", "# Train the model on data in the months of June-Dec\n", "# Test the model on data from to Feb-March.\n", "\n", "# We filter by month but then we drop month from the training / test data as the months don't overlap\n", "\n", "train_df = shopping_df[ (shopping_df[\"Month_Feb\"]!= 1) & (shopping_df[\"Month_Mar\"] != 1) ]\n", "train_df.drop(columns=month_cols,inplace=True)\n", "n_train = len(train_df)\n", "print(\"Size of training data = visits not in June-Dec = \", n_train)\n", "train_df.to_csv(\"training_data.csv\")\n", "\n", "test_df = shopping_df[ (shopping_df[\"Month_Feb\"]== 1) ^ (shopping_df[\"Month_Mar\"] == 1) ]\n", "test_df.drop(columns=month_cols,inplace=True)\n", "n_test = len(test_df)\n", "print(\"Size of test data = visits in Feb-Mar = \", n_test)\n", "test_df.to_csv(\"test_data.csv\")\n", "\n", "print(\"Assert that the size of the testing data and training data = original shopping data:\",(n_test + n_train == n_shoppers))\n", "\n", "assert n_test + n_train == n_shoppers\n", "\n", "X_train = train_df.iloc[:,:-2]\n", "print(X_train.shape)\n", "\n", "y_train = train_df[\"Revenue_True\"].values.reshape(-1,1)\n", "print(y_train.shape)\n", "\n", "X_test = test_df.iloc[:,:-2]\n", "print(X_test.shape)\n", "\n", "y_test = test_df[\"Revenue_True\"].values.reshape(-1,1)\n", "print(y_test.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### End of Data Prep\n", "\n", "### Data Visualization / Data Discovery\n", "\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Shoppers: 12330 | Browsers 10422 | Buyers 1908 | Non-Purchase Ratio 0.8452554744525548\n" ] } ], "source": [ "# Split the data into buyers / browsers\n", "\n", "buyer_df = shopping_df[shopping_df[\"Revenue_True\"] == 1]\n", "n_buyers = len(buyer_df)\n", "\n", "browser_df = shopping_df[shopping_df[\"Revenue_False\"] == 1]\n", "n_browsers = len(browser_df)\n", "\n", "print(\"Shoppers:\",n_shoppers,\"| Browsers\",n_browsers,\"| Buyers\",n_buyers,\"| Non-Purchase Ratio\",(1-(n_buyers/n_shoppers)))\n", "\n", "assert n_buyers + n_browsers == n_shoppers\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Stats for shoppers\n" ] }, { "data": { "text/html": [ "
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count12330.00000012330.00000012330.00000012330.00000012330.00000012330.00000012330.00000012330.00000012330.00000012330.000000...12330.00000012330.00000012330.00000012330.00000012330.00000012330.00000012330.00000012330.00000012330.00000012330.000000
mean2.31516680.8186110.50356934.47239831.7314681194.7462200.0221910.0430735.8892580.061427...0.2431470.0445260.0363340.1373880.0068940.8557180.7673970.2326030.8452550.154745
std3.321784176.7791071.270156140.74929444.4755031913.6692880.0484880.04859718.5684370.198917...0.4290000.2062680.1871280.3442710.0827450.3513900.4225090.4225090.3616760.361676
min0.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000...0.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000
25%0.0000000.0000000.0000000.0000007.000000184.1375000.0000000.0142860.0000000.000000...0.0000000.0000000.0000000.0000000.0000001.0000001.0000000.0000001.0000000.000000
50%1.0000007.5000000.0000000.00000018.000000598.9369050.0031120.0251560.0000000.000000...0.0000000.0000000.0000000.0000000.0000001.0000001.0000000.0000001.0000000.000000
75%4.00000093.2562500.0000000.00000038.0000001464.1572140.0168130.0500000.0000000.000000...0.0000000.0000000.0000000.0000000.0000001.0000001.0000000.0000001.0000000.000000
max27.0000003398.75000024.0000002549.375000705.00000063973.5222300.2000000.200000361.7637421.000000...1.0000001.0000001.0000001.0000001.0000001.0000001.0000001.0000001.0000001.000000
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8 rows × 31 columns

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" ], "text/plain": [ " Administrative Administrative_Duration Informational \\\n", "count 12330.000000 12330.000000 12330.000000 \n", "mean 2.315166 80.818611 0.503569 \n", "std 3.321784 176.779107 1.270156 \n", "min 0.000000 0.000000 0.000000 \n", "25% 0.000000 0.000000 0.000000 \n", "50% 1.000000 7.500000 0.000000 \n", "75% 4.000000 93.256250 0.000000 \n", "max 27.000000 3398.750000 24.000000 \n", "\n", " Informational_Duration ProductRelated ProductRelated_Duration \\\n", "count 12330.000000 12330.000000 12330.000000 \n", "mean 34.472398 31.731468 1194.746220 \n", "std 140.749294 44.475503 1913.669288 \n", "min 0.000000 0.000000 0.000000 \n", "25% 0.000000 7.000000 184.137500 \n", "50% 0.000000 18.000000 598.936905 \n", "75% 0.000000 38.000000 1464.157214 \n", "max 2549.375000 705.000000 63973.522230 \n", "\n", " BounceRates ExitRates PageValues SpecialDay ... \\\n", "count 12330.000000 12330.000000 12330.000000 12330.000000 ... \n", "mean 0.022191 0.043073 5.889258 0.061427 ... \n", "std 0.048488 0.048597 18.568437 0.198917 ... \n", "min 0.000000 0.000000 0.000000 0.000000 ... \n", "25% 0.000000 0.014286 0.000000 0.000000 ... \n", "50% 0.003112 0.025156 0.000000 0.000000 ... \n", "75% 0.016813 0.050000 0.000000 0.000000 ... \n", "max 0.200000 0.200000 361.763742 1.000000 ... \n", "\n", " Month_Nov Month_Oct Month_Sep VisitorType_New_Visitor \\\n", "count 12330.000000 12330.000000 12330.000000 12330.000000 \n", "mean 0.243147 0.044526 0.036334 0.137388 \n", "std 0.429000 0.206268 0.187128 0.344271 \n", "min 0.000000 0.000000 0.000000 0.000000 \n", "25% 0.000000 0.000000 0.000000 0.000000 \n", "50% 0.000000 0.000000 0.000000 0.000000 \n", "75% 0.000000 0.000000 0.000000 0.000000 \n", "max 1.000000 1.000000 1.000000 1.000000 \n", "\n", " VisitorType_Other VisitorType_Returning_Visitor Weekend_False \\\n", "count 12330.000000 12330.000000 12330.000000 \n", "mean 0.006894 0.855718 0.767397 \n", "std 0.082745 0.351390 0.422509 \n", "min 0.000000 0.000000 0.000000 \n", "25% 0.000000 1.000000 1.000000 \n", "50% 0.000000 1.000000 1.000000 \n", "75% 0.000000 1.000000 1.000000 \n", "max 1.000000 1.000000 1.000000 \n", "\n", " Weekend_True Revenue_False Revenue_True \n", "count 12330.000000 12330.000000 12330.000000 \n", "mean 0.232603 0.845255 0.154745 \n", "std 0.422509 0.361676 0.361676 \n", "min 0.000000 0.000000 0.000000 \n", "25% 0.000000 1.000000 0.000000 \n", "50% 0.000000 1.000000 0.000000 \n", "75% 0.000000 1.000000 0.000000 \n", "max 1.000000 1.000000 1.000000 \n", "\n", "[8 rows x 31 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(\"Stats for shoppers\")\n", "shopping_df.describe()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Stats for buyers\n" ] }, { "data": { "text/html": [ "
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mean3.393606119.4832440.78616457.61142748.2101681876.2096150.0051170.01955527.2645180.023166...0.3983230.0602730.0450730.2211740.0083860.770440.7384700.2615300.01.0
std3.730527201.1147321.521176171.61913158.2673652312.2143920.0121850.01646335.1919540.123521...0.4896810.2380530.2075190.4151460.0912130.420660.4395830.4395830.00.0
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8 rows × 31 columns

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" ], "text/plain": [ " Administrative Administrative_Duration Informational \\\n", "count 1908.000000 1908.000000 1908.000000 \n", "mean 3.393606 119.483244 0.786164 \n", "std 3.730527 201.114732 1.521176 \n", "min 0.000000 0.000000 0.000000 \n", "25% 0.000000 0.000000 0.000000 \n", "50% 2.000000 52.366667 0.000000 \n", "75% 5.000000 151.083333 1.000000 \n", "max 26.000000 2086.750000 12.000000 \n", "\n", " Informational_Duration ProductRelated ProductRelated_Duration \\\n", "count 1908.000000 1908.000000 1908.000000 \n", "mean 57.611427 48.210168 1876.209615 \n", "std 171.619131 58.267365 2312.214392 \n", "min 0.000000 0.000000 0.000000 \n", "25% 0.000000 15.000000 541.906250 \n", "50% 0.000000 29.000000 1109.906250 \n", "75% 19.000000 57.000000 2266.011310 \n", "max 1767.666667 534.000000 27009.859430 \n", "\n", " BounceRates ExitRates PageValues SpecialDay ... Month_Nov \\\n", "count 1908.000000 1908.000000 1908.000000 1908.000000 ... 1908.000000 \n", "mean 0.005117 0.019555 27.264518 0.023166 ... 0.398323 \n", "std 0.012185 0.016463 35.191954 0.123521 ... 0.489681 \n", "min 0.000000 0.000000 0.000000 0.000000 ... 0.000000 \n", "25% 0.000000 0.009521 3.641144 0.000000 ... 0.000000 \n", "50% 0.000000 0.016000 16.758134 0.000000 ... 0.000000 \n", "75% 0.006452 0.025000 38.897742 0.000000 ... 1.000000 \n", "max 0.200000 0.200000 361.763742 1.000000 ... 1.000000 \n", "\n", " Month_Oct Month_Sep VisitorType_New_Visitor VisitorType_Other \\\n", "count 1908.000000 1908.000000 1908.000000 1908.000000 \n", "mean 0.060273 0.045073 0.221174 0.008386 \n", "std 0.238053 0.207519 0.415146 0.091213 \n", "min 0.000000 0.000000 0.000000 0.000000 \n", "25% 0.000000 0.000000 0.000000 0.000000 \n", "50% 0.000000 0.000000 0.000000 0.000000 \n", "75% 0.000000 0.000000 0.000000 0.000000 \n", "max 1.000000 1.000000 1.000000 1.000000 \n", "\n", " VisitorType_Returning_Visitor Weekend_False Weekend_True \\\n", "count 1908.00000 1908.000000 1908.000000 \n", "mean 0.77044 0.738470 0.261530 \n", "std 0.42066 0.439583 0.439583 \n", "min 0.00000 0.000000 0.000000 \n", "25% 1.00000 0.000000 0.000000 \n", "50% 1.00000 1.000000 0.000000 \n", "75% 1.00000 1.000000 1.000000 \n", "max 1.00000 1.000000 1.000000 \n", "\n", " Revenue_False Revenue_True \n", "count 1908.0 1908.0 \n", "mean 0.0 1.0 \n", "std 0.0 0.0 \n", "min 0.0 1.0 \n", "25% 0.0 1.0 \n", "50% 0.0 1.0 \n", "75% 0.0 1.0 \n", "max 0.0 1.0 \n", "\n", "[8 rows x 31 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(\"Stats for buyers\")\n", "buyer_stats = buyer_df.describe()\n", "buyer_df.describe()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Stats for browsers\n" ] }, { "data": { "text/html": [ "
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8 rows × 31 columns

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" ], "text/plain": [ " Administrative Administrative_Duration Informational \\\n", "count 10422.000000 10422.000000 10422.000000 \n", "mean 2.117732 73.740111 0.451833 \n", "std 3.202481 171.017970 1.211582 \n", "min 0.000000 0.000000 0.000000 \n", "25% 0.000000 0.000000 0.000000 \n", "50% 0.000000 0.000000 0.000000 \n", "75% 3.000000 83.000000 0.000000 \n", "max 27.000000 3398.750000 24.000000 \n", "\n", " Informational_Duration ProductRelated ProductRelated_Duration \\\n", "count 10422.000000 10422.000000 10422.000000 \n", "mean 30.236237 28.714642 1069.987809 \n", "std 133.909306 40.744717 1803.797757 \n", "min 0.000000 0.000000 0.000000 \n", "25% 0.000000 6.000000 151.000000 \n", "50% 0.000000 16.000000 510.190000 \n", "75% 0.000000 35.000000 1331.816667 \n", "max 2549.375000 705.000000 63973.522230 \n", "\n", " BounceRates ExitRates PageValues SpecialDay ... \\\n", "count 10422.000000 10422.000000 10422.000000 10422.000000 ... \n", "mean 0.025317 0.047378 1.975998 0.068432 ... \n", "std 0.051877 0.051231 9.072424 0.209054 ... \n", "min 0.000000 0.000000 0.000000 0.000000 ... \n", "25% 0.000000 0.015560 0.000000 0.000000 ... \n", "50% 0.004255 0.028571 0.000000 0.000000 ... \n", "75% 0.020000 0.053846 0.000000 0.000000 ... \n", "max 0.200000 0.200000 246.758590 1.000000 ... \n", "\n", " Month_Nov Month_Oct Month_Sep VisitorType_New_Visitor \\\n", "count 10422.000000 10422.000000 10422.000000 10422.000000 \n", "mean 0.214738 0.041643 0.034734 0.122050 \n", "std 0.410660 0.199781 0.183115 0.327359 \n", "min 0.000000 0.000000 0.000000 0.000000 \n", "25% 0.000000 0.000000 0.000000 0.000000 \n", "50% 0.000000 0.000000 0.000000 0.000000 \n", "75% 0.000000 0.000000 0.000000 0.000000 \n", "max 1.000000 1.000000 1.000000 1.000000 \n", "\n", " VisitorType_Other VisitorType_Returning_Visitor Weekend_False \\\n", "count 10422.000000 10422.000000 10422.000000 \n", "mean 0.006621 0.871330 0.772692 \n", "std 0.081101 0.334851 0.419113 \n", "min 0.000000 0.000000 0.000000 \n", "25% 0.000000 1.000000 1.000000 \n", "50% 0.000000 1.000000 1.000000 \n", "75% 0.000000 1.000000 1.000000 \n", "max 1.000000 1.000000 1.000000 \n", "\n", " Weekend_True Revenue_False Revenue_True \n", "count 10422.000000 10422.0 10422.0 \n", "mean 0.227308 1.0 0.0 \n", "std 0.419113 0.0 0.0 \n", "min 0.000000 1.0 0.0 \n", "25% 0.000000 1.0 0.0 \n", "50% 0.000000 1.0 0.0 \n", "75% 0.000000 1.0 0.0 \n", "max 1.000000 1.0 0.0 \n", "\n", "[8 rows x 31 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(\"Stats for browsers\")\n", "browser_stats = browser_df.describe()\n", "browser_df.describe()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Key Buyer Statistics\n", "\n", "Administrative 3.393606\n", "Administrative_Duration 119.483244\n", "Informational 0.786164\n", "Informational_Duration 57.611427\n", "ProductRelated 48.210168\n", "ProductRelated_Duration 1876.209615\n", "BounceRates 0.005117\n", "ExitRates 0.019555\n", "PageValues 27.264518\n", "SpecialDay 0.023166\n", "Name: mean, dtype: float64\n", "\n", "Key Browser Statistics\n", "\n", "Administrative 2.117732\n", "Administrative_Duration 73.740111\n", "Informational 0.451833\n", "Informational_Duration 30.236237\n", "ProductRelated 28.714642\n", "ProductRelated_Duration 1069.987809\n", "BounceRates 0.025317\n", "ExitRates 0.047378\n", "PageValues 1.975998\n", "SpecialDay 0.068432\n", "Name: mean, dtype: float64\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Let's compare selective columns in terms of Buyers vs Browsers\n", "\n", "print(\"\\nKey Buyer Statistics\\n\")\n", "print(buyer_stats.loc[\"mean\"][:10])\n", "\n", "print(\"\\nKey Browser Statistics\\n\")\n", "print(browser_stats.loc[\"mean\"][:10])\n", "\n", "relative_mean = (buyer_stats.loc[\"mean\"][:10] / browser_stats.loc[\"mean\"][:10]).values\n", "#print(relative_mean)\n", "\n", "# Plot\n", "\n", "plot_cols = [x[:5]+\"_Dur\" if idx in [1,3,5] else x[:5] for idx,x in enumerate(buyer_stats.columns) ][:10]\n", "plt.rcParams['figure.figsize'] = [10, 10]\n", "plt.title(\"Buyer Ratios Relative to Non-Buyers\")\n", "plt.bar(plot_cols,relative_mean)\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['VisitorType_New_Visitor', 'VisitorType_Other',\n", " 'VisitorType_Returning_Visitor', 'Weekend_False', 'Weekend_True'],\n", " dtype='object')\n", "\n", "Buyer stats\n", "\n", "VisitorType_New_Visitor 0.221174\n", "VisitorType_Other 0.008386\n", "VisitorType_Returning_Visitor 0.770440\n", "Weekend_False 0.738470\n", "Weekend_True 0.261530\n", "Name: mean, dtype: float64\n", "\n", "Browser stats\n", "\n", "VisitorType_New_Visitor 0.122050\n", "VisitorType_Other 0.006621\n", "VisitorType_Returning_Visitor 0.871330\n", "Weekend_False 0.772692\n", "Weekend_True 0.227308\n", "Name: mean, dtype: float64\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Let's compare more columns in terms of Buyers vs Browsers\n", "\n", "print(shopping_df.columns[-7:-2])\n", "\n", "print(\"\\nBuyer stats\\n\")\n", "print(buyer_stats.loc[\"mean\"][-7:-2])\n", "\n", "print(\"\\nBrowser stats\\n\")\n", "print(browser_stats.loc[\"mean\"][-7:-2])\n", "\n", "relative_mean = (buyer_stats.loc[\"mean\"][-7:-2] / browser_stats.loc[\"mean\"][-7:-2]).values\n", "#print(relative_mean)\n", "\n", "plot_cols = [x[x.find(\"_\")+1:] for x in buyer_stats.columns ][-7:-2]\n", "plot_cols[-2]= \"Weekend_\"+plot_cols[-2]\n", "plot_cols[-1]= \"Weekend_\"+plot_cols[-1]\n", "#print(plot_cols)\n", "\n", "plt.rcParams['figure.figsize'] = [10, 10]\n", "plt.title(\"Buyer Ratios Relative to Non-Buyers\")\n", "plt.bar(plot_cols,relative_mean)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Interpretation of the Visualizations\n", "\n", "\n", "These values represent the ratio of buyers/non-buyers for each metric (hence pseudo normalized)\n", "\n", "Values close to 1 mean that the patterns of buyers / non-buyers are very similar despite the feature\n", "\n", "Values > 1 are significantly different and could be meaningful features. PageValues appears to be one of interest.\n", "\n", "Values significantly < 1 could also be significant e.g .Bounce_Rates\n", "\n", "### Feature Importance Ranking\n", "\n", "We are also going to quickly run a classifier that offers explainability of the predictive values of the features (e.g. \n", "\n", "RandomForest). Although this is not our final model, this process will help to identify features that have higher predictive \n", "\n", "values than others. PageValues once again shows up as an important feature using both approaches as do others.\n", "\n", "The most informative features are shown and ranked below.\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Feature Ranking:\n", "\n", "01. PageValues 31.3\n", "02. ExitRates 8.8\n", "03. ProductRelated_Duration 8.0\n", "04. ProductRelated 7.9\n", "05. BounceRates 5.8\n", "06. Administrative 5.8\n", "07. Administrative_Duration 5.6\n", "08. TrafficType 5.2\n", "09. Region 4.8\n", "10. Browser 3.5\n", "11. OperatingSystems 3.2\n", "12. Informational_Duration 3.2\n", "13. Informational 3.1\n", "14. SpecialDay 1.0\n", "15. Weekend_True 0.8\n", "16. Weekend_False 0.8\n", "17. VisitorType_New_Visitor 0.7\n", "18. VisitorType_Returning_Visitor 0.5\n", "19. VisitorType_Other 0.1\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Run the feature importance function to highlight potentially important features\n", "\n", "(indices,importances) = feature_importance(X_train,y_train,train_df.iloc[:,:-2].columns,bPrint=True,bPlot=True)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run Classifiers\n", "\n", "\n", "For this model\n", "\n", "True Positive (TP) - Predict purchase / purchase made = True Purchase\n", "\n", "True Negative (TN) - Predict no purchase / none made = True No Purchase\n", "\n", "False Positive (FP) - Predict purchase / no purchase made = False Purchase\n", "\n", "False Negative (FN) - Predict no purchase / purchase made = False No Purchase = Purchase\n", "\n", "\n", "Accuracy - Correct predictions (TP+TN) divided by the total number of predictions. This is skewed by class imbalances. \n", "\n", "Precision - True Positives divided by the number of True Positives and False Positives or Positive Predictive Value (PPV).\n", "This is the classifier's exactness (differentiates positives) and low precision can also indicate a large number of False Positives.\n", "\n", "Recall - True Positives divided by the True Positives plus False Negatives. This is positive predictions divided by the number of positive class values or the True Positive Rate. Low recall indicates many False Negatives.\n", "\n", "F-score is the harmonic mean of Precision and Recall\n", "\n", "--\n", "\n", "### The Fallacy of Accuracy\n", "\n", "It is tempting to just consider \"Accuracy\" as the key metric in this exercise but *classification accuracy is not enough* when classes are imbalanced (e.g 14% purchase ratio).\n", "\n", "To illustrate the \"Fallacy of Accuracy\" (or Accuracy Paradox), I created a Lazy classifier. It does not train and will always return a NO_PURCHASE value. When compared on just \"Accuracy\" it looks OK vs other classifiers. It is only when one looks at \"Precision\",\"Recall\",\"F1\" etc. that the problems become apparent as it scores a zero and its super laziness and lack of utility is revealed.\n", "\n", "I also created a \"Too Optimistic\" Classifier that will alway predict a PURCHASE. We can see how Recall gets skewed in that model.\n", "\n", "\"Lazy\" has high accuracy because even though TP is zero / TN is a high number hence a high score. Precision is zero because it cannot differentiate a True Positive (can't predict a purchase)\n", "\n", "Optimistic has low accuracy but perfect Recall because it always predicts a purchase correctly and never generates a false negative\n", "\n", "So we have opted for F-Score as the relevent metric to optimize. A balanced F-score (F1 score) is the harmonic mean of precision and recall. We are thus judging the model \n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running Lazy\n", "Running Too Optimistic\n", "Running Logistic (Linear)\n", "Running Support Vector\n", "Running Random Forest\n", "Running XGBoost\n", "[04:48:53] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.5.0/src/learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n" ] }, { "data": { "text/html": [ "
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ModelAccuracyPrecisionRecallF1CMTrainPredict
5XGBoost0.9473940.7374300.6769230.705882[[1849, 47], [63, 132]]2.507876e+000.002560
4Random Forest0.9421330.7371790.5897440.655271[[1855, 41], [80, 115]]9.453150e-020.003768
2Logistic (Linear)0.9340030.7766990.4102560.536913[[1873, 23], [115, 80]]8.305380e-020.001158
1Too Optimistic0.0932570.0932571.0000000.170604[[0, 1896], [0, 195]]9.000000e-070.000012
3Support Vector0.9077001.0000000.0102560.020305[[1896, 0], [193, 2]]1.264474e+000.144728
0Lazy0.9067430.0000000.0000000.000000[[1896, 0], [195, 0]]1.000000e-060.000037
\n", "
" ], "text/plain": [ " Model Accuracy Precision Recall F1 \\\n", "5 XGBoost 0.947394 0.737430 0.676923 0.705882 \n", "4 Random Forest 0.942133 0.737179 0.589744 0.655271 \n", "2 Logistic (Linear) 0.934003 0.776699 0.410256 0.536913 \n", "1 Too Optimistic 0.093257 0.093257 1.000000 0.170604 \n", "3 Support Vector 0.907700 1.000000 0.010256 0.020305 \n", "0 Lazy 0.906743 0.000000 0.000000 0.000000 \n", "\n", " CM Train Predict \n", "5 [[1849, 47], [63, 132]] 2.507876e+00 0.002560 \n", "4 [[1855, 41], [80, 115]] 9.453150e-02 0.003768 \n", "2 [[1873, 23], [115, 80]] 8.305380e-02 0.001158 \n", "1 [[0, 1896], [0, 195]] 9.000000e-07 0.000012 \n", "3 [[1896, 0], [193, 2]] 1.264474e+00 0.144728 \n", "0 [[1896, 0], [195, 0]] 1.000000e-06 0.000037 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ml_models = [(\"Lazy\", LazyClassifier(majority_class=NO_PURCHASE)),\n", " (\"Too Optimistic\", LazyClassifier(majority_class=PURCHASE)),\n", " (\"Logistic (Linear)\",LogisticRegression()),\n", " (\"Support Vector\",SVC()),\n", " (\"Random Forest\",RandomForestClassifier(n_estimators=10)),\n", " (\"XGBoost\", XGBClassifier(n_estimators=100)),\n", "]\n", "scoreboard.score_models(ml_models, X_train, y_train, X_test, y_test) \n", "scoreboard.print()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plotting AUC: Logistic (Linear)\n", "Plotting AUC: Random Forest\n", "Plotting AUC: XGBoost\n", "[04:49:01] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.5.0/src/learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ml_models = [(\"Logistic (Linear)\",LogisticRegression()),\n", " (\"Random Forest\",RandomForestClassifier(n_estimators=10)),\n", " (\"XGBoost\", XGBClassifier(n_estimators=100)),\n", "]\n", "\n", "scoreboard.plot_AUC_models(ml_models, X_train, y_train, X_test, y_test) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comment on Classifiers and AUC Score\n", "\n", "\n", "AUC score for the baseline XGBoost case is 0.975.\n", "\n", "AUC score 1 represents perfect classifier, and 0.5 represents a worthless classifier.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hyperparameter Tuning of the XGBoost Model\n", "\n", "\n", "XGBoost has proven to be a solid performer for a wide range of challenging problems (e.g. Kaggle) so it is no surprise that it has scored well relative to other models on a standalone and AutoML context.\n", "\n", "We would like to do 2 things before formulating the Best Model: \n", "\n", "1) Use a weighted XGBoost model to deal with the Class Imbalance problem and \n", "\n", "2) Tune other hyperparameters accordingly\n", "\n", "We can solve for imbalanced classification problems by tuning the \"scale_pos_weight\" hyperparameter, which is set to 1.0 by default.\n", "\n", "This parameter has the effect of weighing the balance of positive examples relative to negative examples when boosting decision trees. For our imbalanced binary classification data, the negative class refers to the majority class (NO_PURCHASE = Class 0) and the positive class refers to the minority class (PURCHASE = Class 1).\n", "\n", "The scale_pos_weight value is used to scale the gradient for the positive class. This can help the model achieve better performance when making predictions on the positive class. However, incorrect settings of this hyperparameter may lead to overfitting the positive class and poorer performance on the negative class.\n", "\n", "A suggested value is to set \"scale_pos_weight\" to the inverse of the class distribution. So our non-purchase percentage of ~85% suggests a (100/(100-85)) = 6.5 ratio that can be tuned.\n", "\n", "So for the hyperparameter tuning we are going to use the baseline results from the AutoML and then add some reasonable hyperparameters including scale_pos_weight to adjust for CLASS IMBALANCES.\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Hyperparameter tuning the XGBoost Model\n", "Fitting 5 folds for each of 2880 candidates, totalling 14400 fits\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=4)]: Using backend LokyBackend with 4 concurrent workers.\n", "[Parallel(n_jobs=4)]: Done 33 tasks | elapsed: 3.3s\n", "[Parallel(n_jobs=4)]: Done 154 tasks | elapsed: 12.0s\n", "[Parallel(n_jobs=4)]: Done 357 tasks | elapsed: 30.6s\n", "[Parallel(n_jobs=4)]: Done 640 tasks | elapsed: 55.1s\n", "[Parallel(n_jobs=4)]: Done 1005 tasks | elapsed: 1.4min\n", "[Parallel(n_jobs=4)]: Done 1450 tasks | elapsed: 2.2min\n", "[Parallel(n_jobs=4)]: Done 1977 tasks | elapsed: 3.3min\n", "[Parallel(n_jobs=4)]: Done 2584 tasks | elapsed: 4.6min\n", "[Parallel(n_jobs=4)]: Done 3273 tasks | elapsed: 6.4min\n", "[Parallel(n_jobs=4)]: Done 4042 tasks | elapsed: 8.5min\n", "[Parallel(n_jobs=4)]: Done 4893 tasks | elapsed: 10.7min\n", "[Parallel(n_jobs=4)]: Done 5824 tasks | elapsed: 11.9min\n", "[Parallel(n_jobs=4)]: Done 6837 tasks | elapsed: 13.8min\n", "[Parallel(n_jobs=4)]: Done 7930 tasks | elapsed: 16.3min\n", "[Parallel(n_jobs=4)]: Done 9105 tasks | elapsed: 19.5min\n", "[Parallel(n_jobs=4)]: Done 10360 tasks | elapsed: 21.9min\n", "[Parallel(n_jobs=4)]: Done 11697 tasks | elapsed: 24.4min\n", "[Parallel(n_jobs=4)]: Done 13114 tasks | elapsed: 27.9min\n", "[Parallel(n_jobs=4)]: Done 14400 out of 14400 | elapsed: 31.9min finished\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[05:21:20] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.5.0/src/learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n", "Best Grid Search Parameters : {'learning_rate': 0.01, 'max_depth': 9, 'min_child_weight': 20, 'n_estimators': 200, 'scale_pos_weight': 6.5, 'subsample': 0.5}\n", "Best Grid Search Score : 0.8938214198412272\n" ] } ], "source": [ "print(\"Hyperparameter tuning the XGBoost Model\")\n", "\n", "param_test = {\n", " 'learning_rate':[0.1,0.05,0.01],\n", " 'n_estimators':[100,150,200],\n", " 'max_depth':[3,5,7,9],\n", " 'min_child_weight':[5,10,16,20],\n", " 'subsample':[0.1,0.25,0.35,0.5,1],\n", " 'scale_pos_weight':[1,5,6.5,8] \n", "}\n", "\n", "gsearch = GridSearchCV(estimator = XGBClassifier(learning_rate =0.05,\n", " n_estimators=100,\n", " max_depth=3,\n", " min_child_weight=8,\n", " subsample=0.1,\n", " scale_pos_weight=6.5,\n", " objective= 'binary:logistic'),\n", " param_grid = param_test,\n", " scoring='roc_auc', \n", " n_jobs=4,\n", " verbose=2)\n", "\n", "gsearch.fit(X_train, y_train)\n", "\n", "print('Best Grid Search Parameters :',gsearch.best_params_)\n", "print('Best Grid Search Score : ', gsearch.best_score_)\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running XGB (HyperP)\n", "[05:23:56] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.5.0/src/learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n" ] }, { "data": { "text/html": [ "
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ModelAccuracyPrecisionRecallF1CMTrainPredict
6XGB (HyperP)0.9397420.6074771.0000000.755814[[1770, 126], [0, 195]]9.121882e-010.003666
5XGBoost0.9473940.7374300.6769230.705882[[1849, 47], [63, 132]]2.507876e+000.002560
4Random Forest0.9421330.7371790.5897440.655271[[1855, 41], [80, 115]]9.453150e-020.003768
2Logistic (Linear)0.9340030.7766990.4102560.536913[[1873, 23], [115, 80]]8.305380e-020.001158
1Too Optimistic0.0932570.0932571.0000000.170604[[0, 1896], [0, 195]]9.000000e-070.000012
3Support Vector0.9077001.0000000.0102560.020305[[1896, 0], [193, 2]]1.264474e+000.144728
0Lazy0.9067430.0000000.0000000.000000[[1896, 0], [195, 0]]1.000000e-060.000037
\n", "
" ], "text/plain": [ " Model Accuracy Precision Recall F1 \\\n", "6 XGB (HyperP) 0.939742 0.607477 1.000000 0.755814 \n", "5 XGBoost 0.947394 0.737430 0.676923 0.705882 \n", "4 Random Forest 0.942133 0.737179 0.589744 0.655271 \n", "2 Logistic (Linear) 0.934003 0.776699 0.410256 0.536913 \n", "1 Too Optimistic 0.093257 0.093257 1.000000 0.170604 \n", "3 Support Vector 0.907700 1.000000 0.010256 0.020305 \n", "0 Lazy 0.906743 0.000000 0.000000 0.000000 \n", "\n", " CM Train Predict \n", "6 [[1770, 126], [0, 195]] 9.121882e-01 0.003666 \n", "5 [[1849, 47], [63, 132]] 2.507876e+00 0.002560 \n", "4 [[1855, 41], [80, 115]] 9.453150e-02 0.003768 \n", "2 [[1873, 23], [115, 80]] 8.305380e-02 0.001158 \n", "1 [[0, 1896], [0, 195]] 9.000000e-07 0.000012 \n", "3 [[1896, 0], [193, 2]] 1.264474e+00 0.144728 \n", "0 [[1896, 0], [195, 0]] 1.000000e-06 0.000037 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ml_models = [(\"XGB (HyperP)\", XGBClassifier(**gsearch.best_params_))]\n", "scoreboard.score_models(ml_models, X_train, y_train, X_test, y_test)\n", "scoreboard.print()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[05:24:02] WARNING: C:/Users/Administrator/workspace/xgboost-win64_release_1.5.0/src/learner.cc:1115: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'binary:logistic' was changed from 'error' to 'logloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n", "Running Feature Importance: \n", "\n", " Importance\n", "Feature \n", "PageValues 0.514163\n", "SpecialDay 0.080420\n", "VisitorType_New_Visitor 0.049958\n", "ProductRelated 0.032484\n", "Informational 0.029990\n", "VisitorType_Returning_Visitor 0.029917\n", "ProductRelated_Duration 0.028964\n", "TrafficType 0.027956\n", "Administrative 0.026119\n", "ExitRates 0.024973\n", "Browser 0.023951\n", "BounceRates 0.023574\n", "Administrative_Duration 0.022873\n", "OperatingSystems 0.022859\n", "Weekend_False 0.021590\n", "Informational_Duration 0.021151\n", "Region 0.019059\n", "VisitorType_Other 0.000000\n", "Weekend_True 0.000000\n" ] } ], "source": [ "# Save the best model as Best Model and display the most important features\n", "\n", "best_model = XGBClassifier(**gsearch.best_params_)\n", "\n", "best_model.fit(X_train,y_train)\n", "\n", "print(\"Running Feature Importance: \",\"\\n\")\n", "\n", "importances_df = pd.DataFrame({\n", " 'Feature': X_train.columns,\n", " 'Importance': best_model.feature_importances_\n", "})\n", "\n", "importances_df = importances_df.sort_values(by='Importance', ascending=False)\n", "importances_df = importances_df.set_index('Feature')\n", "\n", "print(importances_df)\n", "\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cluster Analysis\n", "\n", "We are now going to reduce the data to the most relevant features and then run\n", "a clustering analysis to determine logical clusters of shoppers. This will \n", "aid us in a profiling exercise to determine similarities between shoppers and patterns\n", "e.g. tends to browse and buy nothing / quickly exits / spends time in high value areas and purchases etc\n", "\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Importance\n", "Feature \n", "PageValues 0.514163\n", "SpecialDay 0.080420\n", "VisitorType_New_Visitor 0.049958\n", "ProductRelated 0.032484\n", "Informational 0.029990\n", "VisitorType_Returning_Visitor 0.029917\n", "ProductRelated_Duration 0.028964\n", "TrafficType 0.027956\n", "Administrative 0.026119\n" ] } ], "source": [ "# Extract the indices corresponding to a feature importance > 0.025 (IMPORTANCE_THRESHOLD)\n", "\n", "most_important_df = importances_df[(importances_df[\"Importance\"] > IMPORTANCE_THRESHOLD)]\n", "print(most_important_df)\n", "selected_columns = most_important_df.index.values\n", "#print(selected_columns)\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(12330, 29)\n", "(12330, 1)\n" ] } ], "source": [ "# Perform cluster analysis on all of the one_hot encoded data (shopping_df)\n", "\n", "X_cluster = shopping_df.iloc[:,:-2]\n", "print(X_cluster.shape)\n", "\n", "y_cluster = shopping_df[\"Revenue_True\"].values.reshape(-1,1)\n", "print(y_cluster.shape)\n", "\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(12330, 8)\n" ] } ], "source": [ "# Use PCA to determine the optimal count for the clusters\n", "\n", "pca = PCA(n_components=8)\n", "X_red = pca.fit_transform(X_cluster)\n", "print(X_red.shape)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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hcJhHHnnkkNffe++9Y68f79e//vVhpVeuuOIKfv7znx9ybMeOHTzwwAM88MADPPTQQzz33HPs2bPniM9NFddkJrvnsmXLeOihh8b+r/Py8jj33HOPGPt8I4meEEKIjNHd3X3ERO/oo48mEAjQ0NDAXXfdha7rKY/pz3/+M1dccQWXXHIJ11xzDQBdXV3cdNNNXH755VxwwQVs2rSJnTt38q//+q9cfPHF1NfX09fXB8DNN9/MnXfeybXXXsvPfvYz2tra+OQnP8kVV1zBVVddxa5du2YV1/DwMK+99hpXXXUVEC0FUlRUxKZNm1i8eDELFy7EZrNx8cUX8/TTTwNQUVHB6tWrgWglg2XLltHV1QVEk1Cfz0coFMLn81FRUXHI6/Pz8w95PUBnZyfPPffcWAxxJ510Ei6X65BjO3fuZO3ateTl5WGxWDjppJN46qmnpn1usrgmM9k9x3v55ZdZuHAhtbW1R4x9vpHNGEIIkWHWrl076fGbbrqJG264AYAbb7yRl19++bDXnHjiifziF78AoqNWd911Fxs3bpz2nsFgkK9+9avs3buXSCTCZz/72UOe37BhA9dddx3Dw8PcdNNNnHXWWQSDQf7jP/6DtrY2wuEw119/Pffccw8///nPKSoq4uSTT+a3v/0txxxzDO9///u5//77x+qwDQ8P8+Uvf5mhoSH6+/u5+uqrueaaa/jpT39Ka2sr//M//8OnP/3pQ2LYvn07paWlfOxjH+Oqq67isssuG3vummuuYWRk5LCP64tf/CLvfve7Dzv+sY99DEVR+MAHPsAHPvCBKd+X4eFh7rnnHv7yl79gs9kYHBwkFArx8Y9/nM997nOcffbZjI6OEgqF+OAHP8h3vvMdjjnmGO6++27uvfdePve5z7Fjxw6WL1/Ob37zG4LBIDfccAPf+MY3WLRoEf/4xz+45557uPPOOw+5byIfT1tbGyUlJXzpS19i+/btrF69mi9/+ct0dXVRVVU1dk5lZSWbNm067Fr79+9n27ZtrF27loKCAj760Y9y9tlnY7fbOe2006irqzvk9e3t7WOvj/v2t7/NF77whUljnWjlypX84Ac/oL+/H4fDwfPPP8+aNWuO+FxlZeW0cSXqkUceOWRadyaxZzNJ9ETW+O53v3vYlIEQIjkeeOABiouL+fa3v01/fz8f/vCH+djHPjb2fF5eHnfffTd9fX1cffXVnHHGGdx///0UFxfzne98h+HhYa644gouvfRSXnjhBaqqqliwYAEvvvgiNpuNJUuWHFJsd+/evVx88cWcd955dHV1ce2113LNNddw4403smPHjsOSvGAwyIEDB7jlllu44447OP744w95/r777kv4Y/39739PZWUlvb29XH/99SxbtoyTTjpp0teazWZ8Ph//+Z//yeWXX86xxx7L448/zvLlyzn77LPH3ptHH32U9evXj00tr1ixgmeeeQa/38/AwACf+tSnAPj73/9Oa2srN910ExAdrVq/fv1h903k4wmFQmzdupXbbruNtWvX8s1vfpO7774bVVUPe+3EEiEjIyPcfPPN/Md//AcFBQUMDAzw9NNP8/TTT1NYWMhnPvMZHnroobFkemRkhFtvvXXs9QDPPvssJSUlrFmzhldeeWXaeJcvX84NN9zARz/6UZxOJ6qqYjabj/jcdHElKhAI8Mwzz/D5z39+VrFnM0n0RNY499xzKSkpMToMIVIukRG4n/70p9O+5rrrruO6665L6J47duygpaVlbOQnFArh8XjGnl+/fj2KolBaWkphYSEej4edO3eOjS4VFBSwfPly3vWud/GHP/yB6upqPve5z/Gb3/wGXdc577zzDrlfWVkZ9957L08++SQFBQWEQqEjxrdz506OPfZYBgYGxpKD8WYyoldZWQlAaWkp5557Lps2bZoy0cvLy+Nvf/sbzz77LLfffjtXXXUVBw8ePGzUtbW1lZUrV4493rFjBytWrODtt99m7dq1Y0Wxt2/fzmc/+1muvvrqI368iXw8VVVVVFVVjcVywQUXcPfdd3PmmWfS2dk5dk5XV9ch053BYJCbb76ZSy65ZOz/5aWXXmLBggVj32PPO+883nzzTS677LKx11900UWH/D++8cYbPPPMMzz//PP4/X6Gh4e59dZbj7ie8+qrrx772O+6666x/4upnjtSXDPx/PPPs3r1asrKymYde7aSRE8IIQTLli2jqqqKG2+8EZ/Px09+8hOKiorG1pm99dZbQHQNndfrpbi4mOXLl/P6669z7rnnMjw8PDZFuX//frq7u/n85z/Pz372M55++ml++ctfHnK/X/7yl6xbt45rrrmGf/7zn/zjH/8Aok3kJ+tCsH37do4//nguvfRSPv3pT3PvvfeO/dCGxEf0vF4vkUiEgoICvF4vL774Iv/+7/8+5ev37NnDkiVLuPjii2ltbSUQCFBeXs727dvHXtPX10dlZSXbtm0DolOqDz30EPfddx/PPvvsISNsFRUVNDc3c+WVV2IymdA0jZUrVx424pbIx1NeXk5VVRW7du1i2bJlvPzyyyxfvpxjjz2WPXv20NbWRmVlJY888gjf+973ANB1nS9/+cssW7aM66+/fuxaNTU1bNy4kdHRURwOBy+//DJr1qw55PUf/vCHD7n/5z//+bERsldeeYVf/vKX0yZKvb29lJaW0t7ezpNPPsn9999/xOf27NkzaVwz9cgjj3DxxRfPKfZsJYmeyBoXXnghw8PDvPDCC0aHIsS888EPfpCvfOUrfPjDH2Z4eJhrrrkGk+md/Xo+n4+PfOQjeL1e7rjjDhRF4V/+5V+47bbb+NCHPoTf7+fTn/40paWlnHTSSezfvx+TycRJJ51Ea2sr+fn5h9zv7LPP5mtf+xp//etfcbvdmM1mAoEApaWlBINBvvOd7xxSSmX79u0cd9xxLF26lFtvvZXPfvaz/OpXv8Jqtc7o4+zt7R2bRg2Hw7zvfe/jjDPOoLu7m29/+9t8//vfP+T1P/3pT3nzzTdxOp2sWLGCb37zm4RCIT7/+c9z8cUXY7FYuPnmm7nsssv4xz/+wSWXXILdbufb3/42xcXF7Nixg+OOO27seldeeSWvvPIKF154IQ6Hg6OOOmpOCcZtt93GrbfeSjAYZOHChdx5551YLBZuv/12brjhBsLhMFdeeSVHHXUUAC0tLTz00EOsXLlybFTslltu4cwzz+T888/n/e9/PxaLhaOPPpoPfOADh7z+gx/8ICaTaez1R3LLLbfw6quv0t/fzxlnnMFNN93E1VdfzU033YTH48FisfDVr371kM0Tkz23du3aSeMC+PjHP843v/nNsVHBqe45OjrKSy+9xB133DHr9zmbKenYsTSdlpaWOuCFlStXUlhYaHQ4hmtpaZl0zUauW7t2LYFAYOy3ZvEO+ZyZWqa/N4FAACDtzeJHRkYOS75yWSgU4rvf/S4NDQ3y3kwhV9+Xyb5Gh4aG2LFjB8Dp69evbzYmssTkTHmVrz+xka8/Mf26FyGEELlH1/VDNp8IMV/kxNTt15/YyB1PvrO1/KvnT166QAghRG6yWq2Ul5cbHYYQSTfvE72JSV7835LsCSGEEKnT4WllV/cGhn39FDiKWVa+jmr3CqPDyjnzOtGbmOTFSbInhBBCpE6Hp5WNbc+MPR7y9Y09zrZkT9f1w3ZFZ5N5u0ZvqiQv7o4nN8mavSxz5ZVXjhUoFWK+MJlM09aQEyLb7OreAIA/6GXA242uRw45nk3C4fAhO9Czzbwe0RPzy+23305LS4vRYQiRVBaLhdHRUbxeL2azOW0jB8FgcGw3oTiUvDeTm8n7Mjjai67rDPs9APiDo9gseQyO9mXNe6vrOuFwmHA4PFbwOhtlb4o6ja+ev5bbzztuyudvP+84mboVQmSEwsJCbDZbWqeHdu7cmbZ7ZRt5byY3k/cl31YMQKEj2tEiFAnGjruTHleqKIqCzWbL+rJv2ZuiJiCeyE2cwpUkLzvdcccddHZ2ZnRNNCFmy4gRg3TX7ssm8t5MLtH35aiqE9jY9gxWxY6iKIQjQUwmE0dVnSDvbZrN60QPDk/2zl1ZLUlelnrwwQezZshfCCFyWbV7BaOBYXb3bMJisqLrOqtrT8+6jRjzwbyduh3vq+ev5WMnRz+5Vle5jQ1GCCGEyAHBsJ9g2Mfi0jW4nOXkWQuMDiknzfsRvbivnb+WX7zSyoEBr9GhCCGEEPPewGg3AGsWnIFJMZNny+61btkqZxK9ykIHZpNCuyR6QgghRErpus7gaA9Om4t8u9vocHJaTkzdAphNJqoK8zgwKImeEEIIkUrewCChSABXXhkA4UiIvpEOwhGpGZluOZPoAdS68mgfGEXXdaNDEbNQU1NDWVmZ0WEIIYSYxmBs2tbljPYPbu1q4dVdf6Xf22lkWDkppxK9GpeTQDhCz4jf6FDELDz22GP84Ac/MDoMIYQQ0xj09QJQ5Ij+cl6cXwVA/4gkeumWM2v0AGqLnAAcGPBSXuAwOBohhBBiflpZ+S5q3Sp5tuhO22JnNNHrG+kwMqyclFMjerWudxI9kX2eeuopXn31VaPDEEIIMQ1FUShwuDGbouNJVoudQkcJA96DRCJhg6PLLTmV6NVIopfVbr31Vn74wx8aHYYQQogjCIb8DI72ENEPTehK8quJ6OGxsisiPXIq0at15QHQPjBqcCRCCCHE/NQ93MZLrX9iX+/WQ44X51cDyIaMNMupNXoL3PmAjOgJIYQQqRLfcVuUd2iVhLKCBZx21JUU2EuMCCtn5VSiV1sUHdHbL4meEEIIkRIDoz3AOztu4yxmG4XmUiNCymk5NXWbb7ficlilO4YQQgiRArquMzTaQ77djcVsnfx5Xy++4IgB0eWmnEr0ILrzVqZuhRBCiOTzBgYIRYK48sonfb5jYCcvvv0gHZ6daY4sd+XU1C1Ed95u7RpgNBgiz5pzH35We+ihh9i8ebPRYQghhJjCwBTr8+Li9fT6RzpYWn5c2uLKZTmX6YyvpbeirMjgaMRMLFmyhN7eXqPDEEIIMYXKoqWcstyFw5o/6fN5tgLyrIX0ezvRdR1FUdIcYe7Jwanb6IaMA1JiJesMDw8zOir/b0IIkanMJgtuZ8WUiR5Ey6wEw36G/X1pjCx35dyInhRNzl6nnXYagUCAbdu2GR2KEEKICXRdZzQwRJ6t8IgjdSX51bR7dtA30kmhQ3bhplrujejF+t3KzlshhBAieUb8Hp7f8Qe2HHjhiK8rzn9nnZ5IvZwb0ZN+t0IIIUTyDcbq5xU6jlwQ2Wkr4uRll065YUMklyR6QgghhJizsULJU5RWiVMUZWxUT6Rezk3dVhQ4sJgU6XcrhBBCJNE7rc+mX3en6zrewBAj/oFUh5Xzci7RM5kUqovyODAoI3pCCCFEMuh6hEFfDwX2Ysym6ScLR/wentd+z86Db6QhutyWc1O3EJ2+fb2tl0hEx2SSGj7Z4otf/CJ79uwxOgwhhBATjPgHCEdC007bxuXb3VjNdvrm6YaMpuYGE/BjYC3gB26or2tsHff8vwKfB8LAL+vrGn+SqlhybkQPooleKKLTPeIzOhQxA9dccw3nn3++0WEIIYSYIM9WyIlLLmJx2eqEXh9dp1eNLzjMaGAoxdEZ4nLAUV/XeCrQAHxvwvPfBd4LnAZ8vqm5oThVgeRsogew3yPTt0IIIcRcmU0WygoXTNnjdjIlsQ0Z83RUrw54HKC+rvGfwIkTnt8EuAAHoAB6qgLJ6URPdt5ml4985CN87WtfMzoMIYQQE4TCgRmfU5xfDUD/SGeyw8kERcD4nSbhpuaG8cvlNgMtwBbgb/V1jZ5UBZKTid5YdwzZkJFVNm7cSGtr6/QvFEIIkTa6HuGZbb/l9d2Pzei8QkcpFpN1vhZOHgQKxz021dc1hgCamhuOAy4GlgJLgIqm5oarUxVITiZ68RE96Y4hhBBCzM2w30NED2G3Omd0nkkxceLSizhl+eWpCcxYLwIXATQ1N5wCvDXuuQFgFBitr2sMAweBlK3Ry9Fdt3kAHJBaekIIIcScDI4VSp55pwu3szLZ4WSKPwPnNjU3vER0Dd71Tc0N1wAF9XWNdzc1N/wMaG5qbggAO4GmVAWSo4merNETQgghkiFeKNk1y5ZmwZAfX2iYQsf0hZazRX1dYwS4ccLh7eOe/ynw03TEkpNTt3lWC8V5Npm6FUIIIeZoYLQHBWVWiVpED/Ps9t+xqe3ZFEQmIEdH9CA6qtfmGTE6DDEDZ5xxBr29vUaHIYQQIiaiRxgc7aXAkVhHjIlMihm3s4K+kXaCIT9Wiz0FUea2nE30alxONnd6GPEHybdbjQ5HJOBHP/oRLS0tRochhBBijM5xC8+a0xWK86voG2mn39tJRdHi5IQlxuTk1C2M25AxKBsyhBBCiNkwKWaqXMuoci2b9TVKYvX05mnhZMPlcKInGzKyzU9+8hP+9Kc/GR2GEEKIGF2fe0MHt7MSBdN8radnuJxN9Gok0cs6P/3pTyXRE0KIDPLqrr/yUuuf5pTwmU0WXM5yBkd7CIWDSYxOQA6v0ZOiyUIIIcTsRfQIA6Pd5NvdKIoyp2sdU3MaVrMDi1nWzCdbziZ6C2KJ3n6PJHpCCCHETI34+4no4VnXzxtvNsWWRWJyduq2VvrdCiGEELM24I13xChPyvXCkdBYlw2RPDmb6JXl27GZTTJ1K4QQQsxCvCNGskbjXt31V17e+RfCkVBSrieicjbRUxSFGlee9LvNIlarFbPZbHQYQgghiHfEMFHoKEnK9dzOKnQ9woD3YFKuJ6JyNtEDqC1y0jk0SjgSMToUkYDXX3+de++91+gwhBBCAItKj2FF5Qmz6ogxmZL8KkDq6SVbzm7GgGiJlXBEp2vIN1ZuRQghhBDTqy1emdTruWOJXr+3M6nXzXW5PaIntfSyyoYNG9ixY4fRYQghhEgBuyWPfLub/pEuInrY6HDmDUn0kEQvW1x33XXccccdRochhBA5T+t4hVd2PowvOJLU65bkVxPRQwyO9ib1urksx6duo/1u22VDhhBCCJGwvpF2Bn292MyOpF53SdlxLCpdTYG9OKnXzWU5nehJLT0hhBBiZiJ6mCFfH4X2Ekym5FZCyLe7kno9IVO3gEzdCiGEEIka9kU7YqSqm4WuRxgc7UHXpSJGMuR0oldTJP1uhRBCiJkYiHWvcDmT0xFjoq3tL/JS658Y8vWl5Pq5JqcTPYfVTKnTLiN6QgghRIKS3RFjIpezAoD+ESmzkgw5vUYPotO3u/uGjQ5DJODnP/8527dvNzoMIYTIacX51YTCAQrtyemIMVFJfjUQLZy8uGxNSu6RSyTRczvZ1NHPoC9AkcNmdDjiCE466SRMppwehBZCCMPVuFdQ416RsuvnWQuxW/LpH+lA13UURUnZvXJBzv/UrI2VWJGet0IIIYTxFEWhJL+KQNjHiH/A6HCyniR6RbLzNluceuqp3HDDDUaHIYQQOavD00rLnscZjG3ISJX49G3/SHtK75MLcn7qtkZKrGQNr9dLIBAwOgwhhMhZvcPtdA/t46jKE1N6nwrXEgocJbjyUrOzN5ekNNFTVbUCaAHO1TQtI1fRx2vpSYkVIYQQ4sgGfT0oiokCR2o7V9gtTuwWZ0rvkStSNnWrqqoV+BmQ0YvfpGiyEEIIMT1djzDk66PIUYpJSW5HjMnvp+MNDBIM+1N+r/kslWv0vgv8FMjoCXZJ9IQQQojpBfQRdD2Ssvp5E+3v387z2h84OLg3Lfebr1KS6KmqWg90a5r2RCqun0wlTht2i4n2wYweeBRCCCEM5deHANK2bi5+n76RjrTcb75SdF1P+kVVVX0e0GN/1gE7gEs1TZu0zHVLS0sd8ELSA0nQ+x9+G39Y59H3rzQqBJGA+++/H4APfOADBkcihBC5ZyTcw1CkgxLzMmym/JTfT9d19gZexKxYWWg7OeX3m6XT169f32x0EEeSks0YmqadEf+3qqrPATdOleSNt3LlSgoLC1MR0hEt+2cPL+7uZu2647GYja8409LSwvr1640OI+OsX79e3pspyPsyNXlvJifvy9TkvZlcS0sLZ7zr/LTeU9nTQ/fQPlavWoXDmvrkMlFDQ0Ps2LHD6DASYnxWkwFqipxEdJ3OIZm+FUIIITJF8Vg9Pel7O1spT/Q0TTsrU0urxMmGjOxwyy238IMf/MDoMIQQIucM+Xo5GNxG7/CBtN63JL8KkHV6c5HzBZNB2qBli6effloKJgshhAH6R7oYjnQxGhhO632L8so4YfH5FMcSPjFzkujxTncMKZoshBBCHC7e8ixdpVXiTIqZiqLFab3nfCNr9IAFsURvvyR6QgghxGEGRrtRMFHgcBty/0DIhy84Ysi9s50kesgaPSGEEGIq4UiIYV8/NqUgLR0xJvJ4D/LMtl+zp2dT2u89H0iiB1QXRdfoydStEEIIcaghXx86Eeym9Jc/Ayh0lKAoJtmQMUuyRg+wWcxUFDhkRC/DHX300QwMDBgdhhBC5BRdj1DsrMI3akzKYDZZcOdV0O/tJBQOYDHbDIkjW8mIXkyty8mBQS+p6BQikuMPf/gD3/zmN40OQwghckpxfhUnL7+UAnOlgTHE6ul5pZ7eTEmiF1PjysMbCDPgCxodihBCCCHGKZHCybMmiV6MbMjIfH/84x955plnjA5DCCFyRjgSYsuBZg4O7jM0DrezAgVF1unNgiR6MZLoZb5vfOMb/PKXvzQ6DCGEyBlDvj7a+rbSM9xmaBwWs40TlpzPukXvMTSObCSbMWJqiiTRE0IIIcYbGO0GwJVXzihDhsZSXrjI0PtnKxnRi6mV7hhCCCHEIYzqiDGVcCTEaMDYhDPbSKIXI/1uhRBCiEMNjnZjUizk291Gh0IoHOTprffy1v5/GB1KVpFEL0bW6AkhhBDviHfEKMorxaQYny5YzFby7S483oNE9LDR4WQN4//nMoQ7z0ae1Uz7oCR6QgghhD/kpcBRjNtZYXQoY4rzq4noIQa8PUaHkjVkM0aMoijRoskyopex/vGPf7BhwwajwxBCiJzgtBVx2lFXZVQjgWJnFft6t9A/0kFxvnEFnLOJjOiNs8DlpGvIRyAkQ8KZyO12U1hoTK9FIYTIVYqiGB3CmHjh5D6v1NNLlCR649TE1ul1DMqGjEx04MABuru7jQ5DCCFywp6eTRwc3Gt0GIewW504bS48I53oesTocLKCTN2OM35DxuKSAoOjERNddNFFBAIBLrjgAqNDEUKIeS0cCbG945+4nZVUFC02OpxDrK49HZvFAWTOSGMmk0RvnLESKzKiJ4QQh+jwtLKrewPDvn4KHMUsK19HtXuF0WGJFBkc7QWihZIzTWlBjdEhZBVJ9MapkaLJQghxmA5PKxvb3ukzPeTrG3ssyd78NBjriJEphZIn0vUIo8FhnLYio0PJeLJGbxyppSeEEIfb1b0BAH9wlP6RTiKR8CHHxfwzEOuIkYkjegAvtf6Jl1v/nFE7gjOVJHrj1Eq/WyGEOMywrx+AEX8/uh7BHxqNHfcYGJVIpcHRbswmC/l2l9GhTKrQUUow7GfY3290KBlPEr1xqoryUBSZuhVCiPEKHMUwbuDEYrLGjruNCUikVEQPE9ZDFDnKUDKgI8ZkimNlVvpHpMzKdGSN3jhWs4nKgjzpd5uh7rzzTnbu3Gl0GELknGXl63hj75MA2Cx5WC32seNi/jEpZs5UP0Q4EjI6lCmVjCV6nSwqXW1wNJktM1N1A9W68jgw4JV5/wx00UUX8e53v9voMITIOdXuFSwqWY3ZZMVitlPoKGHtwnNkI8Y8ZzZl7liQ01aEzZJH30iH/LyeRub+LxqkxuWkZX8f/aMBSpx2o8MRQoiMsLL6JEoLaxnxe/AFh6lyLTM6JJEiBwf3YjKZKc2vydipW0VRKMmvpnNgF6OBIZx22X07lcz8HzSQ7LzNXJdeeim33nqr0WEIkZPsFic17hV4A4Mc6N/BaHDY6JBEimidr/Dm3qfI9ILES8vXcvKyy3DY8o0OJaNJojeBJHqZa+/evXR2dhodhhA5J6KHx9ZrFdjdAIz4PcYFJFImFA4y4vdQ5CjNqB63k3HllVOcX4lJMRsdSkaTRG+CGimxIoQQh+gb6eDvW5vY27OZfEn05rUhX6wjhjMz6+dNpOs63sCQ0WFkNFmjN8ECdyzR80iiJ4QQAJ6RLnQ9Qp6tkDxbtA+41NCbnwbGOmJkR6L31v7naPe8zVmrrsFhzZwe9U3NDSbgx8BawA/cUF/X2Bp7rgr4w7iXrwMa6usaf5qKWGREb4KxqdtBSfSEEALA4+0CwOWswGmLFtCVEb35aTDDO2JMVOgoBaBvJOOW9VwOOOrrGk8FGoDvxZ+or2vsrK9rPKu+rvEs4EvAG8A9qQpEEr0Jal15AFJLTwghiE6NebxdOG0u7JY8zCYLrrxyrGapSjAfjfg9WEzWrOkhW5xfBWRk4eQ64HGA+rrGfwInTnxBU3ODAvwI+GR9XWM4VYHI1O0ERQ4bBXaLdMfIQJdeeildXV1GhyFEThn29xOKBKlwVo4dO3XF+w2MSKTSKcsvxx/yZvxGjLiivDLMJgt9mZfoFQED4x6Hm5obLPV1jeOrUF8CbKmva9RSGYgkepOoLXLKZowM9I1vfIOWlhajwxAip8SnbYvzK6d5pZgPFEXBYc2eciUmxYTbWUXv8H78oVHsljyjQ4obBArHPTZNSPIAPgz8d6oDkanbSdS6nPSM+PGHUjaSKoQQWaG0YAHH1NRRWrBg7JgvOEJb3zY83oMGRiaSbcjXi8d7kIieXT/74u3QPJm1Tu9F4CKApuaGU4C3JnnNeuClVAciI3qTqIltyGgf8LK0tHCaV4t0ufPOO+no6GD9+vVGhyJEznDaCllUeswhx7yBQbYceIGl5WtxOysMikwk266DG+gY2MnpKz9Avt1ldDgJq3YvpyivlGJnldGhjPdn4Nym5oaXiFaevr6pueEaoKC+rvHupuaGcmCovq4x5f3bJNGbxPgNGZLoZY4//OEPBAIBo8MQImdE9AgKHNYGK54EjPgHJjlLZKvB0Z6s2ogR57QVZVzM9XWNEeDGCYe3j3u+m2hZlZSTqdtJSHcMIYSAnqE2nt56Lwf6dxxy3GbOw2KySYmVeSQUDjASGKAorzxrNmJM5A+NjnVwEe+QRG8SY1O3UktPCJHDPN4uQpEgdovzkOOKolDgcOMNDGbdei4xuXj9vKK8MoMjmZ09PW/x7Lbf0DvcbnQoGUcSvUnIiJ4QQkB/bHH7ZOvwnDY3uh5hNDCc7rBECgz6sqtQ8kQFjmIgI+vpGU4SvUlIoieEyHURPczAaA+FjhIsZtthzxfY3SgojAalz+h8MJDlI3puZyUKJvq9kuhNJJsxJlFZ4MCkKLRLd4yMUl5ezsjIiNFhCJEThkb7iOgh3M7J6+ctKlvNkvJjMSnmNEcmUuHY2jNZUnZsxm1qSJTFZKUor4wBbw+hSBCLyWp0SBlDEr1JWMwmqgodMqKXYf7+979LwWQh0iReKHmqRE9+kM4vJpM5a6dt40ryqxkYPciA9yClBbVGh5MxZOp2Cgvc0e4Yup7yEjdCCJFxSgtqWVn1Lkrya6Z8zbCvXxa/zwP+kJcR/0DW/7wrjhVOzsB2aIaSRG8KNS4ngXCEnhG/0aGImOeee4433njD6DCEyAkFjmKWla8jz1Yw5Wve2PskG/Y9lcaoRCq097/NCzvup3Ngl9GhzEkg5MWsWGjtep0X3/4jHZ5Wo0PKCJLoTaG2SDZkZJrPfOYz3HXXXUaHIcS8p+t6QqM7BXY3wbCfQMiXhqhEqgyMdgPZu+MWoMPTyuYDzxPWQyiKiSFfHxvbnpFkD0n0piQ7b4UQuapzYBfPbb+PrsE9R3ydc6xDhif1QYmUiXbEsJFny95OULu6N4z9W9d1iP2iMv54rpJEbwo1kugJIXKUx3sQf2gEm9lxxNcV2N2AJHrZLBj24w0M4sory9qOGBBdLwqMJXjEPpZhn8eYgDKIJHpTiPe7lRIrQohc4/F2oiimaWuq5ccSvWFJ9LLWWEcMZ/ZO28I7BZNRlEMS1gKH25iAMogkelOQqVshRC4KR0IMjvZS5CjDbDpyBa54ouf1D6QhMpEKY4WSHdlZKDluWfm6GR3PJVJHbwpjiZ70uxVC5JCB0W50IhTnT14/bzybxcHJyy4jP7ZWT2SfhSVH48oro9BRanQoc1LtXgFE1+QN+zwUONwsK183djyXSaI3hQK7lSKHlXYZ0csYDzzwAFu2bDE6DCHmtekKJU+USEIoMpfVbJs3xYWr3SsksZuEJHpHUOtyytRtBlm5ciVDQ9JXU4hUKsmvYVn5OoqdVQm9Xtd1AuFRzCardMvIMuFIiFAkgN3iNDoUkUKyRu8Iaory6PMGGA2GjA5FAIFAgGAwaHQYQsxrbmcFK6vehd2a2A//vb1v8ey239I7dCDFkYlk83i7eHbbb9l5UArRz2cyoncE8XV67QOjLC/L3vpC88VJJ51EIBBg27ZtRocixLyk6/qMS2w4bVJLL1vFCyXHN9WI+UlG9I5Adt4KIXJJu+dtXtjxf/QOJz46JyVWstdYaZUs7oghpieJ3hFIoieEyCX9I52M+D1YzLaEz8mzFaAoJhnRy0IDo91YzXbyrFP3MxbZTxK9I5BETwiRSzzeLkyKhUJHScLnmBQzTlsRI35PQv1xRWYIhvyMBoYoyivP6o4YYnqS6B2BJHpCiFwRDPsZ9vfjdpZjUswzOjff7iYUCRAISyehbDHgi67Pc03T/URkP9mMcQSS6AkhcsWA9yCQeP288ZaUrmFBsYpZyqtkDZejnOMXnYtTil3Pe5LoHUFFgQOLSZF+txnilltuYd++fUaHIcS81D9WKDmx+nnjlRTUJDsckWJWi51K11KjwxBpIIneEZhMCtVFedIGLUNcd911tLS0GB2GEPNSSX41wZJjcDsrZn2N2ZRnEcYIR0LT9jIW84Os0ZtGrctJ+4CXSEQWGQsh5q/SglqOqa3DZnHM+NxwJMQ/tN/zxt4nUhCZSLZAyMdTW37J5v3PGx2KSANJ9KZR43ISiuh0j/iMDiXnfexjH+Nb3/qW0WEIISYwmyyEIyGG/f1GhyISEK+fZ7PkGRyJSAdJ9KYhGzIyx+uvvy5dMYRIgf19Gv/c+Rc8sQ0Zs5FvczEaGCIckZaRmS7eEUN23OYGSfSmUVskiZ4QYn7rG2nH4z2IZQ67ZuMdMryBgSRFJVJFOmLkFkn0plHjig5tH5Cdt0KIecrj7cJqts+p52mBI3ruiF8SvUw3MNqNzezAYc03OhSRBpLoTSM+ddsuI3pCiHnIH/LiDQziclbMacdsPEmUVmiZLRDy4QsOU+SUjhi5QhK9acgaPSHEfOYZia7LK55FoeTxCh2lLC1bS/Es6vCJ9OjwtPLKzofxh0bxjHTR4Wk1OiSRBlJEZxqS6GWOU089ld7eXqPDEGJe8YwVSp5bouew5qNWn5yMkEQKdHha2dj2DAB2Sx6hSGDscbV7hZGhiRSTRG8aTpsFd55NEr0M8NOf/lQKJguRZO78SmpCR+HKm32hZJH5dnVvACASCWMymQ85Lone/CaJXgIWuJy0eUaMDkMIIZKusmgJlUVLknKtvT2bafe8zfGLz5OF/hlm2NdPOBJiYLQbh7UAp60wdtxjbGAi5WSNXgJqXE4GfEFG/EGjQ8lpP//5z3nooYeMDkMIMQV/aJSB0W7ZkJGBChzFeAODoOuHlNGJ75YW85ckegmojZdYGZQSK0b60Y9+xAMPPGB0GELMG21923h996MM+fqScr0C2XmbscoKFhAM+bCYbdjM77S5W1a+zrigRFpIopcA2ZAhhJiPeob20zO8H/McCiWP57S7AEn0Mo2uR+gZPkC+o5jywkUoiolCRwlrF54j6/NygKzRS0CNJHpCiHlG13U83i7sFid51oKkXDM+ojcsRZMzyoH+txny9bK07DiOW3i20eGINJMRvQRI0WQhxHwTwo8/5MXtrExa4VyL2Ybd4pQRvQzjD41gMVlZWXWS0aEIA8iIXgKk360QYr7xRwYBKM6fW/28iapcSwlHwui6Lp0XMsTyihNYVLoGq9lmdCjCAJLoJaBW+t0KIeYZnx6dXp1roeSJjq45LanXE7MXigQxKxYURZEkL4dJopeAsnwHVrNJpm4NtnHjRimYLESS2JVCiopKKHKUGR2KSJGtB15kxN/PCYvPx251Gh2OMIis0UuAyaRQU5QnU7dCiHmj0FzFCYvPO6RLQjL4giNs73iZdumjaqjB0R7aPTuI6GFsFsf0J4h5SxK9BNW6nHQMjRKORIwOJWdt3bqV3bt3Gx2GEOIIdD3Cnp636B7ca3QoOUvXdbZ3/BMAtfoUFEV+1OcymbpNUI3LSTiic3DYR3WRDIEb4UMf+hCBQICrrrrK6FCEyGr7erfQFdyC138UTntRUq/tsBZgUiwMy85bw3QP7aNvpJ2ywoWUFSwwOhxhMEnzEyQbMoQQ80X3UBsjkW7MpuT/rq8oCvl2FyP+AXRdT/r1xZFF9DDbO/6JgsKqqlOMDkdkAEn0EhQvsbLfM2JwJEIIMXvxQskWxZGyBfoFdjcRPYQvKN8v023EP0AoEmBBydEUOIqNDkdkAJm6TVCtO140WUb0hBDZa8Q/QDDsx6G4UnaP8a3Q8mzJ6bohElPoKOGMlR+Q0VQxRhK9BI31ux2UnbdCiOzl8XYB4DAld23eeIWOEvJtLiJ6OGX3EIeL6BFMigmL1MwT40iil6Ba6XcrhJgHPN5OAOwpHNGrci2jyrUsZdcXh/P6B3l1999Qq06m2r3c6HBEBpFEL0E1RdLv1mg/+clP0DTN6DCEyGqFjtLoTkx/vtGhiCTSOl/BFxw2OgyRgSTRS5DDaqbUaZcRPQO9+93vxm63Gx2GEFltcdkaFpetoaUvtV1muofaGPH3s6TsuJTeR0D/SCddg7txOytkJFUcRnbdzkCtyynlVYQQIgF7et5ie8c/CYUDRocyr0WLI78MgFp1KoqiGByRyDSS6M1AjSuPIX+QIV/Q6FBy0hlnnMEnPvEJo8MQImvt693C5v3/SEvZk4L4ztvAQMrvlcs6BnYyMNpNlWsZxfmVRocjMpAkejMgGzKMNTAwwMiI1OUSYrY6B3azv19LSaHkiZx2NxAtsZItOjytvPj2H9nl/wcvvv1HOrKgX+/BwT0oiomVVe8yOhSRoWSN3gyMT/RWVaZux5oQQiRbRI8wMHqQAnsxVnPq17oWxBM9nyfl90qGDk8rG9ueiT3SGfL1jT2udq8wLrBprF34HoZ8fThtqSuXI7KbjOjNQI3U0hNCZKlhXx/hSAi3Mz3Te/mxRC9bet7u6t6AruuM+AcI68FDjmeieEFkRVEoyis1OBqRySTRm4H4iJ6UWBFCZJv+WKHkdCV6dosTs8lKIJQdG9iGff2EIgH8wREC+gi+oDd23GNsYFPY1vES29pfJBSWNePiyGTqdgZqXXkAsvNWCJF1PCPRQsnpWrCvKApnrfpXrFnSpaHAUUzX4B4AFMDr9wA65YULDYxqckO+Pvb1biHf7katlvEacWSS6M1AbZFsxjDStddeS3t7u9FhCJGV8u1uSvKrcdrSt744W5I8gGXl69jfrwEKNqUQTEGsZjvLytcZHdphtI5XAFCrTsGkmA2ORmQ6SfRmoDTfjt1ikkTPILfeeistLakt8irEfLWicj2wPq33DIYDDI32kGcrIs9WkNZ7z1S1ewXvWnYpO7ta6B/oo7p4Gcsr1lHtXoEvOILdkoeiGD961jPURs9wG6X5NRk52igyjyR6M6AoCjVFTkn0hBAiAT1DbWxse5pV1aeypOxYo8OZ1tKyY1ladiwtLS2sXxlNin3BEV7Z+TAuZznHLTzb0BG0iB5he8c/AVCrpTiySIwkejO0wO3kxd3dhMIRLGbjf7vLJQ0NDRw8eJBf/vKXRociRFbZ27uF0cAgy8qPx2ZxpO2+BQ43kB219LyBQRyWfEymQxM5s8mKw5pP58AuQuEA6xafi8VkNSTG/pFOhv391BarstM2wzU1N5iAHwNrAT9wQ31dY+u4508C7iK6JLQT+HB9XaMvFbGkLFNRVdWsquovVVV9UVXV51VVXZ6qe6VTTZGTiK7TOSQbMtLtscce4+WXXzY6DCGyToenlb09m9NSKHm8+HrAbCix0rLncZ7b/jt0PXLIcavZxolLL6K8cBE9w/t5ffejBEN+Q2IsLajh3Suu4KjKEw25v5iRywFHfV3jqUAD8L34E03NDQpwD3B9fV1jHfA4sDhVgaRySOoSAE3TTgNuJ5q5Zj3pjiGEyCbhSIiB0W4K88rSnuiZTRbybIWxHayZyxccYcTvoSivbNJ1eGaTheMXn0u1azkebxev7v5rWtrITaYorwyHNd+Qe4sZiSdw1Nc1/hMYn52vBHqBzzY1N/wDKKmva9RSFUjKEj1N0/4C/Fvs4WKgK1X3SicpsSKEyCaDo73oeoRiZ4Uh98+3ufGHRgmGjRkFS0TfSHQ3f0lB7ZSvMSlmjlt4DgtLjsEbGMIfSt8v+6OBYV7f8xiDo71pu6eYsyJgfKPncFNzQ/w3rTLg3USndt8LvKepueE9qQokpYvMNE0Lqap6L/Aj4I+pvFe61EjRZCFEFvF4o/Xz3M4qQ+6fP9bzduDILzRQ73A00Ss7QqIH0Q15x9ScxmkrrsSVVw6806Eild7ueo2eoTaGfJLoZZFBoHDcY1N9XWMo9u9eoLW+rnFrfV1jkOjIX8q2xKd8HF/TtOtUVf0i8IqqqsdomjblePeOHTtSHc6cDXdHE7yWHbtocaZu6F7KiBwuEAgA8t5MRd6XqeXye9MV3MxIZIh9rZ20K55DnkvH+xLUI7g5mtat+1CUtpTfb6Z0Xact+BYRPcyOLXtQlL1AYu9NWA/SFdxCiWUZDlNqes36IoO0B9/AphTQsXOQTsXYz+Vc/lqaoReJLmH7v6bmhlOAt8Y9twsoaGpuWBHboHE68ItUBZKyRE9V1WuBBZqm3Ql4gQgQPtI5K1eupLCw8EgvMVxp3zA8tYdwXhHr16cmAW9paUnZtbPZMcccw+DgoLw3k5DPmanl+nuzrT3AwKibk5efdsjxXH9f4kb8A/TseIPKoqUcvzi6jCrR9+bg4F769m7Ca9qNuvg8ygoWJDU2Xdd5dddfKfQWctLS91FaUJPU68+UfM68Y2hoaLrBqT8D5zY1N7xEdGft9U3NDdcABfV1jXc3NTd8DLgvtjHjpfq6xkdSFWsqR/T+BPxKVdXnASvwWU3TUrJ1OJ1qiqJr9GTqNv0efPBB+W1SiBk6uuZUo0MgHAkRCPkysmiy01bEu1dcMatzK4oWc/yi89jQ9nda9jzOuoXvodK1NGmxHRzcQ7+3k4qixYYneWJm6usaI8CNEw5vH/f8M8C70hFLyhK92BTtv6Tq+kaxWcyUF9hlM4YQQiRA13We2/47bJY8Tl+ZeT8SFEWhKK9s1udXupZwovlC3tj7JG/ue4o1tWeyoESdc1y6rrOzewMKJtSqU+Z8PZG7pOLvLNTGumOkYxGueMdDDz3E888/b3QYQmSNvb1baO1qIRQOGBaDoig4bUV4A4NEJtSoM5qu67FdyXP7Xl5aUMtJSy/Garaztb2Z0cDwnGNTFIUTl1zIukXvId+evv7EYv6RRG8WalxORgIhBn1Bo0PJKbfffjt333230WEIkTX2921jV/eGw7o9pFu+3Y2uRxgNDBkax0RDvl5ean2Qre0vzvlabmcFJy+7lHWL3pu0KWqbxZHUqWCRmyTRmwUpmiyEyHShcIAhXx+uvHJD+7PC+BIrHkPjmKh3+AAAxc7KpFyvwFFMRVG0wUE4EmJPz6ZZjRbuPPgm7Z5WmTUSSSGJ3izEE739kugJITLUwGg3AO785CQxc1GQsYlevFBy8jc67Oh8je0d/2RT2zNE9CMWnDjEiH+A1q4W3u567bB2bELMhiR6s1Az1h1DEj0hRGbqH4kWSi42qFDyeJk4ohfRw/SNdJBvd6ekpdiKyhNwOyvpGNjJG3ufJBwJTX8SoHW+gk4Etepkw6fcxfwgid4sLHBFvylIiRUhRKbyeA8C4DKo9dl4TnsRa2rPZHHZGqNDGePxHiSihyidphvGbFnNdk5aejFlBQvpGWrj9d2PTtsGrm+4nYODe3A7K6kskrV5Ijkk0ZsF6XcrhMh0NosDt7MSuyXP6FAwKWYWlKgUOkqNDmVMX2zatjQ/NYkegNlk4YQl51HlWka/t5PXdj8y5c5jXdfZ3vFPAFZVn4qiKCmLS+SWlLdAm49kM4YxnnrqKTZt2mR0GEJkheMWnm10CIeJby7IhCRmaflaivOrcc2hhl4iTIqZtQvPwWq2U5RXhkmZfHyla3A3g74eqt0rcGfAKKyYPyTRmwV3no08q5n2QUn00qmiooLi4mKjwxBCzMKenrdo7Xqd9UsuojgDNoiYTZa0dZtQFBOra08fexzRw/iCIzht7/THrShawura0ykrWJiWmETukERvFhRFodbllBG9NDt48CD9/f1GhyFExtvXu4WIHmFhydGYTZnxbd5sshKKBBnxewxP9HzBYXQdQ1qy6brO5v3P0z20j8Wla+ga3M2wr58CRzHLytdlZJs4kd0y4ztAFqp1OXl+VxfBcASrWZY6psO5555LIBBg27ZtRociREbb07OZQMjL4tLVRocyJpNKrOzp2cyenk28a9kllORXp/XeiqJQnF/N7p5NvLr7b+Tb3YQjISJ6mI1tzwBQ7V6R1pjE/CYZyizVFOWh69AxKBsyhBCZIxDy4Q0M4HJWokyxHswImVRipXf4ACbFjCuv3JD7LyxZNTZtO+LrxxcYIhDyAbCre4MhMYn5K3O+C2QZ2ZAhhMhEHm8XkLxuD8lisziwmu0MG5zoBUI+hny9uJ2Vhk5rRyIhCh0loCiYTVZssd3Rwz6PYTGJ+UkSvVmSRE8IkYniiZ47wxI9iI7qjQYGZ9QpItnibc9SVT8vUQWOYqxmO25nJUV5pWM7kQscbkPjEvOPJHqzVBNL9KRoshAik/SPJXqZV6JjQfEqjqp615S15NKhbyRWPy9NO26nsqx8HQAmxXTIFHv8uBDJIpsxZklG9IQQmUbXdcwmC668Cixmm9HhHGZBiWp0CPQNt2MxWSkyaH1eXHzDxa7uDQz7PBQ43CwrXycbMUTSSaI3S5Lopd8dd9zBrl27jA5DiIylKAonLrlwrDCxONwpyy9n2O+ZsnBxOlW7V0hiJ1JOEr1Zqi7KQ1Ek0Uunyy67jJaWFqPDECLjZULnickEQj427X+WQkcJatXJhsRgtdgptmTe+kUhUkUSvVmymk1UFDik360QImO09W1DwURN8VEZMWI1kcVspXfoAKGw35D7D3i7cdqKsFrshtxfCCNIojcHC1xOtnQOoOt6xv4GPZ9ceeWVDA4O8tRTTxkdihAZaefBN4lEQtQWrzQ6lEmZFDNOexHDPk/av2/qus4bex8HFM5a9a/yPVvkjMz7lS+L1Lic+EJh+kcDRoeSE1pbW9m/f7/RYQiRkXzBYXzBYdz5lRmdxOTb3YQiAQJhX1rvO+zvxx8apSS/OqPfHyGSTRK9OZANGUKITNE/Ei+rUmVwJEeWb3cB6e+Q0TccL6uyIK33FcJokujNgSR6QohM4fEeBDKvI8ZERrVCixdKLjG4fp4Q6SaJ3hzUFEmiJ4TIDB5vJ4pioiivzOhQjqjIUUZF0WLslvy03TOiR+gbaSfPVojTVpi2+wqRCWQzxhzUuqK9Cdtl560QwkDxunmuvHJD+7cmoiivlBMWn5/Wew77+ghFglTlL0/rfYVIpqbmBhsQqa9rDM3kvMz+jpDhZOo2vS688EIOHjxodBhCZBxFUTh1xfvRDWwtlsmK8so4U/0QOlJIWmSXpuaGCqABuAJYCOhNzQ27gQeA79fXNXZPdw2Zup0DSfTSq7GxkU996lNGhyFExlIysHbeZNr732ZT27OEIzMamJiT6LRtUdruJ8RcNTU3XAs8BnQB7wdKgaLYv/uAp5qaG66b7joyojcHRQ4r+TYL7ZLoCSEMtL9Pw2K2Ulm0NCtKh/SNdNDueZul5WspdJSk9F7hSAiPt4tiZxUmkzml9xIiyUqAk+rrGicO1W8GNjc1N3wfuGm6i0iiNweKolDrcnJgUBK9dPjud79Le3s769evNzoUITKGruvs6HwFk8lClWuZ0eEkZPzO21Qneh5vF6/tfoQlZcexqvqUlN5LiGSqr2v878mONzU3WOvrGoP1dY1h4AfTXUcSvTmqdeWxo3sQfyiM3SK/LabSb37zGwKBAHfddZfRoQiRMbyBQQJhH9UF2bPR4J1EbyDl94qXVSmVsioiSzU1N9QBZwH/BbwAHNvU3HB9fV3j/YmcP22ip6qqCfg8sAb4dOzPf2maFp5t0PNJTWydXsfgKEtKCgyORgiRazzeeKHkzK6fN15BGmvp9Q63o2Ci2Fmd8nsJkSLfAW4DLgd6gWOA/wMSSvQSWbn7HeBY4F2AAlwAfH8Wgc5LtbFaevs9Mn0rhEi/sUQvP3sSvTxbAYpiSnmiFwz7GRg9iMtZjsVsTem9hEghc31d49+Bc4G/1Nc17gESnkJMJNF7D1AP+DRNGwTOi91MIDtvhRDG8ni7MCmWlK91SyZFMeF2VmK1OFJ6n76RDgBKC2pTeh8hUszc1NzwLuBiojtt1wAJ/+aSSKIX1DRtbMeHpml+IH174jNcrTua6LXLhgwhRBp1eFpp3vEAbX3b8QY8dA3sNjqkGTl52SWcuOTClN7DE+v/K4meyHLfAu4DflFf17gb+CvwlURPTmQzxmZVVT8FmFVVVYFbgA2zCHRekhG99HG5XHi98j4L0eFpZWPbMwC4nRXouj72uNq9wsjQMsrKqndR7V5BgcNtdChCzFp9XeOfgD+NO7QituM2IYkkep8huiavEmgGnogdE0iil07PP/88LS0tRochhOF2dW845HG8dt6u7g1Zk+j5g14ODu6hwFFCcX5VSu6hKApFeaUpubYQqdbU3PArmLydS1NzA/V1jR9N5DqJJHrXapr2sZkEl0sqCxyYFEX63Qoh0mbY1w/AaGAYq9k+ttFg2OcxMKqZGQ0Os6W9mcWlq1OS6A37+onoYQodpVlRRFqISWyO/X0asAj4HdGlcx8AdiV6kUTW6H1yxqHlEIvZRFWhQ0b00uCll15i06ZNRochhOEKHMWEI0FGA4OMBgbHHXcbF9QMxUusDKeolt7unk281Ponhny9Kbm+EKlWX9f4vfq6xu8BFcAZ9XWN36+va/wR8F7gqESvk8iInqaq6j1Ei/QNjx3UtD9NfUpuqXU52dTRj67r8ptjCn3yk58kEAhw/fXXGx2KEIZaVr6Ol1v/AoDd6jzkeLawmG3YLc6UlFjRdZ3e4QNYzXYKHTJ1K7JeJeAf91gHyhI9OZFEryT2Z/zCD51DFwbmtBqXk9faeukd8VNWkNpyAUIIUelait2aTzgSwmZxUugoZln5uqxZnxeXb3fTN9JOOBLCbEpeoyZvYBBfcDhrev8KMY2/A483NTfcR7Se8UeAhxM9edqvLE3TzgZQVdUCKJqmBWcZ6Lw1tiFj0CuJnhAi5Q4O7sVsMnPswjNZVX2q0eHMWjzRG/EPJHXTRJ+0PRPzy03Ap4D3xx7fD/ws0ZOnXaOnqmqFqqqPASOAT1XVZ1RVla+ecWpdeQAckA0ZQog02N+vAVBbrBocydwU2N0omPAFR5J63d6RdgBKCxYk9bpCGKG+rjEE/AS4jmgDi/sBd6LnJ7IZ43+AfxKdI64gulbvJzOMc16rkRIrQog00XWdfFsRZQULs6obxmQWlKzi3DXXU1G0KGnX1HUdj/cgDms+TltR0q4rhFGamhtuBAaAHqB73N8JSWRRxEpN0/5l3OOvqqq6ZUZRznPxfrftkuiJLNHhaWVX9waGff0UZOn6rlylKApH15xmdBhJkcx1eXGKonDGyg8wGhyS9XlivvgCcFp9XeMbszk5ka8yq6qqDk3TfACqqjqZooBfroqv0dvvkUQvlX7/+9+zdetWo8PIeuO7KgAM+fqkq0KWmI87+4d9/fiCI5QVJm+a1WQykx8r3yLEPNA52yQPEkv0/gD8XVXVeIXmjwJ/nO0N56PxmzFE6hxzzDGMjso6yLmKd1XQdR1/yIvd4kRRlKzqqpCr+kba2d7xT1ZVnzJv+rdubHuaEf8g566+PilJbM9QG/l2N3m2wiREJ0RGeLKpueGTRHfajv0QrK9r7Evk5ER23X5DVdU24ELADPwK+OXsYp2fCh1WCu1WmboVWSHeVWEkMEAg6CWiR3DaCrOqq0Ku2t+3nSFfLybFbHQoSZNvdzPk68MXHCHPVjCna0X0MG/uewqHtYDTV/7L9CcIkR0aADvwv+OO6URzsmlNm+ipqloIVGua9gFVVRcDnwOcRHfhipgFbqdsxkixtWvXEggE2LZtm9GhZLUCRzFDvj5C4QDA2N/Z1FUhFwVDfroG95Bvc+F2VhodTtLEp1hH/J45J3oD3m7CkRCl+VIYQswf9XWNeXM5P5Gp2yZgd+zfHqJZ5D3ANXO58XxTU5THtq4BRoMh8qzJX2AsRLIsK18XW5MXXWob37mZTV0VclH7QCsRPUxtyap5tU5vfKI313V6vWP18+bHtLYQAE3NDSbgVqIzq1bgSeDbsbIr00qkvMpRmqbdCqBp2oCmaZ8DVs8y3nkrvk6vXWrpiQxX7V7B6prTUTBhtTgoyitl7cJzZH1ehjvQp6GgUOtOuMVlVigYl+jNVTzRK5ERPTG/3AmcA/w3cBfwbuC7iZ6c6K7bIk3TBgFUVS0g2oJDjFM7rpbe8jJZBCwym8tZQaVrCTXuo6gtVrGYrEaHJI5gcLSHQV8PFYWLD+ltOx84bS5g7oleKBLEM3oQV145Vos9CZEJkTEuAE6sr2sMAjQ1NzwCbEz05ERG9H4NvKKq6h2qqn4deJnodK4Yp1aKJossUpRXylmr/pVCRykv7LifA/07jA5JHEG+3c2xC85iaflao0NJOovZyinLL2fdonPndJ2h0V50PSLTtmI+MsWTPID6ukY/kHA72kR23d4ZK5D8HiAE/D9N0x6bTaTzWY1LiiaL7BNf1O8ZPWhwJOJIzCYLtcUrjQ4jZdzOijlfozi/ivcccx0RPZKEiITIKBuamhu+T7RTmQ58GtiU6MmJjOgBPKtp2meA3wFlqqrKPM8EUksv9W666Sauvvpqo8OYF/b1bqF/pBOHNR+7xcmA9yC6LnXQM9GIf4Bg2G90GCml6zq+4MjYDvDZsprt2C1z2qAoRCb6FFAMvES0JW05cFOiJ0+b6KmqegfwM1VVFwGPAdcjvW4PU+uKfnM5IJsxUuaGG27gsssuMzqMrBcM+dna/iKtB99AURRczgr8IW/SG8uL5Nh64AWe3fY7/KH5+72lrW8bz23/HQeH9s3q/GDIT9fAboKh+Z0Qi9xUX9c4CPyyvq6xElgFPJhosWRIbETvIuAG4Erg95qmnQPMv4Uic1RR4MBsUmTqVmS8AV+0F7YrrwwAd1502mxApm8zjjcwSO9IO668snk9UuW0FwGz35DRM7yfN/c9xb4+aZEo5p+m5oZvAV+PPXQCDU3NDV9J9PyEpm41TfMC7wXiDTJlS9MEZpOJ6sI82YyRQjfeeCONjY1Gh5H1Bkd7ACiKJXouZzkQLTYrMkt8k8yCklUGR5Jacy2x0jfSDkBpgZRVEfPSZcB5APV1jfuBM4EPJnpyIuVVelVV/TFwInC1qqqNQPssAp33al1O3jjQRySiYzJJBZpke/nllwkE5raGR7yT6Lnyogme21nJiUsvwpU39wXxInl0PcKBfg2LyUqla6nR4aSU3ZKP2WSZdaLXO3wAi8lKUexzWoh5xjp+1y0QABLedZRIovcR4OPAxZqmeVVV1YHrZhZjbqhxOXllXw/dIz4qC+fvNIvIbgOj3VjNdhzWaLsps8lCWcHcOhKI5OsZPoAvOMKC4lXzvs6hoijk29wM+/vRdX1GnT9GA8N4A4NUFC7GpCS6v1CIrPJiU3PD74BfEN11ex3wSqInJ1JepQv45rjHX5pFkDnhnQ0ZXkn0REYKRYIEQ35czorDfpj6Q6OYFBNWs6zMyAQebxcw/6dt4/LtLgZ9PYwGh3HaEi86P9YNQ6Ztxfx1E/AN4PtEy9z9nXfW7E1LmrIm0fiiyScsKDU4GiEOZzFZec8x1x1WxqLd8zab2p5ldU0dC0uPMSg6Md5RlSdS615J3gySnmy2qHQN1e4V2MyOGZ037I9uPpRCyWK+qq9rHAFuaWpuKK6va+yf6fmS6CXRO4ne/C2DILKfoiiHtYgqdJQA4BntZqERQYlJxXej5oLi/MpZnbeq+lQWlx6Lw5qf5IiEmL2m5gYT8GOiVUr8wA31dY2t456/BfgYEN8F94n6ukZtimupwJ8BV1Nzw0nA08D76+satycSiyxoSKJa6Y6RUieeeCJHH3200WFktZ6h/Qx4uw8rjlxgL8Zsso5NFwrj6LrOjs5X6R/pNDoUQ8ymcHeerWBG6/qESIPLAUd9XeOpQAPwvQnPnwB8pL6u8azYn0mTvJgfAZ8BDtbXNbbHHt+daCCJFExWVVX9laqqD6mq+nD8T6I3yCXS7za1fvGLX/DlL3/Z6DCy2pb2F3h9z6OHHVcUE668Mkb8njl3JxBzMzDaza7uDezpecvoUNIqokd4XvsDr+1+JOFz+ke66B0+QEQPpzAyIWalDngcoL6u8Z9EK5eMtx74UlNzQ3NTc8N0ex9K6+san4o/qK9r/DGQ8HB/IiN69wJDRIcNHxz3R0wgiZ7IZMGQn9HAEEV55ZOOfric8cLJUk/PSPv7orMxubIJI86kmNB1nRF/4kuQdvds4LXdj+ALyvdckXGKgIFxj8NNzQ3jl8v9AbgROAeoa2pueN8RrqU3NTc4iO64pam5oQowJxpIImv08jVNuznRC+Yyp82CO89Gu/S7TYl7772Xffv2sX79eqNDyUoTO2JM5M6LrpHyeA/KwnaDhCJBOgd24rAWUJaD/wf5djc9w20EwwGsZtsRXxvRI/QNd5BnK5zRLl0h0mQQGP+JaaqvawwBNDU3KMAP6usaB2KPHwGOB/42xbV+DDwBVDQ1N9wJfAj4z0QDSWRE721VVasTvWCuq3XlyWaMFLnrrru47777jA4ja00slDxRSX416xa9lwXFajrDEuN0DewmFAlSW7wSJQdrwuXbXUBiHTIGR3sIRQKU5udeQiyywotEW8jS1NxwCjB+LUYRsLmpuaEglvSdA7RMdaH6usZfArcBvwOswMfr6xp/kmggiXwnMQFbVFV9StboTa+myIlnNIA3EDI6FCEOMbH12URWi50q1zLsVmc6wxLjxKdta4tXGhyJMfJn0AotXj9PRp9Fhvoz4GtqbniJaP27zzU1N1zT1Nzwb7GRvP8AngVeALbU1zUevnj6UG/W1zV+EbgPqGpqbki4inoiU7d/jv0RCRi/Tu+o8twpjSAy3+Bo7yEdMaYSCgdRFAWzSaovpZOuR3A5K3BY83HacvN7x0wSvT4plCwyWH1dY4ToGrzxto97/jfAbxK5VlNzwx3AiqbmhgbgMWAL0X63NyRy/rQjepqm3Qs8F3toBV6MHROTkA0ZIlPVHXUVpyy//IhlKPb3afx96684OLg3jZEJiO58XlV9CmsXvcfoUAxT6ChhafnaaUfpdD3CSGCQQkcJdot0IRLz3kVEk7orgd/X1zWeQ7Q+X0ISKa9yPvA60ZowlwKvqap62axCzQE1kuiJDGUymcfWQE0lXqB3YPRgOkISMbquz6p+3HxjszhQq06eNtFTFBNnqh/ixKUXpSkyIYxVX9foBd4LPBM7lHCvykTmZr4BnKlp2lYAVVVXA78FHpphnDkh3u+2XTZkiAwy7OtHUUw4bUVHHNEryitDQcHjlUQvnbqH9qF1vsIxNafJmrMEKYqC3SLrSUVO6G1qbvgx0Vp8Vzc1NzQC7YmenMhmDFs8yQPQNG0LM6jfkmviU7f7B0YMjmT+ee211/jVr35ldBhZ6e2u13lhx/2MBoeP+DqLyUqBo5jB0R4pQptG+/u2M+L3YDUn/Ev6vNXWu5WXWv+MNzA45WsO9O9gcLQ3jVEJYaiPEE3sLo6N7OnAdYmenEiiN6qq6lhF59i/ZV5yCtLvNnVsNhtWa8IbjcQ4g74erGY7edNsxABwOyuJ6GGGfH1piEz4giN0D+2jyFE25Y7oXBII+xkc7WbY55n0+WDYz1v7n2Nre3N6AxMizZqaG44BqK9r7Kqva/xmfV3j67HHX6qva+yKvWb1dNdJZOr2/wF/U1X17dhjFbh6dmHPf+X5Dqxmk/S7TYEdO3ZIweRZiHfEKC1YkFA/UFdeBW1sY8B7cMqaeyJ52j1vo6OzoETqFwIUHLLzdtFhz/eNdABSVkXkhIam5gYP8NP6usat459oam5QgZuBYuCaI11k2kRP07QXVFU9BjiZ6JTty5qmyZj5FEwmhZqiPNmMkQJXX301gUCA97///UaHklWm64gxUVlhLWtqz5QfpGmg6zr7+zRMiplq9wqjw8kIzmmKJvdJ/TyRI+rrGj/S1NxwNfDHWAu0VqIzscuBUeCO+rrGP0x3nSkTPVVVP6xp2m9VVb1lwlMrVVVF07S75hD/vFbrcvLKvh7CkQhmU+5VtxeZZdB75I4YEzmsBTK6lCb93k68gQGq3StkfV5Mvu3IiV7P8AFMigV3rDezEPNZfV3jA8ADsSnaVUTX52n1dY1bEr3GkUb0jor9fewkz0kdgCOocTkJR3QODvuoLpJdYcJYA6PREb2Zrv+K6BEg2mxepIbbWcG6Re/N2QLJkzGZzDhtRZMmer7gCCN+D2UFCzApsidQ5I5YYpdwcjfelImepmlfjf3zL5qmHVJKRVXVa2dzs1wRL7FyYGBUEj1huDW1Z7Co9JhpO2KM19a3jW3tL3PC4nMpK1yYwuhym0kxU+VaZnQYGaeyaCnBsJ+IHj4koRvxezApFkpk2laIhB1p6vYSop0wvqOqqgmIr+K2Al8nwdYduai26J2iyScuLDU4GpHrrBb7jNcz2S1OInoIj/egJHopMuTrxWZxSmeHSajVJ096vLSglvcec93YaLMQYnpHmrpdB5wDVBDd2REXItqgV0wh3h1Ddt4KowVCPnT0GScTrtj6J490yEiZzfufZ8jXx9mrPozVIuvzEmUymTFJKVchEnakqdtvAN9QVfV2TdPuSGNMWU/63abGf//3f/P2229P/0IxZn//dnZ0vsoJi8+nomhxwufZLXnkWQsZ8B5E1/WEyrKIxA35+hgY7aascKEkeZPwB73s6t5AoaN0bGNQtN5gG+WFC3FY8w2OUIj0aWpuqAJ+QXTvxOnAr4H6+rrGjkTOT2SV9YdmH15ukkQvNc466yxOOOEEo8PIKoOj0R23hY6SGZ/rcpYTDEdr8Ink2t+nAbCgWHY3T0pR2Nu7mYODe8YOdQ/tY8uB5w85JkSO+DHwF6IlVfqADcDPEz05kURvk6qq16iqukhV1ZL4n9lEmitqYpsxXtjVZXAkItcNjHZjNdtntBEjzi3TtykRiYRp9+zAZnbMaJQ1l9jMDqxm+yE7b3vH6uctMCgqIQyzpL6u8R4gUl/XGKyva/wik1UTn0Iiid5lwG+BPUBP7E/3LALNGf/1THQH9O6+Eb7+xEaDo5k/3vve9/LpT3/a6DCyRrwjRlFe+aymXssKFrGq+lTceVKvLJm6BvcQDPupKT5KSoRMQVEU8u1uvIEhInoYXdfpHT6Aw5ovpWhELoo0NTeM5WtNzQ2FJJa/AYl1xnDMMrCc9PUnNnLHk5vGHsf//dXz1xoV0rzR3d1NIBAwOoysMdOOGBMVONwUONxJjEgAYz2EFxSvMjiSzJZvd+PxdjEaGCIcCREM+ykvXCzrRUUu+hPwO8DV1NzwCeAG4P8SPXnaRC9WWuVW4EKipVWeBL6taVpoVuHOYxOTvDhJ9oQRZtoRYyq6Hq2PLj9gk2Nl1UmxuoayoeBI8mM9b4f9Hrz+QQBKC2oMjEgIY9TXNX67qbnhI0RH8c4F7mYGa/SmTfSAO4G1wH/HbvJvwHeBz8402PlsqiQvTpI9kW41xUfhtBdRnF8962vs693C210trF9ygbScSiJJ8qZXYC+OJnu6jj80goIi/W1Fzqqva/w10d22M5ZIoncBcKKmaUEAVVUfAWThmRAZzmHNn3PXBbPJSjDsY8B7UBK9OdJ1na3tL1LlWioJSwIqihZRURRdb17pWsqKivVYzDaDoxIi/ZqaGz4A3AEUjz9eX9eY0DflRBI9UzzJA9A0za+qavBIJ+Si+EjdVKN6t593nIzmibSJL2A3mxL5Ep/a+J23sj90bvpG2mnr20pED0uiNwuS5Ikc9l/ATcDO2ZycyE+BDaqqfh/4H0AHPg1MPUeZw6ZK9r7y3mMlyUuCD37wg3R0JFQfMuf1jXTw+u5HWVV9KkvKjp31dZw2FxaTjQGvlFiZq/192wGpnTcTPUP72XnwDRaXraG8cNGcf3ERIkvtqa9rfHi2JyfyVfMp4IfAS0TX6D1ONNkTk5gs2XvPytmvkRLv+NKXvkRLS4vRYWSFeKHkvFnUzxtPURRczgp6h/cTCPmwWWQT/mwEQ366BveQb3PhdlYaHU7W2HqgmY6Bnew8+AYLS45mReV6qt0rjA5LiHS7t6m54TtE86+xGdX6usbnEzk5kUTvbE3T6scfUFX1WuA3Mwgyp8STvdaeQe57Yw8Pb2njjOXyzV2kTzzRK5plaZXx3LFEb2D0IOWFCdfoFOO0e94mooepLVklu5cT1OFppXu4jXAk+nNtJDDAxrZnACTZE7nmbOAionsm4nTguEROnjLRU1X1EqLlVL4TK7ES/+5kBb6OJHpH9NXz1+IPhXl4y34e3ryf71yyXr7Bz9Ftt91GV1cXd999t9GhZLy5dMSYqLxwEQoKTpsrCZHlpv39GgomaouPMjqUrLGrewOKEq0JO3593q7uDZLoiVxzAlBbX9fom83JRxrRWwecA1QAN487HgK+P5ub5Rq7xcz5ag0PbtrHtq4BjqlyGx1SVnv44YelYHIC4h0xSgsWJOWXC7ezQnbczkFED1NRuAi3sxK7xWl0OFlj2NcfXXqg64eUoxn2eYwLSghjdJLYDOykpjxR07RvAN9QVfXfNU378WxvkOsuXbOQBzft4+EtbZLoibSYa0eM+aLD08qu7g20+/fhe3s3y8rXGTISZFLMHFV1Utrvm+0KHMUM+fpw2osmHHcbE5AQxjkAbGxqbvg74I8frK9rvHnqU96RSK+0P6mqeimAqqqNqqo+rapqQvPCAi46uhazSeHhzfuNDkXkiEJ7CWtqz5xzDb3x9vVu4XntD4z4B5J2zVTq8LSyse2ZWLsxnSFfHxvbnqHD05rWOCJ6ZKyziJiZZeXrZnRciHlsJ9Fiye1A77g/CUlkKPBXwJOqqp5DtA3a94EfAWfOONQcVOK0c8ayCp5t7aJj0Et1kUzdiNSyW50sKEluCQ9d1/EGBvF4u8i3Z/5avV3dG0CHYX8/Ad1PMGzDarKnfX1X58Au3u58jTULzpDaeTMU/3/a1b2BYZ+HAofbsFFZIYxUX9f49bmcn0iiV6pp2vdVVf0OcJ+maU2qqn5qLjfNNZesXsizrV38besBPn6KLMYWqaXretI3/rhia/QGvAepLV6Z1GunwrCvH5Rod5BR/whDo72YTBZ8oRGCIT9Wiz0tcezv285ocCgpm2JyUbV7hSR2Imc1NTc019c11jU1NwwR3WV7iPq6xqJJTjtMIlO3NlVVrURH8/6uqqoTkO9aM3Dp6gUAPLy5zeBIstvixYupqqoyOoyMFgz5+fvWX7G94+WkXrfIUYqimPCMdif1uqlS4Ih2CrKYbNiUfGyWPCJ6GH/Qy7Pbf8vm/QmVn5oTb2CQvpF2ip1VWTEKKoTIOFfH/l4DHDvhT8JL6BIZ0XsI6AY2aJrWoqrqZuC+mcWa25aWFnJstZun3+5g2B+kwG41OqSs9PDDD0vB5GkM+LoJR0KYFHNSr2symSlylDLo6yUcCWV8h4LFZcfyxp4nsJrtmBQLBY5CInqEqqJlDPv70YmMvXbY14/d4kz6KN+BPg2ABSWrknpdIURuqK9rjLeC+ml9XeOF459ram74J3BKIteZ9ru1pmlfVVX1HqK7PgCu0TRNWqDN0KWrF/Ktv7/Fk1oHVxwnRWdFagx6o4WSXXnlSb+221nBwGg3g6O9FOdndgFws2JBRyc626FQ6CgZW9+l6/pYEV6AzQeeZ3C0hyrXchaWHI3bWTHnqW9dj3DAswOLyZrUTTFCiNzR1NzwR2AlsLypuWF83mVl3O7b6RypYPKHNU37raqqt4w7Fv/7vZqm3XWEc63AL4ElgB34pqZps+7TNh9cuiaa6D28pU0SvVl69NFH2blzJ+vXrzc6lIw1EJtaTUZHjInKCxejKKasaIPW4WnFbsmj7qir0bbsYv1R73zOKIoyVoBX13UqipYQCI3S7tlBu2cHhY4SFhSvoqb4KKzm2Y3y9Q4fwBccYWHJ0Rk/+imEyFi3Es2j7gFuGnc8BGxN9CJH+g4U3zUwm47oHwZ6NU27VlXVUuBNIKcTvRNqS6gpyuORrfsJhSNYzIksjxTjfelLXyIQCHDTTTdN/+IcNejrwWp2pGTxf1nhAsoKFyT9uskWCPnoHmqj0FE6tlZvKoqisKx8LUvLjqNvpJ22vm10DexhW8dLKIrCotLVs4qhpKCWExZfgNOW0FppIYQ4TH1d4x5gT1Nzg1pf1xiZ7vVTOVLB5K/G/r5+Ftd9APjjuMehWVxjXjGZFC5ZvZCfvbyDl/Z0S+9bkXTxjhhlSeqIka06B3ahE6FmBrs1FUWhtKCW0oJa/CEvB/p3UOOO/q4bjoR4ffejVLuXU+M+6pB2XFMxKSYqimTkXggxd3NJ8gCUqYp5qqr6LJNs543TNO2c6S6uqmoh0ZG8ezRNm3IDR0tLSx3wwrTRZrmX24f5zHP7uGZVCZ89QXaPztSHP/xhAH77298aHElmCushhiOdmLFRYE5Ny7LB8AEGwx1UW4/DrEyf8BihPfAmPn2ARbZTsShz32AxGumnI7gJ0FEwU2CqoMhcg91UOOnrfZFBLIo9KfcWQmS809evX99sdBBHcqSp2/+J/f1+wEV0zV0IuBbwTHdhVVUXAn8GfnykJG+8lStXUlg4+TfP+WDN2jBfefkBXukOcsIJJ0w56tLS0iLr0CZhs9kIBALy3kyipaWFd514csrv09oFrQc7WbK4hoqixSm/30yFIkGG395BpbWKdy17N5Ccrydf8FQO9O8Yq4s3yA6KHGWctOzisXV8HZ5Wdh7cwIF+DUVRePeKK5NeuDqZ5PvM1OS9mZy8L+8YGhpix44dablXU3NDbX1d44EJx46pr2tMaJ3ekaZuHwRQVfULwLs1TYvEHj8CHLFIl6qqlcCTwKc1TXs6kUBygd1i5vxVNfxx4162dg2wWnrfiiwTL5zs8R7MyETPYrJyxsoPEgwnvCEtIQ5rPssrjmdZ+Vp6hg/Q1rcNf3BkLMnb3bOJLftfAKI7em2WPDYf+Admk1kK/gohZqWpuaEk9s9Hm5obzgLio0NW4E9AQrWbEtkRUAaM32ZXCJRM8dq4/wCKgdtUVX0u9icvkYDmu0ukeLJIkZdb/8KmtmdTeg93XqxDxujBlN5nLhRFSdnOYEUxUV64kBMWn8fJyy8dO75l/wsMjnbHeuuC3RJtdbire0NK4hBC5ITfAz1EN8X2xv7dA7QBbyR6kUT2/d8HvKKq6p+IZpNXA3cf6QRN0z4DfCbRIHLJRUfXYjYp/HXLfr703tlsaM5djz76KG+99ZbRYWSksB5kYPRgQhsF5sJqseO0uRjwHkxJq7W5GPL10enZSW3JKpy21C8BGV+UWkfHanEQDPkwmSxYY/8Pwz5PyuMQQsxP9XWN5wM0NTf8sr6u8aOzvU4iBZNvV1W1BXhP7NAtmqY9Ntsb5roSp50zllXwbGsXHYNeqoucRoeUNWpra+ns7DQ6jIzk14cAcKWgft5EbmcF7Z63GfF7pi1fkk7t/W+zu2cjRXllaUn0xivJr2LI10dED6OgQCwBLnC40xqHEGL+aGpuWFVf17gd+J+m5oYTJj5fX9eY0KheQpU8NU17iGgrNJEEl65eyLOtXfx1y37+7dTMbxCfKTweD0NDQ0aHkZECkWEgNR0xJiovXIRJMaMomVMLUtd1OgZasZhslBUuTPv9l5WvY2PbM4e1nltWvi7tsQgh5o3vAu8DHpzkOR1IqO2OlGw3wCWrF/C5h17nYUn0ZuTMM88kEAiwbds2o0PJOH59CBOp6YgxUbV7OdXu5Sm/z0z0jXTgC46woFg1pBNFfMPFru4NDPs8FDjcYy3XhBBilt6M/X1tfV3jrEu4SKJngKWlhRxb7eaZtzsY9gcpsFuNDklkOb8+RJG5ICUdMbJBh6cVwNDEqtq9QhI7IUQyXdPU3PAT4H8n7LoFoL6usS+Ri2TO3EuOuXT1QvyhCE9qHUaHIrKcrusUmqpYVLo6bZsj2nq38uquvxGOGN/0JhIJ0zmwC7sln5L8GqPDEUKIZHmS6A7bibtue4DuRC8iI3oGuXTNQr7197d4eEsbVxwnrZLE7CmKQrFlCUdVpq+Q6bB/gL6RdgZGuynJr07bfScTjPgpL1yI0+7KqF3AQggxF/V1jZ8EPtnU3PB8fV3jGbO9jozoGWT9ghJqXU4e2bqfUHhObeyESDu3M7rpY8BrfD09u8XJ2kXv4ajKE40ORQghkm4uSR5IomcYRVG4ZPUC+rwBXtyT8AisEIfZ3vEyXcGthCLBtN1zfIcMIYQQmUsSPQNJl4yZue222/joR2ddM3Le6hrcw2ikH7OSvpUYedZCbGYHA6PG/pJyoH8Hr+76G4OjvYbGIYQQmUoSPQOdvaKKQruVh7e0oeu60eFkvKuuuopzzjnH6DAySjDkZzQwhN1UmNb1aYqi4HJW4AsO4w9603bfiQ7076BvpD3lHUGEECJbSaJnILvFzPmratjVO8zWrgGjwxFZaMAXHVGzK+kvq1JeuJAq1zLDdt76giP0jbTjdlamvROGEEJkC0n0DHapTN8m7IMf/CBf+cpXjA4jowyO9gBgV9Kf6CwqXc26Re/FaS9K+70BOjw7AaiR2nVCCDElSfQMdtHRtZhNCg9vkURvOtu2bWPPnj1Gh5FR4omezZR7I1odnlYUTFS5MqtLhxBCZBJJ9AxW7LRzxrIKXt3XS/uAcWudRHYqcpRRXrgIC3ZD7r+/T2PDvr+j6+ktETTs62fQ10NZ4QJsFkda7y2EENlEEr0McOnqaBP2v27db3AkItssq1jH+iUXGFYouN/bQefALob9nrTe125xcnT1u1lctiat9xVCiGwjiV4GuHRNLNHbIomeyC6uvGg9vXQXTrZa7CwuW0NZwYK03lcIIbKNJHoZYElJAcdVF/PM2x0M+9NX9FZkt/b+t9ly4AVGA0OGxeA2oHByMOQnEgmn7X5CCJHNJNHLEJeuWYA/FOEJrd3oUDLWe97zHk48UdpcxXUN7qGtb5uhMRQ4SjApFgZG05fo7eh6jWe3/5ZhX3/a7imEENlKEr0McUlsnd7Dm2X6dip33XUXn/3sZ40OI2MM+nqwmh04rOmvoRdnUky48soY8vURCqd+NDqih+kc2IWCgtPuSvn9hBAi20milyHWLyih1uXk0W37CUWkS4Y4snhHDFdemWEbMeJKC2opLVhAMOxL+b16hg4QDPuodi/HpMi3LyGEmI58p8wQiqJwyeoF9HkDbOqWMiuT+eEPf8j9999vdBgZId4RoyivzOBIYEXlek5aehF5aehO0eF5G4Bq91Epv5cQQswHkuhlkHiZlX/sN25xfSb7xS9+wV//+lejw8gIg95ooWRXXrnBkaRPKByka3AvTltRTn3cQggxFxajAxDvOGtFJYV2K88fGELXdcOn5ETmsphtFDpKKMqQhKe9/2083i6Oqa1L2T16htuI6CGq3Svka0MIkdGamhtMwI+BtYAfuKG+rrF1ktfdDfTV1zU2pCoWGdHLIHaLmfNX1XBgOMiWTo/R4YgMtqj0GE476irybMZtxBivc3A3+/q24gsOp+welUVLOXX5+1lYcnTK7iGEEElyOeCor2s8FWgAvjfxBU3NDZ8Ajk11IJLoZZhLV0cLwD4sxZNFFnHnpb6enqIouJzlOKz5KbuHEEIkSR3wOEB9XeM/gUNqgzU1N5wKnAL8LNWBSKKXYS46uhazAn/d0mZ0KCJDDYx2o3W+wpCv1+hQxric0SnkAW93Sq7fP9KVUR+vEEJMowgYGPc43NTcYAFoam6oBr4GfCodgUiil2GKnXaOr3Dy6r5e2gdk9+14TqcTh0Ma2PcOHWB390a8/kGjQxkT3xzh8Xal5Ppa58u8+PaD+EOjKbm+EEIk2SAwvhSBqb6uMRT799VAGfAo0Wnda5qaG+pTFYhsxshAZy4o5PUuL3/dup9PnLrS6HAyxssvv0xLS4vRYRhuYDRzSqvEWcw2CuzFDIz2ENEjSa1xN+IfwOM9SGnBAuyWvKRdVwghUuhF4BLg/5qaG04B3oo/UV/X+EPghwCxBG9VfV1jU6oCkRG9DHR6bfSXgIc3y/StOFwmdMSYTEl+NUV5JQRDyS2c3OGJblSrca9I6nWFECKF/gz4mpobXgK+D3yuqbnhmqbmhn9LdyAyopeBagpsHFddzDNvdzLkC1LosBodUkZ47bXX2L59O+vXrzc6FMMEQj5GA0OUFSzIuBIjqSitous67Z5WTIqZyqIlSb++EEKkQn1dYwS4ccLh7ZO8rinVsciIXoa6dM0CAuEIT2jtRoeSMW644Qa+/e1vGx2GoQZHo4WSM2naNpUGR3vwBgaoKFqMxWwzOhwhhMg6kuhlqHiXjL9KmRUxTjgSxGEtyNjOEB2enbR2JW8d5UhgALPJSo20PBNCiFmRqdsMdcKCEmpdTh7dtp9QOILFLDm5gErXUipdS9F13ehQJrWvbyv9Ix0sKTs2KSNwNe4VVBYtybhpaiGEyBaSPWQoRVG4ZPUC+rwBmnenrgityE6Zmvi4ndHCyfGdwclgNlkwKeakXU8IIXKJJHoZLD59+7AUTxZAMOxn58E3k5pEJVsyO2Ts6t7Ivt6tRPTwnK8lhBC5ShK9DHbWikoK7VYe3rw/Y6fqRPoMjHbzdtdrdA3sNjqUKbniI3pzTPTCkRC7Dr7Bru4NKPJtSgghZk3W6GUwu8XMBatqeGDjXrZ0elhTXWx0SIa699572bZtm9FhGGbQG91xm6kbMQAc1nwc1nw8owfRdX3WU8wHB/cSigRZVLo6Y6ephRAiG8ivyhnu0jXx6VvZfbtu3TpWrszdTiGZ2BFjMm5nJVaznVA4MOtrxIskV0uRZCGEmBNJ9DLchatqMJsU6ZIhYh0x7BnXEWOitQvP4fSV/4LVYp/V+cGQn+7hNgodJRQ6SpIcnRBC5BaZus1wxU47Zy6r5JnWTtoHvNS4nEaHZJgTTzwRn8/H5s2bjQ4l7TK5I8ZEyhz73HYO7ETXI1RL7TwhhJgzGdHLApeuWQDI9G0wGCQczs0dmKPBISwmW8ZP28Z1D+2jrXfrrM61W/MpdlZR7Vqe5KiEECL3SKKXBd7pkiHTt7nKlVfOe465juUVJxgdSkJ2dL7Kto6XZ1UapaJoMScvv5Q8W2ZPUQshRDaQRC8LLC4pYG1NMc+83cmQL2h0OMIgiqJgNmXHagtXXgURPcywr39G50kZISGESC5J9LLEJasXEAhHeEJrNzoUYYAD/TsYHO0xOoyEuZ2VAHi8XTM675VdD7N5//OS8AkhRJJIopclpEtGenV4Wnnx7T/yxFv38OLbfxwr92GEYMjPW/ufY0fnq4bFMFMuZ7TWn8ebeBePIV8vHm8XwbAv4zecCCFEtsiOeSDBCQtKWOBy8ujWAwTDEazm3MvRb7zxRvbvT/2GlA5PKxvbngEddHSGfH3RxxhT123Alx3188YrsLuxmKwMjCbeIaO9X2rnCSFEsuVetpClFEXhktUL6B8N8OLuufcRzUaf/OQnueKKK1J+n13dGwAY9vczMHqQcCR8yPF0y4aOGBMpiomivHLCkSDhSGja1+u6TsfATiwmG+WFi9IQoRBC5AZJ9LLIO10yZPo2lYZ9/ei6TiA0SiQSJhAajR33GBJPtnTEmOiEJedz1qp/TWgDSf9IB77gMJWupVmz4UQIIbKBJHpZ5MzllRTarTy8eX9OLla/6aab+N73vpfy+xQ4igmG/QBYzLaxMh8FDnfK7z2ZaEcMR8Z3xJjIYrIm/Nr22BrIGpm2FUKIpJJEL4vYLWYuWFXD7r5hNnd6jA4n7Z5//nnefPPNlN9nWfk6gmEfAE5bUfSgDoWO0oSmIZMpFA7gD3px5ZVl3QYFXdfpG26nc2DXtK9dXLaG5RUnUJJfnYbIhBAid8gcSZa5dM1CHti4l4c3t3FsdbHR4cxLVa7lOG1uwpEwFrOdQkcxRY4yDnh2EAz7OX7xuZgUc1pisZhtvHd1PcGQPy33SyZFUdi0/znCkRCVRUuPmKhKX1shhEgNSfSyzEVH12IxKTy8ZT9fPvc4o8OZl3Q9worKE9B1nZVVJwEQ0cP4Q166h/bxVttzHLfwnLSNsJkUM3ZrdvY4djsr6BzYxWhw6J3R0Qm8gUHyrIVZN2IphBDZQKZus4w7z8aZyyt5va2XAwNeo8OZl0wmM0dVnjiW5EE02Vq3+Fzczko6BnayreOltKyT7BvpYNjnydo1mW5nBQAe7+Q7xUPhAM07HuDNvU+mMywhhMgZkuhloUtWLwDgr1tSX1NOvMNisrJ+8QUU2IvZ17uF1oMtKb/nW/uf45VdD6f8PqniyosmegNTdMjoHNxNRA+PFVgWQgiRXJLoZaFc7ZKxdu1aVqxI7a7MUDjIC9r97O7eNOnzVoudE5deRJ6tEF9wJKUjbYGQj9HAUFZuxIgryitDwTRlh4x4xxEpkiyEEKkha/Sy0OKSAtbWFPPs250M+YIUOhIvY5HNfv3rX9PSktpRtN6RA4wEBgiFp9784LDmc8ryy7GZHSlNwOK9bbOtft54ZpOFwrwSRgOD6HoERXnnd0tfcITe4QO4nZVTrt8TQggxNzKil6UuXb2QQDjC41q70aHMK92D+wAom6Y7g92SN5bk7e3dwsHBvUmPJZ7oZVNHjMmsX3IhZx997SFJHkDnwE5ARvOEECKVJNHLUpeuia/Ty53p2/vuu48nnngiZdfXdZ2e4f1YzXbcCa4Z8wWH0TpeYcO+v9M30pHUeN7piJHdid74pHi8g4P7UFCoci0zICohhMgNkuhlqeNrS1jgcvLo1gMEwxGjw0mL//zP/+Q3v/lNyq4/7O/HFxymrGDBYaNPU3FYCzh+8bnous4bex4fG4VLhnc6YuQn7ZpG0HWdwdEeeocPHHL8xCUX8q5ll2C35BkUmRBCzH+S6GUpRVG4ZPUC+kcDNO+evHSFmJnuoejoaFnhwhmdV164kOMWnkUoEuT13Y8y4h9ISjzvXnEl71p2cdZuxBjv1V1/Y8uB5kOOmUxmivOrDIpICCFygyR6WezSNbHdt5tzZ/o2lYqdVSwsOYaywgUzPrfavYJjak4jEPbx2u5H8AVH5hyP1Wyj0FE65+sYTVEUXM4KvIEBAiEfuq7T1rcdf0jqQAohRKpJopfFzlpeSZHDysNb2rK2oG4mKc6vZHVtHXbL7LpQLCpdzVGVJ1LkKMVqts8pFq9/MCnJYqaIF04eGD3IwOhBthx4nu0d/zQ4KiGEmP8k0ctiNouZC1bVsKdvhM2dHqPDyWrJSpSXlR/P8YvPxWyyzOm6WucrPLf9d4wGhpMSl9HihZM93oO0x2rn1chuWyGESDlJ9LLcWPFkmb6dk63tzbzU+uc5j6IpijK2kaPD00rL3seJRMIzvs7gaA9Wsz3rN2LExTtfeLxddHp2YjM7KC2Y+RS5EEKImZFEL8tdeHQtFpPCwznQDu3FF1/knnvuSfp1dV2ne2gfo4HBpO0A1XWdzoFd9Ay1sbHtGXQ98Z3RgZCP0eAQrrzyebERAxh7X3cd3EDnwC68wSG6BnYZHJUQQsx/kuhlOXeejTOXV/J6Wy+ff+h1vv7ERqNDSpmCggLy8pJfiiNaVmVkRmVVpqMoCsctPIfi/Gq6Bnez5UBzwtO486EjxkQdnlbCkRAmkzl6QNfZ2PbMWAs0IYQQqSGJ3jwQn779wfPbuOPJTfM22duzZw8dHcktSgyzL6syHbPJwvrF51PkKGN//3Z2dL2a0HnzpSPGeLu6N2BWousWTSYLFpNt7LgQQojUkURvHtjZO3TI4/ma7F122WV84QtfSPp1e4bibc+Sm+gBWMw21i+9EKfNxe7ujezv06Y9552OGPNnRG/Y1w8KFDpKogmsEj/uMTQuIYSY7yTRy3Jff2IjP3xh+2HH52uyl2yhcID+kS5ceeUp69Bgt+Rx0tKLqXYtp9K1dNrXH13zbk5YfD4Oa0FK4jFCgaN47N/j1x0WONwGRCOEELlDEr0s9vUnNnLHk5umfF6SvQQoCqsXnM7S8rUpvU2erYC1i96D1RydsgyFA1O+1mHNp6Jo8bzZiAGwrHzdjI4LIYRIDovRAQhhJIvJyoJiNa337Bnaz8a2p1m76D2UTSgxEgz7UTBhMVvTGlOqVcdq5u3q3sCwz0OBw82y8nVjx4UQQqSGJHpZ7KvnR0ehphrVu/2848ZeIw6n6zoRPTxW3DhdFEUhFAny5t4nOWnp+8a6RgC09W5jR9ernLjkwpSsGTRStXuFJHZCCJFmMnWb5b56/lpuP++4w45/9oxVkuRNY9jfx9Nb7037zs/SglrWLXwv4UiIlj2PRTcqxMQ3YuTbi6c6XQghhEiYJHrzwGTJXteQz6BoUue73/0uN998c9Ku1z3URkQP47Ckv/tEpWsJa2rPJBj289ruRxkNRHdOD/p6sJod86YjhhBCCGPJ1O08ER+903Wdx7a38/s39/DJ01ROW1oxzZnZ49xzz6WkpCRp14vXzystNKYV14ISlWDYj9b5T17Z9VdMipkDfRpOu4vOgZ0yzSmEEGLOZERvHvnq+Wv52gXr+MHlJwHwmT+/RjiSeOutXBIMB/CMdKa0rEoilpYfR5VrGd7AAAPegwBE9LB0jRBCCJEUkujNQ6cuKefD65fx5oE+fvnqTqPDSZoLL7yQz372s0m5Vu/wfnT0jNjwMOL3YFLMhCJBFMUkXSOEEEIkjSR689SdFx9Pvs3CVx59E8/o1DXbskl7ezs9PT1JuVZPbNq2vHBRUq43F/HNGDaLA0VRxkqrSNcIIYQQcyWJ3jxV43LylXOPpWfEL0WTJ7G0fB2rqk/FlQFtxuJdI8yKBVdeBSbFHDvuNjAqIYQQ84EkevPYZ844mhVlhfzvixpbOz1Gh5NR8u0ulpQdi6IY/yUw1h1CObQ9mHSNEEIIMVfG/5QTKWO3mPnupesJR3Q++5fX0HXd6JAygj/kRdczZ5NKtXsFaxeeQ6GjBAUThY4S1i48R3bdCiGEmDMprzLPve+YBZy/qoYntrfz0OY2Lj/W+DVpRtuw9++M+D2cueqatHfFmIp0jRBCCJEKMqI3zymKwl2XnojFpHDrwy34gmGjQ5q1K6+8krPPPntO1wiG/Xi8XeTZijImyRNCCCFSRRK9HLCq0sXNpx/N7r5h7vrHVqPDmbXbb7+dj33sY3O6Ru/wAXR0yjOgrIoQQgiRapLo5YivnHssFQUO7nz6LfZ7RowOxzDxbhiZUD9PCCGESDVJ9HKEK8/Gty8+Hm8gzBf/9obR4czKHXfcwS9+8YtZn6/rOj1DbdjMDlx55UmMTAghhMhMkujlkOtOXM5JC0v5w5t7aN510OhwZuzBBx/k2WefnfX5Q75e/CEvZYULDyljIoQQQsxXkujlEJNJ4Qfvj/fBfTXn+uAWOEo4edmlLCk71uhQhBBCiLSQRC/HnLK4nGtPXMaG9n5+8Uqr0eGklUkxUZxfRVEGdMMQQggh0kESvRx058XHU2C38JVHN9Dv9RsdTlqEIkFG/ANGhyGEEEKklSR6Oai6yMlX3nscvV4/X39yk9HhpEX34D5e2HE/e3reMjoUIYQQIm0k0ctRN5+xihVlhfz4RY0tWdIHt6amhrKy2U279gzvB6DYWZXMkIQQQoiMJolejrJbzHzvshMJR3Q+lyV9cB977DF+8IMfzPi8aFmVfdjMDlmfJ4QQIqdID6gcdvHRtVywqobHt7fzl81tvH+e9sGNllUZpcZ9lJRVEUIIkXJNzQ0m4MfAWsAP3FBf19g67vkrgQZAB+6ur2v8eapikRG9HKYoCnddFu+D+zqjwZDRIR3RU089xauvvjrj8+LdMKTtmRBCiDS5HHDU1zWeSjSh+178iabmBjPQCLwXOBX4QlNzQ8qmmyTRy3FqhYvPnHE0e/pGuOu5zO6De+utt/LDH/5wxufF1+eVFUiiJ4QQIi3qgMcB6usa/wmcGH+ivq4xDBxdX9c4AJQCCjCcqkAk0RN85dxjqSx0cOfTm2nrn399cNcvPp+Tlr4Pq8VudChCCCFyQxEwvqZXuKm5YWy5XH1dY6ipueEKYCPwPBBMVSCS6AmKHDa+fdEJjAaztw/ukVjMNkoLaowOQwghRO4YBArHPTbV1zUesj6qvq7xT0AtYAM+kqpAJNETAHzkxGW8a1Ep92/Ywwu7uowOJ2k83i4CIZ/RYQghhMgtLwIXATQ1N5wCjBVxbWpuKGpqbvhHU3ODvb6uMQKMACnrSSqJngBifXAvj/fBfW1e9MHVdZ039j7Ji2//MSvKxwghhJg3/gz4mpobXgK+D3yuqbnhmqbmhn+rr2scBH4HPN/U3NBMdOftb1MViJRXEWNOXlzOR05cxq9f38XPX2nlE6euNDqkORny9RKQsipCCCHSLDZSd+OEw9vHPX83cHc6YpERPXGIb8f64N6WgX1wH3roIb7zne8k/PruoX0AlBfOz/qAQgghxHRSmuipqnqyqqrPpfIeIrmqi5zcdm60D+7XnthodDiHWLJkCdXV1Qm/Pl4/r6xgQapCEkIIITJayhI9VVX/H/BzwJGqe4jUuPn0VRxVVshPXtrB5o5+o8MZMzw8zOjoaEKvDYb8eLxduJ2VUlZFCCFEzkrliN5O4IoUXl+kiO2QPrivZ8xGhtNOO42Pf/zjCb223xvdOSzdMIQQQuQyJZU/xFVVXQL8QdO0U470upaWljrghZQFImblc8/t48X2Yf7z9AWcvbDI6HD48Ic/DMBvf5vY5qSQ7kdBwazYUhmWEEKI3HX6+vXrm40O4kgyatftypUrKSwsnP6F81xLSwvr1683Ogx+vugojvvOX/nx5n4+dfHp5FmN/XSx2WwEAoGMeG8yTaZ8zmQieW8mJ+/L1OS9mZy8L+8YGhpix44dRoeRENl1K6a0sryIz5y+ir39I3wvw/vgjucNDNEz1EY4Epr+xUIIIcQ8JomeOKIvx/rgNj69mX1Z0ge3w/M2r+95jIODe40ORQghhDBUShM9TdP2TLc+T2S2IoeNOy+O98FtMTqchEhZFSGEECJKRvTEtK5dH+2D+38b9vKPncb1wf3iF7/Itddee8TXBEI+PN4uip1VUlZFCCFEzpNET0xrfB/cz/3FuD6411xzDeeff/4RX9MzvB+AMimrIoQQQkiiJxJz8uJyrjtpORvb+7nnn61GhzOlnti0rdTPE0IIISTREzPw7YuOp9Bu5bbH3qTP6+frT2zk62lsk/aRj3yEr33ta0d8zbCvH7vFSaGjND1BCSGEEBkso+roicxWVZTHbecey//72xtcdPfTvNbWO/bcV89fm/L7b9y4kUAgcMTXnLri/fhDXhRFSXk8QgghRKaTET0xIzedvooSp+2QJO+OJzeldWTvSBRFwWHNNzoMIYQQIiNIoidm5M6nN9PnPXxULROSvf192xkc7TE0BiGEECKTSKInEvb1JzZyx5ObpnzeyGQvEPKx+cDzbGt/yZD7CyGEEJlIEj0xL0hZFSGEEOJwshlDJCy+4WKqUb3bzzsupZsyzjjjDHp7eyd9TsqqCCGEEIeTRE/MyFTJXoHNwnUnLU/pvX/0ox/R0nJ4GzZd1+kZapOyKkIIIcQEMnUrZuyr56/l9vOOG3t83spqhgMhzv/Z3zk4NJr2eAZGuwmEfZQVLpSyKkIIIcQ4MqInZmX8FO1Xz1/Llx/9/+3de3xU9Z3/8dfcMpNkcoUEEu4QOKBykaCIolVRUWqttt2uvf3Etvbe7bbdbm27W1dsV9qtbXftVq2tS7d2tautW7UqVEEU7yIQQThAuAUSciEJuc59fn9MEpKQK2TmJDPv5+ORx8y5zHw/cziTvPmec75nG2tf2MmqBzey8UtXk+1JG/E277vvPo4ePUppaWmP+e2BZpx2lw7bioiI9KKgJ2ese9j7wXWLqGv18evX93PjQy/yzG0r8LgcI9re/fffTyAQ4Ic//GGP+UW5s5iQM31E2xIREUkGOnQrI8Jms/HLDy/lpvlT2VxezccffplQOJKw9u02B3bbyAZLERGRsU5BT0aMw27n959czpUlE/nzzgq++PgbRKPRuLZZ31LJkRO7CIR8cW1HRERkLNKhWzkjVY37OVC7nRZfA15PHjMLFlGUW4Lb6eBPt17Oivs28NCb+xmf6ebu6xfHrY6Khj1UNe4nN2MiaU5P3NoREREZi9SjJ8NW1bifHRUbafbVEyVKs6+eHRUbqWrcD0CWx8VfblvBnIJsfrxpF/ds2hWXOqLRSLdhVfLj0oaIiMhYpqAnw3agdjsQG7+u1X+SSCTcYz5AgdfD+s9fxaScDP7x6XdY92b5WbfrcrlwOE6dh3eyvY5g2E+BhlURERHpk4KeDFuLrwEAf6gNf7CVxvYa2gPNNPvqe6w3NS+T5z63gvyMND732Gv8eWfFWbX79ttv89vf/rZrurb5CKDbnomIiPRHQU+GzeWInQvncWaS6c7Fho32QDMtvgaqGst7XIBxzsRcnvrslbiddj72u5fYXF49YnXUNVdgw8447+QRe08REZFkoqAnw1LZuJ9mfz3tgWawgduVQW5GIZ40L2nOdHZUvMCuYy/3eM1F0wp4/JbLiUThxoc2se1ofT/vPrDt27ezd+9eACLRMA67i/zMibgcIz84s4iISDJQ0JMha/E1sOvYS2SmZbNo6lVkefKxYSc7fTzLZt3IVeespjB7OkW5JV2v6Tx/b+XcYn77sUto9gdZ9eAL7K9rGnb7t9xyC2vWrAFi4+ZdOPN6lsxYNTIfTkREJAlpeBUZklA4yLYjfyUcCbFwygqKcmcxo2DhaestnnZN1/O2QBOv7/8/ZhQsYtr4c/nb86dT3+bnK396k5UPPM/LX7mW4pyMs6rLZtP/VURERPqjv5IyqGg0yq7Kl2n1NzJt3HkU5c4a0uta/SeJEsU8/jpb9j5OTdMRvnDxHP5l5UIO1bdy3a9eoKHNfwb1RNh17OWuizFERESkbwp6Mqja5iMdgxIXYhQtHfLrCrKmcNmcm5k27lzaA028c/g5th56jr+/dDJfvsRg5/FGPvibTbQFQsOq52R7LRX1u6k+eWiYn0RERCS1KOjJoAqypjJn4lIWTrlq2PeTdTndzCu+hItnf5hx3knUtVRwoG47P7/xAm4+fzqvHKrlo//9EsFh3Be3trmioy4NqyIiIjIQnaMn/YpGI9hsdmw2GzP7OB9vOLI8+SyZvora5iNkecZht9v4r5svxhat4dHtR/n0o6/y249dgt0++MDHtV3Dqkw6q5pERESSnYKe9CkajbLt8F/xevIombAE+whc9GCz2SjMntY13dReyccW1DElq51Hynx880k3P/3gkn7vcvHrX/+a3Xt30dReS35mEU4NqyIiIjIgHbqVPh2s3UFN82FOttcRr5uLZXnGMXXcXC6e7uEzpXUcrn2JH73wVr/rX3DBBUydXQDA+KypcapKREQkeSjoyWlOtFSyt/pN3M5MFky5Im5DmLhdGcyf/D4unfMhLp5hsGCijxMn1/PgK8/2+xobNrzuPJ2fJyIiMgQ6dCs9+IKt7Kh4ARt2Fk29CrczPe5t5mYUcuW8D5GdUcYjW5/lv97aT673MH+zcFqP9ZYtW4bP52Pbtm1xr0lERCQZKOhJl0g0wo4jLxAItTO3aBl5mRMS1rbNZuOC6Qux2Sey7p2NfOr3W8j1OClM38O08fNpDzRxyU0z8eZ5eGXf48wsWNTjDhwiIiJyOgU96SZKdvo40pzpTBt3niUVLJk6gT/degWrHnyBf/jzs3zvCj+HTuwkGPJTNCMPmw1Ottexo2IjgMKeiIjIAHSOnnSx2xzMK76EhVNX9HvlayJcXjKR//nkpbxX4+EHGzNpD/gJhNrIyE7D403rujjkQO12y2oUEREZCxT0hLZAE4frdhKNRgFGZCiVs3Xj/Knc/zdL2VXj4L3qICf9aYTDUdrbAhxuaAOgxddobZEiIiKjnA7dprhwJMT2w8/T5Ksj05PLeO9kq0vq8pmls6lvDbCn8hiBcABHzUkAam0tAMwv1hArIiIiA7G+60YstafqNZp8dUzKM0ZVyOvUFgzxekUOAJHMHCKZseeH6lvYcijLytJERERGvZTo0atq3M+B2u20+BrwevJ0xWaHYw17qajfTZYnn3OKL7G6nNPcuX4HazaUAV7YAxdNSWNcRpATrS5er8hhT10NvsgO7lh5drdnExERSVZJH/SqGvd3XaEJ0Oyr1xWbxLbDrmNbcNpdLJp6NQ776N4V9tR52VPntboMERGRMSXpD912XZkZhUDIRzQa6Tk/RVU27iMSDTF/8uVkunOsLqdPd6xcyPevWdA17Xn1D3he/UPXdG66i2XTC6woTUREZExI+qDX4msAwB9qo8VXjy/Y2jG/0cKqrDdnwoUsnXkDE3JmWF3KgLqHPdexPbiO7QFg2bTxNPtDXPerF/jkwy9T09xuZZkiIiKjUtIHPa8nD4A0Zzo2mx1fsJVoNILXk2ttYRZp9ceuXLXZbORlTrS4mqHp3bP3/WsWsOXvruPNv1/FkinjeGTbIc750ZM89Mb+riFiREREJAWC3syCRUAs2HhcXqLRCO3B1q75qaSxrYYt+x5j7/E3rS5l2O5YuZAcjwuvy9518cWiSfm8+nfX8vMblxCMRLjtf19jxX1/xewYhkVERCTVJX3QK8otYeGUK8ny5JOe5sXl9JDmcDNuFA4lEk+BkI/tR54nGo2Q7y22upwzkpueRlaao8c8h93OVy+dx85v3cAN505mc3k1i37yNGvW78AfCltUqYiIyOiQ9EEPYmHvktkf4dr5n+OCGe/H6UjjYN0Oq8tKmGg0SlnFJnzBFkoKS0fleHlna0peJk98+goeX/0+xme6uXNDGYvveZqXyqutLk1ERMQyKRH0upuSP49sz3jSXakzVMeB2m3UtVQw3juZWYWLrS7njM2bN4/p06cPuM5N86ey69s38OVLDMzaJq745QZu+8Nr1Lf5E1OkiIjIKDK6B0+LA4fdybKSm7DZbFaXkhCNbTXsq34bj8vLgilXjunP/eijj7J169ZB18v2pPEfH7qQT5TO4AuPvcFDb+7n6feOcs8Hl/Cx86eP6W0gIiIyHCnXowd0/aEPR0IEw8nd05OTPp5ZhYtZNHUFaU6P1eUk1NJpBbz59VWsff9imv1BPvX7Lax6cCMHTjRbXZqIiEhCpGTQg9j4ei+Zj7Kv+m2rS4krm83O7AlLyM2YYHUpZ+3xxx9n48aNg6/Yjcth51tXnkvZtz7ANUYxG8xKFvzbU/x4406C4UicKhURERkdUjboZbizsdsdVNTvpj3QYnU5I86seoN91W933QkkGdx111089NBDZ/TameOyeOa2K3n4E8vJcrv4zl+2ceHPnuGNw7UjXKWIiMjokbJBz25zUFJYSjQaobzmHavLGVHVJw9ysG4HxxvLCUc0xEgnm83GxxbPYNe3b+AzS0soq2rgknuf46t/epMmX8Dq8kREREZcygY9iA27kpGWw7GGvbQFmqwuZ0S0+Zt49+iL2G1OFk27GqfDZXVJo05+hptffXQZm750DUZBNr98xeTcHz3JE+8e6bHenet3cOf61BmGR0REkk9KBz27zU7JhFKiRCiv2WZ1OWelqnE/L+/9X57acS8nWiopyplJliff6rJGtctmTeCdb17Pv6xcSF2rn4+s28xND22ioqGVO9fvYM2GMtZsKFPYExGRMSvlhlfprShnJuU179DsO0EkGsZucwz+olGmqnE/Oyo20upvJBwO4nZlcKxxL+OzJlOUW2J1eaOa2+ngn69ZwEcXTeOLj7/Bk7uO8uyeYwTDp+6Zu2ZDGUDXrddEREQGsm7L7Xbgl8BCwA98dvXytfu7Lf8Y8PdAGCgDvrR6+dq4nFSf0j16ELsq9YIZ72fZrJvGZMgDOFC7HaKxYOKwu8hIyzk1X4bEKMzhhS9ezQfOndwj5HVSz56IiAzDjYBn9fK1y4DbgXs6F6zbcns68APgitXL114M5ADXx6uQlA96AB5XZtfYetHo6X/kR7sWXwPYbGS6c8lOH9/1WVp8jdYWNsI2b97MfffdF7f3X7OhjKd2HR1wucKeiIgMwXLgOYDVy9e+DizptswPXLx6+dq2jmkn4ItXIQp6HcKREHuqXmPnsc1WlzIs0WgUh90FHfm0+10fvJ5ca4qKk9zcXLKysiytYcuBaupa4vZ9FBGR5JANnOw2HV635XYnwOrlayOrl6+tBli35favAl7gr/EqJOXP0etktzmob62iqb2O6ePnk+UZZ3VJQ3Ko7l1aAyeJRMKkp/W8f+/MgkXWFBUnx44do7Y2fuPedZ6D13lOXm8uu42N+6uZetcfufn8GXxlucHiyWNjPxERkYRqArr3TNhXL18b6pzoOIfvx8Ac4MOrl6+N2+FE9eh1sNlszJ4Q61ndXz34/VRHg2bfCfZWv0mWJ5/F068ly5OPDTtZnnwWTrky6S7EWLVqFV//+tfj2sYdKxfy/WsWnDb/+9cs4Piaj/LTDy5hSm4mv32rnAt+9gyX3vscj7xzkEBI4xWKiEiXV4BVAOu23H4R8G6v5Q8AHuDGbodw40I9et2M904hN6OQ6qZDNLXXkZ0+3uqS+hWJhCmr2EQ0GuG8Se+jMHsq08adY3VZSaF3z973r1nQNe9rl83jq8vnst6s5Bdb9vDcnkpePVTLt55K53MXzeZzy+YwMTvdstpFRGRUeAK4et2W218FbMCt67bc/nFih2nfBj4DvAxsXLfldoB/X7187RPxKERBrxubzUZJ4RLePvQM+6rfpnT6tVaX1K+91W/R7KtnSv48CrOnWl1O0uk+lErvYVXsdhvXzZvEdfMmsa+2iV++YrLurXLu3FDGv76wk48smMpXLp3L0qnje5wzKSIiqaFjqJQv9Jq9p9vzhB1RVdDrZZx3EnkZE6ltPkKr/ySZ7hyrSzpNU3sdh+rKyEjLwSi6yOpyktZQxs2bXZDNz268gLuuW8Tvth7gP7eYPLLtEI9sO8SSKeP48nKDjy6cjsc1NofuERGRsU1Brxebzca84osBRmXIA8jyjGNe0cXkZBTitOsWZ6OB1+3iixcbfGHZHDbuO84vtuzh6feOcesjr/KPT23ls0tn84WL5zA5N9PqUkVEJIUo6PVhNJ+bB7EwOm38eVaXIX2w2WysmFPEijlFHKpv4f5X9/KbN/Zx9ws7+fGmXdx43hS+snwul84sPO2wbucYfboDh4iIjBQFvQE0tZ+guulg19W4VqtqLKexrZo5Ey/EYU+9f7q7776b8vJyq8sYsun5XtZev5jvX7OAR7Yd5D+3mPyx7Ah/LDvCgqI8vrzc4OOLZ5CR5uy6t24nhT0RERkJqZcWhmFv9ZvUNVeQn1nEOO8kS2vxBVt5r3IL4UiYqePOHbWHleNp1apVbN06Noa+6S4jzclnls7m0xeWsOVgDb/YYvLEu0f4/GOvc/vT7zC3MJvXDtd1ra9764qIyEhR0BtASWEpdc0V7K/eSn5msWVXUEajUd49+iLBsJ9zi5enZMhLBjabjUtnTuDSmRM4drKNB17dy882v9cj5HVS2BMRkZGgoDeA3IxCCrOmUdN8mBMtxxifNdmSOg6f2MmJlmMUZE1lcv48S2oYDW644Qaam5vZtGmT1aWctUk5GTjsNtqC/Q+0vGZDGQ1tfn5+04UJrExERJKJgt4gSiaUUtN8mH3VbzPOOynhvXrNvnr2Hn8Tl8PDeZMuS+lx2Q4fPkwgELC6jIS6d4vJerOKlXOLuXZuMe+bNYF0l762IiIyNPqLMYjs9PFMyJ5OddMh6loqKMhK7ODE9S2VRKJhFk5egduVkdC2Jb4Gu7fuqnmTcNptbNx/nHtf3sO9L+/B43Rw2awJXDu3mJVGMUZhdkqHfxERGZiC3hCUTFiCx+Ul25P4YVemjT+Pcd7JeD25CW9b4q+/sNf9tmuBUJhXDtWyfk8l6/dUssGM/QBMz89kpTGJElc7c84NkuXRuIoiInKKgt4QZHnyuwZRThRfsAW3MxObzaaQl+QGurcuQJrTwRUlE7miZCJrr1/MsZNtbDAreW5PJc/vreKB1/YC8J0tf2D5jEJWzi1m5dxiFhTlDdjbp3H7RESSn4LeMESjUepaKhjvnRLXw2WRaIjXy5/E686ldPq12GwJuyWeWGSge+v2Nikng1svLOHWC0sIhSO8eaSOdS9upexklM0HqnmxvJrv/GUbRdnprDRioe+qOUXkZ7i73kPj9omIpAYFvWHYV/02B2q3sXDKCopyZ8WtnbrQfmzBVopzZyvkdXPDDTdQXV1tdRlxcyZhy+mwc/GMQtz1hZSWllLb4mODWcn6jsO7694qZ91b5dhtNpZOHc/KucVUNLbymzf2d72HhnIREUleCnrDMClvDgdrt7O/ZisTc2bEJYQdP3mAlshxJqXPoGTC4hF//7HsrrvuGpMDJidSgdfDJ0pn8onSmUQiUbYdq2e9Wclzu4/x2uE6Xjtc2+frFPZERJKTuouGIdOdQ3HeHFr9jVSdHPlbcfmCrew69jI27CyYfCV2m2PE25DUYbfbKJ0yju9eNZ+Xvnot37x84DEY12woY/E9T/Pzze+xcV8VdS2+BFUqIiLxoh69YZpVeD6VDfvYX/0OE3NmYR+hXr1oNMrOoy8RDPvJd87SBRh9uPvuu6mqqqK0tNTqUsakoYy/t6OygW8+earXtDg7nfnFeSwsyos9FucxpyAbl+PM9ntdACIiklgKesOUkZbN5HyDivrdVDbuY3KeMWLvXZQ7C6fDRcifO2LvmUweffTRlBsweSQNNm7fP101n5sXz6CssoGyqobYY2VD17AundIcds6dmMv8olwWFucxvygWAMd7PQO2rwtAREQST0HvDMwsOJ+65qMjemjVZrMxKW8Ok/LmsLVW56FJfAxl3L55E3L42/Ondy2rb/NTVtnAu1UN7Khs4N2qRnZWNbLtWH2P9yjKTmdBcR4LivI6HnMxCnNwOeynhTydEygikhgKemcgPc3LZcbNIzLESiQa5kDNdqaPn4/TkTYC1YkMbLBx+3rLz3BzeclELi+Z2DUvFI6wv665I/id6gHsq/cvLz2N6j7O90tE2Ltz/Q4qK2t4QEf7RSRFKeidoc6QF46EsNlsZ9y7V16zjfKadwhFgswtumgkSxTp13DG7euL02Fn7oQc5vbq/Wto81NW1ci7lbHev+f2HKOyqb3f91mzoYw/lR3hA+dOZmpeJtPyvEzLy2RqXiYZaWf366l7L2Lx+h3qPRSRlKSgdxbqW6vYfuR5SgoXM3XcucN+fUNrNeU17+BxeZlVqKFUJLHiEXzyMty8b9YE3jdrAnD6eXl92Xm8kZ3HG0+bX+B1My3P2xEAMzsCoLfreW56Wr+96lYdKtbFJiIy2ijonYVMdy6hcJDymm1MyjNw2Ie+OUPhIO8e3QTAgilX4NJh20EVFBTQ2tpqdRkyDINdAPK9q+bz6aUlHG5o5XBDC0caWjlcf+r5u1UNvF1xos/XZrldXb1/0zp6A6fmZfL83koeevP04Y/iHfZ0sYmIjEYKemfB7Uxn2vhzOVi7g4r63UwfP3/Ir91T9RptgSZmFCwkP7MojlUmj+eff14DJo9BQ7kAZHq+F5hw2msjkSg1LT4ON7RwuKE1FgS7h8KG1j57A/uzZkMZb1XUceuFJRR6PRRkeijM8pA3QO/gUKgHUURGKwW9szRj/EIqTrzHgZptTM6fi9PuGvQ1rf6THGvYS5Ynn9mFSxJQpYi1hnsBSCe73cbE7HQmZqezdFpBn+s0tgdiQbC+lQde3ctzZmWf63V6dnclz+7uuY7TbqPA64mFv47H2HN3j+nOn0z3qe95f4en1YMoIqOBgt5ZSnN6mDZ+PuU173DkxHvMLBj8l22mO4els27AaXdht+vuF0P14osvsm/fPg2YPEad7QUg/clNTyM3PZ+FxfnccN6UAc8L/FTpDK6dN4naFh81nT/NPmpb/NS0+DhY38KOyoZB28xIc1Do9RAIRQa92KTVH+Rf378Y5xkOMt0X9SCKyFAp6I2A6ePmc7huJ/UtlQMGvWg0SpQodpud3IzCBFaYHL72ta8RCAS47bbbrC5FzlAiAsJQDhUPxBcM9wyCLb4+p2tbfBxv7j/kdbpn827u2bybbI+L/Iw08jPc5KXHHmM/HfMy0npMdz66nT3/M5hqPYgKlyJnR0FvBLicbpaV3ERGWvaA6x1t2MPRepOFU68cdF0ROXNneqgYwONyMCUvkyl5mYOuG41G+d4z2/jRxl19Lj9/Uh4zxmXR0Oanvi1AfZsfs6aJ1kBoiJ8EMtOcXaHvZHuAQw39X5C0ZkMZ1c3tfPvK88j2uMhyu0akJ9HKHsREh0uNvSjJRkFvhGS6cwZc3uo/ye7K17Db7CN2f1wR6V9nKKisrIxbQLDZbPzr+xfjdjqG1YPoD4Vp6Ah+9d0eG9r9nGjtPs9PQ3vs+cH6Fpp8wUFreuC1fTzw2r6u6Yw0B9nuNLI9rtiP20WWx0WwtYkZh8Nke1zkeNLI6lzesU7n8wde3ctPXnzvtHYS3YOYqAG2Ez32onosJd4U9EZQMORnX83buJ0ZzCo8v2t+JBqhrGITkWiI+ZNX4HF5LaxSJHXcsXIhW7cOvffsbNqBofcgup2OrotMhiMYjvC9Z7ZxTx/BC+CSGQUsLM6nyRekyReg2R/seB7kpC9ARWMr7cHwqRccPDms9ntbs6GM/91+iKXTCvCmOfG6nXjdLrLcTjLTXD2mvV3TTrLcLjJcTuz2oY2D2L09iE8osjpYxrut7m0mqi0ZHRT0RpDNZud4YzmRaJip+efgcroBOFCzjZPtNRTlllCUO8viKkUkHuJ1sUl3LoedH3+glMw05xmfgxgMR2j2B3nlrXeYNntuLAj6Y8GwyRekuWs6yOby6kEvTtlT08SemqYz+jyZaaeCXywouqhqaqP8REu/r1mzoYxdxxv51JKZZLicZKQ5SXc5Yo9OR9e0x+noN0j2pmAZP4kOlgqyp1PQG0FOh4sZBYswj7/OwbodzJl4IY1tNV13vzin+BKrSxSROErUH5ezOQfR5bCTn+Gm2JvGguK8Qdcf6Crm76w4j69dNo8Wf5CWQIhmX+yxxR+i2R+k1R+iJRDsmm7pNt35ms5l1c0+WgJBotHBP8Mfy47wx7Ijg67ncTrISHOQ7nKS4ep4THOQ3vE83eVgX20TZVWN/b5H92DpdsYCpNtpx+Ny4HY48LhOnzdYwFSwTI72xgoFvRE2ddw57K56he1Hnqe8ZhtpTg/hSIj5ky/H5XBbXd6Y9thjj7FrV98nvYukmkT0IHZ/74F6EAu8nhFpKxqN0h4Mc8dz2/np5t19rvOBcyZzjVFMWzBEezBMWyBEe6jjMRjumt/ea7rZH6KmxUdbMEwwHBlWXUMNlp1cDnss+HUFQwcelx2300FNs4+jJ9v6fe2aDWW8sLeKK2cXkea0k+aI/bicdtwOR495aU4Hboe927xTy91OR8c6du7ZtIu1fVwwlEzB0qoLhsYCBb0RVtN0iEDIRygcoD3QjM1mw2azEwj1/8WWoZkzZw7Nzc1WlyEyaoyFHsThsNlsZKQ5+bcbluB1u8748PRgQuFILAwGQ7QFw/xk0y7ue3Vvn+tef84krjGK8QXD+MOR2GMojC8Uxh+KdDyG8QXD+EIRAn0saw+GaGyPTbcN4YrrVw7V8sqh2rP+nEOxZkMZ9768h4nZ6bjs9h5B0tkVKGOPzY2NTNzv7xEo0xx2XI7u4dPOevP0Qck72zpwopnPLJ2N027D1fHarp+OeU5757yOdex2HHbbkO9t3b09UNhT0BthB2q343Zm0B5oIRwNEY1GsdlsHKjdTlFuidXljWmBQIBgcPCrDkVk5CWqB7F3G/EIl06HnSyHnSxP7A4nv/jwUgq8nrgFy97ueHY7P3j+3T6XfXZpCasvLCEQjoVGfzhCIBQhEA53zIsQDEfwhzqmu5bH1vGHek7vqGzAHOQcylAkQl2rr+t1wXCEUKSfY+iHzu4Cnoe3HuThrQfP6LWxEHgq/LkcdtoCQZr8/YdnhT0FvRHX4muI/a/UnY0/2NptfqN1RSWJCy64gEAgwO7dfR/SEZH4SvQfy0SGy0T1WgLced0i7HZbwoLlQOdZ9tdmJBIlGOkIlh2PW7fvwDjnnB7zuofNYCTCw28f4LEdhwes59IZhVw8o4BgONZGMNzzJxTpPj9KKBzpmg5Foj3WbQ/G/6r6sU5Bb4R5PXk0++pxO9NxO9O7zc+1rigRkTEqkeEyEWMv9m4rEcHyTO4WY7fbcNsdPe7MMjHTRcn4gQf7v/6cycw7g2B5Ns4kyKYSBb0RNrNgETsqNvY5X0RERrdEjb3Y2VZfz+PZ1mgNlmOpvbFGQW+EdZ6Hd6B2Oy2+RryeXGYWLNL5eSIichoreiwT0W4ig6UV7Y0lCnpxEBsYWcFORERGl2QNlla0N1Yo6ImIiEhcWHkBj8TELegZhmEHfgksBPzAZ03T3B+v9iT5feMb3+DIkaEPWioiIpLq7HF87xsBj2may4DbgXvi2JakgFtuuYVVq1ZZXYaIiMiYEc+gtxx4DsA0zdeBJXFsS0RERER6iec5etlA9yG0w4ZhOE3T7Pe69b17+74FTSraunWr1SWMOj/84Q8B+N73vmdxJaOT9pn+adv0Tdulf9o2fdN2GXviGfSagKxu0/aBQh7E7mWalZU10CopYevWrZSWllpdxqhTXl5OIBDQtumD9pn+adv0Tdulf9o2fdN2OaW5uXnMdE7F89DtK8AqAMMwLgL6vrGfiIiIiMRFPHv0ngCuNgzjVcAG3BrHtkRERESkl7gFPdM0I8AX4vX+IiIiIjKweB66FREREREL6c4YMmYsW7aMEydOWF2GiIjImKGgJ2PG/fffr0v7RUREhkGHbkVERESSlIKejBm//vWv+fOf/2x1GSIiImOGgp6MGffeey+PPfaY1WWIiIiMGQp6IiIiIklKQU9EREQkSSnoiYiIiCQpBT0RERGRJDVaxtFzAbS1tVldx6jR3NxsdQmjTklJCaFQSNumH9ou/dO26Zu2S/+0bfqm7RLTLa+4rKxjKGzRaNTqGti6desXgV9aXYeIiIjIMHyptLT0PquLGMho6dF7uONxDxC0shARERGRQbiAuZzKL6PWqOjRExEREZGRp4sxRERERJKUgp6IiIhIklLQExEREUlSCnoiIiIiSWq0XHWbkgzDcAEPAdMBN/AD0zSf7Lb8G8BngNqOWZ83TdNMdJ1WMAxjG3CyY/KgaZq3dlv2AeD7QAh4yDTNBy0o0RKGYawGVndMeoBFwETTNBs7lqfcPmMYxlLgR6ZpXm4YRgmwDogCO4Evm6YZ6baundhQTgsBP/BZ0zT3J77qxOi1bRYB9wJhYp/9/5mmWd1r/X6/d8mk13ZZDDwF7OtYfJ9pmn/otm4q7zOPAhM7Fk0HXjdN8+Ze66fEPjOWKehZ65PACdM0P2UYxjhgG/Bkt+WLif0y3mpJdRYxDMMDYJrm5X0scwE/Ay4AWoFXDMN4yjTN4wkt0iKmaa4jFmQwDOM/iQXdxm6rpNQ+YxjGPwKfIrYvAPwU+CfTNF80DON+4IPAE91eciPgMU1zmWEYFwH3dKyTdPrYNv8OfNU0ze2GYXwe+DbwjW7r9/u9SyZ9bJfFwE9N07ynn5fcSIruM52hzjCMPGAT8PVe66fEPjPW6dCttR4D/rnbdKjX8lLgO4ZhbDEM4zuJK8tyC4EMwzA2GIaxseOXa6d5wH7TNBtM0wwAW4BLLanSQoZhLAHONU3zV70Wpdo+Uw58qNt0KbC54/mzwFW91l8OPAdgmubrwJJ4F2ih3tvmZtM0t3c8dwK+XusP9L1LJn3tM+83DOMlwzB+YxhGVq/1U3mf6XQncK9pmlW95qfKPjOmKehZyDTNFtM0mzt+sTwO/FOvVR4FvgBcCSw3DOP6RNdokTbgJ8BKYp//94ZhdPY+Z3PqMAFAM5CT2PJGhe8S++XbW0rtM6Zp/pGeg6zbTNPsHBy0r32j9/4T7rZvJZXe26bzj7RhGBcDXyHWM97dQN+7pNHHPvMm8C3TNC8DDgB39HpJyu4zAIZhFAIr6DiS0EtK7DNjnYKexQzDmEKsS/x3pmn+T7f5NuDnpmnWdfRc/QU436IyE20v8LBpmlHTNPcCJ4CijmVNQPf/cWcBjYktz1qGYeQCc03T3NRrfirvM50i3Z73tW/03n/spmn27klPWoZh/C1wP/B+0zRrey0e6HuXzJ7odqrDE5z+nUnpfQb4CPA/pmmG+1iWqvvMmKKgZyHDMCYAG4Bvm6b5UK/F2cBOwzC8HX/ArwRS4rwr4NPEzoPBMIxiYtui85DBbmC2YRj5hmGkAZcBr1lSpXUuA57vY34q7zOdthmGcXnH8+uAl3stfwVYBdBxmOndxJVmLcMwPkmsJ+9y0zQP9LHKQN+7ZLbeMIwLO56v4PTvTMruMx2uInYaRF9SdZ8ZU9TFaq3vAnnAPxuG0Xmu3oNApmmavzIM47vEevv8wAumaT5jUZ2J9htgnWEYW4hdPflp4KOGYXg7tss3gPXE/qPykGmaxyys1QoGsUNMsQnD+DjgTfF9ptM3gQc7/hOwm9gpERiG8d/ETo14ArjaMIxXARuQElcIGobhAP4DOAL8yTAMgM2mad7Rbduc9r1LkZ6rLwK/MAwjABwHPgfaZ7rp8fsGemybVN1nxhTd61ZEREQkSenQrYiIiEiSUtATERERSVIKeiIiIiJJSkFPREREJEkp6ImIiIgkKQU9EUlKhmFcbhjGTqvrEBGxkoKeiIiISJJS0BORpGcYxnLDMI503OdVRCRl6M4YIpLUDMO4gtgdZ643TbPM6npERBJJPXoikswmA08D/6eQJyKpSEFPRJJZCLgauMUwjKVWFyMikmgKeiKSzI6bpvkq8A/A7wzDyLC6IBGRRFLQE5GkZ5rmb4E9wD1W1yIikki2aDRqdQ0iIiIiEgfq0RMRERFJUgp6IiIiIklKQU9EREQkSSnoiYiIiCQpBT0RERGRJKWgJyIiIpKkFPREREREkpSCnoiIiEiS+v8ireSC+5bXwgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = KMeans()\n", "visualizer = KElbowVisualizer(model, k=(1,20))\n", "visualizer.fit(X_red)\n", "visualizer.show() " ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "#tsne_op = sklearn.manifold.TSNE(n_components=3, perplexity=2)\n", "tsne_op = TSNE(n_components=3, perplexity=2)\n", "X_red_t = np.array(tsne_op.fit_transform(X_cluster))" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = KMeans()\n", "visualizer = KElbowVisualizer(model, k=(1,20))\n", "visualizer.fit(X_red_t)\n", "visualizer.show() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Conclusion on cluster sizing\n", "\n", "Our analysis suggests 5 logical clusters - e.g. optimal point at the Elbow\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0 1 2 3 4]\n" ] } ], "source": [ "n = 5 # Optimal number of clusters based on average of the Elbow methods\n", "clusters = KMeans(n_clusters = n)\n", "C_vals = np.array(clusters.fit_predict(X_red))\n", "print(np.unique(C_vals))" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# Select columns from the feature reduction exercise e.g. selected columns and ...\n", "# Add the Purchase information (\"Purchase_True\") and ...\n", "# Add ClusterID to this data and save as a new file\n", "\n", "X_save = pd.DataFrame(shopping_df[selected_columns])\n", "X_save['Purchase'] = shopping_df.iloc[:,-1]\n", "X_save['ClusterID'] = C_vals\n", "X_save.head()\n", "X_save.to_csv('shopping_clusters.csv', index=False)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PageValuesSpecialDayVisitorType_New_VisitorProductRelatedInformationalVisitorType_Returning_VisitorProductRelated_DurationTrafficTypeAdministrativePurchaseClusterID
00.00.001010.0000001000
10.00.0020164.0000002000
20.00.001010.0000003000
30.00.002012.6666674000
40.00.001001627.5000004000
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" ], "text/plain": [ " PageValues SpecialDay VisitorType_New_Visitor ProductRelated \\\n", "0 0.0 0.0 0 1 \n", "1 0.0 0.0 0 2 \n", "2 0.0 0.0 0 1 \n", "3 0.0 0.0 0 2 \n", "4 0.0 0.0 0 10 \n", "\n", " Informational VisitorType_Returning_Visitor ProductRelated_Duration \\\n", "0 0 1 0.000000 \n", "1 0 1 64.000000 \n", "2 0 1 0.000000 \n", "3 0 1 2.666667 \n", "4 0 1 627.500000 \n", "\n", " TrafficType Administrative Purchase ClusterID \n", "0 1 0 0 0 \n", "1 2 0 0 0 \n", "2 3 0 0 0 \n", "3 4 0 0 0 \n", "4 4 0 0 0 " ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Reload the file and examine the training data\n", "\n", "X_train = pd.read_csv('shopping_clusters.csv')\n", "X=X_train.iloc[:,0:-2].values\n", "X_train.head()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of unique clusters = 5 and their Class IDs: [0 1 2 3 4]\n" ] } ], "source": [ "column_values = X_train['ClusterID'].values\n", "unique_values_a = np.unique(column_values)\n", "unique_values = np.sort(unique_values_a)\n", "print(\"Number of unique clusters =\",len(unique_values),\"and their Class IDs:\",unique_values)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "purchase_percentage = np.zeros(len(unique_values))\n", "representation_percentage = np.zeros(len(unique_values))\n", "\n", "# Loop through the clusters\n", "\n", "for index, item in enumerate(unique_values):\n", " locations = len(X_train[X_train['ClusterID']==item])\n", " purchases = len(X_train[(X_train['ClusterID']==item) & (X_train['Purchase']==1)])\n", " representation_percentage[index] = locations / len(X_train)\n", " purchase_percentage[index] = purchases / locations " ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Representation Percentage= [0.67518248 0.06934307 0.23941606 0.00081103 0.01524736]\n", "Purchase Percentage= [0.11531532 0.28538012 0.21646341 0.2 0.33510638]\n" ] }, { "data": { "image/png": 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C42tV9eUkv5nkqrFOBQAwYUaJsodV1bWHblTVlUk2jW8kAIDJM0qUzbbWjs/w5P7W2iOSrB7rVAAAE2aUKLsyyZ8m+d7W2puS3Di8DwCAJTLKuy/f2Vq7JcnzkjwoyU/NPZwJAMD9t2CUtdamkpyW5BNVdfHyjAQAMHnmPXzZWrsgyceSXJzkM6215yzbVAAAE2ahc8p+NslUVT01yflJLlmekQAAJs+CJ/oPr0uWqvqLJN+zLBMBAEyghaLs8M+33D/OQQAAJtkol8Q4xIeQAwCMyULvvnxCa233nNsbhrePSzJbVa7qDwCwRBaKsscs2xQAABNu3iirqv+1nIMAAEyyozmnDACAMRFlAAAdGDnKWmsnjXEOAICJtugHkrfWWpL3JHlwa+0pSf4syQuqavu4hwMAmBSj7Cn7zSSvTfK1qvrfw9tXjXUqAIAJM0qUPayqrj10o6quTOIaZQAAS2iUKJttrR2f4RX9W2uPSLJ6rFMBAEyYUaLsyiR/muR7W2tvSnLj8D4AAJbIoif6V9U7W2u3JHlekgcl+am5hzMBALj/Rr0kxqer6uIkv5/kEa21B41xJgCAibNolLXW3pDk7a21U5O8P8kFSX573IMBS2/Pvv35m69/K3v27V/pUQA4zKKHL5Ocl+QZSX46ybur6nWttZvGOxawlPYfOJiLrpnJ1dt25Eu77sqpJ52QLVOn5LLzp7NmtQ/2AOjBSH8bV9WeJM9O8qHhXevGNhGw5C66ZiZXXLc9t95+Vw7OJrfefleuuG57LrpmZqVHA2BolCj7RmvtyiRPTvJnrbU3J/nyeMcClsqeffvzvm07jrjt6m23OZQJ0IlRouylGUTY84Z7zGaTvGysUwFLZufuu7Nj111H3LZj153ZufvuZZ4IgCMZ5ZIYX03yxjl3/eskP5Dkq+MaClg6mzetz6knnZBbb//OMDvlpI3ZvGn9CkwFwOFG+UDyC5O8NckJc+7+uySPGNdQwNLZsHZNtkydkiuu2/4d27ZMnZwNa0d5vw8A4zbK38YXJzk3yS8leX2S85OcPM6hgKV12fnTSQbnkO3YdWdOOWljtkydfO/9AKy8UaLsm1X1idbaXyX5vqq6tLX212OeC1hCa1avyuVbz8yl552RnbvvzuZN6+0hA+jMKCf639Nae0iS/5nkKcP7fCA5PABtWLsmj3n4iYIMoEOj/M18VZI/yuCw5V+11l6Q5DtPTgEA4Lu26J6yqnpnkudU1TeTnJ3kV5P82LgHAwCYJKO8+3J9kq2tte9Nctzw7lcn+fVxDgYAMElGOXz57gzebbktgwvHZs6vAAAsgVGibCrJaVV1cNzDAABMqlHeffnVJA8a9yAAAJNs3j1lrbWfH375lSQfaa29N8k9h7ZXlXPKAACWyEKHL08f/rp7+N/jxj8OAMBkmjfKquqCQ1+31p5RVR9rrT00yTOq6r3LMRwAwKRY9Jyy1tobk/zK8OaGJJe01l4/1qkAACbMKCf6b03ynCSpqtuSPDPJPxvjTAAAE2eUKHtQVd0z5/a+JC6PAQCwhEa5TtkNrbXfS/I7GVw09mVJPjHWqQAAJswoe8pek8FlMS5P8msZXLfsteMcCgBg0oyyp+z1VfULY58EAGCCjbKn7PljnwIAYMKNsqfsb1trH0xyfZI7D93piv4AAEtnlCj75vDXR49zEACASbZolM29sj8AAOOxaJS11q7J4FIYf09VbRnLRAAAE2iUw5d/OOfrtUn+aZKbxjMOAMBkGuXw5X+ee7u19q4kHxnTPAAAE2mUS2Ic7rgkj1zqQQAAJtnRnlN2XJKpJB8d51AAAJPmaM8pm01yZZIPjmccAIDJtGCUtdamknwrySeq6n8vz0gAAJNn3nPKWmsXJPlYkouTfKa19pxlmwoAYMIstKfsZ5NMVdWXW2tnJ7k0R3HYsrW2KoNDnU9MsjfJq6rqljnbfzzJ65IcSPLZJK8ebpr3OSthz779ue1b+/L4ffuzYe0oR3sBAI7egu++rKovD3/9iyTfc5SvvTXJ8VV1dpJLkrzt0IbW2vokb0zyQ1X1tCQPzuCDz+d9znLbf+Bgfu69N+X0t16df3rNLTn9rVfn5957U/YfOLhSIwEAx7CFouzwq/jvP8rXfnqSDyRJVd2Y5Mlztu1N8rSq2jO8vSbJtxd5zrK66JqZXHHd9tx6+105mOTW2+/KFddtz0XXzKzUSADAMexorlP2HR+1tIhNSe6Yc/tAa21NklTVwar6apK01n4mycYk1y70nOW0Z9/+vG/bjiNuu3rbbdmz72j7FABgYQsFzxNaa7vn3N4wvH1cktmq2rTIa+9OcuKc26uq6t6aGZ5z9tYkpyV5UVXNDl9/3ufMZ9u2bYs95Kjc9q192XH7XUfc9qXb78y1N9yUk09cu6Tf81gyM2Nv4qis1eis1dGxXqOzVqOzVqP7btZqoSh7zHc/SpLk40nOT/IHrbWzknzusO1vz+Aw5taqOjjic45oamoq69atu5/j3ufx+/bn1Ot35tYjhNmpD9mYc592ppP+5zEzM5Pp6emVHuMBwVqNzlodHes1Oms1Oms1uvnWau/evQvuSJq3LKrqf93Pmd6T5NzW2g0Z7F27oLX2kgwOVX4yySuTXJfkQ621JPmNIz3nfs7wXdmwdk22TJ2SK67b/h3btkydLMgAgCU3troY7v268LC751bOfOezHf6cFXHZ+YPCvXrbbfnS7Xfm1IdszJapk++9HwBgKdnlM481q1fl8q1n5tLzzsi1N9zkkCUAMFZH8+7LibRh7ZqcfOJaQQYAjJUoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDogCgDAOiAKAMA6IAoAwDowJpxvXBrbVWSK5M8McneJK+qqlsOe8yGJNcmeWVVbR/e9+kkdwwf8sWqumBcMwIA9GJsUZZka5Ljq+rs1tpZSd6W5EcPbWytPTnJf0xy8pz7jk+SqnrWGOcCAOjOOA9fPj3JB5Kkqm5M8uTDtq9L8oIk2+fc98QkG1prH2ytfWgYcwAAx7zjZmdnx/LCrbV3JPkfVfX+4e0vJfn+qtp/2OM+kuTCqtreWjs9yVlJ3pHksUnen6Qd/pxDZmZmHpXki2P5DQAAjMejp6enbz38znEevtyd5MQ5t1fNF1dz3JzklqqaTXJza+0bSTYn2bHQk6amprJu3br7NexCZmZmMj09PbbXP5ZYq9FZq9FZq6NjvUZnrUZnrUY331rt3bs327Ztm/d54zx8+fEk5yXJ8DDk50Z4zisyOPcsrbVHJtmUZOe4BgQA6MU495S9J8m5rbUbkhyX5ILW2kuSbKyqq+Z5zu8keVdr7foks0leMcLeNQCAB7yxRVlVHUxy4WF3bz/C45415+t9SV4yrpkAAHrl4rEAAB0QZQAAHRBlAAAdEGUAAB0QZQAAHRBlAAAdEGUAAB0QZQAAHRBlAAAdEGUAAB0QZQAAHRBlAAAdEGUAAB0QZQAAHRBlAAAdEGUAAB0QZQAAHRBlAAAdEGUAAB0QZQAAHRBlAAAdEGUAAB0QZQAAHRBlAAAdEGUAAB0QZQAAHRBlAAAdEGUAAB0QZQAAHRBlAAAdEGUAAB0QZQAAHRBlAAAdEGUAAB0QZQAAHRBlAAAdEGUAAB0QZQAAHRBlAAAdEGUAAB0QZQAAHRBlAAAdEGUAAB0QZQAAHRBlAAAdEGUAAB0QZQAAHRBlAAAdEGUAAB0QZQAAHRBlAAAdEGUAAB0QZQAAHRBlAAAdEGUAAB0QZQAAHRBlAAAdEGUAAB0QZQAAHRBlAAAdEGUAAB0QZQAAHRBlAAAdEGUAAB0QZQAAHRBlAAAdEGUAAB0QZQAAHRBlAAAdEGUAwMTbs29//ubr38qefftXbIY1K/adAQBW2P4DB3PRNTO5etuOfGnXXTn1pBOyZeqUXHb+dNasXt59V6IMAJhYF10zkyuu237v7Vtvv+ve25dvPXNZZ3H4EgCYSHv27c/7tu044rart9227IcyRRkAMJF27r47O3bddcRtO3bdmZ27717WeUQZADCRNm9an1NPOuGI2045aWM2b1q/rPOIMgBgIm1YuyZbpk454rYtUydnw9rlPfXeif4AwMS67PzpJINzyHbsujOnnLQxW6ZOvvf+5STKAICJtWb1qly+9cxcet4Z2bn77mzetH7Z95DdO8uKfFcAgI5sWLsmj3n4iSs6g3PKAAA6IMoAADogygAAOiDKAAA6IMoAADogygAAOiDKAAA6IMoAADogygAAOiDKAAA6IMoAADogygAAOiDKAAA6IMoAADogygAAOiDKAAA6IMoAADogygAAOrBmpQe4n1Ynyb59+8b+jfbu3Tv273GssFajs1ajs1ZHx3qNzlqNzlqN7khrNadXVh/pOcfNzs6OcaTxmpmZeXqS61Z6DgCAo3DO9PT09Yff+UDfU3ZTknOS7ExyYIVnAQBYyOokmzPol+/wgN5TBgBwrHCiPwBAB0QZAEAHRBkAQAdEGQBABx7o775cMq21VUmuTPLEJHuTvKqqbpmz/fwkv5xkf5J3VtV/WpFBO7DYWg0fsyHJtUleWVXbl3/KPozwc/XjSV6XwbuHP5vk1VV1cAVG7cII6/WiJJckmU1yVVW9Y0UG7cAofw6Hj7sqyTer6pJlHrEbI/xc/XySVyb5u+FdP11VteyDdmCEtTozya8nOS7JV5L8RFV9eyVm7cFC69Vae0SS/zbn4U9KcklV/cf5Xs+esvtsTXJ8VZ2dwV/6bzu0obX2oCSXJ3lOkmcm+RfDxZ5UWzPPWiVJa+3JST6W5DHLP1p3tmb+n6v1Sd6Y5Ieq6mlJHpzk+SsxZEe2Zv71Wp3kzUmeneTsJBe11h6+EkN2YmsW+HOYJK21n05y+jLP1aOtWXitfjDJS6vqWcP/JjLIhrZm/j+DxyX5T0kuqKqnJ/lAkn+4EkN2ZGvmWa+q+sqhn6kkv5jkUxms37xE2X0O/YClqm5M8uQ52x6f5Jaqur2q9iW5PoPro02qhdYqSdYleUGSid1DNsdCa7U3ydOqas/w9pokE/t/nEPzrldVHUjy+Kq6I8nDMvg/9TtXYshOLPjnsLV2dpKzkrx9+UfrzmJ/Z00n+cXW2vWttV9c7uE6s9BanZbkG0le11r7aJKHTnjAJov/bB2K2d9M8i+Hf4/NS5TdZ1OSO+bcPtBaWzPPtm9lsFdjUi20Vqmqj1fVjuUfq0vzrlVVHayqryZJa+1nkmzM4JDvJFvsZ2t/a+2FST6Twd7Ye5Z5vp7Mu1attc1J/l2Sf7UCc/VowZ+rDA4xXZjkh5M8vbU2yXusF1qrhyd5WgaH656d5Edaaz+yzPP1ZrGfrSQ5P8nnRwlYUXaf3UlOnHN7VVXtn2fbiUl2LdNcPVporfj7Flyr1tqq1tqvJTk3yYuqatKv5rzoz1ZV/X9J/kGStUleuoyz9WahtXpxBv+A/kkGh1Re0lp7+fKO15V512q4F+PfV9XXh0dC/jjJGSswYy8W+rn6RgZHjf66qu7JYA/R9HIP2JlR/j38iSRXjfJiouw+H09yXpK01s5K8rk5276Q5LGttYe21tYmeUaSv1j+Ebux0Frx9y22Vm9PcnySrXMOY06yedertbaptfbR1tq64Zsh7koysW+KyAJrVVVXVNX08FyWNyf5/ap610oM2YmF/hxuSrKttbZxGGg/nGRm+UfsxkJr9bdJNrbWfmB4+5wkn1/e8bozyr+H00luGOXFfMzS0Jx3UDwhg3NVLsjg5M+NVXXVnHdfrsrg3Ze/tWLDrrDF1mrO4z6S5ELvvjzyWiX55PC/6zJ4N2GS/EZVvWcFRu3CCH8O/0UG75K7J4N3q/7MYudoHKuO4s/hy5M8zrsvF/y5+skkP5vBeZ5/XlX/dsWGXWEjrNUPZxD6xyW5oapeu2LDdmCE9fqeJNdW1ZNGeT1RBgDQAYcvAQA6IMoAADogygAAOiDKAAA6IMoAADrgA8mBFdFam02yLYMPY59NsiGDCzH+y6r65ErO9t1orf1yks9U1ftGfVxr7Q0ZXIzzvyzLkEDXRBmwkn6oqr5+6EZr7f/K4DPizl65kb5rP5zkr4/mcVX1y2OdCHhAEWVAF4afF3dqkm/Oue+Xkrwog1Mtbk3y6qr68vDCxJ/K4MOAH57kd6vq37bWHpXBxXi/kORRSZ6Z5NFJ3pLkhAz2yv1KVf1Ra+0RSf7L8PlJ8sdV9W+G3/eVSV49/L7fSPKaqtreWntXBnvzTk9ySgYXsH1pkpdl8EHEl7XWDmRwlfPfyuDjVzYn+askP5bBhW/nPu5Hk2yrql9rrZ2T5LIM9hjuS/L6qvrA8OKvL8jg0wsem2RPkpdV1Re+68UGuuScMmAlfbi19tnW2peT3Dy874Ikaa29NIP4ecrwath/kuQdc57bkvwfGVw9+8fmfIj0yUl+tapOS/LtJP9Pkp+sqh/MIIJ+u7V2apKfSvK3w/vPyeCj1B7cWntmBpF1TlWdkeStSeZ+ysJ0kn+c5PEZhN+Lh5/w8ckkFw0/keGnkvznqjoryQ9kEIbPO8LjMvy9PizJHyZ5bVU9Yfj9/2tr7dHDhzwzg08vmEryiQw+zxI4xthTBqykH6qqr7fWfjCD6PpwVX1tuO35SZ6S5JOttSRZncFepEPePvxQ5F2ttf+e5LkZnKO2P/d9Nu3ZGeypeu/wNZLB+WtPyODDlP9kGGh/luSSqrqjtfa8DELqhjnPeUhr7aHDrz9QVXuTpLX2uSSH7p/r4iTnttb+7ySnJXlkBh+tNZ+nZnBu2SeSpKo+31r7eJJnDeedqarbho/9VJIXLvBawAOUKANWXFV9qrX2c0ne1Vr7dFXdmkGEvaWqfjtJWmvrkjxkztP2z/l6VQaHJpNkb1Ud2rY6yReq6qmHHthae2SSv6uqe4Z7op6dwXlef9la+yfD5/xuVV08fPyqDKLq9uFL3D3n+85m8Hl3h3t3Bn+//kGSP87gsOyRHnfI6tz3+adzf08PyuBQ5ijfE3iAc/gS6EJVvTvJXya5fHjXnyZ5VWtt0/D2G5L87pyn/ERrbVVr7SFJ/s8k1xzhZW/M4LDkM5KktfakJP8zyT9orb05yb+pqvcmeW0G54FNDb/vj7fWNg9f48Ikfz7Cb2F/BhGVDPbavaGq/t/h7admEF6HP+6Qv0jyuNbaU4Zz/qMkz0jykRG+L3CMEGVAT16T5LzW2nMzOH/sj5Lc2Fr7fAaHHF8+57HrM4i4G5NcWVXfEU5V9XcZvFHgstbaZzKIup8c7on790me1FrblsF5Xl9M8t+q6oMZvDHg2tbaZ5O8JMkLq+rwPVmHuzrJm1prL0vyr5O8Z3h48+1JPprBIdHDH3dozq8neXGS3xw+5/eTXFBVNweYGMfNzi729wxAX4bvvvwPVfWHKz0LwFKxpwwAoAP2lAEAdMCeMgCADogyAIAOiDIAgA6IMgCADogyAIAOiDIAgA78/+v6dLXcW+OPAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "print('Representation Percentage=',representation_percentage)\n", "print('Purchase Percentage=',purchase_percentage)\n", "plt.scatter(representation_percentage,purchase_percentage)\n", "plt.xlabel('Representation')\n", "plt.ylabel('Purchase Percentage')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for cluster in unique_values:\n", "\n", " result = X_train.loc[X_train['ClusterID'] == cluster] # Data for this cluster\n", " n_cluster = len(result) # Size of cluster\n", " n_purchases = len(result[(result['Purchase']==1)]) # Purchases made by this cluster\n", " buy_pct = (n_purchases / n_cluster) * 100 # Purchase Percentage of Cluster \n", " str_pct = str(buy_pct)[:4] +\"%\" # String version of percentage for chart display\n", "\n", " fig = plt.figure(figsize = (20, 25))\n", " j = 0\n", " \n", " for i,item in enumerate(result.columns):\n", " plt.subplot(4, 4, j+1)\n", " j += 1\n", " sb.distplot(result[item][result['Purchase']==0], color='b', label = 'No Purchase')\n", " sb.distplot(result[item][result['Purchase']==1], color='r', label = 'Purchase')\n", " plt.legend(loc='best')\n", " \n", " fig.suptitle('Feature Analysis for Cluster: '+str(cluster) + ' | Size: '+ str(n_cluster) + ' | Purchase: '+ str_pct)\n", " fig.tight_layout()\n", " fig.subplots_adjust(top=0.95)\n", " \n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cluster 0 - \"Interested Shopper\"\n", "\n", "Count: 2980\n", "\n", "Purchase(%): 21.5%\n", "\n", "Description: \n", "\n", "Returning visitor who spends time on product related information and has an above average chance of making a purchase. This is the largest cohort of purchasers.\n", "\n", "\n", "### Cluster 1 - \"Passionate Researcher\"\n", "\n", "Count: 191\n", "\n", "Purchase(%): 33.5%\n", "\n", "Description: \n", "\n", "Returning visitor who spends a *long time* on the site, is interested in the product and spends an above average amount of time looking at product related information is *highly likely* to make a purchase\n", "\n", "\n", "\n", "\n", "### Cluster 2 - \"ERROR\"\n", "\n", "Count: 10\n", "\n", "Purchase(%): 20%\n", "\n", "Description: \n", "\n", "Customer count is too small and time spent on Product-related information is ridiculous. Maybe erroneous shopping carts / checkouts etc.\n", "\n", "\n", "\n", "\n", "### Cluster 3 - \"Mostly Browsers\"\n", "\n", "Count: 8271\n", "\n", "Purchase(%): 11.5% (Below Average)\n", "\n", "Description: \n", "\n", "*Majority* of shoppers. They are more likely to be a *new visitor*, they spend a *below average* amount of time on Product information and more likely to *NOT* make a purchase\n", "\n", "\n", "\n", "### Cluster 4 - \"Back for More / Enthusiast\"\n", "\n", "Count: 878\n", "\n", "Purchases: 28.5%\n", "\n", "Description: \n", "\n", "Returning visitor who spends a long time on the site (but half the time on average as \"Researchers\") looking at product related information and is highly likely to make a purchase (though less likely than \"Researcher\"). More common than the rare \"Researcher\" but less common than \"Shopper\".\n", "\n", "\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 4 }