2185 lines
1.1 MiB
2185 lines
1.1 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "32d4e032-42ea-4f38-9a6d-f21cd3fe3610",
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"metadata": {},
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"source": [
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"<center><b><font size=6>Lab-5 Dimensionality Reduction<b><center>"
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]
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},
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{
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"cell_type": "markdown",
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"id": "e18dff18-fcc7-498f-9c31-c5fa64d52afa",
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"metadata": {},
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"source": [
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"### Objective: Applying following techniques\n",
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"1. **Scikit-learn (sklearn)** is one of the most famous Python libraries designed for machine learning. You can use it to do literally everything for ML, such as classification and clustering. In this tutorial, besides the data scaling method, we focus on dimensionality reduction, which reduce the number of random variables (features) to consider. Useful link: <a href=\"https://scikit-learn.org/stable/\">official documentation</a>, <a href=\"https://scikit-learn.org/stable/modules/decomposition.html#decompositions\">dimensionality reduction in sklearn</a>.\n",
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"2. **Correlation Analysis** aims to investigate the correlations among different numerical properties. Machine Learning algorithms are sensitive to data, and if two features are highly correlated to each other, either of them can be considered redundant (repeated information), e.g., age and date of birth, if a ML model is developed based on both features, it will learn the same thing out of them, which is not only useless but also complicates the model, potentially increasing the time consumption.\n",
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"3. **Principal Component Analysis (PCA)** is used to project the original dataset into a new feature space (the components). Simply put, PCA tries to reduce the number of variables, while preserving the characteristics and differences as much as possible. Useful link: <a href=\"https://en.wikipedia.org/wiki/Principal_component_analysis\">Wiki</a>, <a href=\"https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html#sklearn.decomposition.PCA\">PCA in sklearn</a>."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "9b5ab0cb-ebca-49be-9e34-e52dcae1dd6e",
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"metadata": {},
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"outputs": [],
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"source": [
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"# import needed python libraries\n",
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"\n",
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"%matplotlib inline\n",
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"\n",
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"import pandas as pd\n",
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"import seaborn as sns\n",
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"import numpy as np\n",
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"import matplotlib.pyplot as plt\n",
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"from sklearn.preprocessing import StandardScaler\n",
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"from sklearn.decomposition import PCA\n",
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"import random"
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]
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},
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{
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"cell_type": "markdown",
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"id": "0e4a8596-526f-41d2-b5c7-dea089c762ac",
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"metadata": {},
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"source": [
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"### 1. Tutorial\n",
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"Here we use IRIS dataset as an example to show how you perform data scaling and PCA."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "985343b8-5449-440b-bda4-e19deae2ea2e",
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"metadata": {},
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"outputs": [],
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"source": [
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"# load dataset\n",
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"\n",
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"from sklearn import datasets\n",
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"iris_data = datasets.load_iris()\n",
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"columns = ['sepal_length', 'sepal_width', 'petal_length', 'petal_width']\n",
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"df_iris = pd.DataFrame(iris_data.data, columns = columns)\n",
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"df_iris['type'] = 'setosa'\n",
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"df_iris.loc[50:99, 'type'] = 'versicolor'\n",
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"df_iris.loc[100:149, 'type'] = 'virginica'"
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]
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},
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{
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"cell_type": "markdown",
|
||
"id": "1a5d5bff-83d8-43d7-b79c-7219fa4f18bc",
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"metadata": {},
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"source": [
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"### 1.1 Data scaling\n",
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"Before performing Machine Learning tasks, data must be scaled to belong to similar numerical space (range). Several scalers are available, e.g., StandardScaler standardizes features by removing the mean, scaling the data to unit variance (`StandardScaler` from sklean)."
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "0113e22b-e3e9-42d2-acdf-95d934aedc51",
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"metadata": {},
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"outputs": [],
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"source": [
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"# make a copy of the original dataset\n",
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"df_iris_copy = df_iris.copy()\n",
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"\n",
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"# define the scaler\n",
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"scaler = StandardScaler()\n",
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"\n",
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"# for each column in the dataset, fit and transform the data\n",
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"for col in columns:\n",
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" \n",
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" # fit the scaler on the data \n",
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" scaler.fit(df_iris_copy[col].values.reshape(-1, 1))\n",
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"\n",
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" # transform the data\n",
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" df_iris_copy[col] = scaler.transform(df_iris_copy[col].values.reshape(-1, 1))\n",
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"\n",
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"# OR you can do it in an easy way\n",
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"# df_iris_copy[columns] = scaler.fit_transform(df_iris_copy[columns])"
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]
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},
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{
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"cell_type": "markdown",
|
||
"id": "e36d47de-fc44-4909-ba37-65ad10b02b0b",
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"metadata": {},
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"source": [
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"### 1.2 Correlation analysis\n",
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"In order to analyze the correlation, we need to compute the correlation between each pair of features, which can be done using the pandas function ``.corr()`` (<a href=\"https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.corr.html?highlight=corr#pandas.DataFrame.corr\">documentation</a>). It calculate the Pearson correlation coefficient (<a href=\"https://en.wikipedia.org/wiki/Pearson_correlation_coefficient\">Wiki</a>) between two numerical features, which is a value between -1 and 1. Normally, we take the absolute value, and the closer to 1 the higher the correlation.\n",
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"$$ r = \\frac{n(\\sum xy) - (\\sum x)(\\sum y)}{\\sqrt{[n\\sum x^2 - (\\sum x)^2][n\\sum y^2 - (\\sum y)^2]}} $$\n",
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"<!-- $$ r = \\frac{\\sum (x_i - \\bar{x})(y_i - \\bar{y})}{\\sqrt{\\sum (x_i - \\bar{x})^2} \\sqrt{\\sum (y_i - \\bar{y})^2}} $$ -->\n",
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"The result of correlation analysis can be displayed in a heatmap (<a href=\"https://seaborn.pydata.org/generated/seaborn.heatmap.html\">documentation</a>), which is a symmetric matrix, indicating the correlation coefficient between each pair of features (even a feature with itself)."
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]
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},
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{
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"cell_type": "code",
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||
"execution_count": 4,
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||
"id": "dd8ed7d1-4e0e-46b5-a247-f2c17248b191",
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"metadata": {},
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"outputs": [
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{
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"data": {
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",
|
||
"text/plain": [
|
||
"<Figure size 500x400 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Compute the correlation matrix\n",
|
||
"correlation_matrix = df_iris_copy.drop(columns=['type']).corr().abs()\n",
|
||
"\n",
|
||
"# Compute the heatmap\n",
|
||
"plt.figure(figsize=(5,4))\n",
|
||
"sns.heatmap(correlation_matrix, cmap='Blues', annot=True, vmin=.0, vmax=1, cbar_kws={'label':'Correlation'})\n",
|
||
"plt.xlabel('Feature')\n",
|
||
"plt.ylabel('Feature')\n",
|
||
"plt.title('Correlation matrix')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "e94d4853-0257-41b6-92b7-d515fa9288a8",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 1.3 Principal Component Analysis (PCA)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"id": "e9274b0b-b682-49c9-a6f5-8a6cf0095c17",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<style>#sk-container-id-1 {\n",
|
||
" /* Definition of color scheme common for light and dark mode */\n",
|
||
" --sklearn-color-text: black;\n",
|
||
" --sklearn-color-line: gray;\n",
|
||
" /* Definition of color scheme for unfitted estimators */\n",
|
||
" --sklearn-color-unfitted-level-0: #fff5e6;\n",
|
||
" --sklearn-color-unfitted-level-1: #f6e4d2;\n",
|
||
" --sklearn-color-unfitted-level-2: #ffe0b3;\n",
|
||
" --sklearn-color-unfitted-level-3: chocolate;\n",
|
||
" /* Definition of color scheme for fitted estimators */\n",
|
||
" --sklearn-color-fitted-level-0: #f0f8ff;\n",
|
||
" --sklearn-color-fitted-level-1: #d4ebff;\n",
|
||
" --sklearn-color-fitted-level-2: #b3dbfd;\n",
|
||
" --sklearn-color-fitted-level-3: cornflowerblue;\n",
|
||
"\n",
|
||
" /* Specific color for light theme */\n",
|
||
" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
|
||
" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, white)));\n",
|
||
" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, black)));\n",
|
||
" --sklearn-color-icon: #696969;\n",
|
||
"\n",
|
||
" @media (prefers-color-scheme: dark) {\n",
|
||
" /* Redefinition of color scheme for dark theme */\n",
|
||
" --sklearn-color-text-on-default-background: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
|
||
" --sklearn-color-background: var(--sg-background-color, var(--theme-background, var(--jp-layout-color0, #111)));\n",
|
||
" --sklearn-color-border-box: var(--sg-text-color, var(--theme-code-foreground, var(--jp-content-font-color1, white)));\n",
|
||
" --sklearn-color-icon: #878787;\n",
|
||
" }\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 {\n",
|
||
" color: var(--sklearn-color-text);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 pre {\n",
|
||
" padding: 0;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 input.sk-hidden--visually {\n",
|
||
" border: 0;\n",
|
||
" clip: rect(1px 1px 1px 1px);\n",
|
||
" clip: rect(1px, 1px, 1px, 1px);\n",
|
||
" height: 1px;\n",
|
||
" margin: -1px;\n",
|
||
" overflow: hidden;\n",
|
||
" padding: 0;\n",
|
||
" position: absolute;\n",
|
||
" width: 1px;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 div.sk-dashed-wrapped {\n",
|
||
" border: 1px dashed var(--sklearn-color-line);\n",
|
||
" margin: 0 0.4em 0.5em 0.4em;\n",
|
||
" box-sizing: border-box;\n",
|
||
" padding-bottom: 0.4em;\n",
|
||
" background-color: var(--sklearn-color-background);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 div.sk-container {\n",
|
||
" /* jupyter's `normalize.less` sets `[hidden] { display: none; }`\n",
|
||
" but bootstrap.min.css set `[hidden] { display: none !important; }`\n",
|
||
" so we also need the `!important` here to be able to override the\n",
|
||
" default hidden behavior on the sphinx rendered scikit-learn.org.\n",
|
||
" See: https://github.com/scikit-learn/scikit-learn/issues/21755 */\n",
|
||
" display: inline-block !important;\n",
|
||
" position: relative;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 div.sk-text-repr-fallback {\n",
|
||
" display: none;\n",
|
||
"}\n",
|
||
"\n",
|
||
"div.sk-parallel-item,\n",
|
||
"div.sk-serial,\n",
|
||
"div.sk-item {\n",
|
||
" /* draw centered vertical line to link estimators */\n",
|
||
" background-image: linear-gradient(var(--sklearn-color-text-on-default-background), var(--sklearn-color-text-on-default-background));\n",
|
||
" background-size: 2px 100%;\n",
|
||
" background-repeat: no-repeat;\n",
|
||
" background-position: center center;\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* Parallel-specific style estimator block */\n",
|
||
"\n",
|
||
"#sk-container-id-1 div.sk-parallel-item::after {\n",
|
||
" content: \"\";\n",
|
||
" width: 100%;\n",
|
||
" border-bottom: 2px solid var(--sklearn-color-text-on-default-background);\n",
|
||
" flex-grow: 1;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 div.sk-parallel {\n",
|
||
" display: flex;\n",
|
||
" align-items: stretch;\n",
|
||
" justify-content: center;\n",
|
||
" background-color: var(--sklearn-color-background);\n",
|
||
" position: relative;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 div.sk-parallel-item {\n",
|
||
" display: flex;\n",
|
||
" flex-direction: column;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 div.sk-parallel-item:first-child::after {\n",
|
||
" align-self: flex-end;\n",
|
||
" width: 50%;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 div.sk-parallel-item:last-child::after {\n",
|
||
" align-self: flex-start;\n",
|
||
" width: 50%;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 div.sk-parallel-item:only-child::after {\n",
|
||
" width: 0;\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* Serial-specific style estimator block */\n",
|
||
"\n",
|
||
"#sk-container-id-1 div.sk-serial {\n",
|
||
" display: flex;\n",
|
||
" flex-direction: column;\n",
|
||
" align-items: center;\n",
|
||
" background-color: var(--sklearn-color-background);\n",
|
||
" padding-right: 1em;\n",
|
||
" padding-left: 1em;\n",
|
||
"}\n",
|
||
"\n",
|
||
"\n",
|
||
"/* Toggleable style: style used for estimator/Pipeline/ColumnTransformer box that is\n",
|
||
"clickable and can be expanded/collapsed.\n",
|
||
"- Pipeline and ColumnTransformer use this feature and define the default style\n",
|
||
"- Estimators will overwrite some part of the style using the `sk-estimator` class\n",
|
||
"*/\n",
|
||
"\n",
|
||
"/* Pipeline and ColumnTransformer style (default) */\n",
|
||
"\n",
|
||
"#sk-container-id-1 div.sk-toggleable {\n",
|
||
" /* Default theme specific background. It is overwritten whether we have a\n",
|
||
" specific estimator or a Pipeline/ColumnTransformer */\n",
|
||
" background-color: var(--sklearn-color-background);\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* Toggleable label */\n",
|
||
"#sk-container-id-1 label.sk-toggleable__label {\n",
|
||
" cursor: pointer;\n",
|
||
" display: block;\n",
|
||
" width: 100%;\n",
|
||
" margin-bottom: 0;\n",
|
||
" padding: 0.5em;\n",
|
||
" box-sizing: border-box;\n",
|
||
" text-align: center;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 label.sk-toggleable__label-arrow:before {\n",
|
||
" /* Arrow on the left of the label */\n",
|
||
" content: \"▸\";\n",
|
||
" float: left;\n",
|
||
" margin-right: 0.25em;\n",
|
||
" color: var(--sklearn-color-icon);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {\n",
|
||
" color: var(--sklearn-color-text);\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* Toggleable content - dropdown */\n",
|
||
"\n",
|
||
"#sk-container-id-1 div.sk-toggleable__content {\n",
|
||
" max-height: 0;\n",
|
||
" max-width: 0;\n",
|
||
" overflow: hidden;\n",
|
||
" text-align: left;\n",
|
||
" /* unfitted */\n",
|
||
" background-color: var(--sklearn-color-unfitted-level-0);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 div.sk-toggleable__content.fitted {\n",
|
||
" /* fitted */\n",
|
||
" background-color: var(--sklearn-color-fitted-level-0);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 div.sk-toggleable__content pre {\n",
|
||
" margin: 0.2em;\n",
|
||
" border-radius: 0.25em;\n",
|
||
" color: var(--sklearn-color-text);\n",
|
||
" /* unfitted */\n",
|
||
" background-color: var(--sklearn-color-unfitted-level-0);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 div.sk-toggleable__content.fitted pre {\n",
|
||
" /* unfitted */\n",
|
||
" background-color: var(--sklearn-color-fitted-level-0);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {\n",
|
||
" /* Expand drop-down */\n",
|
||
" max-height: 200px;\n",
|
||
" max-width: 100%;\n",
|
||
" overflow: auto;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {\n",
|
||
" content: \"▾\";\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* Pipeline/ColumnTransformer-specific style */\n",
|
||
"\n",
|
||
"#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
|
||
" color: var(--sklearn-color-text);\n",
|
||
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 div.sk-label.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
|
||
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* Estimator-specific style */\n",
|
||
"\n",
|
||
"/* Colorize estimator box */\n",
|
||
"#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
|
||
" /* unfitted */\n",
|
||
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 div.sk-estimator.fitted input.sk-toggleable__control:checked~label.sk-toggleable__label {\n",
|
||
" /* fitted */\n",
|
||
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 div.sk-label label.sk-toggleable__label,\n",
|
||
"#sk-container-id-1 div.sk-label label {\n",
|
||
" /* The background is the default theme color */\n",
|
||
" color: var(--sklearn-color-text-on-default-background);\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* On hover, darken the color of the background */\n",
|
||
"#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {\n",
|
||
" color: var(--sklearn-color-text);\n",
|
||
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* Label box, darken color on hover, fitted */\n",
|
||
"#sk-container-id-1 div.sk-label.fitted:hover label.sk-toggleable__label.fitted {\n",
|
||
" color: var(--sklearn-color-text);\n",
|
||
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* Estimator label */\n",
|
||
"\n",
|
||
"#sk-container-id-1 div.sk-label label {\n",
|
||
" font-family: monospace;\n",
|
||
" font-weight: bold;\n",
|
||
" display: inline-block;\n",
|
||
" line-height: 1.2em;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 div.sk-label-container {\n",
|
||
" text-align: center;\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* Estimator-specific */\n",
|
||
"#sk-container-id-1 div.sk-estimator {\n",
|
||
" font-family: monospace;\n",
|
||
" border: 1px dotted var(--sklearn-color-border-box);\n",
|
||
" border-radius: 0.25em;\n",
|
||
" box-sizing: border-box;\n",
|
||
" margin-bottom: 0.5em;\n",
|
||
" /* unfitted */\n",
|
||
" background-color: var(--sklearn-color-unfitted-level-0);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 div.sk-estimator.fitted {\n",
|
||
" /* fitted */\n",
|
||
" background-color: var(--sklearn-color-fitted-level-0);\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* on hover */\n",
|
||
"#sk-container-id-1 div.sk-estimator:hover {\n",
|
||
" /* unfitted */\n",
|
||
" background-color: var(--sklearn-color-unfitted-level-2);\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 div.sk-estimator.fitted:hover {\n",
|
||
" /* fitted */\n",
|
||
" background-color: var(--sklearn-color-fitted-level-2);\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* Specification for estimator info (e.g. \"i\" and \"?\") */\n",
|
||
"\n",
|
||
"/* Common style for \"i\" and \"?\" */\n",
|
||
"\n",
|
||
".sk-estimator-doc-link,\n",
|
||
"a:link.sk-estimator-doc-link,\n",
|
||
"a:visited.sk-estimator-doc-link {\n",
|
||
" float: right;\n",
|
||
" font-size: smaller;\n",
|
||
" line-height: 1em;\n",
|
||
" font-family: monospace;\n",
|
||
" background-color: var(--sklearn-color-background);\n",
|
||
" border-radius: 1em;\n",
|
||
" height: 1em;\n",
|
||
" width: 1em;\n",
|
||
" text-decoration: none !important;\n",
|
||
" margin-left: 1ex;\n",
|
||
" /* unfitted */\n",
|
||
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
|
||
" color: var(--sklearn-color-unfitted-level-1);\n",
|
||
"}\n",
|
||
"\n",
|
||
".sk-estimator-doc-link.fitted,\n",
|
||
"a:link.sk-estimator-doc-link.fitted,\n",
|
||
"a:visited.sk-estimator-doc-link.fitted {\n",
|
||
" /* fitted */\n",
|
||
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
|
||
" color: var(--sklearn-color-fitted-level-1);\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* On hover */\n",
|
||
"div.sk-estimator:hover .sk-estimator-doc-link:hover,\n",
|
||
".sk-estimator-doc-link:hover,\n",
|
||
"div.sk-label-container:hover .sk-estimator-doc-link:hover,\n",
|
||
".sk-estimator-doc-link:hover {\n",
|
||
" /* unfitted */\n",
|
||
" background-color: var(--sklearn-color-unfitted-level-3);\n",
|
||
" color: var(--sklearn-color-background);\n",
|
||
" text-decoration: none;\n",
|
||
"}\n",
|
||
"\n",
|
||
"div.sk-estimator.fitted:hover .sk-estimator-doc-link.fitted:hover,\n",
|
||
".sk-estimator-doc-link.fitted:hover,\n",
|
||
"div.sk-label-container:hover .sk-estimator-doc-link.fitted:hover,\n",
|
||
".sk-estimator-doc-link.fitted:hover {\n",
|
||
" /* fitted */\n",
|
||
" background-color: var(--sklearn-color-fitted-level-3);\n",
|
||
" color: var(--sklearn-color-background);\n",
|
||
" text-decoration: none;\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* Span, style for the box shown on hovering the info icon */\n",
|
||
".sk-estimator-doc-link span {\n",
|
||
" display: none;\n",
|
||
" z-index: 9999;\n",
|
||
" position: relative;\n",
|
||
" font-weight: normal;\n",
|
||
" right: .2ex;\n",
|
||
" padding: .5ex;\n",
|
||
" margin: .5ex;\n",
|
||
" width: min-content;\n",
|
||
" min-width: 20ex;\n",
|
||
" max-width: 50ex;\n",
|
||
" color: var(--sklearn-color-text);\n",
|
||
" box-shadow: 2pt 2pt 4pt #999;\n",
|
||
" /* unfitted */\n",
|
||
" background: var(--sklearn-color-unfitted-level-0);\n",
|
||
" border: .5pt solid var(--sklearn-color-unfitted-level-3);\n",
|
||
"}\n",
|
||
"\n",
|
||
".sk-estimator-doc-link.fitted span {\n",
|
||
" /* fitted */\n",
|
||
" background: var(--sklearn-color-fitted-level-0);\n",
|
||
" border: var(--sklearn-color-fitted-level-3);\n",
|
||
"}\n",
|
||
"\n",
|
||
".sk-estimator-doc-link:hover span {\n",
|
||
" display: block;\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* \"?\"-specific style due to the `<a>` HTML tag */\n",
|
||
"\n",
|
||
"#sk-container-id-1 a.estimator_doc_link {\n",
|
||
" float: right;\n",
|
||
" font-size: 1rem;\n",
|
||
" line-height: 1em;\n",
|
||
" font-family: monospace;\n",
|
||
" background-color: var(--sklearn-color-background);\n",
|
||
" border-radius: 1rem;\n",
|
||
" height: 1rem;\n",
|
||
" width: 1rem;\n",
|
||
" text-decoration: none;\n",
|
||
" /* unfitted */\n",
|
||
" color: var(--sklearn-color-unfitted-level-1);\n",
|
||
" border: var(--sklearn-color-unfitted-level-1) 1pt solid;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 a.estimator_doc_link.fitted {\n",
|
||
" /* fitted */\n",
|
||
" border: var(--sklearn-color-fitted-level-1) 1pt solid;\n",
|
||
" color: var(--sklearn-color-fitted-level-1);\n",
|
||
"}\n",
|
||
"\n",
|
||
"/* On hover */\n",
|
||
"#sk-container-id-1 a.estimator_doc_link:hover {\n",
|
||
" /* unfitted */\n",
|
||
" background-color: var(--sklearn-color-unfitted-level-3);\n",
|
||
" color: var(--sklearn-color-background);\n",
|
||
" text-decoration: none;\n",
|
||
"}\n",
|
||
"\n",
|
||
"#sk-container-id-1 a.estimator_doc_link.fitted:hover {\n",
|
||
" /* fitted */\n",
|
||
" background-color: var(--sklearn-color-fitted-level-3);\n",
|
||
"}\n",
|
||
"</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>PCA(random_state=15)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator fitted sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label fitted sk-toggleable__label-arrow fitted\"> PCA<a class=\"sk-estimator-doc-link fitted\" rel=\"noreferrer\" target=\"_blank\" href=\"https://scikit-learn.org/1.4/modules/generated/sklearn.decomposition.PCA.html\">?<span>Documentation for PCA</span></a><span class=\"sk-estimator-doc-link fitted\">i<span>Fitted</span></span></label><div class=\"sk-toggleable__content fitted\"><pre>PCA(random_state=15)</pre></div> </div></div></div></div>"
|
||
],
|
||
"text/plain": [
|
||
"PCA(random_state=15)"
|
||
]
|
||
},
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# PCA must be initialized with a random state to initialize the space\n",
|
||
"pca = PCA(random_state=15)\n",
|
||
"\n",
|
||
"# .fit() is used to compute the new dimensions with number of features from 1 to the number of original features\n",
|
||
"pca.fit(df_iris_copy[columns])"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "177ea03b-4906-40e1-87ac-6edd4aeb36e7",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 1.4 PCA visualization\n",
|
||
"HINT: Use a number components where you meet the elbow point. i.e., if increasing the number of components does not increase much the cumulative explained variance. In the title, you can specify the percentage at the number of component you choose."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"id": "c79a818c-b977-4420-9e7d-258bd68f41a6",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"<>:17: SyntaxWarning: invalid escape sequence '\\s'\n",
|
||
"<>:17: SyntaxWarning: invalid escape sequence '\\s'\n",
|
||
"/tmp/ipykernel_21888/3761990237.py:17: SyntaxWarning: invalid escape sequence '\\s'\n",
|
||
" plt.title(f'3 PCs explain {round(perc_cumul_exp_var[2], 2)}% of $\\sigma^2$')\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 500x350 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# describe how much of the dataset variability is indicated by a given amount of features\n",
|
||
"explained_variance = pca.explained_variance_ratio_\n",
|
||
"\n",
|
||
"# evaluate the total dataset variability while increasing the variables\n",
|
||
"cumul_exp_var = np.cumsum(explained_variance)\n",
|
||
"\n",
|
||
"# percentage value to better understand the best number of components\n",
|
||
"perc_cumul_exp_var = cumul_exp_var * 100\n",
|
||
"\n",
|
||
"# make the plot of cumulative explained variance wrt number of components\n",
|
||
"plt.figure(figsize=(5, 3.5))\n",
|
||
"plt.plot(perc_cumul_exp_var, marker='o')\n",
|
||
"plt.xlabel('# Principal Components (PCs)')\n",
|
||
"plt.ylabel('Cumulative explained variance [%]')\n",
|
||
"plt.xticks([i for i in range(4)], [i for i in range(1,5)])\n",
|
||
"plt.grid()\n",
|
||
"plt.title(f'3 PCs explain {round(perc_cumul_exp_var[2], 2)}% of $\\sigma^2$')\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "608ae514-c1f6-4f97-89a2-b37dd25b5983",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 1.5 PCA transformation"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"id": "75ba3929-62dc-4875-a8bc-2177a2d5f4ce",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>component_1</th>\n",
|
||
" <th>component_2</th>\n",
|
||
" <th>component_3</th>\n",
|
||
" <th>type</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>-2.264703</td>\n",
|
||
" <td>0.480027</td>\n",
|
||
" <td>-0.127706</td>\n",
|
||
" <td>setosa</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>-2.080961</td>\n",
|
||
" <td>-0.674134</td>\n",
|
||
" <td>-0.234609</td>\n",
|
||
" <td>setosa</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>-2.364229</td>\n",
|
||
" <td>-0.341908</td>\n",
|
||
" <td>0.044201</td>\n",
|
||
" <td>setosa</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>-2.299384</td>\n",
|
||
" <td>-0.597395</td>\n",
|
||
" <td>0.091290</td>\n",
|
||
" <td>setosa</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>-2.389842</td>\n",
|
||
" <td>0.646835</td>\n",
|
||
" <td>0.015738</td>\n",
|
||
" <td>setosa</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>145</th>\n",
|
||
" <td>1.870503</td>\n",
|
||
" <td>0.386966</td>\n",
|
||
" <td>0.256274</td>\n",
|
||
" <td>virginica</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>146</th>\n",
|
||
" <td>1.564580</td>\n",
|
||
" <td>-0.896687</td>\n",
|
||
" <td>-0.026371</td>\n",
|
||
" <td>virginica</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>147</th>\n",
|
||
" <td>1.521170</td>\n",
|
||
" <td>0.269069</td>\n",
|
||
" <td>0.180178</td>\n",
|
||
" <td>virginica</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>148</th>\n",
|
||
" <td>1.372788</td>\n",
|
||
" <td>1.011254</td>\n",
|
||
" <td>0.933395</td>\n",
|
||
" <td>virginica</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>149</th>\n",
|
||
" <td>0.960656</td>\n",
|
||
" <td>-0.024332</td>\n",
|
||
" <td>0.528249</td>\n",
|
||
" <td>virginica</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>150 rows × 4 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" component_1 component_2 component_3 type\n",
|
||
"0 -2.264703 0.480027 -0.127706 setosa\n",
|
||
"1 -2.080961 -0.674134 -0.234609 setosa\n",
|
||
"2 -2.364229 -0.341908 0.044201 setosa\n",
|
||
"3 -2.299384 -0.597395 0.091290 setosa\n",
|
||
"4 -2.389842 0.646835 0.015738 setosa\n",
|
||
".. ... ... ... ...\n",
|
||
"145 1.870503 0.386966 0.256274 virginica\n",
|
||
"146 1.564580 -0.896687 -0.026371 virginica\n",
|
||
"147 1.521170 0.269069 0.180178 virginica\n",
|
||
"148 1.372788 1.011254 0.933395 virginica\n",
|
||
"149 0.960656 -0.024332 0.528249 virginica\n",
|
||
"\n",
|
||
"[150 rows x 4 columns]"
|
||
]
|
||
},
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# initialize the PCA with the best number of components, in this case, it's 3\n",
|
||
"pca = PCA(n_components=3, random_state=15)\n",
|
||
"\n",
|
||
"# fit the data to new space\n",
|
||
"pca.fit(df_iris_copy[columns])\n",
|
||
"\n",
|
||
"# transform the original data into PCA components\n",
|
||
"pca_result = pca.transform(df_iris_copy[columns])\n",
|
||
"\n",
|
||
"# create the new dataset\n",
|
||
"df_iris_pca = pd.DataFrame(pca_result, columns=['component_1', 'component_2', 'component_3'])\n",
|
||
"df_iris_pca['type'] = df_iris['type']\n",
|
||
"df_iris_pca"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "978f5077-402c-43d6-855c-72aedb7ba748",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 1.6 Loading score\n",
|
||
"The loading score can be used to extract the coefficients of the linear combination of the original variables from which the principal components (PCs) are constructed. It can describe how strongly a component describes the original features and identify potentially redundant features in for a given component. Note that the score is computed as ``pca.components_.T * np.sqrt(pca.explained_variance_)``."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"id": "23224179-8cb9-4109-8130-a2b43be97531",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"<>:14: SyntaxWarning: invalid escape sequence '\\s'\n",
|
||
"<>:14: SyntaxWarning: invalid escape sequence '\\s'\n",
|
||
"/tmp/ipykernel_21888/1973356067.py:14: SyntaxWarning: invalid escape sequence '\\s'\n",
|
||
" plt.title(f'3 PCs explain {round(perc_cumul_exp_var[2], 2)}% of $\\sigma^2$')\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Compute the loading scores and create the dataframe\n",
|
||
"loadings = pd.DataFrame(\n",
|
||
" data = pca.components_.T * np.sqrt(pca.explained_variance_), \n",
|
||
" columns = [f'PC{i}' for i in range(1, 4)],\n",
|
||
" index = columns\n",
|
||
")\n",
|
||
"\n",
|
||
"plt.figure()\n",
|
||
"loadings = loadings[['PC1', 'PC2']]\n",
|
||
"loadings.sort_values(['PC1', 'PC2']).rename(columns={'PC1':'PC$_{1}$', 'PC2':'PC$_{2}$'}).plot.barh(ax=plt.gca())\n",
|
||
"plt.grid()\n",
|
||
"plt.xlabel('Loadings')\n",
|
||
"plt.ylabel('Feature')\n",
|
||
"plt.title(f'3 PCs explain {round(perc_cumul_exp_var[2], 2)}% of $\\sigma^2$')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "32d22fd0-ea7a-4935-8158-c6c75a4feb00",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 2. Exercise - Darknet Dataset\n",
|
||
"In this lab, we still focus on Darknet dataset (refer to the introduction of previous lab). Specifically, you will develop the ML pipeline to extract features from the dataset, understand the features, and perform a Principal Component Analysis (PCA).\n",
|
||
"\n",
|
||
"In the ``darknet_traces.csv`` file, you will find logs of darknet traffic. Each record contains the following features:\n",
|
||
"- ts: timestamp of the received packet\n",
|
||
"- src_ip: IP address from which the packet was sent\n",
|
||
"- src_port: source port from which the packet was sent\n",
|
||
"- dst_ip: Darknet IP address that the packet reached\n",
|
||
"- dst_port: darknet port the packet reached\n",
|
||
"- proto: protocol used\n",
|
||
"- pck_len: Length of the packet in bytes\n",
|
||
"- ttl: packet time to live"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "bbedc32f-d3b4-4321-ac52-27e21661a4d2",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 2.1 Dataset management\n",
|
||
"1. The provided features are not suitable for our task. We need to treat it as the source data to generate a new dataset with new features calculated from available features. Specifically, you need to generate a dataset reporting the information of source IP address, and for each individual source IP address (a row), you need to get the following 16 features (Fill NaN values with 0s):\n",
|
||
" - Number of packets\n",
|
||
" - Number of different ports contacted\n",
|
||
" - Number of distinct used protocols\n",
|
||
" - Number of distinct contacted `dst_ip`\n",
|
||
" - Min, Max, Avg, Std of the `dst_port`, treated as decimal number\n",
|
||
" - Min, Max, Avg, Std of the `pck_len`\n",
|
||
" - Min, Max, Avg, Std of the `ttl`\n",
|
||
"2. Use a standard scalar to scale the entire dataset.\n",
|
||
"3. Create two plots, randomly selecting a subset of the dataset (you can randomly select 1000 indices):\n",
|
||
" - The first shows the packets sent (x-axis) and the ports (y-axis) contacted.\n",
|
||
" - The second shows the scaled version of the packets sent and contacted ports contacted.\n",
|
||
" - Answering the following question:\n",
|
||
" - Are these graphs similar, why?\n",
|
||
" - If you re-run the script (different random selection), are they still similar?\n",
|
||
" - What is the impact of standardization?"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"id": "4a7a7409-59e8-46ab-a90c-9065e0726119",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead tr th {\n",
|
||
" text-align: left;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead tr:last-of-type th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr>\n",
|
||
" <th></th>\n",
|
||
" <th>packets</th>\n",
|
||
" <th colspan=\"5\" halign=\"left\">dst_port</th>\n",
|
||
" <th>proto</th>\n",
|
||
" <th>dst_ip</th>\n",
|
||
" <th colspan=\"4\" halign=\"left\">pck_len</th>\n",
|
||
" <th colspan=\"4\" halign=\"left\">ttl</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th></th>\n",
|
||
" <th>sum</th>\n",
|
||
" <th>nunique</th>\n",
|
||
" <th>min</th>\n",
|
||
" <th>max</th>\n",
|
||
" <th>mean</th>\n",
|
||
" <th>std</th>\n",
|
||
" <th>nunique</th>\n",
|
||
" <th>nunique</th>\n",
|
||
" <th>min</th>\n",
|
||
" <th>max</th>\n",
|
||
" <th>mean</th>\n",
|
||
" <th>std</th>\n",
|
||
" <th>min</th>\n",
|
||
" <th>max</th>\n",
|
||
" <th>mean</th>\n",
|
||
" <th>std</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>src_ip</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>1.1.160.124</th>\n",
|
||
" <td>3</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>445</td>\n",
|
||
" <td>445</td>\n",
|
||
" <td>445.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>62</td>\n",
|
||
" <td>66</td>\n",
|
||
" <td>64.666667</td>\n",
|
||
" <td>2.309401</td>\n",
|
||
" <td>111</td>\n",
|
||
" <td>111</td>\n",
|
||
" <td>111.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1.11.146.45</th>\n",
|
||
" <td>7</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>23</td>\n",
|
||
" <td>23</td>\n",
|
||
" <td>23.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>60</td>\n",
|
||
" <td>60</td>\n",
|
||
" <td>60.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>35</td>\n",
|
||
" <td>35</td>\n",
|
||
" <td>35.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1.116.174.11</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>6881</td>\n",
|
||
" <td>6881</td>\n",
|
||
" <td>6881.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>115</td>\n",
|
||
" <td>115</td>\n",
|
||
" <td>115.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>33</td>\n",
|
||
" <td>33</td>\n",
|
||
" <td>33.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1.116.223.165</th>\n",
|
||
" <td>9</td>\n",
|
||
" <td>9</td>\n",
|
||
" <td>80</td>\n",
|
||
" <td>9200</td>\n",
|
||
" <td>5960.333333</td>\n",
|
||
" <td>3104.631983</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>74</td>\n",
|
||
" <td>74</td>\n",
|
||
" <td>74.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>34</td>\n",
|
||
" <td>36</td>\n",
|
||
" <td>35.111111</td>\n",
|
||
" <td>1.054093</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1.123.162.134</th>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>5555</td>\n",
|
||
" <td>5555</td>\n",
|
||
" <td>5555.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>60</td>\n",
|
||
" <td>60</td>\n",
|
||
" <td>60.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>35</td>\n",
|
||
" <td>35</td>\n",
|
||
" <td>35.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" packets dst_port proto \\\n",
|
||
" sum nunique min max mean std nunique \n",
|
||
"src_ip \n",
|
||
"1.1.160.124 3 1 445 445 445.000000 0.000000 1 \n",
|
||
"1.11.146.45 7 1 23 23 23.000000 0.000000 1 \n",
|
||
"1.116.174.11 1 1 6881 6881 6881.000000 0.000000 1 \n",
|
||
"1.116.223.165 9 9 80 9200 5960.333333 3104.631983 1 \n",
|
||
"1.123.162.134 1 1 5555 5555 5555.000000 0.000000 1 \n",
|
||
"\n",
|
||
" dst_ip pck_len ttl \\\n",
|
||
" nunique min max mean std min max \n",
|
||
"src_ip \n",
|
||
"1.1.160.124 1 62 66 64.666667 2.309401 111 111 \n",
|
||
"1.11.146.45 7 60 60 60.000000 0.000000 35 35 \n",
|
||
"1.116.174.11 1 115 115 115.000000 0.000000 33 33 \n",
|
||
"1.116.223.165 1 74 74 74.000000 0.000000 34 36 \n",
|
||
"1.123.162.134 1 60 60 60.000000 0.000000 35 35 \n",
|
||
"\n",
|
||
" \n",
|
||
" mean std \n",
|
||
"src_ip \n",
|
||
"1.1.160.124 111.000000 0.000000 \n",
|
||
"1.11.146.45 35.000000 0.000000 \n",
|
||
"1.116.174.11 33.000000 0.000000 \n",
|
||
"1.116.223.165 35.111111 1.054093 \n",
|
||
"1.123.162.134 35.000000 0.000000 "
|
||
]
|
||
},
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Load the dataset\n",
|
||
"df = pd.read_csv('darknet_traces.csv')\n",
|
||
"\n",
|
||
"# Add one column named 'packets', containing only 1 packet for each row\n",
|
||
"df['packets'] = 1\n",
|
||
"\n",
|
||
"df_darknet = df.groupby('src_ip').agg({'packets': 'sum', 'dst_port': ['nunique', 'min', 'max', 'mean', 'std'], \"proto\": \"nunique\", \"dst_ip\": \"nunique\", \"pck_len\": ['min', 'max', 'mean', 'std'], \"ttl\": ['min', 'max', 'mean', 'std']}).fillna(0)\n",
|
||
"\n",
|
||
"df_darknet.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"id": "e10662be",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
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|
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"<style scoped>\n",
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|
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|
||
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||
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|
||
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|
||
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|
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||
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|
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||
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|
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||
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|
||
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|
||
" <thead>\n",
|
||
" <tr>\n",
|
||
" <th></th>\n",
|
||
" <th>packets</th>\n",
|
||
" <th colspan=\"5\" halign=\"left\">dst_port</th>\n",
|
||
" <th>proto</th>\n",
|
||
" <th>dst_ip</th>\n",
|
||
" <th colspan=\"4\" halign=\"left\">pck_len</th>\n",
|
||
" <th colspan=\"4\" halign=\"left\">ttl</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th></th>\n",
|
||
" <th>sum</th>\n",
|
||
" <th>nunique</th>\n",
|
||
" <th>min</th>\n",
|
||
" <th>max</th>\n",
|
||
" <th>mean</th>\n",
|
||
" <th>std</th>\n",
|
||
" <th>nunique</th>\n",
|
||
" <th>nunique</th>\n",
|
||
" <th>min</th>\n",
|
||
" <th>max</th>\n",
|
||
" <th>mean</th>\n",
|
||
" <th>std</th>\n",
|
||
" <th>min</th>\n",
|
||
" <th>max</th>\n",
|
||
" <th>mean</th>\n",
|
||
" <th>std</th>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>src_ip</th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" <th></th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>1.1.160.124</th>\n",
|
||
" <td>-0.027130</td>\n",
|
||
" <td>-0.126371</td>\n",
|
||
" <td>-0.360683</td>\n",
|
||
" <td>-0.489076</td>\n",
|
||
" <td>-0.443395</td>\n",
|
||
" <td>-0.312174</td>\n",
|
||
" <td>-0.160984</td>\n",
|
||
" <td>-0.249271</td>\n",
|
||
" <td>-0.204225</td>\n",
|
||
" <td>-0.115858</td>\n",
|
||
" <td>-0.133038</td>\n",
|
||
" <td>0.254347</td>\n",
|
||
" <td>-0.016371</td>\n",
|
||
" <td>-0.039970</td>\n",
|
||
" <td>-0.022872</td>\n",
|
||
" <td>-0.113824</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1.11.146.45</th>\n",
|
||
" <td>-0.022962</td>\n",
|
||
" <td>-0.126371</td>\n",
|
||
" <td>-0.392771</td>\n",
|
||
" <td>-0.514300</td>\n",
|
||
" <td>-0.474315</td>\n",
|
||
" <td>-0.312174</td>\n",
|
||
" <td>-0.160984</td>\n",
|
||
" <td>-0.084258</td>\n",
|
||
" <td>-0.274835</td>\n",
|
||
" <td>-0.269901</td>\n",
|
||
" <td>-0.295634</td>\n",
|
||
" <td>-0.135989</td>\n",
|
||
" <td>-0.889078</td>\n",
|
||
" <td>-0.905781</td>\n",
|
||
" <td>-0.896536</td>\n",
|
||
" <td>-0.113824</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1.116.174.11</th>\n",
|
||
" <td>-0.029215</td>\n",
|
||
" <td>-0.126371</td>\n",
|
||
" <td>0.128685</td>\n",
|
||
" <td>-0.104379</td>\n",
|
||
" <td>0.028163</td>\n",
|
||
" <td>-0.312174</td>\n",
|
||
" <td>-0.160984</td>\n",
|
||
" <td>-0.249271</td>\n",
|
||
" <td>1.666951</td>\n",
|
||
" <td>1.142156</td>\n",
|
||
" <td>1.620681</td>\n",
|
||
" <td>-0.135989</td>\n",
|
||
" <td>-0.912043</td>\n",
|
||
" <td>-0.928566</td>\n",
|
||
" <td>-0.919528</td>\n",
|
||
" <td>-0.113824</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1.116.223.165</th>\n",
|
||
" <td>-0.020878</td>\n",
|
||
" <td>0.165216</td>\n",
|
||
" <td>-0.388436</td>\n",
|
||
" <td>0.034233</td>\n",
|
||
" <td>-0.039293</td>\n",
|
||
" <td>0.446356</td>\n",
|
||
" <td>-0.160984</td>\n",
|
||
" <td>-0.249271</td>\n",
|
||
" <td>0.219438</td>\n",
|
||
" <td>0.089532</td>\n",
|
||
" <td>0.192155</td>\n",
|
||
" <td>-0.135989</td>\n",
|
||
" <td>-0.900561</td>\n",
|
||
" <td>-0.894389</td>\n",
|
||
" <td>-0.895259</td>\n",
|
||
" <td>0.032030</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1.123.162.134</th>\n",
|
||
" <td>-0.029215</td>\n",
|
||
" <td>-0.126371</td>\n",
|
||
" <td>0.027861</td>\n",
|
||
" <td>-0.183638</td>\n",
|
||
" <td>-0.068992</td>\n",
|
||
" <td>-0.312174</td>\n",
|
||
" <td>-0.160984</td>\n",
|
||
" <td>-0.249271</td>\n",
|
||
" <td>-0.274835</td>\n",
|
||
" <td>-0.269901</td>\n",
|
||
" <td>-0.295634</td>\n",
|
||
" <td>-0.135989</td>\n",
|
||
" <td>-0.889078</td>\n",
|
||
" <td>-0.905781</td>\n",
|
||
" <td>-0.896536</td>\n",
|
||
" <td>-0.113824</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>99.49.113.248</th>\n",
|
||
" <td>-0.029215</td>\n",
|
||
" <td>-0.126371</td>\n",
|
||
" <td>0.219852</td>\n",
|
||
" <td>-0.032712</td>\n",
|
||
" <td>0.116012</td>\n",
|
||
" <td>-0.312174</td>\n",
|
||
" <td>-0.160984</td>\n",
|
||
" <td>-0.249271</td>\n",
|
||
" <td>-0.274835</td>\n",
|
||
" <td>-0.269901</td>\n",
|
||
" <td>-0.295634</td>\n",
|
||
" <td>-0.135989</td>\n",
|
||
" <td>1.384553</td>\n",
|
||
" <td>1.349884</td>\n",
|
||
" <td>1.379589</td>\n",
|
||
" <td>-0.113824</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>99.61.83.139</th>\n",
|
||
" <td>-0.027130</td>\n",
|
||
" <td>-0.126371</td>\n",
|
||
" <td>-0.392847</td>\n",
|
||
" <td>-0.514360</td>\n",
|
||
" <td>-0.474388</td>\n",
|
||
" <td>-0.312174</td>\n",
|
||
" <td>-0.160984</td>\n",
|
||
" <td>-0.194267</td>\n",
|
||
" <td>-0.274835</td>\n",
|
||
" <td>-0.269901</td>\n",
|
||
" <td>-0.295634</td>\n",
|
||
" <td>-0.135989</td>\n",
|
||
" <td>1.407519</td>\n",
|
||
" <td>1.372669</td>\n",
|
||
" <td>1.402580</td>\n",
|
||
" <td>-0.113824</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>99.84.144.85</th>\n",
|
||
" <td>-0.019836</td>\n",
|
||
" <td>0.019422</td>\n",
|
||
" <td>0.407052</td>\n",
|
||
" <td>2.330458</td>\n",
|
||
" <td>1.003151</td>\n",
|
||
" <td>2.557626</td>\n",
|
||
" <td>-0.160984</td>\n",
|
||
" <td>-0.139262</td>\n",
|
||
" <td>-0.274835</td>\n",
|
||
" <td>-0.115858</td>\n",
|
||
" <td>-0.212013</td>\n",
|
||
" <td>0.387701</td>\n",
|
||
" <td>-0.912043</td>\n",
|
||
" <td>1.235962</td>\n",
|
||
" <td>0.390969</td>\n",
|
||
" <td>13.462416</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>99.9.99.134</th>\n",
|
||
" <td>-0.029215</td>\n",
|
||
" <td>-0.126371</td>\n",
|
||
" <td>3.996561</td>\n",
|
||
" <td>2.936194</td>\n",
|
||
" <td>3.755274</td>\n",
|
||
" <td>-0.312174</td>\n",
|
||
" <td>-0.160984</td>\n",
|
||
" <td>-0.249271</td>\n",
|
||
" <td>3.114465</td>\n",
|
||
" <td>2.194780</td>\n",
|
||
" <td>3.049207</td>\n",
|
||
" <td>-0.135989</td>\n",
|
||
" <td>-0.096752</td>\n",
|
||
" <td>-0.119716</td>\n",
|
||
" <td>-0.103341</td>\n",
|
||
" <td>-0.113824</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>99.99.194.212</th>\n",
|
||
" <td>-0.029215</td>\n",
|
||
" <td>-0.126371</td>\n",
|
||
" <td>-0.388436</td>\n",
|
||
" <td>-0.510893</td>\n",
|
||
" <td>-0.470139</td>\n",
|
||
" <td>-0.312174</td>\n",
|
||
" <td>-0.160984</td>\n",
|
||
" <td>-0.249271</td>\n",
|
||
" <td>-0.274835</td>\n",
|
||
" <td>-0.269901</td>\n",
|
||
" <td>-0.295634</td>\n",
|
||
" <td>-0.135989</td>\n",
|
||
" <td>1.407519</td>\n",
|
||
" <td>1.372669</td>\n",
|
||
" <td>1.402580</td>\n",
|
||
" <td>-0.113824</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>17220 rows × 16 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" packets dst_port \\\n",
|
||
" sum nunique min max mean std \n",
|
||
"src_ip \n",
|
||
"1.1.160.124 -0.027130 -0.126371 -0.360683 -0.489076 -0.443395 -0.312174 \n",
|
||
"1.11.146.45 -0.022962 -0.126371 -0.392771 -0.514300 -0.474315 -0.312174 \n",
|
||
"1.116.174.11 -0.029215 -0.126371 0.128685 -0.104379 0.028163 -0.312174 \n",
|
||
"1.116.223.165 -0.020878 0.165216 -0.388436 0.034233 -0.039293 0.446356 \n",
|
||
"1.123.162.134 -0.029215 -0.126371 0.027861 -0.183638 -0.068992 -0.312174 \n",
|
||
"... ... ... ... ... ... ... \n",
|
||
"99.49.113.248 -0.029215 -0.126371 0.219852 -0.032712 0.116012 -0.312174 \n",
|
||
"99.61.83.139 -0.027130 -0.126371 -0.392847 -0.514360 -0.474388 -0.312174 \n",
|
||
"99.84.144.85 -0.019836 0.019422 0.407052 2.330458 1.003151 2.557626 \n",
|
||
"99.9.99.134 -0.029215 -0.126371 3.996561 2.936194 3.755274 -0.312174 \n",
|
||
"99.99.194.212 -0.029215 -0.126371 -0.388436 -0.510893 -0.470139 -0.312174 \n",
|
||
"\n",
|
||
" proto dst_ip pck_len \\\n",
|
||
" nunique nunique min max mean std \n",
|
||
"src_ip \n",
|
||
"1.1.160.124 -0.160984 -0.249271 -0.204225 -0.115858 -0.133038 0.254347 \n",
|
||
"1.11.146.45 -0.160984 -0.084258 -0.274835 -0.269901 -0.295634 -0.135989 \n",
|
||
"1.116.174.11 -0.160984 -0.249271 1.666951 1.142156 1.620681 -0.135989 \n",
|
||
"1.116.223.165 -0.160984 -0.249271 0.219438 0.089532 0.192155 -0.135989 \n",
|
||
"1.123.162.134 -0.160984 -0.249271 -0.274835 -0.269901 -0.295634 -0.135989 \n",
|
||
"... ... ... ... ... ... ... \n",
|
||
"99.49.113.248 -0.160984 -0.249271 -0.274835 -0.269901 -0.295634 -0.135989 \n",
|
||
"99.61.83.139 -0.160984 -0.194267 -0.274835 -0.269901 -0.295634 -0.135989 \n",
|
||
"99.84.144.85 -0.160984 -0.139262 -0.274835 -0.115858 -0.212013 0.387701 \n",
|
||
"99.9.99.134 -0.160984 -0.249271 3.114465 2.194780 3.049207 -0.135989 \n",
|
||
"99.99.194.212 -0.160984 -0.249271 -0.274835 -0.269901 -0.295634 -0.135989 \n",
|
||
"\n",
|
||
" ttl \n",
|
||
" min max mean std \n",
|
||
"src_ip \n",
|
||
"1.1.160.124 -0.016371 -0.039970 -0.022872 -0.113824 \n",
|
||
"1.11.146.45 -0.889078 -0.905781 -0.896536 -0.113824 \n",
|
||
"1.116.174.11 -0.912043 -0.928566 -0.919528 -0.113824 \n",
|
||
"1.116.223.165 -0.900561 -0.894389 -0.895259 0.032030 \n",
|
||
"1.123.162.134 -0.889078 -0.905781 -0.896536 -0.113824 \n",
|
||
"... ... ... ... ... \n",
|
||
"99.49.113.248 1.384553 1.349884 1.379589 -0.113824 \n",
|
||
"99.61.83.139 1.407519 1.372669 1.402580 -0.113824 \n",
|
||
"99.84.144.85 -0.912043 1.235962 0.390969 13.462416 \n",
|
||
"99.9.99.134 -0.096752 -0.119716 -0.103341 -0.113824 \n",
|
||
"99.99.194.212 1.407519 1.372669 1.402580 -0.113824 \n",
|
||
"\n",
|
||
"[17220 rows x 16 columns]"
|
||
]
|
||
},
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"scaler = StandardScaler()\n",
|
||
"df_darknet_scaled = df_darknet.copy()\n",
|
||
"df_darknet_scaled[df_darknet_scaled.columns] = scaler.fit_transform(df_darknet_scaled[df_darknet_scaled.columns])\n",
|
||
"df_darknet_scaled"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"id": "5c1bbd17",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<Axes: xlabel=\"('packets', 'sum')\", ylabel=\"('dst_port', 'nunique')\">"
|
||
]
|
||
},
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"df_sample_subset = df_darknet.sample(1000).index\n",
|
||
"df_sample = df_darknet.loc[df_sample_subset]\n",
|
||
"df_sample_scaled = df_darknet_scaled.loc[df_sample_subset]\n",
|
||
"\n",
|
||
"fig, (ax1, ax2) = plt.subplots(1, 2)\n",
|
||
"sns.scatterplot(\n",
|
||
" data = df_sample,\n",
|
||
" x = ('packets','sum'),\n",
|
||
" y = ('dst_port','nunique'),\n",
|
||
" ax=ax1\n",
|
||
")\n",
|
||
"sns.scatterplot(\n",
|
||
" data = df_sample_scaled,\n",
|
||
" x = ('packets','sum'),\n",
|
||
" y = ('dst_port','nunique'),\n",
|
||
" ax=ax2\n",
|
||
")\n"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "9c57c32a-741e-4a66-8c16-242cdc9b03dd",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 2.2 Correlation analysis\n",
|
||
"- For the derived dataset with new features, analyze the correlation and output the heatmap with correlation coefficient, keeping only two digits. Answering the following questions:\n",
|
||
" - How many features have highly correlated other features?\n",
|
||
" - How many features can you remove?\n",
|
||
" - When one feature is correlated to more than 1 other feature, how do you decide which to remove?"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"id": "1fc68f07-ee69-474c-9e9b-64309d5a46b5",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x1200 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"correlation_matrix = df_darknet_scaled.corr().abs()\n",
|
||
"\n",
|
||
"plt.figure(figsize=(12,12))\n",
|
||
"sns.heatmap(correlation_matrix, cmap='Blues', annot=True, vmin=.0, vmax=1, cbar_kws={'label':'Correlation'})\n",
|
||
"plt.xlabel('Feature')\n",
|
||
"plt.ylabel('Feature')\n",
|
||
"plt.title('Correlation matrix')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "00ddda44-5386-4bc1-af90-2e8ffca8658a",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 2.3 PCA\n",
|
||
"Let us begin by examining dimensionality reduction and how the number of components affects PCA’s ability to describe the dataset. Note that we do not eliminate correlated features for now, but focus on the original standardized dataset."
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "abe8eba1-3ab1-4c48-9ada-f0ca497514d4",
|
||
"metadata": {},
|
||
"source": [
|
||
"- Fit the PCA with the scaled dataset by setting ``random_state=15``. Examine the explained variance and plot the trend of the cumulative explained variance as you increase the number of components created. How many components would you choose? And why? "
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"id": "7d6373fb-15bb-4cfe-a022-9e635fc675ee",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"<>:23: SyntaxWarning: invalid escape sequence '\\s'\n",
|
||
"<>:23: SyntaxWarning: invalid escape sequence '\\s'\n",
|
||
"/tmp/ipykernel_21888/3657919424.py:23: SyntaxWarning: invalid escape sequence '\\s'\n",
|
||
" plt.title(f'10 PCs explain {round(perc_cumul_exp_var[9], 2)}% of $\\sigma^2$')\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 500x350 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# PCA must be initialized with a random state to initialize the space\n",
|
||
"pca = PCA(random_state=15)\n",
|
||
"\n",
|
||
"# .fit() is used to compute the new dimensions with number of features from 1 to the number of original features\n",
|
||
"pca.fit(df_darknet_scaled[df_darknet_scaled.columns])\n",
|
||
"\n",
|
||
"# describe how much of the dataset variability is indicated by a given amount of features\n",
|
||
"explained_variance = pca.explained_variance_ratio_\n",
|
||
"\n",
|
||
"# evaluate the total dataset variability while increasing the variables\n",
|
||
"cumul_exp_var = np.cumsum(explained_variance)\n",
|
||
"\n",
|
||
"# percentage value to better understand the best number of components\n",
|
||
"perc_cumul_exp_var = cumul_exp_var * 100\n",
|
||
"\n",
|
||
"# make the plot of cumulative explained variance wrt number of components\n",
|
||
"plt.figure(figsize=(5, 3.5))\n",
|
||
"plt.plot(perc_cumul_exp_var, marker='o')\n",
|
||
"plt.xlabel('# Principal Components (PCs)')\n",
|
||
"plt.ylabel('Cumulative explained variance [%]')\n",
|
||
"plt.xticks([i for i in range(16)], [i for i in range(1,17)])\n",
|
||
"plt.grid()\n",
|
||
"plt.title(f'10 PCs explain {round(perc_cumul_exp_var[9], 2)}% of $\\sigma^2$')\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "19463b0c-4d24-4baa-894b-dd13936db16d",
|
||
"metadata": {},
|
||
"source": [
|
||
"- From now on, keep the first 10 components, initializing PCA and fitting as well as transforming the dataset again. What is the cumulative explained variance. Is it identical to the one given in the plot of cumulative explained variance, why?"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"id": "bf13219c-496d-41b7-950a-48f9463c9023",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"<>:23: SyntaxWarning: invalid escape sequence '\\s'\n",
|
||
"<>:23: SyntaxWarning: invalid escape sequence '\\s'\n",
|
||
"/tmp/ipykernel_21888/1276897536.py:23: SyntaxWarning: invalid escape sequence '\\s'\n",
|
||
" plt.title(f'2 PCs explain {round(perc_cumul_exp_var[1], 2)}% of $\\sigma^2$')\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 500x350 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# PCA must be initialized with a random state to initialize the space\n",
|
||
"pca = PCA(n_components=10, random_state=15)\n",
|
||
"\n",
|
||
"# .fit() is used to compute the new dimensions with number of features from 1 to the number of original features\n",
|
||
"pca.fit(df_darknet_scaled[df_darknet_scaled.columns])\n",
|
||
"\n",
|
||
"# describe how much of the dataset variability is indicated by a given amount of features\n",
|
||
"explained_variance = pca.explained_variance_ratio_\n",
|
||
"\n",
|
||
"# evaluate the total dataset variability while increasing the variables\n",
|
||
"cumul_exp_var = np.cumsum(explained_variance)\n",
|
||
"\n",
|
||
"# percentage value to better understand the best number of components\n",
|
||
"perc_cumul_exp_var = cumul_exp_var * 100\n",
|
||
"\n",
|
||
"# make the plot of cumulative explained variance wrt number of components\n",
|
||
"plt.figure(figsize=(5, 3.5))\n",
|
||
"plt.plot(perc_cumul_exp_var, marker='o')\n",
|
||
"plt.xlabel('# Principal Components (PCs)')\n",
|
||
"plt.ylabel('Cumulative explained variance [%]')\n",
|
||
"plt.xticks([i for i in range(10)], [i for i in range(1,11)])\n",
|
||
"plt.grid()\n",
|
||
"plt.title(f'2 PCs explain {round(perc_cumul_exp_var[1], 2)}% of $\\sigma^2$')\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "8e4ff79d-4745-40c9-817a-673237f33870",
|
||
"metadata": {},
|
||
"source": [
|
||
"- Consider only the first 2 principal components (PC1 and PC2) of the 10 selected. Compute the Loading score for each of the original features with respect to the selected components. Notice that you can calculate the score as follows: <br>``scores = pca.components_.T * np.sqrt(pca.explained_variance_)``<br>\n",
|
||
"Remember that the loading scores can be seen as the weights of the each original feature used to generate the PCs. Answering the following questions:\n",
|
||
" - Which feature contributes the most to PC1? And for PC2?\n",
|
||
" - What are the most redundant features accordingly to the selected components?"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"id": "68805b1c-5a50-4144-bfc5-0716dbee5556",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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qN5Xj/f777+jQoQMAICYmBhs2bMDff/8NS0tLAECfPn3g5uaGr7/+GhcvXoS7uzv+/PNPtGrVSjlW7969ERAQgE8++UTtXG+88Qa8vLzw+eefK/OhUChUitCAgAC8+uqrWLx4sbJtxYoVWLZsGS5duqR23NjYWMTFxVVp37RpE6RSaa3yQURERPpRUlKC4cOHo6ioqMZvllSnQa+olpaWwsxMddUnNzcXPXr0UPmaricvDZg4cSLGjh2L1NRU9O7dG4MHD0aXLl10ikXdnEuXLoVCoUBubi5MTExUVhzt7Ozg6empco2mqampznE8TiqVKotUAHBycoKbm5uySK1su3HjBgDg9OnTEEURHh4eKuPI5XLY2dkBj66dXbx4MX744Qdcu3ZNueppYWGhss+T76Nly5bKeSqZm5ujpKSk2vhnz56NqVOnKl9XfldwaGjoU79CNS0tDSEhIfwaPC1U5m/+SSPIK2r/dXdNncRIxCL/CuZPS8yfbpg/7TWU3GXHhuk7BLVq+uytPCOqjQZdqNrb26OwsFClTZMF4qioKISFhSE5ORmpqamIj4/H0qVLMWHChGcSZ3UxiaKoUtyam5tr9T241XnyQBEEQW1b5U1bFRUVMDY2xqlTp2BsbKzSr7K4Xbp0KZYtW4bly5fDx8cHFhYWmDx5MsrKyp4695M3h92+fRsODg7Vxi+RSCCRSNS+L00KUE37kXryCgFyheH+sjZ0zJ9umD/dMH/aM/TcGfrnmrrPXl1ibtA3U/n5+SEnJ0elzdvbG0ePHlVpe/I1ALi4uCAmJgbbtm3DtGnT8O233wKPVjXxaOWwNtTN6e7uDmNjY3h7e+Phw4c4duyYcntBQQEuXLgALy+vGsc1NTWtdSza8vPzg0KhwI0bN9CxY0eVP87OzgCArKwsDBgwACNGjICvry/at2+vclNYbWRnZ8PPz6+O3wURERE1Fg26UA0LC8P58+dVVlVjYmJw8eJFTJ06FXl5edi0aRMSExNV9ps8eTL279+PS5cu4fTp0zh48KCyYHR1dYUgCNizZw9u3ryJe/fuaRTL1atXlXMmJSVh5cqVmDRpEgDA3d0dAwYMQHR0NA4dOoSzZ89ixIgRaN26NQYMGFDjuG5ubvj111+Rl5eHW7duPdOLvD08PPDOO+8gIiIC27Ztw6VLl3DixAl8+umnSElJAQB07NgRaWlp+Pnnn5Gbm4v3338ff/31l1bzZWVlITQ0tI7fBRERETUWDfrUv4+PD/z9/bFlyxa8//77AIC2bdti69atmDJlClatWqW8CWjUqFHK/RQKBcaNG4c///wT1tbW6NOnD5YtWwYAaN26NeLi4jBr1iyMHDkSERERVQpddSIiIlBaWoqAgAAYGxtjwoQJGDNmjHJ7QkICJk2ahL59+6KsrAyvvPIKUlJSnrocHh0djYyMDPj7++PevXtIT09HUFAQgoKC4ObmplFstZGQkIB//vOfmDZtGq5duwY7OzsEBgYiPDwcADB//nxcunQJYWFhkEqlGDNmDAYOHIiiotp9PeaRI0dQVFSEIUOG1Gn8VHeyY8MM/hSTISovL0dKSgrzpyXmTzfMn/aYO8PUoO/6x6Nnpk6fPh3Z2dkwMtLPAnFQUBC6du2K5cuX19ucbm5uiI2N1eg5r4Zo6NCh8PPzw5w5czTep7i4GM2bN3/qXYOVv2zCw8P5y0YLzJ9umD/dMH+6Yf60x9zppqb8afr5rU6DXlEFgPDwcOTn5+PatWtwcXHRdzj14rfffoOVlRUiIiL0HYpW5HI5fH19MWXKFH2HQkRERAaswReqAJTXgj4LV65cgbe3d7Xbn7yZqz506tQJ586dq/d564pEIsG8efP0HQYREREZuEZRqD5LrVq1wpkzZ2rcrunXmhIRERGR5lioPoWJiQk6duyo7zCIiIiImpwG/XgqIiIiImq8WKgSERERkUFioUpEREREBomFKhEREREZJBaqRERERGSQWKgSERERkUHi46mIHhfbXN8R6J+RGeD7jb6jICIiapwrqgUFBXB0dIRMJquzMYOCgjB58mSt9o2MjMTAgQPrLJbGYM+ePfDz80NFRYW+QyEiIiID1SgL1fj4ePTr1w9ubm76DoWq0bdvXwiCgE2bNuk7FCIiIjJQja5QLS0txdq1axEVFaXvUOgpRo4ciZUrV+o7DCIiIjJQja5Q3bt3L0xMTBAYGKhsy8jIgCAISE5Ohq+vL8zMzNC9e3ecO3dOZd/Dhw+jV69ekEqlsLW1RVhYGAoLC9XOs2/fPjRv3hzr16+vdYyiKGLJkiVo3749zM3N4evrix9//LFKvAcOHIC/vz+kUil69uyJvLy8Ws0TFBSECRMmYPLkybC1tYWTkxO++eYb3L9/HyNHjoSVlRU6dOiAvXv3quyXk5OD8PBwWFpawsnJCe+++y5u3bql8t5feukl2NjYwM7ODn379sXFixeV22UyGQRBwLZt2xAcHAypVApfX18cOXJEZZ7+/fvj+PHj+OOPP2qdQyIiImr8Gt3NVJmZmfD391e7bcaMGfjyyy/h7OyMOXPmoH///rhw4QKaNWuGM2fO4LXXXsOoUaOwYsUKmJiYID09HQqFoso4mzdvxpgxY7BhwwYMGDCg1jHOmzcP27Ztw+rVq+Hu7o7MzEyMGDECDg4O6NWrl7Lf3LlzsXTpUjg4OCAmJgajRo3C4cOHazXXunXrMHPmTBw/fhw//PADxo4dix07duDNN9/EnDlzsGzZMrz77ru4cuUKpFIprl+/jl69eiE6OhpffPEFSktL8eGHH+Ktt97CwYMHAQD379/H1KlT4ePjg/v372PBggV48803cebMGRgZ/f9/+8ydOxeff/453N3dMXfuXLz99tv4/fffYWLyf4edq6srHB0dkZWVhfbt21eJXS6XQy6XK18XFxcDAMrLy1FeXl7te67cVlOfahmZ1X6fRqb8UQ60yh/pdvwR86cj5k97zJ1uasqfLjkVRFEUdYrMwAwcOBB2dnZYu3atsi0jIwPBwcHYvHkzhg0bBgC4ffs22rRpg8TERLz11lsYPnw4rly5gkOHDqkdNygoCF27doWHhwfmzJmD7du3Izg4WKOYIiMjcefOHezYsQP379+Hvb09Dh48qLLqGxUVhZKSEmzatEkZ73//+1+89tprAICUlBS88cYbKC0thZmZZsVUUFAQFAoFsrKyAAAKhQLNmzfHoEGDlCvBf/31F1q2bIkjR46gR48eWLBgAY4dO4b9+/crx/nzzz/h4uKCvLw8eHh4VJnn5s2bcHR0xLlz5/Dcc89BJpOhXbt2WLNmDUaPHg08WqXt3LkzcnNz0alTJ+W+zz//PAYMGICFCxdWGTc2NhZxcXFV2jdt2gSpVKpRDoiIiEi/SkpKMHz4cBQVFcHa2rpW+za6FdWaCrnHC8MWLVrA09MTubm5AIAzZ85g6NChNY69detW/P333zh06BACAgK0ii8nJwcPHjxASEiISntZWRn8/PxU2rp06aL8/5YtWwIAbty4gbZt22o83+NjGBsbw87ODj4+Pso2Jycn5bgAcOrUKaSnp8PS0rLKWBcvXoSHhwcuXryI+fPn4+jRo7h165byzv0rV67gueeee2r8jxeq5ubmKCkpURv77NmzMXXqVOXr4uJiuLi4IDQ0tMYDvby8HGlpaQgJCUGzZs2emiNSVZm/+SeNIK8Q9B1OgyMxErHIv4L50xLzpxvmT3v6zF12bFi9zvcs1PTZW3lGVBuNrlC1t7ev9rpSdQTh/w5Gc3Pzp/bt2rUrTp8+jYSEBLzwwgvKfWujsqhLTk5G69atVbZJJBKV14//RVfOVdvHOT15sAiCUOO4FRUV6NevHz799NMqY1UWm/369YOLiwu+/fZbtGrVChUVFXjuuedQVlZW6/hv374NBwcHtbFLJJIqOakcV5MCVNN+pJ68QoBcwQ86bTF/umH+dMP8aU8fuWtMn1XqPnt1eX+NrlD18/PD999/r3bb0aNHlauRhYWFuHDhgnJ1r0uXLjhw4IDaU82VOnTogKVLlyIoKAjGxsb46quvah2ft7c3JBIJrly5onI9qqF4/vnnsXXrVri5uSmvJX1cQUEBcnNz8e9//xsvv/wyAFR7ucTTPHjwABcvXqyykkxERESExnjXf1hYGM6fP692VfWjjz7CgQMHkJ2djcjISNjb2ysfxD979mycOHECH3zwAX799Vf89ttvWL16tcrd7gDg4eGB9PR0bN26VasvALCyssL06dMxZcoUrFu3DhcvXsQvv/yCf/3rX1i3bp0O77xujBs3Drdv38bbb7+tvCM/NTUVo0aNgkKhgK2tLezs7PDNN9/g999/x8GDB1VOz9fG0aNHIZFIVC7JICIiIqrU6ApVHx8f+Pv7Y8uWLVW2LV68GJMmTUK3bt1w/fp17Nq1C6ampsCjAjQ1NRVnz55FQEAAAgMDsXPnTrWrip6enjh48CCSkpIwbdq0Wse4aNEiLFiwAPHx8fDy8kJYWBh2796Ndu3aaTxG5SOgMjIyaj1/TVq1aoXDhw9DoVAgLCwMzz33HCZNmoTmzZvDyMgIRkZG2Lx5M06dOoXnnnsOU6ZMwWeffabVXElJSXjnnXd4YxQRERGpJzZCycnJopeXl6hQKERRFMX09HQRgFhYWKjv0OpMenq6aGNjI96+fVvfoWjlxo0bYosWLcQ//vhD432KiopEAGJRUVGN/crKysQdO3aIZWVldRBp08P86Yb50w3zpxvmT3vMnW5qyp+mn9/qNLprVAEgPDwc+fn5uHbtGlxcXPQdzjOxb98+zJkzB7a2tvoORSuXLl3CqlWrarWKTERERE1LoyxUAWDSpEn1Npe6RzlV2rt3r/Kmo7q0ePHiOh+zPgUEBGj9iC8iIiJqGhptofq4oKAgPMvvNThz5ky12558BBURERERaaZJFKrPWseOHfUdAhEREVGj0+ju+iciIiKixoGFKhEREREZJBaqRERERGSQWKgSERERkUFioUpEREREBomFKhEREREZJD6eiqghi21e92MamQG+39T9uERERLXUZFdUCwoK4OjoCJlMVm2fjIwMCIKAO3fu1GtsDZGbmxuWL1+ucf9z586hTZs2uH///jONi4iIiBquJluoxsfHo1+/fnBzc6uT8QytqI2MjMTAgQPrbb4TJ05gzJgxGvf38fFBQEAAli1b9kzjIiIiooarSRaqpaWlWLt2LaKiovQdSp1TKBSoqKio93kdHBwglUprtc/IkSOxevVqKBSKZxYXERERNVxNslDdu3cvTExMEBgYqNKekpICDw8PmJubIzg4uMplAZcvX0a/fv1ga2sLCwsLdO7cGSkpKZDJZAgODgYA2NraQhAEREZGPjWOoKAgjB8/HuPHj4eNjQ3s7Owwb948iKKo7FNYWIiIiAjY2tpCKpXi9ddfR35+vnJ7YmIibGxssGfPHnh7e0MikWDkyJFYt24ddu7cCUEQIAgCMjIyNMrN4+N5enpCKpViyJAhuH//PtatWwc3NzfY2tpiwoQJKgXmk6f+BUHAmjVr8Oabb0IqlcLd3R27du1SmSssLAwFBQX46aefNIqNiIiImpYmeTNVZmYm/P39VdquXr2KQYMGISYmBmPHjsXJkycxbdo0lT7jxo1DWVkZMjMzYWFhgZycHFhaWsLFxQVbt27F4MGDkZeXB2tra5ibm2sUy7p16zB69GgcO3YMJ0+exJgxY+Dq6oro6Gjg0Sn8/Px87Nq1C9bW1vjwww8RHh6OnJwcNGvWDABQUlKC+Ph4rFmzBnZ2dnB2dsaDBw9QXFyMhIQEAECLFi00zk9JSQlWrFiBzZs34+7duxg0aBAGDRoEGxsbpKSk4I8//sDgwYPx0ksvYdiwYdWOExcXhyVLluCzzz7DypUr8c477+Dy5cvKWExNTeHr64usrCy8+uqrVfaXy+WQy+XK18XFxQCA8vJylJeXVztv5baa+jQaRmZ1PmT5ozGbRP6egSZ1/D0DzJ9umD/tMXe6qSl/uuS0SRaqMpkMrVq1UmlbvXo12rdvj2XLlkEQBHh6euLcuXP49NNPlX2uXLmCwYMHw8fHBwDQvn175bbK4svR0RE2NjYax+Li4lJlzmXLliE6OlpZoB4+fBg9e/YEAGzcuBEuLi7YsWMHhg4dCjw6AFatWgVfX1/luObm5pDL5XB2dq51fsrLy7F69Wp06NABADBkyBBs2LABf//9NywtLeHt7Y3g4GCkp6fXWKhGRkbi7bffBgB88sknWLlyJY4fP44+ffoo+7Ru3braG9ri4+MRFxdXpT01NVWjywzS0tI0er8N2jO8O79J5O8ZYv50w/zphvnTHnOnG3X5Kykp0Xq8JlmolpaWwsxMdSUqNzcXPXr0gCAIyrYnLw2YOHEixo4di9TUVPTu3RuDBw9Gly5ddIpF3ZxLly6FQqFAbm4uTExM0L17d+V2Ozs7eHp6Ijc3V9lmamqqcxyPk0qlyiIVAJycnODm5gZLS0uVths3btQ4zuMxWVhYwMrKqso+5ubm1R7As2fPxtSpU5Wvi4uL4eLigtDQUFhbW1c7b3l5OdLS0hASEqJcdSbNVeZv/kkjyCsEDfagx0mMRCzyr2D+tMT86Yb501595y47NuyZz1GfavrsrTwjqo0mWaja29ujsLBQpe3x60KrExUVhbCwMCQnJyM1NRXx8fFYunQpJkyY8EzirC4mURRViltzc3OV17p68gATBEFt29Nu2tJkn9u3b6sUxY+TSCSQSCRqx9WkANW0H6knrxAgV/CDTlvMn26YP90wf9qrr9w11s8ndZ+9urzXJnkzlZ+fH3JyclTavL29cfToUZW2J1/j0an6mJgYbNu2DdOmTcO3334LPFrVxKO77mtD3Zzu7u4wNjaGt7c3Hj58iGPHjim3FxQU4MKFC/Dy8qpxXFNT0wZxN312djb8/Pz0HQYREREZoCZZqIaFheH8+fMqq6oxMTG4ePEipk6diry8PGzatAmJiYkq+02ePBn79+/HpUuXcPr0aRw8eFBZMLq6ukIQBOzZswc3b97EvXv3NIrl6tWryjmTkpKwcuVKTJo0CQDg7u6OAQMGIDo6GocOHcLZs2cxYsQItG7dGgMGDKhxXDc3N/z666/Iy8vDrVu3DPLicJlMhmvXrqF37976DoWIiIgMUJMsVH18fODv748tW7Yo29q2bYutW7di9+7d8PX1xddff41PPvlEZT+FQoFx48bBy8sLffr0gaenJ1atWgU8uikoLi4Os2bNgpOTE8aPH69RLBERESgtLUVAQADGjRuHCRMmqDw4PyEhAd26dUPfvn0RGBgIURSRkpLy1GX06OhoeHp6wt/fHw4ODjh8+DDw6JFYmjw6qz4kJSUhNDQUrq6u+g6FiIiIDJHYRCUnJ4teXl6iQqHQWwy9evUSJ02aVK9zurq6igkJCfU6pzoPHjwQXVxcxEOHDmm8T1FRkQhALCoqqrFfWVmZuGPHDrGsrKwOIm16mD/dMH+6Yf50w/xpj7nTTU350/TzW50meTMVAISHhyM/Px/Xrl2Di4uLvsOpF7/99husrKwQERGh71Bw+fJlzJ07Fy+++KK+QyEiIiID1WQLVQDKa0GfhStXrsDb27va7U/ezFUfOnXqhHPnztX7vOp4eHjAw8ND32EQERGRAWvSheqz1KpVK5w5c6bG7Zp+rSkRERFRU8RC9RkxMTFBx44d9R0GERERUYPVJO/6JyIiIiLDx0KViIiIiAwSC1UiIiIiMkgsVImIiIjIILFQJSIiIiKDxEKViIiIiAwSH09FVCm2ub4jMAxGZoDvN/qOgoiIiCuqlQoKCuDo6AiZTFZnYwYFBWHy5Mla7RsZGYmBAwfWWSzPUkZGBgRBwJ07dzTeZ/r06Zg4ceIzjYuIiIgaNhaqj8THx6Nfv35wc3PTdygNTs+ePXH9+nU0b675iuTMmTORkJCAS5cuPdPYiIiIqOFioQqgtLQUa9euRVRUlL5DaZBMTU3h7OwMQRA03sfR0RGhoaH4+uuvn2lsRERE1HCxUAWwd+9emJiYIDAwUNlWeTo7OTkZvr6+MDMzQ/fu3XHu3DmVfQ8fPoxevXpBKpXC1tYWYWFhKCwsVDvPvn370Lx5c6xfv77WMYqiiCVLlqB9+/YwNzeHr68vfvzxxyrxHjhwAP7+/pBKpejZsyfy8vJqNU9QUBAmTJiAyZMnw9bWFk5OTvjmm29w//59jBw5ElZWVujQoQP27t1bZe7KU/+JiYmwsbHB/v374eXlBUtLS/Tp0wfXr19Xmat///5ISkqqdS6IiIioaeDNVAAyMzPh7++vdtuMGTPw5ZdfwtnZGXPmzEH//v1x4cIFNGvWDGfOnMFrr72GUaNGYcWKFTAxMUF6ejoUCkWVcTZv3owxY8Zgw4YNGDBgQK1jnDdvHrZt24bVq1fD3d0dmZmZGDFiBBwcHNCrVy9lv7lz52Lp0qVwcHBATEwMRo0ahcOHD9dqrnXr1mHmzJk4fvw4fvjhB4wdOxY7duzAm2++iTlz5mDZsmV49913ceXKFUilUrVjlJSU4PPPP8eGDRtgZGSEESNGYPr06di4caOyT0BAAK5evYrLly/D1dW1yhhyuRxyuVz5uri4GABQXl6O8vLyauOv3FZTH7WMzGrXv5Eqf5SHWuePAF2OPwKYP50xf9pj7nRTU/50yakgiqKoU2SNwMCBA2FnZ4e1a9cq2zIyMhAcHIzNmzdj2LBhAIDbt2+jTZs2SExMxFtvvYXhw4fjypUrOHTokNpxg4KC0LVrV3h4eGDOnDnYvn07goODNYopMjISd+7cwY4dO3D//n3Y29vj4MGDKqu+UVFRKCkpwaZNm5Tx/ve//8Vrr70GAEhJScEbb7yB0tJSmJlpVoQFBQVBoVAgKysLAKBQKNC8eXMMGjRIuRL8119/oWXLljhy5Ah69OihnLuwsBA2NjZITEzEyJEj8fvvv6NDhw4AgFWrVuGjjz7CX3/9pZyruLgYzZs3R0ZGhkqxXSk2NhZxcXFV2jdt2lRtgUxERESGpaSkBMOHD0dRURGsra1rtS9XVB9do1pdIfd4YdiiRQt4enoiNzcXAHDmzBkMHTq0xrG3bt2Kv//+G4cOHUJAQIBW8eXk5ODBgwcICQlRaS8rK4Ofn59KW5cuXZT/37JlSwDAjRs30LZtW43ne3wMY2Nj2NnZwcfHR9nm5OSkHLc6UqlUWaRWxvJkf3Nzc+DRAazO7NmzMXXqVOXr4uJiuLi4IDQ0tMYDvby8HGlpaQgJCUGzZs2e8m7pSZX5m3/SCPIKza87pv8jMRKxyL+C+dMS86cb5k979ZG77NiwZzKuIajps7fyjKg2WKgCsLe3r/a6UnUqbxqqLLRq0rVrV5w+fRoJCQl44YUXanXDUaWKigoAQHJyMlq3bq2yTSKRqLx+/OConKtyf009eYAJglDrcdWN8eTi/e3btwEADg4OaseQSCRV3l/l2JoUoJr2I/XkFQLkCn7QaYv50w3zpxvmT3vPMndN4TNJ3WevLu+bN1MB8PPzQ05OjtptR48eVf5/YWEhLly4gE6dOgGPVh4PHDhQ49gdOnRAeno6du7ciQkTJmgVn7e3NyQSCa5cuYKOHTuq/HFxcdFqTEOQnZ2NZs2aoXPnzvoOhYiIiAwQV1QBhIWFYfbs2SgsLIStra3Kto8++gh2dnZwcnLC3LlzYW9vr3wQ/+zZs+Hj44MPPvgAMTExMDU1RXp6OoYOHQp7e3vlGB4eHkhPT0dQUBBMTEywfPnyWsVnZWWF6dOnY8qUKaioqMBLL72E4uJi/Pzzz7C0tMR7771XR5moX1lZWXj55Zc1WpkmIiKipocrqgB8fHzg7++PLVu2VNm2ePFiTJo0Cd26dcP169exa9cumJqaAo8K0NTUVJw9exYBAQEIDAzEzp07YWJStf739PTEwYMHkZSUhGnTptU6xkWLFmHBggWIj4+Hl5cXwsLCsHv3brRr107jMWQyGQRBQEZGRq3nfxaSkpIQHR2t7zCIiIjIUIkkiqIoJicni15eXqJCoRBFURTT09NFAGJhYaG+Q6sz6enpoo2NjXj79m19hyLu2bNH9PLyEsvLyzXep6ioSAQgFhUV1divrKxM3LFjh1hWVlYHkTY9zJ9umD/dMH+6Yf60x9zppqb8afr5rQ5P/T8SHh6O/Px8XLt2rUFf91mTffv2Yc6cOVUub9CH+/fvIyEhQe3qMxERERF4jaqqSZMm1dtclpaW1W7bu3cvXn755Tqfc/HixXU+prbeeustfYdAREREBo6FajWCgoKqPE6pLp05c6babU8+goqIiIioKWKhqicdO3bUdwhEREREBo13/RMRERGRQWKhSkREREQGiYUqERERERkkFqpEREREZJBYqBIRERGRQWKhSkREREQGiY+nIiL14tsAFQ/0HUXDM/eWviMgImo0msSKakFBARwdHSGTyartk5GRAUEQcOfOnXqNrSmSy+Vo27YtTp06pe9QiIiIyIA1iUI1Pj4e/fr1g5ubW52MZ2hFbWRkJAYOHKjvMDQmkUgwffp0fPjhh/oOhYiIiAxYoy9US0tLsXbtWkRFRek7lDqnUChQUVGh7zC08s477yArKwu5ubn6DoWIiIgMVKMvVPfu3QsTExMEBgaqtKekpMDDwwPm5uYIDg6uclnA5cuX0a9fP9ja2sLCwgKdO3dGSkoKZDIZgoODAQC2trYQBAGRkZFPjSMoKAjjx4/H+PHjYWNjAzs7O8ybNw+iKCr7FBYWIiIiAra2tpBKpXj99deRn5+v3J6YmAgbGxvs2bMH3t7ekEgkGDlyJNatW4edO3dCEAQIgoCMjAyNcvP4eJ6enpBKpRgyZAju37+PdevWwc3NDba2tpgwYQIUCoVyv++//x7+/v6wsrKCs7Mzhg8fjhs3bii3f/TRR2jVqhUKCgqUbf3798crr7yiLKzt7OzQs2dPJCUlaRQrERERNT2N/maqzMxM+Pv7q7RdvXoVgwYNQkxMDMaOHYuTJ09i2rRpKn3GjRuHsrIyZGZmwsLCAjk5ObC0tISLiwu2bt2KwYMHIy8vD9bW1jA3N9colnXr1mH06NE4duwYTp48iTFjxsDV1RXR0dHAo1P4+fn52LVrF6ytrfHhhx8iPDwcOTk5aNasGQCgpKQE8fHxWLNmDezs7ODs7IwHDx6guLgYCQkJAIAWLVponJ+SkhKsWLECmzdvxt27dzFo0CAMGjQINjY2SElJwR9//IHBgwfjpZdewrBhwwAAZWVlWLRoETw9PXHjxg1MmTIFkZGRSElJAQDMnTsX+/btQ1RUFLZv346vv/4amZmZOHv2LIyM/v+/jQICApCVlVVtbHK5HHK5XPm6uLgYAFBeXo7y8vJq96vcVlMfqp4yf0Zm+g6lQeLxpxvmTzfMn/aYO93UlD9dctroC1WZTIZWrVqptK1evRrt27fHsmXLIAgCPD09ce7cOXz66afKPleuXMHgwYPh4+MDAGjfvr1yW2Uh6OjoCBsbG41jcXFxqTLnsmXLEB0drSxQDx8+jJ49ewIANm7cCBcXF+zYsQNDhw4FHv1lr1q1Cr6+vspxzc3NIZfL4ezsXOv8lJeXY/Xq1ejQoQMAYMiQIdiwYQP+/vtvWFpawtvbG8HBwUhPT1cWqqNGjVLu3759e6xYsQIBAQG4d+8eLC0tYWxsjO+//x5du3bFrFmzsHLlSnzzzTdwdXVVmbt169Y13uAWHx+PuLi4Ku2pqamQSqVPfW9paWm1ygWpSvNZoe8QGqZHxx2PP90wf7ph/rTH3OlGXf5KSkq0Hq/RF6qlpaUwM1NdGcrNzUWPHj0gCIKy7clLAyZOnIixY8ciNTUVvXv3xuDBg9GlSxedYlE359KlS6FQKJCbmwsTExN0795dud3Ozg6enp4q13GamprqHMfjpFKpskgFACcnJ7i5ucHS0lKl7fFT+7/88gtiY2Nx5swZ3L59W3k6/8qVK/D29gYeFbCff/453n//fQwbNgzvvPNOlbnNzc1rPHhnz56NqVOnKl8XFxfDxcUFoaGhsLa2rna/8vJypKWlISQkRLkSTZqrzN/8k0aQVwga7EGPkxiJWORfwfxpifnTDfOnvbrIXXZsWJ3H1VDU9NlbeUZUG42+ULW3t0dhYaFK2+PXhVYnKioKYWFhSE5ORmpqKuLj47F06VJMmDDhmcRZXUyiKKoUt+bm5iqvdfXkwSQIgtq2ymL0/v37CA0NRWhoKL7//ns4ODjgypUrCAsLQ1lZmcp+mZmZMDY2hkwmw8OHD2Fionq43b59Gw4ODtXGJpFIIJFI1MasSQGqaT9ST14hQK7gB522mD/dMH+6Yf60p0vu+Jmj/rNXl7w0+pup/Pz8kJOTo9Lm7e2No0ePqrQ9+RqPTtXHxMRg27ZtmDZtGr799lvg0aomHt11Xxvq5nR3d4exsTG8vb3x8OFDHDt2TLm9oKAAFy5cgJeXV43jmpqa1joWbf3222+4desWFi9ejJdffhmdOnVSWW2t9MMPP2Dbtm3IyMjA1atXsWjRoip9srOz4efnVy9xExERUcPT6AvVsLAwnD9/XmVVNSYmBhcvXsTUqVORl5eHTZs2ITExUWW/yZMnY//+/bh06RJOnz6NgwcPKgtGV1dXCIKAPXv24ObNm7h3755GsVy9elU5Z1JSElauXIlJkyYBANzd3TFgwABER0fj0KFDOHv2LEaMGIHWrVtjwIABNY7r5uaGX3/9FXl5ebh169YzvRC8bdu2MDU1xcqVK/HHH39g165dVYrQP//8E2PHjsWnn36Kl156CYmJiYiPj69SqGdlZSE0NPSZxUpEREQNW6MvVH18fODv748tW7Yo29q2bYutW7di9+7d8PX1xddff41PPvlEZT+FQoFx48bBy8sLffr0gaenJ1atWgU8ugkoLi4Os2bNgpOTE8aPH69RLBERESgtLUVAQADGjRuHCRMmYMyYMcrtCQkJ6NatG/r27YvAwECIooiUlJSnLplHR0fD09MT/v7+cHBwwOHDh4FHj8TS5NFZteHg4IDExET85z//gbe3NxYvXozPP/9cuV0URURGRiIgIECZl5CQEIwfPx4jRoxQFvVHjhxBUVERhgwZUqfxERERUeMhiJpcsNnApaSkYPr06cjOzlZ5PFJ9CgoKQteuXbF8+fJ6m9PNzQ2xsbF1XqzWhaFDh8LPzw9z5szReJ/i4mI0b94cRUVFT72ZKiUlBeHh4bxeSAvMn26YP90wf7ph/rTH3Ommpvxp+vmtTqO/mQoAwsPDkZ+fj2vXrsHFxUXf4dSL3377DVZWVoiIiNB3KFXI5XL4+vpiypQp+g6FiIiIDFiTKFQBKK8FfRYefyyTOk/ezFUfOnXqhHPnztX7vJqQSCSYN2+evsMgIiIiA9dkCtVnqVWrVjhz5kyN2zX9WlMiIiIi+j8sVOuAiYkJOnbsqO8wiIiIiBqVRn/XPxERERE1TCxUiYiIiMggsVAlIiIiIoPEQpWIiIiIDBILVSIiIiIySCxUiYiIiMgg8fFURIYmtrl+5zcyA3y/0W8MRERETXlFtaCgAI6OjpDJZHU2ZlBQECZPnqzVvpGRkRg4cGCdxWLo9uzZAz8/P1RUVOg7FCIiIjJQTbZQjY+PR79+/eDm5qbvUJqkvn37QhAEbNq0Sd+hEBERkYFqkoVqaWkp1q5di6ioKH2H0qSNHDkSK1eu1HcYREREZKCaZKG6d+9emJiYIDAwUNmWkZEBQRCQnJwMX19fmJmZoXv37jh37pzKvocPH0avXr0glUpha2uLsLAwFBYWqp1n3759aN68OdavX1/rGEVRxJIlS9C+fXuYm5vD19cXP/74Y5V4Dxw4AH9/f0ilUvTs2RN5eXm1micoKAgTJkzA5MmTYWtrCycnJ3zzzTe4f/8+Ro4cCSsrK3To0AF79+5V7qNQKDB69Gi0a9cO5ubm8PT0xJdffqnc/uDBA3Tu3BljxoxRtl26dAnNmzfHt99+q2zr378/jh8/jj/++KPW+SEiIqLGr0neTJWZmQl/f3+122bMmIEvv/wSzs7OmDNnDvr3748LFy6gWbNmOHPmDF577TWMGjUKK1asgImJCdLT06FQKKqMs3nzZowZMwYbNmzAgAEDah3jvHnzsG3bNqxevRru7u7IzMzEiBEj4ODggF69ein7zZ07F0uXLoWDgwNiYmIwatQoHD58uFZzrVu3DjNnzsTx48fxww8/YOzYsdixYwfefPNNzJkzB8uWLcO7776LK1euQCqVoqKiAm3atMGWLVtgb2+Pn3/+GWPGjEHLli3x1ltvwczMDBs3bkT37t0RHh6Ofv364d1330VwcDCio6OV87q6usLR0RFZWVlo3759lbjkcjnkcrnydXFxMQCgvLwc5eXl1b6fym019TFoRmZ6nb780fwNNn961uCPPz1j/nTD/GmPudNNTfnTJaeCKIqiTpE1QAMHDoSdnR3Wrl2rbMvIyEBwcDA2b96MYcOGAQBu376NNm3aIDExEW+99RaGDx+OK1eu4NChQ2rHDQoKQteuXeHh4YE5c+Zg+/btCA4O1iimyMhI3LlzBzt27MD9+/dhb2+PgwcPqqz6RkVFoaSkBJs2bVLG+9///hevvfYaACAlJQVvvPEGSktLYWamWbETFBQEhUKBrKws4NFqafPmzTFo0CDlSvBff/2Fli1b4siRI+jRo4faccaNG4e///5bZdX3s88+w5IlS/D222/jP//5D86dOwd7e3uV/Z5//nkMGDAACxcurDJmbGws4uLiqrRv2rQJUqlUo/dHRERE+lVSUoLhw4ejqKgI1tbWtdq3Sa6o1lTIPV4YtmjRAp6ensjNzQUAnDlzBkOHDq1x7K1bt+Lvv//GoUOHEBAQoFV8OTk5ePDgAUJCQlTay8rK4Ofnp9LWpUsX5f+3bNkSAHDjxg20bdtW4/keH8PY2Bh2dnbw8fFRtjk5OSnHrfT1119jzZo1uHz5MkpLS1FWVoauXbuqjDtt2jTs3LkTK1euxN69e6sUqQBgbm6OkpIStXHNnj0bU6dOVb4uLi6Gi4sLQkNDazzQy8vLkZaWhpCQEDRr1kzjPND/qczf/JNGkFcI+g6nwZEYiVjkX8H8aYn50w3zV73s2LAat/OzQzc15a/yjKg2mmSham9vX+11peoIwv/9sJubmz+1b9euXXH69GkkJCTghRdeUO5bG5WPbEpOTkbr1q1VtkkkEpXXjx8MlXPV9pFPTx5QgiDUOO6WLVswZcoULF26FIGBgbCyssJnn32GY8eOqYxz48YN5OXlwdjYGPn5+ejTp0+VuW/fvg0HBwe1cUkkkirvtzJeTX6JaNqP1JNXCJAr+EGnLeZPN8yfbpi/qjT9POBnh27U5U+XfDbJm6n8/PyQk5OjdtvRo0eV/19YWIgLFy6gU6dOwKOVxwMHDtQ4docOHZCeno6dO3diwoQJWsXn7e0NiUSCK1euoGPHjip/XFxctBqzLmVlZaFnz5744IMP4Ofnh44dO+LixYtV+o0aNQrPPfcc1q9fj5kzZ1bJ+YMHD3Dx4sUqq8REREREaKorqmFhYZg9ezYKCwtha2ursu2jjz6CnZ0dnJycMHfuXNjb2ysfxD979mz4+Pjggw8+QExMDExNTZGeno6hQ4eqnNb28PBAeno6goKCYGJiguXLl9cqPisrK0yfPh1TpkxBRUUFXnrpJRQXF+Pnn3+GpaUl3nvvvTrKhHY6duyI9evXY//+/WjXrh02bNiAEydOoF27dso+//rXv3DkyBH8+uuvcHFxwd69e/HOO+/g2LFjMDU1BR79o0AikahcbkFERERUqUmuqPr4+MDf3x9btmypsm3x4sWYNGkSunXrhuvXr2PXrl3KwsrDwwOpqak4e/YsAgICEBgYiJ07d8LEpGq97+npiYMHDyIpKQnTpk2rdYyLFi3CggULEB8fDy8vL4SFhWH37t0qxeDTyGQyCIKAjIyMWs9fk5iYGAwaNAjDhg1D9+7dUVBQgA8++EC5/bfffsOMGTOwatUq5Qrwv/71L9y5cwfz589X9ktKSsI777zDG6OIiIhIPbGJSk5OFr28vESFQiGKoiimp6eLAMTCwkJ9h1Zn0tPTRRsbG/H27dv6DqWKGzduiC1atBD/+OMPjfcpKioSAYhFRUU19isrKxN37NghlpWV1UGkTQ/zpxvmTzfMn26YP+0xd7qpKX+afn6r0yRP/QNAeHg48vPzce3aNYO47vNZ2LdvH+bMmVPl8gZDcOnSJaxatapWK8RERETUtDTZQhUAJk2aVG9zWVpaVrtt7969ePnll+t8zsWLF9f5mHUlICBA68d3ERERUdPQpAvVxwUFBeFZfvfBmTNnqt325COoiIiIiIiFar3p2LGjvkMgIiIialCa5F3/RERERGT4WKgSERERkUFioUpEREREBomFKhEREREZJBaqRERERGSQWKgSERERkUHi46mISL34NkDFA31H0fAYmQG+3zS9/MUW6TsCImqEuKL6SEFBARwdHSGTyartk5GRAUEQcOfOnXqNrTEICgrC5MmTla9feOEFbNu2Ta8xERERkWFjofpIfHw8+vXrBzc3tzoZz9CK2sjISAwcOLBOx9TlPc6fPx+zZs1CRUVFncZEREREjQcLVQClpaVYu3YtoqKi9B1KnVMoFAZZDL7xxhsoKirC/v379R0KERERGSgWqgD27t0LExMTBAYGqrSnpKTAw8MD5ubmCA4OrnJZwOXLl9GvXz/Y2trCwsICnTt3RkpKCmQyGYKDgwEAtra2EAQBkZGRT40jKCgI48ePx/jx42FjYwM7OzvMmzcPoigq+xQWFiIiIgK2traQSqV4/fXXkZ+fr9yemJgIGxsb7NmzB97e3pBIJBg5ciTWrVuHnTt3QhAECIKAjIwMjXKjzXu8f/8+IiIiYGlpiZYtW2Lp0qVVxjU2NkZ4eDiSkpI0ioOIiIiaHt5MBSAzMxP+/v4qbVevXsWgQYMQExODsWPH4uTJk5g2bZpKn3HjxqGsrAyZmZmwsLBATk4OLC0t4eLigq1bt2Lw4MHIy8uDtbU1zM3NNYpl3bp1GD16NI4dO4aTJ09izJgxcHV1RXR0NPDoFH5+fj527doFa2trfPjhhwgPD0dOTg6aNWsGACgpKUF8fDzWrFkDOzs7ODs748GDByguLkZCQgIAoEWLFhrFo817nDFjBtLT07F9+3Y4Oztjzpw5OHXqFLp27aoydkBAAJYsWVLt3HK5HHK5XPm6uLgYAFBeXo7y8vJq96vcVlMfqp4yf0Zm+g6lQarMW5PLXx39vPHnVzfMn/aYO93UlD9dcspCFYBMJkOrVq1U2lavXo327dtj2bJlEAQBnp6eOHfuHD799FNlnytXrmDw4MHw8fEBALRv3165rbIQdHR0hI2NjcaxuLi4VJlz2bJliI6OVhaohw8fRs+ePQEAGzduhIuLC3bs2IGhQ4cCjw6IVatWwdfXVzmuubk55HI5nJ2da5Wb2r7He/fuYe3atVi/fj1CQkKAR8V3mzZtqozdunVrXLlyBRUVFTAyqrq4Hx8fj7i4uCrtqampkEqlT409LS2tVu+VVKX5rNB3CA1ak8tfSkqdDsefX90wf9pj7nSjLn8lJSVaj8dC9dE1qmZmqqsfubm56NGjBwRBULY9eWnAxIkTMXbsWKSmpqJ3794YPHgwunTpolMs6uZcunQpFAoFcnNzYWJigu7duyu329nZwdPTE7m5uco2U1NTneOoVNv3ePHiRZSVlankqkWLFvD09KzS19zcHBUVFZDL5WpXnGfPno2pU6cqXxcXF8PFxQWhoaGwtrauNoby8nKkpaUhJCREucpMmqvM3/yTRpBXCBrsQY+TGIlY5F9Rbf6yY8P0EldDwZ9f3TB/2mPudFNT/irPiGqDhSoAe3t7FBYWqrQ9fl1odaKiohAWFobk5GSkpqYiPj4eS5cuxYQJE55JnNXFJIqiSnFrbm6u8loXtX2PmuSt0u3btyGVSqu9LEIikUAikVRpb9asmUa/RDTtR+rJKwTIFSxUtVVd/nhMaoY/v7ph/rTH3OlGXf50ySdvpgLg5+eHnJwclTZvb28cPXpUpe3J13h0qj4mJgbbtm3DtGnT8O233wKPVjXx6K772lA3p7u7O4yNjeHt7Y2HDx/i2LFjyu0FBQW4cOECvLy8ahzX1NS01rFUqs177NixI5o1a6byPgoLC3HhwoUq42ZnZ+P555/XKiYiIiJq/FioAggLC8P58+dVVlVjYmJw8eJFTJ06FXl5edi0aRMSExNV9ps8eTL279+PS5cu4fTp0zh48KCyYHR1dYUgCNizZw9u3ryJe/fuaRTL1atXlXMmJSVh5cqVmDRpEgDA3d0dAwYMQHR0NA4dOoSzZ89ixIgRaN26NQYMGFDjuG5ubvj111+Rl5eHW7duaXxhc23fo6WlJUaPHo0ZM2bgwIEDyM7ORmRkpNprULOyshAaGqpRHERERNT0sFAF4OPjA39/f2zZskXZ1rZtW2zduhW7d++Gr68vvv76a3zyyScq+ykUCowbNw5eXl7o06cPPD09sWrVKuDRjUJxcXGYNWsWnJycMH78eI1iiYiIQGlpKQICAjBu3DhMmDABY8aMUW5PSEhAt27d0LdvXwQGBkIURaSkpDx1WT06Ohqenp7w9/eHg4MDDh8+DDx6JFZNj87S5j1+9tlneOWVV9C/f3/07t0bL730Erp166Yy7rVr1/Dzzz9j5MiRGuWFiIiImh5BrM1FhY1YSkoKpk+fjuzsbLWrf/UhKCgIXbt2xfLly+ttTjc3N8TGxmr0nNe6NGPGDBQVFeGbb77ReJ/i4mI0b94cRUVFT72ZKiUlBeHh4bzOSAvMn26YP90wf7ph/rTH3Ommpvxp+vmtDm+meiQ8PBz5+fm4du0aXFxc9B1Ovfjtt99gZWWFiIiIep/b0dER06dPr/d5iYiIqOFgofqYymtBn4UrV67A29u72u1P3sxVHzp16oRz587V+7x4tKJKREREVBMWqvWkVatWOHPmTI3bNf1aUyIiIqKmgIVqPTExMUHHjh31HQYRERFRg8G7/omIiIjIIGldqG7YsAEvvvgiWrVqhcuXLwMAli9fjp07d9ZlfERERETURGlVqK5evRpTp05FeHg47ty5o/xmIhsbm3p9tBIRERERNV5aFaorV67Et99+i7lz58LY2FjZ7u/vr7e7yImIiIiocdGqUL106RL8/PyqtEskEty/f78u4iIiIiKiJk6rQrVdu3ZqH7W0d+/eGp8VSkRERESkKa0eTzVjxgyMGzcODx48gCiKOH78OJKSkhAfH481a9bUfZRERERE1ORoVaiOHDkSDx8+xMyZM1FSUoLhw4ejdevW+PLLL/GPf/yj7qPUk4KCAnh5eeH48eNwc3OrkzGDgoLQtWtXrW46i4yMxJ07d7Bjx446iaU+yWQytGvXDr/88gu6du2Kc+fO4fXXX0deXh4sLCz0HR6pE98GqHig3b6xRXUdDRERNUG1PvX/8OFDrFu3Dv369cPly5dx48YN/PXXX7h69SpGjx79bKLUk/j4ePTr16/OitTGKDIyEgMHDqz1fj4+PggICMCyZcueSVxERETU8NW6UDUxMcHYsWMhl8sBAPb29nB0dHwWselVaWkp1q5di6ioKH2H0miNHDkSq1evVj7ejIiIiOhxWt1M1b17d/zyyy91H40B2bt3L0xMTBAYGKhsy8jIgCAISE5Ohq+vL8zMzNC9e/cqj+Q6fPgwevXqBalUCltbW4SFhaGwsFDtPPv27UPz5s2xfv36WscoiiKWLFmC9u3bw9zcHL6+vvjxxx+rxHvgwAH4+/tDKpWiZ8+eyMvLq9U8P/74I3x8fGBubg47Ozv07t0b9+/fR2xsLNatW4edO3dCEAQIgoCMjAwAwPHjx+Hn5wczMzP4+/urPV7CwsJQUFCAn376qdbvnYiIiBo/ra5R/eCDDzBt2jT8+eef6NatW5VrDLt06VJX8elNZmYm/P391W6bMWMGvvzySzg7O2POnDno378/Lly4gGbNmuHMmTN47bXXMGrUKKxYsQImJiZIT09Xu2q4efNmjBkzBhs2bMCAAQNqHeO8efOwbds2rF69Gu7u7sjMzMSIESPg4OCAXr16KfvNnTsXS5cuhYODA2JiYjBq1CgcPnxYozmuX7+Ot99+G0uWLMGbb76Ju3fvIisrC6IoYvr06cjNzUVxcTESEhIAAC1atMD9+/fRt29fvPrqq/j+++9x6dIlTJo0qcrYpqam8PX1RVZWFl599dUq2+VyuXLlHgCKi4sBAOXl5SgvL6825sptNfWh6inzZ2SmyyB1F1ADw+NPN8yfbpg/7TF3uqkpf7rkVKtCddiwYQCAiRMnKtsEQYAoihAEoVGcypXJZGjVqpXabQsXLkRISAgAYN26dWjTpg22b9+Ot956C0uWLIG/vz9WrVql7N+5c+cqY6xatQpz5szBzp07ERwcXOv47t+/jy+++AIHDx5Urvq2b98ehw4dwr///W+VQvXjjz9Wvp41axbeeOMNPHjwAGZmTy9Erl+/jocPH2LQoEFwdXUFHl1fWsnc3BxyuRzOzs7KtsTERCgUCnz33XeQSqXo3Lkz/vzzT4wdO7bK+K1bt4ZMJlM7d3x8POLi4qq0p6amQiqVPjX2tLS0p/ah6qX5rNB+55SUugylQeLxpxvmTzfMn/aYO92oy19JSYnW42lVqF66dEnrCRuK0tLSagu5xy8HaNGiBTw9PZGbmwsAOHPmDIYOHVrj2Fu3bsXff/+NQ4cOISAgQKv4cnJy8ODBA2XBXKmsrKzKlzE8vsLdsmVLAMCNGzfQtm3bp87j6+uL1157DT4+PggLC0NoaCiGDBkCW1vbavfJzc2Fr6+vSjH5eM4eZ25uXu0BPHv2bEydOlX5uri4GC4uLggNDYW1tXW185eXlyMtLQ0hISFo1qzZU98jqarM3/yTRpBXCPoOp8GRGIlY5F+B+SeNcGpBH32H0+Dw51c3zJ/2mDvd1JS/yjOi2tCqUK1cWWvM7O3tq72uVB1B+L8PdHNz86f27dq1K06fPo2EhAS88MILyn1ro6KiAgCQnJyM1q1bq2yTSCQqrx8/YCrnqtz/aYyNjZGWloaff/4ZqampWLlyJebOnYtjx46hXbt2avcRRVHj93H79m106NBB7TaJRFLlveDR+9Hkl4im/Ug9eYUAuYKFqrbkFQKPPx3w51c3zJ/2mDvdqMufLvnUqlB92o0/ERER2sZjMPz8/PD999+r3Xb06FHlamRhYSEuXLiATp06AY9WLw8cOKD2lHWlDh06YOnSpQgKCoKxsTG++uqrWsfn7e0NiUSCK1euqJzmfxYEQcCLL76IF198EQsWLICrqyu2b9+OqVOnwtTUtMqlHt7e3tiwYQNKS0uVhfvRo0fVjp2dnY0hQ4Y80/iJiIioYdKqUH3yxpjy8nKUlJTA1NQUUqm0URSqYWFhmD17NgoLC6uc5v7oo49gZ2cHJycnzJ07F/b29spnic6ePRs+Pj744IMPEBMTA1NTU6Snp2Po0KGwt7dXjuHh4YH09HQEBQXBxMSk1l8AYGVlhenTp2PKlCmoqKjASy+9hOLiYvz888+wtLTEe++9Vyd5OHbsGA4cOIDQ0FA4Ojri2LFjuHnzJry8vAAAbm5u2L9/P/Ly8mBnZ4fmzZtj+PDhmDt3LkaPHo158+ZBJpPh888/rzK2TCbDtWvX0Lt37zqJlYiIiBoXrR5PVVhYqPLn3r17yMvLw0svvYSkpKS6j1IPfHx84O/vjy1btlTZtnjxYkyaNAndunXD9evXsWvXLpiamgKPCtDU1FScPXsWAQEBCAwMxM6dO2FiUvXfBJ6enjh48CCSkpIwbdq0Wse4aNEiLFiwAPHx8fDy8kJYWBh2795d7Sl5dWQymcpjpZ5kbW2NzMxMhIeHw8PDA/PmzcPSpUvx+uuvAwCio6Ph6ekJf39/ODg44PDhw7C0tMTu3buRk5MDPz8/zJ07F59++mmVsZOSkhAaGtokLiUhIiIiLYh16MSJE6Knp2ddDqlXycnJopeXl6hQKERRFMX09HQRgFhYWKjv0OpMenq6aGNjI96+fbte533w4IHo4uIiHjp0SON9ioqKRABiUVFRjf3KysrEHTt2iGVlZXUQadPD/OmG+dMN86cb5k97zJ1uasqfpp/f6mh16r86xsbG+N///leXQ+pVeHg48vPzce3aNbi4uOg7nGdi3759mDNnTo138T8Lly9fxty5c/Hiiy/W67xERETUcGhVqO7atUvltSiKuH79Or766qtGV3ioe1D9s2JpaVnttr179+Lll1+u8zkXL15c52NqwsPDAx4eHnqZm4iIiBoGrQrVyhuHKgmCAAcHB7z66qtYunRpXcVmcIKCgmr16KXaOnPmTLXbnnwEFREREVFjp1WhqukzOKl2OnbsqO8QiIiIiAyGVnf9f/TRR2q/Tai0tBQfffRRXcRFRERERE2cVoVqXFwc7t27V6W9pKSkxgfdExERERFpSqtCVRRFtV/7efbsWbRo0aIu4iIiIiKiJq5W16ja2tpCEAQIggAPDw+VYlWhUODevXuIiYl5FnESERERURNTq0J1+fLlEEURo0aNQlxcHJo3b67cZmpqCjc3NwQGBj6LOImIiIioialVoVr5/fHt2rVDz5490axZs2cVFxERERE1cVo9nqpXr17K/y8tLUV5ebnKdmtra90jIyIiIqImTatCtaSkBDNnzsSWLVtQUFBQZbtCoaiL2LRSUFAALy8vHD9+HG5ubnqLo6FITEzE5MmTcefOnXqdd8+ePZg/fz5OnToFIyOt7umjZy2+DVDxQN9RNDxGZoDvN5rnL7aoPqIiImqQtKoQZsyYgYMHD2LVqlWQSCRYs2YN4uLi0KpVK6xfv77uo6yF+Ph49OvXr16K1MTERNjY2DzzeZ6lYcOG4cKFC/U+b9++fSEIAjZt2lTvcxMREVHDoFWhunv3bqxatQpDhgyBiYkJXn75ZcybNw+ffPIJNm7cWPdRaqi0tBRr165FVFSUTuMoFIom8+1b5ubmcHR01MvcI0eOxMqVK/UyNxERERk+rQrV27dvo127dsCj61Fv374NAHjppZeQmZlZtxHWwt69e2FiYqLy5IGMjAwIgoDk5GT4+vrCzMwM3bt3x7lz55R9KldG9+zZA29vb0gkEly+fBmFhYWIiIiAra0tpFIpXn/9deTn5yvHHTlyJIqKipSP7IqNjQWAGvfTVGRkJAYOHIjPP/8cLVu2hJ2dHcaNG6dyPbAgCNixY4fKfjY2NkhMTAQAyGQyCIKAbdu2ITg4GFKpFL6+vjhy5EiV9/64xYsXw8nJCVZWVhg9ejRmzZqFrl27KrcHBQVh8uTJKvsMHDgQkZGRytdlZWWYOXMmWrduDQsLC3Tv3h0ZGRkq+/Tv3x/Hjx/HH3/8UavcEBERUdOg1TWq7du3h0wmg6urK7y9vbFlyxYEBARg9+7dej0VnpmZCX9/f7XbZsyYgS+//BLOzs6YM2cO+vfvjwsXLiifXFBSUoL4+HisWbMGdnZ2cHR0xPDhw5Gfn49du3bB2toaH374IcLDw5GTk4OePXti+fLlWLBgAfLy8gAAlpaWwKMis7r9avOkhPT0dLRs2RLp6en4/fffMWzYMHTt2hXR0dG1ysvcuXPx+eefw93dHXPnzsXbb7+N33//HSYmVf/6t2zZgoULF+Jf//oXXn75ZWzYsAErVqxA+/btazXnyJEjIZPJsHnzZrRq1Qrbt29Hnz59cO7cObi7uwMAXF1d4ejoiKysLLXjy+VyyOVy5evi4mIAQHl5eZUb+B5Xua2mPlQ9Zf6MzPQdSoNUmTeN88fjVAV/fnXD/GmPudNNTfnTJadaFaojR47E2bNn0atXL8yePRtvvPEGVq5ciYcPH+KLL77QOhhdyWQytGrVSu22hQsXIiQkBACwbt06tGnTBtu3b8dbb70FPEriqlWr4OvrCwDKQvPw4cPo2bMnAGDjxo1wcXHBjh07MHToUDRv3hyCIMDZ2Vk5jyb7acrW1hZfffUVjI2N0alTJ7zxxhs4cOBArQvV6dOn44033gAeff1t586d8fvvv6NTp05V+i5fvhyjRo1SXj7xz3/+E//973/x4IHmN9VcvHgRSUlJ+PPPP5V/H9OnT8e+ffuQkJCATz75RNm3devWkMlkaseJj49X+5W8qampkEqlT40jLS1N45ipqjSfFfoOoUHTOH8pKc86lAaJP7+6Yf60x9zpRl3+SkpKtB5Pq0J1ypQpyv8PDg7Gb7/9hpMnT6JDhw7KQk8fSktLYWamfhXj8csBWrRoAU9PT+Tm5irbTE1N0aVLF+Xr3NxcmJiYoHv37so2Ozu7Kvs9Sdv91OncuTOMjY2Vr1u2bKlyyYKmHn9fLVu2BADcuHFDbaGam5tb5dvFAgMDkZ6ervF8p0+fhiiK8PDwUGmXy+Wws7NTaTM3N6/2AJ49ezamTp2qfF1cXAwXFxeEhobW+Ai08vJypKWlISQkhM/61UJl/uafNIK8oupXJTdE2bFh9TYXjz/dMH+6Yf60x9zppqb8VZ4R1YZWherjHjx4gLZt26Jt27a6DqUze3t7FBYWatz/8a+ANTc3V3ktiqLafURRVOmnbrs2+6nz5F+0IAgqN3kJglBlPnXL64+PUxmDLjeLGRkZ1ThvRUUFjI2NcerUKZVCG49dHlHp9u3bcHBwUDuPRCKBRCKp0t6sWTONfolo2o/Uk1cIkCsaR6Gqj+OAx59umD/dMH/aY+50oy5/uuRTq5upFAoFFi1ahNatW8PS0lJ5M8z8+fOxdu1arYPRlZ+fH3JyctRuO3r0qPL/CwsLceHCBbUripW8vb3x8OFDHDt2TNlWUFCACxcuwMvLC3i0CvvkM2M12a+uODg44Pr168rX+fn5Oi2vA4CXl5dKrvBE7tTNq1AokJ2drXzt5+cHhUKBGzduoGPHjip/Hr9M4sGDB7h48SL8/Px0ipmIiIgaJ60K1Y8//hiJiYlYsmQJTE1Nle0+Pj5Ys2ZNXcZXK2FhYTh//rzaVdWPPvoIBw4cQHZ2NiIjI2Fvb4+BAwdWO5a7uzsGDBiA6OhoHDp0CGfPnsWIESPQunVrDBgwAADg5uaGe/fu4cCBA7h16xZKSko02q+uvPrqq/jqq69w+vRpnDx5EjExMTr/K3DSpEn47rvv8N133+HChQtYuHAhzp8/X2Xe5ORkJCcn47fffsMHH3yg8oUBHh4eeOeddxAREYFt27bh0qVLOHHiBD799FOkPHY93tGjRyGRSFQuyyAiIiKqpFWhun79enzzzTd45513VE7tdunSBb/99ltdxlcrPj4+8Pf3x5YtW6psW7x4MSZNmoRu3brh+vXr2LVrl0qRrU5CQgK6deuGvn37IjAwEKIoIiUlRVkM9uzZEzExMRg2bBgcHBywZMkSjfbDo1PwlY+R0tbSpUvh4uKCV155BcOHD8f06dM1usmoJsOGDcOCBQvw4Ycfolu3brh8+TLGjh2r0mfUqFF47733EBERgV69eqFdu3YIDg5W6ZOQkICIiAhMmzYNnp6e6N+/P44dOwYXFxdln6SkJLzzzjs6x0xERESNlKgFMzMzUSaTiaIoipaWluLFixdFURTF8+fPixYWFtoMWWeSk5NFLy8vUaFQiKIoiunp6SIAsbCwUK9xPe7SpUuiiYmJeOHCBX2HopGFCxeKvr6+dTrmjRs3xBYtWoh//PGHxvsUFRWJAMSioqIa+5WVlYk7duwQy8rK6iDSpof50w3zpxvmTzfMn/aYO93UlD9NP7/V0epmqs6dOyMrKwuurq4q7f/5z3/0fr1heHg48vPzce3aNZXVO0Oyb98+jBkzRvk80abo0qVLWLVqlfKLI4iIiIiepFWhunDhQrz77ru4du0aKioqsG3bNuTl5WH9+vXYs2dP3UdZS5MmTdJ3CDV68vFPTVFAQAACAgL0HQYREREZsFpdo/rHH39AFEX069cPP/zwA1JSUiAIAhYsWIDc3Fzs3r1b+VB9QxEUFARRFPX6jVkNXWxsLM6cOaPvMIiIiKiJqdWKqru7O65fvw5HR0eEhYXhu+++w++//67yyCEiIiIiorpQqxXVJx/yvnfvXp2f20lEREREpI5Wj6eqVN23MBERERER6apWhaogCFW+BrS2XwtKRERERKSJWl2jKooiIiMjld+//uDBA8TExMDCwkKl37Zt2+o2SiIiIiJqcmpVqL733nsqr0eMGFHX8RARERERAbUtVBMSEp5dJEREREREj9HpZioiIiIiomdFq2+mMhQFBQXw8vLC8ePH4ebmprZPRkYGgoODUVhY+Ewe+h8UFISuXbti+fLldT52fRAEAdu3b8fAgQPrbU65XA53d3ds374d3bp1q7d5qZbi2wAVD/QdRcNjZAb4fvPs8xdb9OzGJiIyEA26UI2Pj0e/fv2qLVJrS5uidtu2bWjWrFmdzK8P169fh62tbb3OKZFIMH36dHz44Yf473//W69zExERUcPRYE/9l5aWYu3atYiKitJrHC1atICVlZVeY9CFs7Oz8ikO9emdd95BVlYWcnNz631uIiIiahgabKG6d+9emJiYIDAwUKU9JSUFHh4eMDc3R3BwMGQymcr2y5cvo1+/frC1tYWFhQU6d+6MlJQUyGQyBAcHAwBsbW0hCAIiIyOfGkdQUBAmT56sfO3m5oZFixZh+PDhsLS0RKtWrbBy5cpavbeMjAwIgoADBw7A398fUqkUPXv2RF5enrJPZGRkldP1kydPRlBQkEpsEydOxMyZM9GiRQs4OzsjNjZWZR9BELBjxw7l6+PHj8PPzw9mZmbw9/fH9u3bIQgCzpw5AwBITEysstq8Y8eOKs/T3b17N7p16wYzMzO0b98ecXFxePjwoXK7nZ0devbsiaSkpFrlhoiIiJqOBluoZmZmwt/fX6Xt6tWrGDRoEMLDw3HmzBlERUVh1qxZKn3GjRsHuVyOzMxMnDt3Dp9++iksLS3h4uKCrVu3AgDy8vJw/fp1fPnll1rF9tlnn6FLly44ffo0Zs+ejSlTpiAtLa3W48ydOxdLly7FyZMnYWJiglGjRtV6jHXr1sHCwgLHjh3DkiVL8NFHH1Uby/3799G3b194enri1KlTiI2NxfTp02s95/79+zFixAhMnDgROTk5+Pe//43ExER8/PHHKv0CAgKQlZVV6/GJiIioaWiw16jKZDK0atVKpW316tVo3749li1bBkEQ4OnpqSxGK125cgWDBw+Gj48PAKB9+/bKbS1atAAAODo66nTj1YsvvqgskD08PHD48GEsW7YMISEhtRrn448/Rq9evQAAs2bNwhtvvIEHDx7AzMxM4zG6dOmChQsXAgDc3d3x1Vdf4cCBA2pj2bhxIxQKBb777jtIpVJ07twZf/75J8aOHVvruGfNmqV87m779u2xaNEizJw5UxkLALRu3brKivfj5HI55HK58nVxcTEAoLy8HOXl5dXuV7mtpj5UPWX+jDQ/zuj/q8zbM89fIz2++fOrG+ZPe8ydbmrKny45bbCFamlpaZWCLTc3Fz169FA5Df3kpQETJ07E2LFjkZqait69e2Pw4MHo0qVLncb25JyBgYFaPRXg8bhatmwJALhx4wbatm2r1RiV49y4cUNt39zcXPj6+kIqlarEXlunTp3CiRMnVFZQFQoFHjx4gJKSEuX45ubmKCkpqXac+Ph4xMXFVWlPTU1VibE62qxi0/+X5rNC3yE0aM88fykpz3Z8PePPr26YP+0xd7pRl7+aPuufpsEWqvb29igsLFRpE0XxqftFRUUhLCwMycnJSE1NRXx8PJYuXYoJEyY8w2hR5RpOTTz+NIHK/SsqKgAARkZGVd6vun+xPPlEAkEQlGM8SZP8aTJvRUUF4uLiMGjQoCr7P/6Pi9u3b8PBwaHauWbPno2pU6cqXxcXF8PFxQWhoaGwtraudr/y8nKkpaUhJCSkQT+RQV8q8zf/pBHkFbU/bg1NdmxYvc7H4083zJ9umD/tMXe6qSl/lWdEtdFgC1U/Pz98//33Km3e3t4qNwYBwNGjR6vs6+LigpiYGMTExGD27Nn49ttvMWHCBJiamgKPVv908eScR48eRadOnXQa80kODg7Izs5WaTtz5oxOP1ze3t7YsGEDSktLYW5uDqh5Lw4ODrh79y7u378PCwsL5byPe/7555GXl4eOHTvWOF92djb8/Pyq3S6RSNQ+kaBZs2YavU9N+5F68goBckXDL1T1dQzw+NMN86cb5k97zJ1u1OVPl3w22JupwsLCcP78eZVV1ZiYGFy8eBFTp05FXl4eNm3ahMTERJX9Jk+ejP379+PSpUs4ffo0Dh48CC8vLwCAq6srBEHAnj17cPPmTdy7d0+r2A4fPowlS5bgwoUL+Ne//oX//Oc/mDRpko7vWNWrr76KkydPYv369cjPz8fChQurFK61NXz4cBgZGWH06NHIyclBSkoKPv/8c5U+3bt3h1QqxZw5c/D777+rzfGCBQuwfv16xMbG4vz588jNzcUPP/yAefPmqfTLyspCaGioTjETERFR49VgC1UfHx/4+/tjy5Ytyra2bdti69at2L17N3x9ffH111/jk08+UdlPoVBg3Lhx8PLyQp8+feDp6YlVq1YBj27uiYuLw6xZs+Dk5ITx48drFdu0adNw6tQp+Pn5YdGiRVi6dCnCwv7/6cfIyEiVx0hpIywsDPPnz8fMmTPxwgsv4O7du4iIiNBpTEtLS+zevRs5OTnw8/PD3LlzVW5Ew6Mbzr7//nukpKTAx8cHSUlJVR55FRYWhj179iAtLQ0vvPACevTogS+++AKurq7KPkeOHEFRURGGDBmiU8xERETUiIkNWHJysujl5SUqFAp9h6Lk6uoqLlu2rMY+vXr1EhcuXFhvMeni0qVLIgDxl19+qdNxhwwZIn788ce12qeoqEgEIBYVFdXYr6ysTNyxY4dYVlamY5RNE/OnG+ZPN8yfbpg/7TF3uqkpf5p+fqvTYK9RBYDw8HDk5+fj2rVrcHFx0Xc4Grl79y4uXryIPXv26DsUvZHL5fD19cWUKVP0HQoREREZsAZdqAKo82s/H3flyhV4e3tXuz0nJ6dWj4oCACsrK1y9erUOomu4JBJJletViYiIiJ7U4AvVZ6lVq1ZV7mh/cvuTanqAfUPk5uam0WOriIiIiOoaC9UamJiYPPURS0RERET0bDTYu/6JiIiIqHFjoUpEREREBomFKhEREREZJBaqRERERGSQWKgSERERkUFioUpEREREBomFKhEREREZJD5HlYjUi28DVDzQdxSGI7ZI3xEQETU5el9RLSgogKOjY43f6JSRkQFBEHDnzp16ja0pkMlkEAShxm/gehZu3LgBBwcHXLt2rV7nJSIiooZD74VqfHw8+vXrBzc3tzoZz9CK2sjISAwcOFDfYVTLxcUF169fx3PPPVev8zo6OuLdd9/FwoUL63VeIiIiajj0WqiWlpZi7dq1iIqK0mcYz4RCoUBFRYW+w3gqY2NjODs7w8Sk/q8CGTlyJDZu3IjCwsJ6n5uIiIgMn14L1b1798LExASBgYEq7SkpKfDw8IC5uTmCg4OrXBZw+fJl9OvXD7a2trCwsEDnzp2RkpICmUyG4OBgAICtrS0EQUBkZORT4wgKCsL48eMxfvx42NjYwM7ODvPmzYMoiso+hYWFiIiIgK2tLaRSKV5//XXk5+crtycmJsLGxgZ79uyBt7c3JBIJRo4ciXXr1mHnzp0QBAGCICAjI0Oj3FSOt3//fnh5ecHS0hJ9+vTB9evXVeKePHmyyn4DBw5Uec9ubm745JNPMGrUKFhZWaFt27b45ptvlNvVnfp/Mv+JiYkqq9SxsbHo2rWryrzLly+vsiqekJAALy8vmJmZoVOnTli1apXKdh8fHzg7O2P79u0a5YSIiIiaFr3eTJWZmQl/f3+VtqtXr2LQoEGIiYnB2LFjcfLkSUybNk2lz7hx41BWVobMzExYWFggJycHlpaWcHFxwdatWzF48GDk5eXB2toa5ubmGsWybt06jB49GseOHcPJkycxZswYuLq6Ijo6Gnh0Cj8/Px+7du2CtbU1PvzwQ4SHhyMnJwfNmjUDAJSUlCA+Ph5r1qyBnZ0dnJ2d8eDBAxQXFyMhIQEA0KJFC43zU1JSgs8//xwbNmyAkZERRowYgenTp2Pjxo0ajwEAS5cuxaJFizBnzhz8+OOPGDt2LF555RV06tSpSl9N8q+Jb7/9FgsXLsRXX30FPz8//PLLL4iOjoaFhQXee+89Zb+AgABkZWVh1KhRVcaQy+WQy+XK18XFxQCA8vJylJeXVzt35baa+lD1lPkzMtN3KIZFw+OJx59umD/dMH/aY+50U1P+dMmpXgtVmUyGVq1aqbStXr0a7du3x7JlyyAIAjw9PXHu3Dl8+umnyj5XrlzB4MGD4ePjAwBo3769cltlIejo6AgbGxuNY3Fxcaky57JlyxAdHa0sUA8fPoyePXsCADZu3AgXFxfs2LEDQ4cOBR79RaxatQq+vr7Kcc3NzSGXy+Hs7Fzr/JSXl+Prr79Ghw4dAADjx4/HRx99VOtxwsPD8cEHHwAAPvzwQyxbtgwZGRlqC1VN8q+JRYsWYenSpRg0aBAAoF27dsjJycG///1vlUK1devW+OWXX9SOER8fj7i4uCrtqampkEqlT40hLS2tVjGTqjSfFfoOwbCkpNSqO48/3TB/umH+tMfc6UZd/kpKSrQeT6+FamlpKczMVFdtcnNz0aNHDwiCoGx78tKAiRMnYuzYsUhNTUXv3r0xePBgdOnSRadY1M25dOlSKBQK5ObmwsTEBN27d1dut7Ozg6enJ3Jzc5VtpqamOsfxOKlUqixSAaBly5a4ceNGrcd5PCZBEODs7FztOJrk/2lu3ryJq1evYvTo0coVaQB4+PAhmjdvrtLX3Ny82gN49uzZmDp1qvJ1cXExXFxcEBoaCmtr62rnLy8vR1paGkJCQpSr3aS5yvzNP2kEeYWgwR6GKzs2rN7n5PGnG+ZPN8yf9pg73dSUv8ozotrQa6Fqb29f5Uaax68LrU5UVBTCwsKQnJyM1NRUxMfHY+nSpZgwYcIzibO6mERRVCnozM3NVV7r6sm/aEEQVGIxMjKqEpu65XV141R3o5cm+X/avJVjf/vttyrFPR7dvPW427dvw8HBQe08EokEEolE7fvR5JeIpv1IPXmFALmiYReq+vz75/GnG+ZPN8yf9pg73ajLny751OvNVH5+fsjJyVFp8/b2xtGjR1XannyNR6fqY2JisG3bNkybNg3ffvst8GhVE4/uuq8NdXO6u7vD2NgY3t7eePjwIY4dO6bcXlBQgAsXLsDLy6vGcU1NTWsdi6YcHBxUbq5SKBTIzs7WaUxN8u/g4IC//vpLpVh9/GYsJycntG7dGn/88Qc6duyo8qddu3YqY2VnZ8PPz0+nmImIiKhx0muhGhYWhvPnz6usqsbExODixYuYOnUq8vLysGnTJiQmJqrsN3nyZOzfvx+XLl3C6dOncfDgQWXB6OrqCkEQsGfPHty8eRP37t3TKJarV68q50xKSsLKlSsxadIkAIC7uzsGDBiA6OhoHDp0CGfPnsWIESPQunVrDBgwoMZx3dzc8OuvvyIvLw+3bt2q04u0X331VSQnJyM5ORm//fYbPvjgA52fH6tJ/oOCgnDz5k0sWbIEFy9exL/+9S/s3btXpU9sbCzi4+Px5Zdf4sKFCzh37hwSEhLwxRdfKPuUlJTg1KlTCA0N1SlmIiIiapz0eurfx8cH/v7+2LJlC95//30AQNu2bbF161ZMmTIFq1atQkBAgPLxSpUUCgXGjRuHP//8E9bW1ujTpw+WLVsGPLo5Jy4uDrNmzcLIkSMRERFRpdBSJyIiAqWlpQgICICxsTEmTJiAMWPGKLcnJCRg0qRJ6Nu3L8rKyvDKK68gJSXlqcvZ0dHRyMjIgL+/P+7du4f09HQEBQUhKCgIbm5uGsVWnVGjRuHs2bOIiIiAiYkJpkyZonw8l7Y0yb+XlxdWrVqFTz75BIsWLcLgwYMxffp0lcdeRUVFQSqV4rPPPsPMmTNhYWEBHx8flcdp7dy5E23btsXLL7+sU8z0bGTHhvH0FxER6ZeoZ8nJyaKXl5eoUCj0FkOvXr3ESZMm1eucrq6uYkJCQr3Oqa309HQRgFhYWFin477wwgvixo0bNe5fVFQkAhCLiopq7FdWVibu2LFDLCsrq4Momx7mTzfMn26YP90wf9pj7nRTU/40/fxWR68rqnj06KT8/Hxcu3YNLi4u+g6nXvz222+wsrJCRESEvkPRmxs3bmDIkCF4++239R0KERERGSi9F6oAlNeCPgtXrlyBt7d3tdufvJmrPnTq1Annzp2r93kNiaOjI2bOnKnvMIiIiMiAGUSh+iy1atVK5Y50dds1/VrTpiooKEijx1YRERER1aVGX6iamJigY8eO+g6DiIiIiGpJr4+nIiIiIiKqDgtVIiIiIjJILFSJiIiIyCCxUCUiIiIig8RClYiIiIgMEgtVIiIiIjJIjf7xVNUpKCiAl5cXjh8/Djc3t3qZUyaToV27dvjll1/QtWvXepnTUJ07dw6vv/468vLyYGFhoe9wSJ34NkDFA31HUXuxRfqOgIiI6kiTXVGNj49Hv3796q1IrSuCIGDHjh36DkNnPj4+CAgIwLJly/QdChERERmoJlmolpaWYu3atYiKitJ3KE3ayJEjsXr1aigUCn2HQkRERAaoSRaqe/fuhYmJCQIDA5VtGRkZEAQBycnJ8PX1hZmZGbp3745z584p+xQUFODtt99GmzZtIJVK4ePjg6SkJJWxKyoq8Omnn6Jjx46QSCRo27YtPv74Y7VxVFRUIDo6Gh4eHrh8+TIAYPfu3ejWrRvMzMzQvn17xMXF4eHDhwCgXP198803IQiC8vXZs2cRHBwMKysrWFtbo1u3bjh58qTG+cjIyEBAQAAsLCxgY2ODF198URlPZGQkBg4cqNJ/8uTJCAoKUr4OCgrChAkTMHnyZNja2sLJyQnffPMN7t+/j5EjR8LKygodOnTA3r17VcYJCwtDQUEBfvrpJ41jJSIioqajSRaqmZmZ8Pf3V7ttxowZ+Pzzz3HixAk4Ojqif//+KC8vBwA8ePAA3bp1w549e5CdnY0xY8bg3XffxbFjx5T7z549G59++inmz5+PnJwcbNq0CU5OTlXmKSsrw1tvvYWTJ0/i0KFDcHV1xf79+zFixAhMnDgROTk5+Pe//43ExERloXvixAkAQEJCAq5fv658/c4776BNmzY4ceIETp06hVmzZqFZs2Ya5eLhw4cYOHAgevXqhV9//RVHjhzBmDFjIAhCrXK6bt062Nvb4/jx45gwYQLGjh2LoUOHomfPnjh9+jTCwsLw7rvvoqSkRLmPqakpfH19kZWVVau5iIiIqGlokjdTyWQytGrVSu22hQsXIiQkBHhUfLVp0wbbt2/HW2+9hdatW2P69OnKvhMmTMC+ffvwn//8B927d8fdu3fx5Zdf4quvvsJ7770HAOjQoQNeeukllTnu3buHN954A6WlpcjIyEDz5s0BAB9//DFmzZql3Ld9+/ZYtGgRZs6ciYULF8LBwQEAYGNjA2dnZ+V4V65cwYwZM9CpUycAgLu7u8a5KC4uRlFREfr27YsOHToAALy8vDTev5Kvry/mzZsHPCrWFy9eDHt7e0RHRwMAFixYgNWrV+PXX39Fjx49lPu1bt0aMplM7ZhyuRxyuVwlVgAoLy9X/uNBncptNfWh6inzZ2Sm71C0o+e/dx5/umH+dMP8aY+5001N+dMlp02yUC0tLYWZmfoP4ccvB2jRogU8PT2Rm5sLAFAoFFi8eDF++OEHXLt2TVlIVd61npubC7lcjtdee63G+SsvHzhw4ACkUqmy/dSpUzhx4oTKpQIKhQIPHjxASUmJSt/HTZ06FVFRUdiwYQN69+6NoUOHKovOp2nRogUiIyMRFhaGkJAQ9O7dG2+99RZatmyp0f6VunTpovx/Y2Nj2NnZwcfHR9lWuap848YNlf3Mzc1VVlkfFx8fj7i4uCrtqamp1ebicWlpabV6D6QqzWeFvkPQTkqKviMAePzpjPnTDfOnPeZON+ryV93nvCaaZKFqb2+PwsJCjftXngZfunQpli1bhuXLl8PHxwcWFhaYPHkyysrKgEdFlybCw8Px/fff4+jRo3j11VeV7RUVFYiLi8OgQYOq7FNdYQ0AsbGxGD58OJKTk7F3714sXLgQmzdvxptvvqlRPAkJCZg4cSL27duHH374AfPmzUNaWhp69OgBIyMjiKKo0l/dv4yevNRAEASVtsocVlRUqPS7fft2tUX17NmzMXXqVOXr4uJiuLi4IDQ0FNbW1tW+n/LycqSlpSEkJETjSyDo/6vM3/yTRpBX1O4SkMdlx4bVaVwNBY8/3TB/umH+tMfc6aam/FWeEdVGkyxU/fz88P3336vddvToUbRt2xYAUFhYiAsXLihPqWdlZWHAgAEYMWIE8Kjoys/PV54qd3d3h7m5OQ4cOFDjEwXGjh2L5557Dv3790dycjJ69eoFAHj++eeRl5eHjh07Vrtvs2bN1N4l7+HhAQ8PD0yZMgVvv/02EhISNC5UK3Pi5+eH2bNnIzAwEJs2bUKPHj3g4OCA7Oxslb5nzpypsx/i7OxsDBkyRO02iUQCiURSpb1Zs2Yaza9pP1JPXiFArtC+UG3quefxpxvmTzfMn/aYO92oy58u+WySN1OFhYXh/PnzaldVP/roIxw4cADZ2dmIjIyEvb298q73jh07Ii0tDT///DNyc3Px/vvv46+//lLua2Zmhg8//BAzZ87E+vXrcfHiRRw9ehRr166tMs+ECRPwz3/+E3379sWhQ4eAR9dxrl+/HrGxsTh//jxyc3OVK5yV3NzccODAAfz1118oLCxEaWkpxo8fj4yMDFy+fBmHDx/GiRMnNL7O9NKlS5g9ezaOHDmCy5cvIzU1FRcuXFDu/+qrr+LkyZNYv3498vPzsXDhwiqFq7ZkMhmuXbuG3r1718l4RERE1Lg0yULVx8cH/v7+2LJlS5VtixcvxqRJk9CtWzdcv34du3btgqmpKQBg/vz5eP755xEWFoagoCA4OztXeXTT/PnzMW3aNCxYsABeXl4YNmxYlesyK02ePBlxcXEIDw/Hzz//jLCwMOzZswdpaWl44YUX0KNHD3zxxRdwdXVV7rN06VKkpaXBxcUFfn5+MDY2RkFBASIiIuDh4YG33noLr7/+usq1nYIgIDExUW0MUqkUv/32GwYPHgwPDw+MGTMG48ePx/vvvw88Kurnz5+PmTNn4oUXXsDdu3cRERGhZeZVJSUlITQ0VOX9EREREVUSxCcvQGwiUlJSMH36dGRnZ8PIyAgZGRkIDg5GYWEhbGxs9B1enZHJZHB3d0dOTk6tngbwrMnlcri7uyMpKQkvvviiRvsUFxejefPmKCoqeuo1qikpKQgPD+fpGy1U5m/mcWOdTv3LFr9Rp3E1FDz+dMP86Yb50x5zp5ua8qfp57c6TfIaVTy6oSk/Px/Xrl2Di4uLvsN5Zvbt24cxY8YYVJEKAJcvX8bcuXM1LlKp/mXHhvGXNRER6VWTLVQBYNKkSfoO4ZmLiYnRdwhqVd78RURERFSdJl2oPi4oKKjKY5iIiIiISH+a5M1URERERGT4WKgSERERkUFioUpEREREBomFKhEREREZJBaqRERERGSQWKgSERERkUFioUpEREREBomFKhEREREZJD7wn4jUi28DVDzQdxRAbJG+IyAiIj3himoDVFBQAEdHR8hkslrvm5GRAUEQcOfOnWcSW00EQcCOHTsAADdu3ICDgwOuXbtW73EQERFRw8BCtQGKj49Hv3794ObmBtRQfAYFBWHy5MnPNJbY2Fh07dq11vs5Ojri3XffxcKFC59JXERERNTwsVBtYEpLS7F27VpERUXpOxSdjRw5Ehs3bkRhYaG+QyEiIiIDxEK1gdm7dy9MTEwQGBgIAJDJZAgODgYA2NraQhAEREZGIjIyEj/99BO+/PJLCIIAQRC0ulQAj1ZsAwICYGFhARsbG7z44ou4fPkyEhMTERcXh7NnzyrnSExMBADk5+fjlVdegZmZGby9vZGWllZlXB8fHzg7O2P79u065YSIiIgaJ95M1cBkZmbC399f+drFxQVbt27F4MGDkZeXB2tra5ibmwMALly4gOeeew4fffQRAMDBwaHWxerDhw8xcOBAREdHIykpCWVlZTh+/DgEQcCwYcOQnZ2Nffv24b///S8AoHnz5qioqMCgQYNgb2+Po0ePori4uNpLEAICApCVlYVRo0ZV2SaXyyGXy5Wvi4uLAQDl5eUoLy+vNubKbTX1oeop82dkpu9Q/k8D+3vk8acb5k83zJ/2mDvd1JQ/XXLKQrWBkclkaNWqlfK1sbExWrRoATy67tPGxka5zdTUFFKpFM7OzlrPV1xcjKKiIvTt2xcdOnQAAHh5eSm3W1pawsTERGWO1NRU5ObmQiaToU2bNgCATz75BK+//nqV8Vu3bo1ffvlF7dzx8fGIi4ur0p6amgqpVPrU2NWt4pLm0nxW6DuE/5OSou8ItMLjTzfMn26YP+0xd7pRl7+SkhKtx2Oh2sCUlpbCzKz+VrpatGiByMhIhIWFISQkBL1798Zbb72Fli1bVrtPbm4u2rZtqyxSASgvVXiSubl5tQfw7NmzMXXqVOXr4uJiuLi4IDQ0FNbW1tXOX15ejrS0NISEhKBZs2YavlOqVJm/+SeNIK8Q1PbJjg2r97gaCh5/umH+dMP8aY+5001N+as8I6oNFqoNjL29fb3ffJSQkICJEydi3759+OGHHzBv3jykpaWhR48eavuLolilTRDUFzy3b9+Gg4OD2m0SiQQSiaRKe7NmzTT6JaJpP1JPXiFArlD/98a8Ph2PP90wf7ph/rTH3OlGXf50ySdvpmpg/Pz8kJOTo9JmamoKAFAoFFXan2zTZd7Zs2fj559/xnPPPYdNmzZVO4e3tzeuXLmC//3vf8q2I0eOqB03Ozsbfn5+dRIjERERNS4sVBuYsLAwnD9/XmVV1dXVFYIgYM+ePbh58ybu3bsHAHBzc8OxY8cgk8lw69YtVFRU1Hq+S5cuYfbs2Thy5AguX76M1NRUXLhwQXmdqpubGy5duoQzZ87g1q1bkMvl6N27Nzw9PREREYGzZ88iKysLc+fOrTJ2SUkJTp06hdDQUJ1yQkRERI0TC9UGxsfHB/7+/tiyZYuyrXXr1oiLi8OsWbPg5OSE8ePHAwCmT58OY2NjeHt7w8HBAVeuXFE75uOPlXqSVCrFb7/9hsGDB8PDwwNjxozB+PHj8f777wMABg8ejD59+iA4OBgODg5ISkqCkZERtm/fDrlcjoCAAERFReHjjz+uMvbOnTvRtm1bvPzyy3WUHSIiImpMeI1qAzR//nxMnz4d0dHRMDIyUrbNnz9fpZ+Hh0eVU+5ubm4q15DKZDKYmJjgxRdfVDuXk5NTjc85lUgk+PHHH6u0e3h4ICsrS6XtyWtXly1bhgULFtT4Xkl/smPDeJ0WERHpFQvVBig8PBz5+fm4du0aXFxcdBpr3759GDNmDNzd3essPk3cuHEDQ4YMwdtvv12v8xIREVHDwUK1gZo0aVKdjBMTE1Mn49SWo6MjZs6cqZe5iYiIqGHgNapEREREZJBYqBIRERGRQWKhSkREREQGiYUqERERERkkFqpEREREZJBYqBIRERGRQWKhSkREREQGiYUqERERERkkPvCfiNSLbwNUPNB3FA2PkRng+w3zpy3mTzfMn/aYu/8TW6TvCFRwRdXAFBQUwNHRETKZrNb7ZmRkQBAE3Llz55nEVpfOnTuHNm3a4P79+/oOhYiIiAwUC1UDEx8fj379+sHNzQ2oofgMCgrC5MmT9RSl7nx8fBAQEIBly5bpOxQiIiIyUCxUDUhpaSnWrl2LqKgofYdSL0aOHInVq1dDoVDoOxQiIiIyQCxUDcjevXthYmKCwMBAAIBMJkNwcDAAwNbWFoIgIDIyEpGRkfjpp5/w5ZdfQhAECIKg1aUCABAZGYmBAwfik08+gZOTE2xsbBAXF4eHDx9ixowZaNGiBdq0aYPvvvtOZb8PP/wQHh4ekEqlaN++PebPn4/y8nIAgCiK6N27N/r06QNRFAEAd+7cQdu2bTF37lzlGGFhYSgoKMBPP/2kdc6IiIio8eLNVAYkMzMT/v7+ytcuLi7YunUrBg8ejLy8PFhbW8Pc3BwAcOHCBTz33HP46KOPAAAODg5aF6sHDx5EmzZtkJmZicOHD2P06NE4cuQIXnnlFRw7dgw//PADYmJiEBISAhcXFwCAlZUVEhMT0apVK5w7dw7R0dGwsrLCzJkzIQgC1q1bBx8fH6xYsQKTJk1CTEwMnJycEBsbq5zX1NQUvr6+yMrKwquvvlolLrlcDrlcrnxdXFwMACgvL1cWxeo8ePAAJiYmuHfvHkxMeIg/ThAEmJiYwNjYuNo+lbktNzKrx8gaj8q8MX/aYf50w/xpj7l7pIbP15p3K1f5r7pt2hDEyiUv0ruBAwfCzs4Oa9euVbZlZGQgODgYhYWFsLGxUbYHBQWha9euWL58+VP71iQyMhIZGRn4448/YGT0fwvsnTp1gqOjIzIzMwEACoUCzZs3x5o1a/CPf/xD7TifffYZfvjhB5w8eVLZ9p///Afvvvsupk6dii+//BK//PILPDw8VPYbNGgQmjdvjoSEhCpjxsbGIi4urkr7pk2bIJVK1cZhZWUFKysr5XuhqioqKnD37l3cvXtX36EQEVETUFJSguHDh6OoqAjW1ta12pfLTQaktLQUZmb1/y+5zp07qxR2Tk5OeO6555SvjY2NYWdnhxs3bijbfvzxRyxfvhy///477t27h4cPH1Y5+IYOHYrt27cjPj4eq1evrlKkAoC5uTlKSkrUxjV79mxMnTpV+bq4uBguLi4IDQ1Ve6D//fffKC4uhoODAyoqKmBpaQlBELTISOMliiJKSkpw8+ZNeHh4wMnJqUqf8vJypKWlYf5JI8grBGTHhukl1oaqMn8hISFo1qyZvsNpcJg/3TB/2mPudFNT/irPiGqDhaoBsbe3R2FhYb3P++QBJQiC2raKigoAwNGjR/GPf/wDcXFxCAsLQ/PmzbF582YsXbpUZZ+SkhKcOnUKxsbGyM/PVzv37du30aFDB7XbJBIJJBKJ2nifjE+hUODu3btwcnKCra0tiouLYW5uzpVVNSwsLGBkZIQbN26gZcuW1V4GIK8QIFdUPRZIM+qOU9Ic86cb5k97zJ1u1OVPl3zyU9yA+Pn5IScnR6XN1NQUeFSIPdmur7vlDx8+DFdXV8ydOxf+/v5wd3fH5cuXq/SbNm0ajIyMsHfvXqxYsQIHDx6s0ic7Oxt+fn46x1R5/Ut1lwSQqso86XLdEBER0bPGQtWAhIWF4fz58yqrqq6urhAEAXv27MHNmzdx7949AICbmxuOHTsGmUyGW7duKVc760PHjh1x5coVbN68GRcvXsSKFSuwfft2lT7Jycn47rvvsHHjRoSEhGDWrFl47733VN6bTCbDtWvX0Lt37zqLjaf6NcM8ERFRQ8BC1YD4+PjA398fW7ZsUba1bt0acXFxmDVrFpycnDB+/HgAwPTp02FsbAxvb284ODjgypUrascUBAGJiYl1GueAAQMwZcoUjB8/Hl27dsXPP/+M+fPnK7ffvHkTo0ePRmxsLJ5//nkAwMKFC9GqVSvExMQo+yUlJSE0NBSurq51Gh8RERE1DrxG1cDMnz8f06dPR3R0tPL6yvnz56sUggDg4eGBI0eOqLS5ubnh8Yc4yGQymJiY4MUXX6x2PnVFbEZGRpW2Jx99tWTJEixZskSlrfKbshwcHPDXX3+pbDMxMcGxY8eUr+VyOVavXo2kpKRqYyP9yo4N43VaRESkV1xRNTDh4eF4//33ce3aNZ3H2rdvH8aMGQN3d/c6ia0uXb58GXPnzq2xiG5KIiMjlV/e0KxZM7Rv3x7Tp0/H/fv3lX3++usvTJgwAe3bt4dEIoGLiwv69euHAwcO6DV2IiKiZ4UrqgZo0qRJdTLO46fZDY2Hh4fax1U9C26zkutlnkqyxW9otV+fPn2QkJCA8vJyZGVlISoqCvfv38fq1ashk8nw4osvwsbGBkuWLEGXLl1QXl6O/fv3Y9y4cfjtt9/q/H0QERHpGwtVIgMhkUjg7OwMABg+fDjS09OxY8cOrF69Gh988AEEQcDx48dhYWGh3Kdz584YNWqUHqMmIiJ6dnjqn8hAmZubo7y8HLdv38a+ffswbtw4lSK1kqbfQkZERNTQsFAlMkDHjx/Hpk2b8Nprr+H333+HKIro1KnTU/d78803YWtriyFDhtRLnERERM8SC1UiA7Fnzx5YWlrCzMwMgYGBeOWVV7By5Urlkxw0efbpxIkTsX79+nqIloiI6NljoUpkIIKDg3HmzBnk5eXhwYMH2LZtGxwdHeHu7g5BEJCbm6vRGFZWVvUSLxER0bPGQpXIQFhYWKBjx45wdXVVeX5pixYtEBYWhn/9618qj6uqdOfOnXqOlIiIqH6wUCVqAFatWgWFQoGAgABs3boV+fn5yM3NxYoVKxAYGKjv8IiIiJ4JPp6KqAFo164dTp8+jY8//hjTpk3D9evX4eDggG7dumH16tX6Do+IiOiZYKFKjZ62D+CvT+q+yvZJLVu2xFdffYWvvvqqXmJCfBug4kH9zNWYGJkBvt8wf9pi/nTD/GmvqecutkjfEajFU//1qKCgAI6OjpDJZLXeNyMjA4IgNJrrEc+dO4c2bdqoveaStBcWFoahQ4ciJSUFbdq0wYkTJ/QdEhERkdZYqNaj+Ph49OvXD25ubkANxWdQUBAmT56spyjrh4+PDwICArBs2TJ9h9Ko7N+/Hzdv3kRJSQn+/PNPvPDCC/oOiYiISGssVOtJaWkp1q5di6ioKH2HYjBGjhyJ1atXQ6FQ6DsUIiIiMkAsVOvJ3r17YWJiorxDWyaTITg4GABga2sLQRAQGRmJyMhI/PTTT/jyyy8hCAIEQdDqUgEAiIyMxMCBA/HJJ5/AyckJNjY2iIuLw8OHDzFjxgy0aNECbdq0wXfffaey37Vr1zBs2DDY2trCzs4OAwYMUInhxIkTCAkJgb29PZo3b45evXrh9OnTKmMIgoA1a9bgzTffhFQqhbu7O3bt2qXSJywsDAUFBfjpp5+0en9ERETUuPFmqnqSmfn/2rv3qKjKvQ/g380MDHcQ5KYQiKmAgBJkIeWlFD2kZtYpDy6VNI1Tph0PHeH1SpfjybJlYtLKo3hOR43KcnVaZpKGEBKkQTdITRmvKIooKLeBed4/XmfehpswAzMb+X7WYuk8+9nP/s1vbdk/n33LQVRUlP6zn58fdu/ejccffxzHjh2Ds7Mz7OzsAADHjx9HaGgoXn75ZQCAh4eH0cXqwYMH4evri5ycHOTl5WH+/PnIz8/HmDFjUFBQgMzMTCQmJmLixInw8/NDbW0txo8fjwcffBA5OTlQKpV49dVXMXnyZPz444+wsbFBTU0N5s6di40bNwIA1q9fj7i4OJw4ccLgYfOpqalYt24d3njjDaSlpWHWrFk4ffo03NzcAAA2NjYYMWIEcnNz8dBDD7WKvaGhAQ0NDfrP1dXVAACNRgONRmPQV6PRQAgBrVarf5OT7jO1psuTRqOBQqEwWKbLrcbK1kLR9W66vDF/xmH+TMP8Ga/P567FcbXrq2sM/mxrmTEkoTuqU4+aPn063N3dsXXrVn1bdnY2xo8fj6qqKri6uurbx40bh5EjR2LDhg237duRhIQEZGdn49SpU7Cy+r/J86CgIHh6eiInJwcA0NzcDBcXF/zzn//EzJkzsW3bNqxbtw6lpaX6V3Y2NjbC1dUVe/bsQWxsbKvtNDc3o1+/fti5cyemTJkC3JpRXbFiBV555RUAwM2bN+Hk5IS9e/di8uTJ+nVnzJgBFxcXZGRktBp3zZo1SE1NbdW+c+dO2NvbG7QplUp4e3vDz88PNjY2ncpPX9bY2IizZ8/i4sWLaGpqsnQ4RER0B6utrUV8fDyuX78OZ2fnLq3LGVUzqaurg62t+f+XNnz4cH2RCgBeXl4IDQ3Vf1YoFHB3d0dFRQUA4OjRo/jtt99avYazvr4eJ0+eBABUVFRg1apVOHjwIC5duoTm5mbU1tbizJkzBuuEh4fr/+7g4AAnJyf9dnTs7OxQW1vbZuwpKSlYunSp/nN1dTX8/PwQGxvbakevr6/H2bNn4ejoCJVKhZqaGjg5OemLbTJUX18POzs7jBkzptV+qdFokJWVhZVHrHB01eR2x6C26fI3ceJEgzeMUecwf6Zh/ozH3Jmmo/zpzogag4WqmfTv3x9VVVVm327LnUWSpDbbdKfItVotIiMjsWPHjlZjeXh4ALdmai9fvowNGzbA398fKpUK0dHRaGxsvO22W56Kv3r1KgYPHtxm7CqVCiqVqs3v1HLs5uZmSJIEKysrfXGq+0yt6fLUVi51GrSt9xXqvI5yS7fH/JmG+TMec2eatvJnSj5ZqJpJREQE/vOf/xi06U5Rt7zr3cbGxmJ3wt9zzz3IzMyEp6dnu9Pzubm52Lx5M+Li4gAAZ8+exZUrV4za3s8//4wnnnjCpJiJiIjozsTpJjOZNGkSfvnlF4NZVX9/f0iShM8//xyXL1/GjRs3AAABAQEoKCiAWq3GlStXzHpD0KxZs9C/f388+uijyM3NRVlZGQ4dOoQlS5bg3LlzAIC7774b77//PkpLS1FQUIBZs2bpbwTrCrVajfPnz2PChAk98E2IiIiot2OhaiZhYWGIiorChx9+qG8bOHAgUlNTkZycDC8vLyxatAgAkJSUBIVCgZCQEHh4eLS69lNHkqROvXqzK+zt7ZGTk4O77roLM2bMQHBwMObNm4e6ujr9DOu2bdtQVVWFiIgIzJ49G4sXL4anp2eXt7Vr1y7ExsbC39+/W78DERER3Rl46t+MVq5ciaSkJCxYsEB/7eTKlSuxcuVKg35Dhw5Ffn6+QVtAQAB+/4AGtVoNpVKJmJiYdrfXVhGbnZ3dqq3lo6+8vb3xr3/9q91xIyIiWr2as+Xp+7YeJvH7N3A1NDQgPT0du3btanc7ZFk/r5lk6RCIiKiP44yqGcXFxeHZZ5/F+fPnTR5r3759WLhwIYYMGdItsZnb6dOnsXz58g4L7b4kISFB/4IHa2trBAYGIikpCTdv3tT3uXjxIl544QUEBgZCpVLBz88PU6dOxYEDBywaOxERUU/hjKqZLVmypFvGSUxM7JZxLGXo0KEYOnSoeTa2xsU829Fv77pRq02ePBkZGRnQaDTIzc3FM888g5s3byI9PR1qtRoxMTFwdXXFunXrEB4eDo1Ggy+//BLPP/88fv31127/GkRERJbGQpVIJlQqFby9vQEA8fHx+Prrr7Fnzx6kp6fjueeegyRJKCwshIODg36d4cOHY968eRaMmoiIqOfw1D+RTNnZ2UGj0eDq1avYt28fnn/+eYMiVaezbyojIiLqbVioEslQYWEhdu7ciYcffhi//fYbhBAICgrqcJ2zZ89i3LhxCAkJQXh4OD766COzxUtERNQTeOqfSCY+//xzODo6oqmpCRqNBo8++ijS0tJQVlYG3HocWUeUSiU2bNiAkSNHoqKiAvfccw/i4uLanIUlIiLqDVioEsnE+PHjkZ6eDmtrawwYMED/yjmlUglJklBaWorp06e3u76Pjw98fHwAAJ6ennBzc8PVq1dZqBIRUa/FU/9EMuHg4IC7774b/v7+Bu9FdnNzw6RJk/DOO+8YPK5K5/fPp9U5cuQItFot/Pz8ejxuIiKinsJClagX2Lx5M5qbmzFq1Cjs3r0bJ06cQGlpKTZu3Ijo6GiDvpWVlZgzZw7ee+89i8VLRETUHXjqn6gXGDRoEL7//nu89tpr+Otf/4ry8nJ4eHggMjIS6enp+n4NDQ147LHHkJKSgtGjR1s0ZiIiIlOxUCWSgbZed9uSj48PNm3ahE2bNrW5XAiBhIQEPPTQQ5g9e7bpQa31BbT1po/T11jZAiPeY/6MxfyZhvkzXl/MnZEvqDEnFqoyV1lZieDgYBQWFiIgIKBL62ZnZ2P8+PGoqqrq0WdtqtVqDBo0CEVFRRg5cmSn1tm0aRP279+Pzz77rMfi0usF/xC7Q15eHjIzMxEeHo49e/YAAN5//32EhYVZOjQiIiKj8BpVmVu7di2mTp2qL1Kzs7MhSVKrG2jGjRuHF1980SIx+vn5oby8HKGhoZ1eZ8GCBfjuu+/wzTff9GhsfckDDzwArVaL4uJi/Q+LVCIi6s1YqMpYXV0dtm7dimeeecbSoXRIoVDA29sbSmXnJ+hVKhXi4+ORlpbWo7ERERFR78VCVca++OILKJVK/V3darUa48ePBwD069cPkiQhISEBCQkJOHToEN5++21IkgRJkqBWq43aZkJCAqZPn46///3v8PLygqurK1JTU9HU1ISXXnoJbm5u8PX1xbZt2/TrqNVqSJKE4uJi4HezvgcOHEBUVBTs7e0xevRoHDt2zGBb06ZNw549e1BXV2dCloiIiOhOxWtUZSwnJwdRUVH6z35+fti9ezcef/xxHDt2DM7OzrCzswMAHD9+HKGhoXj55ZcBAB4eHkYXqwcPHoSvry9ycnKQl5eH+fPnIz8/H2PGjEFBQQEyMzORmJiIiRMndviczuXLl2P9+vXw8PBAYmIi5s2bh7y8PP3yqKgoaDQaFBYWYuzYsa3Wb2hoQENDg/5zdXU1AECj0UCj0Rj01Wg0EEJAq9VCCAHcurlIq9UalYM7nS5PGo0GCoXCYJkutxorWwtF17vp8sb8GYf5Mw3zZ7w+mbsWx1LThtIY/NnWMmOwUJUxtVqNAQMG6D8rFAq4ubkBt9489PsbpGxsbGBvbw9vb2+Tt+vm5oaNGzfCysoKw4YNw7p161BbW4v/+Z//AQCkpKTgH//4B/Ly8jBz5sx2x3nttdf0BWhycjIeeeQR1NfXw9b2/34JODg4wNXVFWq1us1Cde3atUhNTW3Vvn//ftjb2xu0KZVKeHt748aNG2hsbAQA1NTUmJiJO1djYyPq6uqQk5ODpqamNvtkhW00e1x3EubPNMyfaZg/4/Wp3O3d2+1DZmVltWqrra01ejwWqjJWV1enL+rMafjw4bCy+v+rQry8vAxulFIoFHB3d0dFRUWH44SHh+v/rnu1Z0VFBe666y59u52dXbs7cEpKCpYuXar/XF1dDT8/P8TGxsLZ2dmgb319Pc6ePQtHR0eoVCrU1NTAyckJkiR16bv3FfX19bCzs8OYMWNa7WMajQZZWVmYOHGiwRuyqHOYP9Mwf6Zh/ozH3Jmmo/zpzogag4WqjPXv3x9VVVVm327LHUySpDbbbnda/ffr6ArGlutcvXoVHh4eba6vUqmgUqnaHLdlPM3Nzfrrc3XbkiTJoOCm/6fLU1u51OloGd0e82ca5s80zJ/xmDvTtJU/U/LJo7iMRUREoKSkxKDNxsYGuFWYtWxv2SZ3J0+eRH19PSIiIkweS/ePwJTTC32JLk/8ZUxERHLGGVUZmzRpElJSUlBVVYV+/foBAPz9/SFJEj7//HPExcXBzs4Ojo6OCAgIQEFBAdRqNRwdHfXXsspZbm4uAgMDMXjwYJPHUigUcHV1RUVFBbRaLbRaLerr6zmj2oIQArW1taioqICrq2urG6mIiIjkhIWqjIWFhSEqKgoffvghnn32WQDAwIEDkZqaiuTkZDz99NOYM2cOtm/fjqSkJMydOxchISGoq6tDWVlZm2NKkoSMjAwkJCSY+du0tmvXLixYsKDbxtPdSHb58mXU1dXBzs6O16i2w9XVtVtuvCMiIupJLFRlbuXKlUhKSsKCBQv0s4MrV67EypUrDfoNHToU+fn5Bm0BAQH6RzXh1lMElEolYmJi2t1eW++cz87ObtX2+0dftdzOuHHjDD4DwMiRIw3afv75ZxQXF+PDDz9sN5aukiQJPj4+6NevHw4cOIAxY8bw1HYbrK2tOZNKRES9AgtVmYuLi8OJEydw/vz5Dp9Z2hn79u3DwoULMWTIkG6Lz1gXLlzAv//9b7i4uHT72AqFAk1NTbC1tWWhSkRE1IuxUO0FlixZ0i3jJCYmdss43SE2NtbSIRAREZHM8U4TIiIiIpIlFqpEREREJEs89U+9hu5mrNu94UKj0aC2thbV1dW8RtUIzJ9pmD/TMH+mYf6Mx9yZpqP86Y7bLW+07gwWqtRr1NTUAIDJN5URERGR+dXU1HT5JmpJGFPeElmAVqvFhQsX4OTk1OHzUaurq+Hn54ezZ8/C2dnZrDHeCZg/0zB/pmH+TMP8GY+5M01H+RNCoKamBgMGDOjyi3g4o0q9hpWVFXx9fTvd39nZmb9sTMD8mYb5Mw3zZxrmz3jMnWnay5+xj6PkzVREREREJEssVImIiIhIllio0h1HpVJh9erVUKlUlg6lV2L+TMP8mYb5Mw3zZzzmzjQ9lT/eTEVEREREssQZVSIiIiKSJRaqRERERCRLLFSJiIiISJZYqBIRERGRLLFQpTtCVVUVZs+eDRcXF7i4uGD27Nm4du1au/01Gg2WLVuGsLAwODg4YMCAAZgzZw4uXLhg1rgtZfPmzRg0aBBsbW0RGRmJ3NzcDvsfOnQIkZGRsLW1RWBgIN59912zxSpHXcnfJ598gokTJ8LDwwPOzs6Ijo7Gl19+adZ45aar+59OXl4elEolRo4c2eMxylVXc9fQ0IDly5fD398fKpUKgwcPxrZt28wWr9x0NX87duzAiBEjYG9vDx8fHzz99NOorKw0W7xykpOTg6lTp2LAgAGQJAl79uy57TrdcuwQRHeAyZMni9DQUHH48GFx+PBhERoaKqZMmdJu/2vXrokJEyaIzMxM8euvv4r8/Hxx3333icjISHOGbREffPCBsLa2Flu2bBElJSViyZIlwsHBQZw+fbrN/qdOnRL29vZiyZIloqSkRGzZskVYW1uLjz/+2Oyxy0FX87dkyRLx+uuvi8LCQnH8+HGRkpIirK2txffff2/22OWgq/nTuXbtmggMDBSxsbFixIgRZotXTozJ3bRp08R9990nsrKyRFlZmSgoKBB5eXlmjVsuupq/3NxcYWVlJd5++21x6tQpkZubK4YPHy6mT59u9tjlYO/evWL58uVi9+7dAoD49NNPO+zfXccOFqrU65WUlAgA4ttvv9W35efnCwDi119/7fQ4hYWFAsBtD5i93ahRo0RiYqJBW1BQkEhOTm6z/9/+9jcRFBRk0Pbss8+K+++/v0fjlKuu5q8tISEhIjU1tQeikz9j8/fUU0+JFStWiNWrV/fZQrWrufviiy+Ei4uLqKysNFOE8tbV/L3xxhsiMDDQoG3jxo3C19e3R+PsDTpTqHbXsYOn/qnXy8/Ph4uLC+677z592/333w8XFxccPny40+Ncv34dkiTB1dW1hyK1vMbGRhw9ehSxsbEG7bGxse3mKj8/v1X/SZMm4ciRI9BoND0ar9wYk7+WtFotampq4Obm1kNRypex+cvIyMDJkyexevVqM0QpT8bk7rPPPkNUVBTWrVuHgQMHYujQoUhKSkJdXZ2ZopYPY/I3evRonDt3Dnv37oUQApcuXcLHH3+MRx55xExR927ddexQ9kBsRGZ18eJFeHp6tmr39PTExYsXOzVGfX09kpOTER8fD2dn5x6IUh6uXLmC5uZmeHl5GbR7eXm1m6uLFy+22b+pqQlXrlyBj49Pj8YsJ8bkr6X169fj5s2bePLJJ3soSvkyJn8nTpxAcnIycnNzoVT23UOWMbk7deoUvvnmG9ja2uLTTz/FlStX8Nxzz+Hq1at97jpVY/I3evRo7NixA0899RTq6+vR1NSEadOmIS0tzUxR927ddezgjCrJ1po1ayBJUoc/R44cAQBIktRqfSFEm+0taTQazJw5E1qtFps3b+6R7yI3LfNyu1y11b+t9r6iq/nT2bVrF9asWYPMzMw2/3PVV3Q2f83NzYiPj0dqaiqGDh1qxgjlqyv7nlarhSRJ2LFjB0aNGoW4uDi89dZb2L59e5+cVUUX81dSUoLFixdj1apVOHr0KPbt24eysjIkJiaaKdrerzuOHX33v6cke4sWLcLMmTM77BMQEIAff/wRly5darXs8uXLrf4315JGo8GTTz6JsrIyHDx48I6eTQWA/v37Q6FQtJpBqKioaDdX3t7ebfZXKpVwd3fv0Xjlxpj86WRmZmL+/Pn46KOPMGHChB6OVJ66mr+amhocOXIERUVFWLRoEXCr+BJCQKlUYv/+/XjooYfMFr8lGbPv+fj4YODAgXBxcdG3BQcHQwiBc+fOYciQIT0et1wYk7+1a9ciJiYGL730EgAgPDwcDg4OePDBB/Hqq6/2qbNJxuiuYwdnVEm2+vfvj6CgoA5/bG1tER0djevXr6OwsFC/bkFBAa5fv47Ro0e3O76uSD1x4gS++uqrPlF02djYIDIyEllZWQbtWVlZ7eYqOjq6Vf/9+/cjKioK1tbWPRqv3BiTP9yaSU1ISMDOnTv79PVtXc2fs7MzfvrpJxQXF+t/EhMTMWzYMBQXFxtcl36nM2bfi4mJwYULF3Djxg192/Hjx2FlZQVfX98ej1lOjMlfbW0trKwMyySFQgH8bmaQ2tdtxw6jbvcikpnJkyeL8PBwkZ+fL/Lz80VYWFirx1MNGzZMfPLJJ0IIITQajZg2bZrw9fUVxcXFory8XP/T0NBgoW9hHrpHtGzdulWUlJSIF198UTg4OAi1Wi2EECI5OVnMnj1b31/3iJG//OUvoqSkRGzdupWPp+pC/nbu3CmUSqV45513DPaza9euWfBbWE5X89dSX77rv6u5q6mpEb6+vuKJJ54Qv/zyizh06JAYMmSIeOaZZyz4LSynq/nLyMgQSqVSbN68WZw8eVJ88803IioqSowaNcqC38JyampqRFFRkSgqKhIAxFtvvSWKior0T8rpqWMHC1W6I1RWVopZs2YJJycn4eTkJGbNmiWqqqoM+gAQGRkZQgghysrKBIA2f77++msLfQvzeeedd4S/v7+wsbER99xzjzh06JB+2dy5c8XYsWMN+mdnZ4uIiAhhY2MjAgICRHp6ugWilo+u5G/s2LFt7mdz5861UPSW19X97/f6cqEqjMhdaWmpmDBhgrCzsxO+vr5i6dKlora21gKRy0NX87dx40YREhIi7OzshI+Pj5g1a5Y4d+6cBSK3vK+//rrD32U9deyQBOeviYiIiEiGeI0qEREREckSC1UiIiIikiUWqkREREQkSyxUiYiIiEiWWKgSERERkSyxUCUiIiIiWWKhSkRERESyxEKViIgsTq1WQ5IkFBcXAwCys7MhSRKuXbtm6dCIyIJYqBIRUSsJCQmYPn26xbY/evRolJeXw8XFxWIxEJHlKS0dABERUUs2Njbw9va2dBhEZGGcUSUioi45dOgQRo0aBZVKBR8fHyQnJ6OpqUm/fN++fXjggQfg6uoKd3d3TJkyBSdPnjQYo7CwEBEREbC1tUVUVBSKiooMlrc89b99+3a4urriyy+/RHBwMBwdHTF58mSUl5fr12lqasLixYv12122bBnmzp1rMDP88ccfIywsDHZ2dnB3d8eECRNw8+bNHswWEZmChSoREXXa+fPnERcXh3vvvRc//PAD0tPTsXXrVrz66qv6Pjdv3sTSpUvx3Xff4cCBA7CyssJjjz0GrVarXz5lyhQMGzYMR48exZo1a5CUlHTbbdfW1uLNN9/E+++/j5ycHJw5c8Zgvddffx07duxARkYG8vLyUF1djT179uiXl5eX409/+hPmzZuH0tJSZGdnY8aMGRBCdHueiKh78NQ/ERF12ubNm+Hn54dNmzZBkiQEBQXhwoULWLZsGVatWgUrKys8/vjjButs3boVnp6eKCkpQWhoKHbs2IHm5mZs27YN9vb2GD58OM6dO4c///nPHW5bo9Hg3XffxeDBgwEAixYtwssvv6xfnpaWhpSUFDz22GMAgE2bNmHv3r365eXl5WhqasKMGTPg7+8PAAgLC+vW/BBR9+KMKhERdVppaSmio6MhSZK+LSYmBjdu3MC5c+cAACdPnkR8fDwCAwPh7OyMQYMGAQDOnDmjH2PEiBGwt7fXjxEdHX3bbdvb2+uLVADw8fFBRUUFAOD69eu4dOkSRo0apV+uUCgQGRmp/zxixAg8/PDDCAsLwx//+Eds2bIFVVVVJmaEiHoSC1UiIuo0IYRBkaprA6Bvnzp1KiorK7FlyxYUFBSgoKAAANDY2GjQv6usra0NPkuS1Gqs9mLDrcI1KysLX3zxBUJCQpCWloZhw4ahrKzMqHiIqOexUCUiok4LCQnB4cOHDQrAw4cPw8nJCQMHDkRlZSVKS0uxYsUKPPzwwwgODm41axkSEoIffvgBdXV1+rZvv/3WpLhcXFzg5eWFwsJCfVtzc3Orm7QkSUJMTAxSU1NRVFQEGxsbfPrppyZtm4h6Dq9RJSKiNl2/fl3/AH6dhQsXYsOGDXjhhRewaNEiHDt2DKtXr8bSpUthZWWFfv36wd3dHe+99x58fHxw5swZJCcnG4wRHx+P5cuXY/78+VixYgXUajXefPNNk+N94YUXsHbtWtx9990ICgpCWloaqqqq9LOsBQUFOHDgAGJjY+Hp6YmCggJcvnwZwcHBJm+biHoGC1UiImpTdnY2IiIiDNrmzp2LvXv34qWXXsKIESPg5uamLzgBwMrKCh988AEWL16M0NBQDBs2DBs3bsS4ceP0Yzg6OuK///0vEhMTERERgZCQELz++uutbsLqqmXLluHixYuYM2cOFAoFFi5ciEmTJkGhUAAAnJ2dkZOTgw0bNqC6uhr+/v5Yv349/vCHP5i0XSLqOZLgczmIiOgOpNVqERwcjCeffBKvvPKKpcMhIiNwRpWIiO4Ip0+fxv79+zF27Fg0NDRg06ZNKCsrQ3x8vKVDIyIj8WYqIiK6I1hZWWH79u249957ERMTg59++glfffUVr0El6sV46p+IiIiIZIkzqkREREQkSyxUiYiIiEiWWKgSERERkSyxUCUiIiIiWWKhSkRERESyxEKViIiIiGSJhSoRERERyRILVSIiIiKSJRaqRERERCRL/wt0h+BQHg6jxQAAAABJRU5ErkJggg==",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Compute the loading scores and create the dataframe\n",
|
||
"loadings = pd.DataFrame(\n",
|
||
" data = pca.components_.T * np.sqrt(pca.explained_variance_), \n",
|
||
" columns = [f'PC{i}' for i in range(1, 11)],\n",
|
||
" index = df_darknet_scaled.columns\n",
|
||
")\n",
|
||
"\n",
|
||
"plt.figure()\n",
|
||
"loadings = loadings[['PC1', 'PC2']]\n",
|
||
"loadings.sort_values(['PC1', 'PC2']).rename(columns={'PC1':'PC$_{1}$', 'PC2':'PC$_{2}$'}).plot.barh(ax=plt.gca())\n",
|
||
"plt.grid()\n",
|
||
"plt.xlabel('Loadings')\n",
|
||
"plt.ylabel('Feature')\n",
|
||
"plt.title(f'Loading score')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"id": "9369f623",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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||
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|
||
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|
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|
||
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|
||
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|
||
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||
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|
||
" <th>component_4</th>\n",
|
||
" <th>component_5</th>\n",
|
||
" <th>component_6</th>\n",
|
||
" <th>component_7</th>\n",
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|
||
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|
||
" <th>component_10</th>\n",
|
||
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||
" </thead>\n",
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||
" <tbody>\n",
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||
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|
||
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||
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||
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||
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||
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||
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||
" <td>-0.031482</td>\n",
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" <td>-0.135683</td>\n",
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" <td>0.015245</td>\n",
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||
" <td>-0.046594</td>\n",
|
||
" <td>0.062491</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>1.697629</td>\n",
|
||
" <td>-2.007723</td>\n",
|
||
" <td>-0.297328</td>\n",
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||
" <td>-0.070532</td>\n",
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||
" <td>1.002696</td>\n",
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||
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|
||
" <td>-0.261591</td>\n",
|
||
" <td>1.165863</td>\n",
|
||
" <td>0.236767</td>\n",
|
||
" <td>-0.010912</td>\n",
|
||
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|
||
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|
||
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|
||
" <td>0.051591</td>\n",
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||
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|
||
" <td>0.551241</td>\n",
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||
" <td>0.048122</td>\n",
|
||
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||
" <td>-0.074008</td>\n",
|
||
" <td>0.039166</td>\n",
|
||
" <td>0.557776</td>\n",
|
||
" <td>0.367245</td>\n",
|
||
" <td>-0.060516</td>\n",
|
||
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|
||
" <tr>\n",
|
||
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|
||
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|
||
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|
||
" <td>0.138177</td>\n",
|
||
" <td>0.133721</td>\n",
|
||
" <td>-0.339025</td>\n",
|
||
" <td>0.099696</td>\n",
|
||
" <td>0.085694</td>\n",
|
||
" <td>-0.261496</td>\n",
|
||
" <td>-0.153408</td>\n",
|
||
" <td>0.041301</td>\n",
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||
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|
||
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|
||
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||
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||
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||
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||
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||
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||
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||
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|
||
" <td>...</td>\n",
|
||
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|
||
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|
||
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|
||
" <tr>\n",
|
||
" <th>17215</th>\n",
|
||
" <td>-0.277550</td>\n",
|
||
" <td>2.133579</td>\n",
|
||
" <td>-1.079233</td>\n",
|
||
" <td>0.155139</td>\n",
|
||
" <td>0.217444</td>\n",
|
||
" <td>0.105910</td>\n",
|
||
" <td>0.378708</td>\n",
|
||
" <td>-0.330204</td>\n",
|
||
" <td>-0.168528</td>\n",
|
||
" <td>-0.127803</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17216</th>\n",
|
||
" <td>-0.964609</td>\n",
|
||
" <td>2.126222</td>\n",
|
||
" <td>-0.985165</td>\n",
|
||
" <td>0.031735</td>\n",
|
||
" <td>0.643473</td>\n",
|
||
" <td>-0.065882</td>\n",
|
||
" <td>0.217008</td>\n",
|
||
" <td>0.120268</td>\n",
|
||
" <td>-0.017472</td>\n",
|
||
" <td>-0.135549</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17217</th>\n",
|
||
" <td>1.676051</td>\n",
|
||
" <td>1.856425</td>\n",
|
||
" <td>3.631948</td>\n",
|
||
" <td>-5.505263</td>\n",
|
||
" <td>-1.212773</td>\n",
|
||
" <td>8.923670</td>\n",
|
||
" <td>0.170700</td>\n",
|
||
" <td>-1.957866</td>\n",
|
||
" <td>7.760169</td>\n",
|
||
" <td>-0.720334</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17218</th>\n",
|
||
" <td>7.619018</td>\n",
|
||
" <td>-0.680318</td>\n",
|
||
" <td>-1.611612</td>\n",
|
||
" <td>0.590742</td>\n",
|
||
" <td>-0.303464</td>\n",
|
||
" <td>0.784369</td>\n",
|
||
" <td>0.299761</td>\n",
|
||
" <td>-0.611396</td>\n",
|
||
" <td>-0.384962</td>\n",
|
||
" <td>-0.008948</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17219</th>\n",
|
||
" <td>-0.963005</td>\n",
|
||
" <td>2.118297</td>\n",
|
||
" <td>-1.002364</td>\n",
|
||
" <td>0.023275</td>\n",
|
||
" <td>0.634550</td>\n",
|
||
" <td>-0.058832</td>\n",
|
||
" <td>0.264790</td>\n",
|
||
" <td>0.130759</td>\n",
|
||
" <td>-0.019985</td>\n",
|
||
" <td>-0.146363</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>17220 rows × 10 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" component_1 component_2 component_3 component_4 component_5 \\\n",
|
||
"0 -0.749390 -0.196188 -0.169807 -0.137728 0.402920 \n",
|
||
"1 -0.969683 -1.561106 0.249304 0.070919 -0.037538 \n",
|
||
"2 1.697629 -2.007723 -0.297328 -0.070532 1.002696 \n",
|
||
"3 0.051591 -1.433628 0.551241 0.048122 -0.391363 \n",
|
||
"4 -0.505706 -1.549838 0.138177 0.133721 -0.339025 \n",
|
||
"... ... ... ... ... ... \n",
|
||
"17215 -0.277550 2.133579 -1.079233 0.155139 0.217444 \n",
|
||
"17216 -0.964609 2.126222 -0.985165 0.031735 0.643473 \n",
|
||
"17217 1.676051 1.856425 3.631948 -5.505263 -1.212773 \n",
|
||
"17218 7.619018 -0.680318 -1.611612 0.590742 -0.303464 \n",
|
||
"17219 -0.963005 2.118297 -1.002364 0.023275 0.634550 \n",
|
||
"\n",
|
||
" component_6 component_7 component_8 component_9 component_10 \n",
|
||
"0 -0.246180 0.200473 -0.012603 0.041519 -0.009925 \n",
|
||
"1 -0.031482 -0.135683 0.015245 -0.046594 0.062491 \n",
|
||
"2 -0.085313 -0.261591 1.165863 0.236767 -0.010912 \n",
|
||
"3 -0.074008 0.039166 0.557776 0.367245 -0.060516 \n",
|
||
"4 0.099696 0.085694 -0.261496 -0.153408 0.041301 \n",
|
||
"... ... ... ... ... ... \n",
|
||
"17215 0.105910 0.378708 -0.330204 -0.168528 -0.127803 \n",
|
||
"17216 -0.065882 0.217008 0.120268 -0.017472 -0.135549 \n",
|
||
"17217 8.923670 0.170700 -1.957866 7.760169 -0.720334 \n",
|
||
"17218 0.784369 0.299761 -0.611396 -0.384962 -0.008948 \n",
|
||
"17219 -0.058832 0.264790 0.130759 -0.019985 -0.146363 \n",
|
||
"\n",
|
||
"[17220 rows x 10 columns]"
|
||
]
|
||
},
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"pca_result = pca.transform(df_darknet_scaled)\n",
|
||
"\n",
|
||
"df_darknet_pca = pd.DataFrame(pca_result, columns=[f\"component_{i+1}\" for i in range(10)])\n",
|
||
"df_darknet_pca"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "a2694b04-13d9-4c05-b2de-1d5afc29deee",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 2.4 Repeat correlation analysis after performing PCA\n",
|
||
"For the transformed data with the optimal number of components, repeat the process of correlation heatmap. Answering the following questions:\n",
|
||
"- How many features (components) can you remove now, after doing the PCA?\n",
|
||
"- What phenomena can you observe? Why?"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"id": "ac3cf5ae-7e4c-4af3-841f-78ac4b7971cd",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x1200 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"correlation_matrix = df_darknet_pca.corr().abs()\n",
|
||
"\n",
|
||
"plt.figure(figsize=(12,12))\n",
|
||
"sns.heatmap(correlation_matrix, cmap='Blues', annot=True, vmin=.0, vmax=1, cbar_kws={'label':'Correlation'})\n",
|
||
"plt.xlabel('Feature')\n",
|
||
"plt.ylabel('Feature')\n",
|
||
"plt.title('Correlation matrix')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "139325bf-60a5-49ce-936f-855fa461caa7",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 2.5 Optional - PCA for features without standardization\n",
|
||
"Previously, we have done the whole procedure following the order from standardization to PCA, but what if we perform the PCA without standardizing the dataset? Herein, you repeat what you have done in 2.2, except that you refer to the original dataset with raw features instead of performing standardization.\n",
|
||
"1. Fit the PCA with the **original** features. Examine the explained variance and plot the trend of the cumulative explained variance as you have done before. Answering the following questions:\n",
|
||
" - How many components would you choose now? Why?\n",
|
||
" - Is the new result different from the previous result? Why?\n",
|
||
"2. Based on the selected number of components, re-fit the PCA on the original features.\n",
|
||
"3. Repeat the calculation and visualization of Loading score for the first 2 principal components (PC1 and PC2). Answering the following questions:\n",
|
||
" - Which feature contributes the most to PC1? And for PC2?\n",
|
||
" - Do you observe something abnormal? Why? How do you visualize them (tip: change the scale of reference frame)?"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"id": "6bb6d6b7-0327-4e6c-ac97-f3dc18e9c6b0",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stderr",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"<>:23: SyntaxWarning: invalid escape sequence '\\s'\n",
|
||
"<>:23: SyntaxWarning: invalid escape sequence '\\s'\n",
|
||
"/tmp/ipykernel_21888/19632259.py:23: SyntaxWarning: invalid escape sequence '\\s'\n",
|
||
" plt.title(f'2 PCs explain {round(perc_cumul_exp_var[1], 2)}% of $\\sigma^2$')\n"
|
||
]
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 500x350 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# PCA must be initialized with a random state to initialize the space\n",
|
||
"pca = PCA(n_components=4, random_state=15)\n",
|
||
"\n",
|
||
"# .fit() is used to compute the new dimensions with number of features from 1 to the number of original features\n",
|
||
"pca.fit(df_darknet[df_darknet.columns])\n",
|
||
"\n",
|
||
"# describe how much of the dataset variability is indicated by a given amount of features\n",
|
||
"explained_variance = pca.explained_variance_ratio_\n",
|
||
"\n",
|
||
"# evaluate the total dataset variability while increasing the variables\n",
|
||
"cumul_exp_var = np.cumsum(explained_variance)\n",
|
||
"\n",
|
||
"# percentage value to better understand the best number of components\n",
|
||
"perc_cumul_exp_var = cumul_exp_var * 100\n",
|
||
"\n",
|
||
"# make the plot of cumulative explained variance wrt number of components\n",
|
||
"plt.figure(figsize=(5, 3.5))\n",
|
||
"plt.plot(perc_cumul_exp_var, marker='o')\n",
|
||
"plt.xlabel('# Principal Components (PCs)')\n",
|
||
"plt.ylabel('Cumulative explained variance [%]')\n",
|
||
"plt.xticks([i for i in range(4)], [i for i in range(1,5)])\n",
|
||
"plt.grid()\n",
|
||
"plt.title(f'2 PCs explain {round(perc_cumul_exp_var[1], 2)}% of $\\sigma^2$')\n",
|
||
"plt.tight_layout()\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 19,
|
||
"id": "015fd78d",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# Compute the loading scores and create the dataframe\n",
|
||
"loadings = pd.DataFrame(\n",
|
||
" data = pca.components_.T * np.sqrt(pca.explained_variance_), \n",
|
||
" columns = [f'PC{i}' for i in range(1, 5)],\n",
|
||
" index = df_darknet.columns\n",
|
||
")\n",
|
||
"\n",
|
||
"plt.figure()\n",
|
||
"loadings = loadings[['PC1', 'PC2']]\n",
|
||
"loadings.sort_values(['PC1', 'PC2']).rename(columns={'PC1':'PC$_{1}$', 'PC2':'PC$_{2}$'}).plot.barh(ax=plt.gca())\n",
|
||
"plt.grid()\n",
|
||
"plt.xlabel('Loadings')\n",
|
||
"plt.ylabel('Feature')\n",
|
||
"plt.title(f'Loading score')\n",
|
||
"plt.show()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"id": "5a1507c8-6670-448b-888b-c2095b60ddec",
|
||
"metadata": {},
|
||
"source": [
|
||
"### 2.6 Optional - Correlation analysis with Spearman's rank correlation coefficient\n",
|
||
"Previously, we have done the correlation analysis using Pearson correlation coefficient, and now, you can choose to explore the Spearman correlation coefficient, by specifying the ``method`` argument in ``corr()`` function. Note that you need to use the original standardized dataset instead of the one after performing PCA. Answering the following questions:\n",
|
||
"- What differences can you observe with respect to the previous correlation analysis?\n",
|
||
"- What similarities can you observe with respect to the previous correlation analysis?\n",
|
||
"- How many features can you remove now? Is it same as before?"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"id": "954ca1e9-c0ba-451f-9d5e-4b38f7c240f1",
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 1200x1200 with 2 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"correlation_matrix = df_darknet_scaled.corr(method=\"spearman\").abs()\n",
|
||
"\n",
|
||
"plt.figure(figsize=(12,12))\n",
|
||
"sns.heatmap(correlation_matrix, cmap='Blues', annot=True, vmin=.0, vmax=1, cbar_kws={'label':'Correlation'})\n",
|
||
"plt.xlabel('Feature')\n",
|
||
"plt.ylabel('Feature')\n",
|
||
"plt.title('Correlation matrix')\n",
|
||
"plt.show()"
|
||
]
|
||
}
|
||
],
|
||
"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": "3.13.0"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 5
|
||
}
|