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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import seaborn as sns\n",
"\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.pipeline import Pipeline, FeatureUnion\n",
"from sklearn.feature_extraction.text import TfidfVectorizer\n",
"from sklearn.impute import SimpleImputer\n",
"from sklearn.svm import SVC\n",
"from sklearn.naive_bayes import MultinomialNB, BernoulliNB, ComplementNB\n",
"from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier, AdaBoostClassifier\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"from sklearn.neighbors import KNeighborsClassifier\n",
"\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\", category=DeprecationWarning) \n",
"warnings.filterwarnings(\"ignore\", category=FutureWarning) \n",
"from yellowbrick.classifier import DiscriminationThreshold\n",
"\n",
"import plotly.graph_objects as go\n",
"from plotly.subplots import make_subplots\n",
"\n",
"import plotly.io as pio\n",
"pio.renderers.default = \"notebook\"\n",
"\n",
"from Modules.Evaluation import *\n",
"from Modules.Transformers import *\n",
"from Modules.Hyperparameter import *\n",
"from Modules.Calibrate import *\n",
"from Modules.Threshold import *\n",
"from Modules.LearningCurve import *\n",
"from Modules.Builder import *\n",
"from Modules.Importance import *\n",
"from Modules.Graphs import *"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 1000 entries, 0 to 999\n",
"Data columns (total 26 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 BIO_AUT 1000 non-null bool \n",
" 1 BIO_FOL 1000 non-null int64 \n",
" 2 BIO_PER 1000 non-null bool \n",
" 3 BIO_PIC 1000 non-null int64 \n",
" 4 BIO_POL 1000 non-null bool \n",
" 5 COMMENT 1000 non-null object \n",
" 6 INTERACTION_COM 1000 non-null int64 \n",
" 7 INTERACTION_NEM 1000 non-null int64 \n",
" 8 INTERACTION_OEM 1000 non-null float64\n",
" 9 INTERACTION_PEM 1000 non-null int64 \n",
" 10 STATUS_EXT 1000 non-null float64\n",
" 11 STATUS_AVG 1000 non-null float64\n",
" 12 STATUS_COM 1000 non-null float64\n",
" 13 STATUS_EXT_PIC 1000 non-null float64\n",
" 14 STATUS_EXT_VID 1000 non-null float64\n",
" 15 STATUS_INT_PIC 1000 non-null float64\n",
" 16 STATUS_INT_VID 1000 non-null float64\n",
" 17 STATUS_NEM 1000 non-null float64\n",
" 18 STATUS_OEM 1000 non-null float64\n",
" 19 STATUS_OFF 1000 non-null float64\n",
" 20 STATUS_PEM 1000 non-null float64\n",
" 21 STATUS_POL 1000 non-null float64\n",
" 22 STATUS_REM 1000 non-null float64\n",
" 23 STATUS_SHA 1000 non-null float64\n",
" 24 STATUS_STD 1000 non-null float64\n",
" 25 TROLL 1000 non-null bool \n",
"dtypes: bool(4), float64(16), int64(5), object(1)\n",
"memory usage: 175.9+ KB\n"
]
}
],
"source": [
"df = pd.read_csv(\"./Datasets/Data.csv\", delimiter=\";\") # load data\n",
"df.info() "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Preparing data...\n",
"Preparation done.\n"
]
}
],
"source": [
"def __buildPreprocessor():\n",
" # load data\n",
" dfFreqWords = pd.read_csv(\"./Datasets/FreqWords.csv\")\n",
" dfBadPhrases = pd.read_csv(\"./Datasets/BadPhrases.csv\") \n",
" dfBadWords = pd.read_csv(\"./Datasets/BadWords.csv\") \n",
"\n",
" textCol = \"COMMENT\" # Comment column\n",
"\n",
" transformPipeline = Pipeline([ \n",
" (\"sentimental\", SentimentalTransformer(textCol)), \n",
" (\"text\", TextTransformer(textCol,dfFreqWords[\"word\"].to_list())),\n",
" (\"toxic\", ToxicTransformer(dfBadWords, dfBadPhrases, textCol)) \n",
" ])\n",
"\n",
" return transformPipeline\n",
"\n",
"def processComments(df): \n",
" transformer = __buildPreprocessor()\n",
" print(\"Preparing data...\")\n",
" newDf = transformer.fit_transform(df)\n",
" print(\"Preparation done.\")\n",
" newDf = newDf.rename({\"COMMENT\": 'PREPROCESSED_COMMENT'}, axis=1)\n",
" newDf[\"COMMENT\"] = df[\"COMMENT\"]\n",
" return newDf\n",
"\n",
"newDf = processComments(df)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def __createDesription(df,xName,label):\n",
" dfTemp = pd.DataFrame(index={xName})\n",
" dfTemp[\"Min\"] = [df[xName].min()]\n",
" dfTemp[\"Max\"] = [df[xName].max()]\n",
" dfTemp[\"Mean\"] = [df[xName].mean()]\n",
" dfTemp[\"Median\"] = [df[xName].median()]\n",
" dfTemp[\"Std\"] = [df[xName].std()]\n",
" header = pd.MultiIndex.from_product([[label],\n",
" [\"Min\",\"Max\",\"Mean\",\"Median\",\"Std\"]],\n",
" names=[\"Troll\",\"Descriptive Statistics\"])\n",
" dfTemp.columns = header\n",
" return dfTemp\n",
"\n",
"def descriptiveStatistics(df):\n",
" dfTroll = df[df[\"TROLL\"] == True]\n",
" dfUser = df[df[\"TROLL\"] == False]\n",
" numFilter = [\"int16\", \"int32\", \"int64\", \"float16\", \"float32\", \"float64\"]\n",
" numericalCol = df.select_dtypes(include=numFilter).columns.to_list() # Numeric columns\n",
" dfDescription = pd.DataFrame()\n",
" for column in numericalCol:\n",
" dfTrue = __createDesription(dfTroll,column,True)\n",
" dfFalse = __createDesription(dfUser,column,False)\n",
" dfTemp = pd.concat([dfTrue,dfFalse], axis=1)\n",
" dfDescription = dfDescription.append(dfTemp, ignore_index = False)\n",
" \n",
" return dfDescription "
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [],
"source": [
"def plotDistribution(df,xName,title,xlim=None,save=False):\n",
" sns.set(style=\"whitegrid\")\n",
" plt.figure(figsize=(12,8))\n",
"\n",
" plt.subplot(1,2,1)\n",
" sns.kdeplot(\n",
" data=df, x=xName, hue=\"TROLL\",\n",
" fill=True, common_norm=False, palette=\"viridis\",\n",
" alpha=.5, linewidth=0\n",
" ).set(xlim=(0,xlim))\n",
" plt.ylabel(\"Counts\", fontsize=14)\n",
" plt.xlabel(title, fontsize=14)\n",
" plt.title(\"Kernel Density Estimate\", fontsize=16)\n",
"\n",
" plt.subplot(1,2,2)\n",
" sns.violinplot(x=\"TROLL\",y=xName,data=df,inner=\"points\",palette=\"viridis\",)#.set(ylim=(0))\n",
" plt.ylabel(\"Distribution of \"+xName,fontsize=14)\n",
" plt.xlabel(\"Troll Label\",fontsize=14)\n",
" plt.title(\"Distribution Across Several Levels\", fontsize=16)\n",
"\n",
" if save == True:\n",
" plt.savefig(\"Distribution_\"+xName+\".png\",format='png',dpi=150)\n",
"\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"dfDescription = descriptiveStatistics(newDf) "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"dfDescription.to_csv(\"./Datasets/Description.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"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",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr>\n",
" <th>Troll</th>\n",
" <th colspan=\"5\" halign=\"left\">True</th>\n",
" <th colspan=\"5\" halign=\"left\">False</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Descriptive Statistics</th>\n",
" <th>Min</th>\n",
" <th>Max</th>\n",
" <th>Mean</th>\n",
" <th>Median</th>\n",
" <th>Std</th>\n",
" <th>Min</th>\n",
" <th>Max</th>\n",
" <th>Mean</th>\n",
" <th>Median</th>\n",
" <th>Std</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>BIO_FOL</th>\n",
" <td>0.00</td>\n",
" <td>30547.00</td>\n",
" <td>311.07</td>\n",
" <td>0.00</td>\n",
" <td>2418.00</td>\n",
" <td>0.0</td>\n",
" <td>248000.00</td>\n",
" <td>478.00</td>\n",
" <td>0.00</td>\n",
" <td>8968.79</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BIO_PIC</th>\n",
" <td>0.00</td>\n",
" <td>1047.00</td>\n",
" <td>27.41</td>\n",
" <td>4.00</td>\n",
" <td>90.36</td>\n",
" <td>0.0</td>\n",
" <td>1486.00</td>\n",
" <td>51.21</td>\n",
" <td>24.00</td>\n",
" <td>87.32</td>\n",
" </tr>\n",
" <tr>\n",
" <th>INTERACTION_COM</th>\n",
" <td>0.00</td>\n",
" <td>104.00</td>\n",
" <td>8.79</td>\n",
" <td>3.00</td>\n",
" <td>16.51</td>\n",
" <td>0.0</td>\n",
" <td>209.00</td>\n",
" <td>7.08</td>\n",
" <td>2.00</td>\n",
" <td>14.59</td>\n",
" </tr>\n",
" <tr>\n",
" <th>INTERACTION_NEM</th>\n",
" <td>0.00</td>\n",
" <td>12.00</td>\n",
" <td>0.56</td>\n",
" <td>0.00</td>\n",
" <td>1.66</td>\n",
" <td>0.0</td>\n",
" <td>11.00</td>\n",
" <td>0.26</td>\n",
" <td>0.00</td>\n",
" <td>0.94</td>\n",
" </tr>\n",
" <tr>\n",
" <th>INTERACTION_OEM</th>\n",
" <td>0.00</td>\n",
" <td>172.00</td>\n",
" <td>6.65</td>\n",
" <td>2.00</td>\n",
" <td>16.64</td>\n",
" <td>0.0</td>\n",
" <td>121.00</td>\n",
" <td>3.39</td>\n",
" <td>1.00</td>\n",
" <td>9.14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>INTERACTION_PEM</th>\n",
" <td>0.00</td>\n",
" <td>258.00</td>\n",
" <td>18.85</td>\n",
" <td>9.00</td>\n",
" <td>29.82</td>\n",
" <td>1.0</td>\n",
" <td>573.00</td>\n",
" <td>24.48</td>\n",
" <td>12.00</td>\n",
" <td>44.12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>STATUS_EXT</th>\n",
" <td>0.00</td>\n",
" <td>1.00</td>\n",
" <td>0.71</td>\n",
" <td>0.80</td>\n",
" <td>0.29</td>\n",
" <td>0.0</td>\n",
" <td>1.00</td>\n",
" <td>0.31</td>\n",
" <td>0.20</td>\n",
" <td>0.32</td>\n",
" </tr>\n",
" <tr>\n",
" <th>STATUS_AVG</th>\n",
" <td>0.00</td>\n",
" <td>10.00</td>\n",
" <td>3.34</td>\n",
" <td>2.50</td>\n",
" <td>3.27</td>\n",
" <td>0.0</td>\n",
" <td>10.00</td>\n",
" <td>0.43</td>\n",
" <td>0.02</td>\n",
" <td>1.36</td>\n",
" </tr>\n",
" <tr>\n",
" <th>STATUS_COM</th>\n",
" <td>0.00</td>\n",
" <td>64.20</td>\n",
" <td>0.91</td>\n",
" <td>0.10</td>\n",
" <td>5.09</td>\n",
" <td>0.0</td>\n",
" <td>35.80</td>\n",
" <td>0.92</td>\n",
" <td>0.20</td>\n",
" <td>2.44</td>\n",
" </tr>\n",
" <tr>\n",
" <th>STATUS_EXT_PIC</th>\n",
" <td>0.00</td>\n",
" <td>1.00</td>\n",
" <td>0.58</td>\n",
" <td>0.60</td>\n",
" <td>0.28</td>\n",
" <td>0.0</td>\n",
" <td>1.00</td>\n",
" <td>0.20</td>\n",
" <td>0.10</td>\n",
" <td>0.23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>STATUS_EXT_VID</th>\n",
" <td>0.00</td>\n",
" <td>1.00</td>\n",
" <td>0.13</td>\n",
" <td>0.10</td>\n",
" <td>0.18</td>\n",
" <td>0.0</td>\n",
" <td>0.80</td>\n",
" <td>0.10</td>\n",
" <td>0.00</td>\n",
" <td>0.15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>STATUS_INT_PIC</th>\n",
" <td>0.00</td>\n",
" <td>1.00</td>\n",
" <td>0.19</td>\n",
" <td>0.10</td>\n",
" <td>0.27</td>\n",
" <td>0.0</td>\n",
" <td>1.00</td>\n",
" <td>0.54</td>\n",
" <td>0.50</td>\n",
" <td>0.36</td>\n",
" </tr>\n",
" <tr>\n",
" <th>STATUS_INT_VID</th>\n",
" <td>0.00</td>\n",
" <td>0.40</td>\n",
" <td>0.01</td>\n",
" <td>0.00</td>\n",
" <td>0.04</td>\n",
" <td>0.0</td>\n",
" <td>1.00</td>\n",
" <td>0.01</td>\n",
" <td>0.00</td>\n",
" <td>0.07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>STATUS_NEM</th>\n",
" <td>0.00</td>\n",
" <td>2.70</td>\n",
" <td>0.09</td>\n",
" <td>0.00</td>\n",
" <td>0.34</td>\n",
" <td>0.0</td>\n",
" <td>2.50</td>\n",
" <td>0.04</td>\n",
" <td>0.00</td>\n",
" <td>0.21</td>\n",
" </tr>\n",
" <tr>\n",
" <th>STATUS_OEM</th>\n",
" <td>0.00</td>\n",
" <td>43.30</td>\n",
" <td>1.14</td>\n",
" <td>0.30</td>\n",
" <td>3.77</td>\n",
" <td>0.0</td>\n",
" <td>48.00</td>\n",
" <td>3.84</td>\n",
" <td>2.00</td>\n",
" <td>5.26</td>\n",
" </tr>\n",
" <tr>\n",
" <th>STATUS_OFF</th>\n",
" <td>0.00</td>\n",
" <td>0.20</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.02</td>\n",
" <td>0.0</td>\n",
" <td>0.70</td>\n",
" <td>0.05</td>\n",
" <td>0.00</td>\n",
" <td>0.11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>STATUS_PEM</th>\n",
" <td>0.00</td>\n",
" <td>137.20</td>\n",
" <td>3.13</td>\n",
" <td>0.70</td>\n",
" <td>11.50</td>\n",
" <td>0.0</td>\n",
" <td>293.50</td>\n",
" <td>18.48</td>\n",
" <td>10.10</td>\n",
" <td>23.29</td>\n",
" </tr>\n",
" <tr>\n",
" <th>STATUS_POL</th>\n",
" <td>0.20</td>\n",
" <td>1.00</td>\n",
" <td>0.87</td>\n",
" <td>0.90</td>\n",
" <td>0.16</td>\n",
" <td>0.0</td>\n",
" <td>1.00</td>\n",
" <td>0.20</td>\n",
" <td>0.10</td>\n",
" <td>0.22</td>\n",
" </tr>\n",
" <tr>\n",
" <th>STATUS_REM</th>\n",
" <td>0.00</td>\n",
" <td>0.50</td>\n",
" <td>0.04</td>\n",
" <td>0.00</td>\n",
" <td>0.09</td>\n",
" <td>0.0</td>\n",
" <td>0.50</td>\n",
" <td>0.03</td>\n",
" <td>0.00</td>\n",
" <td>0.07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>STATUS_SHA</th>\n",
" <td>0.00</td>\n",
" <td>28.70</td>\n",
" <td>0.68</td>\n",
" <td>0.10</td>\n",
" <td>2.96</td>\n",
" <td>0.0</td>\n",
" <td>150.20</td>\n",
" <td>0.78</td>\n",
" <td>0.20</td>\n",
" <td>5.30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>STATUS_STD</th>\n",
" <td>0.00</td>\n",
" <td>5.66</td>\n",
" <td>1.13</td>\n",
" <td>0.82</td>\n",
" <td>1.25</td>\n",
" <td>0.0</td>\n",
" <td>5.66</td>\n",
" <td>0.35</td>\n",
" <td>0.16</td>\n",
" <td>0.48</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SENT_UPPERCASE</th>\n",
" <td>0.00</td>\n",
" <td>26.00</td>\n",
" <td>1.28</td>\n",
" <td>0.00</td>\n",
" <td>3.70</td>\n",
" <td>0.0</td>\n",
" <td>18.00</td>\n",
" <td>0.75</td>\n",
" <td>0.00</td>\n",
" <td>1.54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SENT_DIGITS</th>\n",
" <td>0.00</td>\n",
" <td>8.00</td>\n",
" <td>0.29</td>\n",
" <td>0.00</td>\n",
" <td>1.17</td>\n",
" <td>0.0</td>\n",
" <td>27.00</td>\n",
" <td>0.33</td>\n",
" <td>0.00</td>\n",
" <td>1.50</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SENT_HASHTAGS</th>\n",
" <td>0.00</td>\n",
" <td>2.00</td>\n",
" <td>0.05</td>\n",
" <td>0.00</td>\n",
" <td>0.26</td>\n",
" <td>0.0</td>\n",
" <td>3.00</td>\n",
" <td>0.04</td>\n",
" <td>0.00</td>\n",
" <td>0.29</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SENT_SPECIAL_UNICODES</th>\n",
" <td>0.00</td>\n",
" <td>11.00</td>\n",
" <td>0.44</td>\n",
" <td>0.00</td>\n",
" <td>1.31</td>\n",
" <td>0.0</td>\n",
" <td>6.00</td>\n",
" <td>0.30</td>\n",
" <td>0.00</td>\n",
" <td>0.77</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SENT_EMOJIS</th>\n",
" <td>0.00</td>\n",
" <td>15.00</td>\n",
" <td>0.64</td>\n",
" <td>0.00</td>\n",
" <td>2.04</td>\n",
" <td>0.0</td>\n",
" <td>10.00</td>\n",
" <td>0.23</td>\n",
" <td>0.00</td>\n",
" <td>0.88</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SENT_URLS</th>\n",
" <td>0.00</td>\n",
" <td>1.00</td>\n",
" <td>0.01</td>\n",
" <td>0.00</td>\n",
" <td>0.08</td>\n",
" <td>0.0</td>\n",
" <td>1.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SENT_GIFS</th>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SENT_PICTURES</th>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SENT_NAMES</th>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TEXT_WORDS</th>\n",
" <td>3.00</td>\n",
" <td>231.00</td>\n",
" <td>22.78</td>\n",
" <td>16.00</td>\n",
" <td>23.48</td>\n",
" <td>1.0</td>\n",
" <td>177.00</td>\n",
" <td>27.64</td>\n",
" <td>21.00</td>\n",
" <td>22.29</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TEXT_AVG_WORD_LENGTH</th>\n",
" <td>1.86</td>\n",
" <td>10.00</td>\n",
" <td>4.00</td>\n",
" <td>4.00</td>\n",
" <td>0.80</td>\n",
" <td>1.5</td>\n",
" <td>7.00</td>\n",
" <td>3.98</td>\n",
" <td>3.93</td>\n",
" <td>0.65</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TEXT_STOPWORDS</th>\n",
" <td>0.00</td>\n",
" <td>75.00</td>\n",
" <td>7.59</td>\n",
" <td>5.00</td>\n",
" <td>9.05</td>\n",
" <td>0.0</td>\n",
" <td>76.00</td>\n",
" <td>10.45</td>\n",
" <td>8.00</td>\n",
" <td>9.63</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TEXT_FREQWORDS</th>\n",
" <td>0.00</td>\n",
" <td>10.00</td>\n",
" <td>1.37</td>\n",
" <td>1.00</td>\n",
" <td>1.90</td>\n",
" <td>0.0</td>\n",
" <td>15.00</td>\n",
" <td>1.86</td>\n",
" <td>1.00</td>\n",
" <td>2.07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TEXT_AVG_SENTENCE_LENGTH</th>\n",
" <td>3.00</td>\n",
" <td>77.00</td>\n",
" <td>13.73</td>\n",
" <td>10.00</td>\n",
" <td>11.58</td>\n",
" <td>1.0</td>\n",
" <td>102.00</td>\n",
" <td>13.69</td>\n",
" <td>11.50</td>\n",
" <td>8.90</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TEXT_VERBS</th>\n",
" <td>0.00</td>\n",
" <td>30.00</td>\n",
" <td>2.84</td>\n",
" <td>2.00</td>\n",
" <td>3.33</td>\n",
" <td>0.0</td>\n",
" <td>29.00</td>\n",
" <td>4.00</td>\n",
" <td>3.00</td>\n",
" <td>3.79</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TOXIC_WORDS</th>\n",
" <td>0.00</td>\n",
" <td>8.00</td>\n",
" <td>0.47</td>\n",
" <td>0.00</td>\n",
" <td>1.10</td>\n",
" <td>0.0</td>\n",
" <td>7.00</td>\n",
" <td>0.48</td>\n",
" <td>0.00</td>\n",
" <td>0.90</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TOXIC_PHRASES</th>\n",
" <td>0.00</td>\n",
" <td>1.00</td>\n",
" <td>0.01</td>\n",
" <td>0.00</td>\n",
" <td>0.08</td>\n",
" <td>0.0</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" <td>0.00</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"Troll True False \\\n",
"Descriptive Statistics Min Max Mean Median Std Min \n",
"BIO_FOL 0.00 30547.00 311.07 0.00 2418.00 0.0 \n",
"BIO_PIC 0.00 1047.00 27.41 4.00 90.36 0.0 \n",
"INTERACTION_COM 0.00 104.00 8.79 3.00 16.51 0.0 \n",
"INTERACTION_NEM 0.00 12.00 0.56 0.00 1.66 0.0 \n",
"INTERACTION_OEM 0.00 172.00 6.65 2.00 16.64 0.0 \n",
"INTERACTION_PEM 0.00 258.00 18.85 9.00 29.82 1.0 \n",
"STATUS_EXT 0.00 1.00 0.71 0.80 0.29 0.0 \n",
"STATUS_AVG 0.00 10.00 3.34 2.50 3.27 0.0 \n",
"STATUS_COM 0.00 64.20 0.91 0.10 5.09 0.0 \n",
"STATUS_EXT_PIC 0.00 1.00 0.58 0.60 0.28 0.0 \n",
"STATUS_EXT_VID 0.00 1.00 0.13 0.10 0.18 0.0 \n",
"STATUS_INT_PIC 0.00 1.00 0.19 0.10 0.27 0.0 \n",
"STATUS_INT_VID 0.00 0.40 0.01 0.00 0.04 0.0 \n",
"STATUS_NEM 0.00 2.70 0.09 0.00 0.34 0.0 \n",
"STATUS_OEM 0.00 43.30 1.14 0.30 3.77 0.0 \n",
"STATUS_OFF 0.00 0.20 0.00 0.00 0.02 0.0 \n",
"STATUS_PEM 0.00 137.20 3.13 0.70 11.50 0.0 \n",
"STATUS_POL 0.20 1.00 0.87 0.90 0.16 0.0 \n",
"STATUS_REM 0.00 0.50 0.04 0.00 0.09 0.0 \n",
"STATUS_SHA 0.00 28.70 0.68 0.10 2.96 0.0 \n",
"STATUS_STD 0.00 5.66 1.13 0.82 1.25 0.0 \n",
"SENT_UPPERCASE 0.00 26.00 1.28 0.00 3.70 0.0 \n",
"SENT_DIGITS 0.00 8.00 0.29 0.00 1.17 0.0 \n",
"SENT_HASHTAGS 0.00 2.00 0.05 0.00 0.26 0.0 \n",
"SENT_SPECIAL_UNICODES 0.00 11.00 0.44 0.00 1.31 0.0 \n",
"SENT_EMOJIS 0.00 15.00 0.64 0.00 2.04 0.0 \n",
"SENT_URLS 0.00 1.00 0.01 0.00 0.08 0.0 \n",
"SENT_GIFS 0.00 0.00 0.00 0.00 0.00 0.0 \n",
"SENT_PICTURES 0.00 0.00 0.00 0.00 0.00 0.0 \n",
"SENT_NAMES 0.00 0.00 0.00 0.00 0.00 0.0 \n",
"TEXT_WORDS 3.00 231.00 22.78 16.00 23.48 1.0 \n",
"TEXT_AVG_WORD_LENGTH 1.86 10.00 4.00 4.00 0.80 1.5 \n",
"TEXT_STOPWORDS 0.00 75.00 7.59 5.00 9.05 0.0 \n",
"TEXT_FREQWORDS 0.00 10.00 1.37 1.00 1.90 0.0 \n",
"TEXT_AVG_SENTENCE_LENGTH 3.00 77.00 13.73 10.00 11.58 1.0 \n",
"TEXT_VERBS 0.00 30.00 2.84 2.00 3.33 0.0 \n",
"TOXIC_WORDS 0.00 8.00 0.47 0.00 1.10 0.0 \n",
"TOXIC_PHRASES 0.00 1.00 0.01 0.00 0.08 0.0 \n",
"\n",
"Troll \n",
"Descriptive Statistics Max Mean Median Std \n",
"BIO_FOL 248000.00 478.00 0.00 8968.79 \n",
"BIO_PIC 1486.00 51.21 24.00 87.32 \n",
"INTERACTION_COM 209.00 7.08 2.00 14.59 \n",
"INTERACTION_NEM 11.00 0.26 0.00 0.94 \n",
"INTERACTION_OEM 121.00 3.39 1.00 9.14 \n",
"INTERACTION_PEM 573.00 24.48 12.00 44.12 \n",
"STATUS_EXT 1.00 0.31 0.20 0.32 \n",
"STATUS_AVG 10.00 0.43 0.02 1.36 \n",
"STATUS_COM 35.80 0.92 0.20 2.44 \n",
"STATUS_EXT_PIC 1.00 0.20 0.10 0.23 \n",
"STATUS_EXT_VID 0.80 0.10 0.00 0.15 \n",
"STATUS_INT_PIC 1.00 0.54 0.50 0.36 \n",
"STATUS_INT_VID 1.00 0.01 0.00 0.07 \n",
"STATUS_NEM 2.50 0.04 0.00 0.21 \n",
"STATUS_OEM 48.00 3.84 2.00 5.26 \n",
"STATUS_OFF 0.70 0.05 0.00 0.11 \n",
"STATUS_PEM 293.50 18.48 10.10 23.29 \n",
"STATUS_POL 1.00 0.20 0.10 0.22 \n",
"STATUS_REM 0.50 0.03 0.00 0.07 \n",
"STATUS_SHA 150.20 0.78 0.20 5.30 \n",
"STATUS_STD 5.66 0.35 0.16 0.48 \n",
"SENT_UPPERCASE 18.00 0.75 0.00 1.54 \n",
"SENT_DIGITS 27.00 0.33 0.00 1.50 \n",
"SENT_HASHTAGS 3.00 0.04 0.00 0.29 \n",
"SENT_SPECIAL_UNICODES 6.00 0.30 0.00 0.77 \n",
"SENT_EMOJIS 10.00 0.23 0.00 0.88 \n",
"SENT_URLS 1.00 0.00 0.00 0.03 \n",
"SENT_GIFS 0.00 0.00 0.00 0.00 \n",
"SENT_PICTURES 0.00 0.00 0.00 0.00 \n",
"SENT_NAMES 0.00 0.00 0.00 0.00 \n",
"TEXT_WORDS 177.00 27.64 21.00 22.29 \n",
"TEXT_AVG_WORD_LENGTH 7.00 3.98 3.93 0.65 \n",
"TEXT_STOPWORDS 76.00 10.45 8.00 9.63 \n",
"TEXT_FREQWORDS 15.00 1.86 1.00 2.07 \n",
"TEXT_AVG_SENTENCE_LENGTH 102.00 13.69 11.50 8.90 \n",
"TEXT_VERBS 29.00 4.00 3.00 3.79 \n",
"TOXIC_WORDS 7.00 0.48 0.00 0.90 \n",
"TOXIC_PHRASES 0.00 0.00 0.00 0.00 "
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dfDescription.round(2)"
]
},
{
"cell_type": "code",
"execution_count": 105,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x576 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plotDistribution(newDf,\"STATUS_AVG\",\"Mean of posts per day\",save=True)\n",
"plotDistribution(newDf,\"STATUS_POL\",\"Mean of politically related posts\",1,save=True)\n",
"plotDistribution(newDf,\"STATUS_EXT\",\"Mean of posts based on external content\",1,save=True)\n",
"plotDistribution(newDf,\"STATUS_EXT_PIC\",\"Mean of posts based on external content with picture\",1,save=True)\n",
"plotDistribution(newDf,\"STATUS_INT_PIC\",\"Mean of account posts with picture\",1,save=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"def displayAllPlot(df):\n",
" #Filter columns\n",
" numFilter = [\"int16\", \"int32\", \"int64\", \"float16\", \"float32\", \"float64\"]\n",
" numericalCol = df.select_dtypes(include=numFilter).columns.to_list() # Numeric columns\n",
"\n",
" for col in numericalCol:\n",
" plotDistribution(df,col,\" \")\n",
"\n",
"displayAllPlot(newDf)"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from collections import Counter\n",
"from nltk.corpus import stopwords\n",
"from wordcloud import WordCloud, STOPWORDS\n",
"\n",
"\n",
"def __wordCloudFunction(df,column,numWords):\n",
" topic_words = [ z.lower() for y in\n",
" [ x.split() for x in df[column] if isinstance(x, str)]\n",
" for z in y]\n",
" word_count_dict = dict(Counter(topic_words))\n",
" popular_words = sorted(word_count_dict, key = word_count_dict.get, reverse = True)\n",
" popular_words_nonstop = [w for w in popular_words if w not in stopwords.words(\"english\")]\n",
" word_string=str(popular_words_nonstop)\n",
" wordcloud = WordCloud(stopwords=STOPWORDS,\n",
" background_color='white',\n",
" max_words=numWords,\n",
" width=1000,height=1000,\n",
" ).generate(word_string)\n",
" plt.clf()\n",
" plt.imshow(wordcloud)\n",
" plt.axis('off')\n",
"\n",
"def __wordBarGraphFunction(df,column,title):\n",
" topic_words = [ z.lower() for y in\n",
" [ x.split() for x in df[column] if isinstance(x, str)]\n",
" for z in y]\n",
" word_count_dict = dict(Counter(topic_words))\n",
" popular_words = sorted(word_count_dict, key = word_count_dict.get, reverse = True)\n",
" popular_words_nonstop = [w for w in popular_words if w not in stopwords.words(\"english\")]\n",
" plt.barh(range(30), [word_count_dict[w] for w in reversed(popular_words_nonstop[0:30])])\n",
" plt.yticks([x + 0.5 for x in range(30)], reversed(popular_words_nonstop[0:30]))\n",
" plt.title(title)\n",
" \n",
"\n",
"def __plotWords(df,name,save):\n",
" print(\"\\n\"+name+\":\\n\")\n",
" plt.figure(figsize=(10,10))\n",
" __wordCloudFunction(df,\"PREPROCESSED_COMMENT\",30)\n",
" if save == True:\n",
" plt.savefig(\"WordCloud_\"+name+\".png\",format='png')\n",
" plt.show()\n",
"\n",
" plt.figure(figsize=(10,10))\n",
" __wordBarGraphFunction(df,\"PREPROCESSED_COMMENT\",\"Most Frequent Words By \"+name)\n",
" if save == True:\n",
" plt.savefig(\"WordBar_\"+name+\".png\",format='png')\n",
" plt.show()\n",
"\n",
"def plotWords(df,save=False):\n",
" dfTroll = df[df[\"TROLL\"] == True]\n",
" dfUser = df[df[\"TROLL\"] == False]\n",
"\n",
" __plotWords(dfTroll,\"Troll\",save)\n",
" __plotWords(dfUser,\"User\",save)"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Troll:\n",
"\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"User:\n",
"\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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OHj2q+++/X82aNdP06dM99z/yyCPav3+/unXrptzcXMXExCgyMlK33XabXn75ZS1evFh+fn4aN25cnv327t1bu3btUvv27VW1alXdddddkqSoqCj9+OOP6tmzp5xOp1q0aKFu3bpd8eNMWrdurf79+2vGjBmqXr26kSzUb8xaZWaZ/38KAADwPcmJ0WaPIJv7Ktcy09LSNHXqVM8vOljRn0uak5KOUOwAAIAhhS1213op9lJvIeObJwAAACziqpdiIyMjFRkZWRyzAAAAoBBYsQMAALAIih0AAIBFUOwAAAAsgmIHAABgERQ7AAAAi6DYAQAAWESxFbu0tDTFxsbm2x4dfekP84uKitLBgwev91gAAACWYfqKXVJSktkjAAAAWEKBviu2qJw6dUpPPvmkjh07pgYNGmjkyJG6++67tXPnTmVmZmrIkCH69ddfFRYWJofDIUlyOp0aP368tmzZIqfTqZiYGD3++ONKS0vTBx98oODgYO3evVu1a9fWxIkTFRgYaHi+GfFt8301BwAAQEFk5zgVGOBn6gzFumJ38OBBDR8+XMuWLVNWVpY++eQTz32TJ09WvXr1lJycrH/84x86fvy4JGnBggWSpCVLlmjhwoX67LPPtG3bNklSenq6RowYoZUrV+rw4cP66quvivN0oD++1w7XjtyMITdjyM0YcjOupGZndqmTinnF7r777tMdd9whSercubMWL17suW/Lli1KTEyUJDVq1EjVq1eXJG3evFk7duzQ119/LUk6d+6cdu7cqTvvvFO1atVS5cqVJUlhYWE6ffp0oebLyMgo1PNLqpL6Ai4scjOG3IwhN2PIzTiyM6awuRVrsfP3/9/h3G53nts2m01ut9tz28/vj9brdDo1ZMgQPfjgg5KkkydP6sYbb9S3336b57Lpxc83Ijw8nEuxAAAUI2+4fOkt7Ha7IiIirvo4h8Nx2cWoYi12drtdhw8fVuXKlbV06VK1aNFCq1atkiQ1bdpUSUlJqlOnjrZv365ffvlFktSkSRMtWLBAbdq0UXZ2tnr37q3Ro0dfl/n6jVmrzCznddk3AADILznx0p+OAWOK9T12d955p1577TV17txZlSpV0sMPP+y5b/DgwTpw4IA6duyoDz/80HMp9pFHHtEdd9yhbt26qXv37oqJiVFkZGRxjg0AAOATbO7CXr+0gD+XNCclHWHFDgCAYsSK3f9c66XYS72FzPTPsQMAAEDRoNgBAABYBMUOAADAIih2AAAAFkGxAwAAsAiKHQAAgEVQ7AAAACzC54pdbGys0tLSzB4DAADA6/hcsQMAAMClFfl3xaalpelf//qX/P39dfDgQTVo0EBjxozRihUrNHv2bLlcLtWvX18jR45UUFCQPv/8c02aNEkul0vVq1fX66+/rltuuUVRUVFq166dNm3aJEl66623VK9evTzHmj59ulauXCmn06nmzZtryJAhstlsRX1KAAAAPqHIi50kpaena+nSpapRo4aef/55zZw5Uxs2bNC8efMUFBSkxMREzZw5U7169dKIESP0ySefqFq1apoxY4Zef/11TZ48WZJUunRpLV26VKmpqRo6dKiSk5M9x/jyyy+VkZGhhQsXymazaciQIVq2bJmio41/NcmM+Lb5vpoDAABcP9k5TgUG+Jk9hmVcl2LXqFEj1axZU5IUHR2tQYMGKTQ0VD179pQk5eTkqF69etq+fbsaNGigatWqSZJ69eql6dOne/bz5+OjoqIUFxenkydPeu7bvHmztm/frpiYGEnShQsXVKVKlULNnZGRUajnAwAAFIbdbi/U869LsfPz+1/zdrvdcjqdat++vRISEiRJWVlZcjqd2rp1a57nud1u5ebm/m84//+N53K58uzX6XSqb9++euKJJyRJv//+e577jbjUl+niygr6hcXIi9yMITdjyM0YcjOO7IwpaG4Oh+Oyi1HX5Zcn7Ha7jh49KpfLpaVLl+q1117T2rVrdeLECbndbo0aNUqzZ8/WPffco++++04HDx6UJM2fP1+RkZGe/aSkpEiS1q5dq7CwMJUrV85zX5MmTZSUlKSsrCzl5ubqueee0+rVq6/H6eAKeOEaQ27GkJsx5GYMuV1edo7T7BFwGddlxa5ixYp69dVXdfToUd1///3q06ePSpcurb59+8rlcqlu3brq37+/goKC9Prrr2vgwIHKyclRlSpVNGbMGM9+vvnmGy1cuFA33HCDxo4dm+cYUVFR+vHHH9WzZ085nU61aNFC3bp1K9Tc/casVWYW/7ECAHAlyYnG38+O6+u6FLtbbrlFs2fPzrOtR48e6tGjR77HRkVFKSoq6pL7efnllz3vv/vTnDlzPD8PGDBAAwYMKIKJAQAAfB+fYwcAAGARRb5iFxkZmed9ckalpqYWwTQAAAAlByt2AAAAFkGxAwAAsAiKHQAAgEVQ7AAAACyCYgcAAGARFDsAAACL8Ppid+DAAb322mtmjwEAAOD1vL7YHT58WAcOHDB7DAAAAK9XJB9Q7Ha7NXHiRK1bt05+fn7q1auXWrZsqREjRigzM1OlS5dWfHy8GjRooLi4ODVu3FgxMTGSpNq1a2vnzp2aMmWKjh49qv379+vQoUPq0aOHnn32Wb355ps6ePCgRo8erXbt2mnChAlyuVwKCwuT3W7XzJkzVaNGDZ07d07t27fXmjVrFBQUZOg8ZsS3NfxcAABKiuwcpwID/MweA5dQJCt2q1at0jfffKPk5GR9+umnWrx4sZ555hnFxsYqOTlZw4YN0/PPP6/s7Owr7mfnzp2aOXOmPv30U02fPl2///67EhISFB4erpEjR0qS9u3bp9mzZ2vChAnq2rWrli1bJklas2aNWrduTTErZna73ewRfBK5GUNuxpCbMeR2eZQ671UkK3Zbt25V+/btFRgYqMDAQP33v/9VmzZt9OCDD0qS/va3v6lcuXLas2fPFfcTGRmpwMBAlS9fXiEhITpz5ky+x9SoUUM33XSTJCkmJkZPPPGEnn/+eS1ZskQvvfRSoc4jIyOjUM8vqfjDzxhyM4bcjCE3Y8jNOLIzprC5FUmx8/f3l81m89w+cOCA3G53nse43W45nU7ZbDbPfTk5OXke89fVtr8+7q+Cg4M9P1erVk1VqlTRmjVrdOLECd1zzz2FOo/w8HBW/K6R3W5XRESE2WP4HHIzhtyMITdjyM04sjOmoLk5HI7LLkYVyaXYRo0aac2aNcrJydH58+f1wgsvyGazac2aNZKkb7/9VsePH1etWrUUEhKin3/+WZK0bt26q+7bz89Pubm5l72/e/fuevPNN9WlS5eiOBVcI164xpCbMeRmDLkZY3Zu2TlOU48P31QkK3Zt27ZVRkaGYmJi5HK59NhjjykyMlKjRo3SlClTFBAQoClTpigwMFCPPvqoXnjhBXXu3FlNmjRRhQoVrrjvsLAwnTlzRkOGDNHDDz+c7/4HH3xQw4cPV3R0dKHPo9+YtcrM4oUEADBfcmLh/15DyWNzX+p6p49wu9368ssv9cknn2jatGmG9/PnkuakpCMUOwCAV/DlYselWGOu9VLspd5CViQrdmZ566239Pnnn+vDDz80exQAAADTef0HFF9JfHy81q1bpxo1apg9CgAAgOl8utgBAADgfyh2AAAAFkGxAwAAsAiKHQAAgEVQ7AAAACyCYgcAAGARFDsAAACLoNgBAABYhE9/80RaWpqmTp2qOXPmSJLi4uLUuHFjxcTEGNrfjPi2+b6aAwAAM2TnOBUY4Gf2GPAxrNihUOx2u9kj+CRyM4bcjCE3Y8zOjVIHI3x6xa6oZWRkmD2CTzL7Dz9fRW7GkJsx5GYMuRlHdsYUNjefLnY2m01ut9tzOycnp1D7Cw8P51IsAOCSuDRacHa7XREREWaP4XMKmpvD4bjsYpRPF7vQ0FAdOHBADodD58+fl91u1/333294f/3GrFVmlrMIJwQAWEVyYrTZIwBX5dPFrlatWmrVqpU6duyoqlWr8q8DAABQovl0sZOk119/3ewRAAAAvAK/FQsAAGARFDsAAACLoNgBAABYBMUOAADAIih2AAAAFkGxAwAAsAiKHQAAgEVct2J38OBBRUVFGX5+fHy8vv/++yKcCAAAwNq89gOKx4wZY/YIAAAAPqVIil1aWpqmTp2qOXPmSJLi4uLUuHFjz/2rV6/W+++/r48++kjjx49XZmam9u/fryFDhsjhcGjWrFm6cOGCsrOz9dZbb+nee+9VbGysBg4cKEn64IMPFBwcrN27d6t27dqaOHGiAgMDtXTpUs2ePVsul0v169fXyJEjFRQUVBSnBAAA4HOu+4rdV199pffff1//93//p5tvvlmSFBISomnTpsnlcumJJ57QtGnTdPPNN2vhwoWaPn26pk2blmcf6enpWrlypSpWrKiePXvqq6++UvXq1bVgwQLNmzdPQUFBSkxM1MyZMzVgwADDs86Ib0sxBABcUnaOU4EBfmaPAVzRdS12p06d0qBBgzRo0CDdcsstnu0NGjSQJJUqVUrvv/++UlNTtXfvXm3ZskWlSuV/21+tWrVUuXJlSVJYWJhOnz6tw4cPa//+/erZs6ckKScnR/Xq1SvUvBkZGYV6PgAA+IPdbjd7BJ9U2NyKpNjZbDa53W7P7ZycHM/2999/X6+88oo6duyoSpUqSZKCg4MlSVlZWXr44YfVpUsXNWrUSLVr19bcuXPz7f+vq2h/HsvpdKp9+/ZKSEjw7MvpdBbqPMLDw1mxu0Z2u10RERFmj+FzyM0YcjOG3IwhN+PIzpiC5uZwOC67GFUkvxUbGhqqAwcOyOFwKDMz09M2Q0JC1LRpUz366KN688038z1v3759stlseuaZZxQZGam1a9cWuJz9+fgTJ07I7XZr1KhRmj17dlGcDq4BL1xjyM0YcjPGl3LLzincP9CBkq5IVuxq1aqlVq1aqWPHjqpatWq+P0T69++vLl26aN26dXm216lTR3Xr1lX79u1ls9nUvHnzAi9B1qlTRwMHDlTfvn3lcrlUt25d9e/fv1Dn0W/MWmVm8YcKAJglOTHa7BEAn2Zz//Uaagn155LmpKQjFDsAMJE3FTsuJxpHdsZc66XYS72FjG+eAAAAsAiKHQAAgEVQ7AAAACyCYgcAAGARFDsAAACLoNgBAABYBMUOAADAIih2AAAAFmGZYhcbG2v2CAAAAKayTLHbsmWL2SMAAACYqki+K7Y4paWl6YMPPlBwcLB2796t2rVr6+abb5Yk9ejRQ59++qnhfc+Ib5vvqzkAAMUnO8epwAA/s8cAfJZPrtilp6drxIgRWrlypQ4fPqyWLVtKUqFKHYyx2+1mj+CTyM0YcjPGl3Kj1AGF43MrdpJUq1YtVa5cWZIUFham06dPF8l+MzIyimQ/JY0v/aXhTcjNGHIzhtyMITfjyM6Ywubmk8Xur5dLbTab3G53kew3PDycS7EAcJGSennUbrcrIiLC7DF8EtkZU9DcHA7HZRejfLLYXYqfn59yc3Pl72/8lPqNWavMLGcRTgUAvi85MdrsEQAUkE++x+5S/v73vys6OloOh8PsUQAAAEzhcyt2kZGRioyM9NweO3asJCkmJsaskQAAALyCZVbsAAAASjqKHQAAgEVQ7AAAACyCYgcAAGARFDsAAACLoNgBAABYBMUOAADAIq57sTtz5oyee+65630YAACAEu+6F7vTp09rx44d1/swAAAAJd51/+aJN998U8eOHdNzzz2n3bt3KzQ0VMHBwercubO2bNni+eaI2NhYDRw4UJI0bdo0BQQE6ODBg4qKilLp0qW1bt06SdL06dN1yy23qGnTpmrbtq3S09N14403auLEiapWrdr1Ph0AAACvdd2LXUJCgh577DENGzZMf//73zVjxgxVq1ZNixcvvuxzvvvuO6WkpCgkJETNmjXT0KFDtXjxYg0bNkwpKSnq27evTp48qYYNG+r111/XnDlz9Oabb2ratGmFmnVGfFsFBQUVah8AYDXZOU4FBviZPQaAAijW74otX758gVbV7rrrLt16662SpNDQUDVt2lSSVKVKFf3++++SpKCgIHXt2lWS1K1bN73zzjuFni8jI6PQ+wAAWIfdbjd7BJ9FdsYUNrdiLXbBwcGen202m9xut+d2Tk6O5+eAgIA8z/Pzy/8vxVKlSslms0mSXC7XJR9zrcLDw1mxu0Z2u10RERFmj+FzyM0YcjOG3IwhN+PIzpiC5uZwOC67GHXdf3nC399fubm5+baHhoZq9+7dcrvdOnDggHbu3HlN+z1//rxSU1MlSYsXL1bLli2LZF5cG164xpCbMeRmTJ269c0eAUAxue4rduXLl1eVKlU0bNiwPNubNWumRYsWqV27dqpRo4ahP7BXrVqld999VxUrVtS4ceMKPWu/MWuVmeUs9H4AwJskJ0abPQKAYnLdi11AQIDmzZuXb3tgYKCmTJlyyedERkZ6fv5zVU6SBg0alOdx48ePL6IpAQAAfB/fPAEAAGARPlvsrvU9eQAAAFbns8UOAAAAeVHsAAAALIJiBwAAYBEUOwAAAIug2AEAAFgExQ4AAMAiLFPs0tLSFBsba/YYAAAAprFMsQMAACjprvtXil1KWlqaPvjgAwUHB2v37t2qXbu2Jk6cqBUrVmj27NlyuVyqX7++Ro4cqaCgIH355ZeaPHmycnNzVa1aNb3xxhsKDQ3VV199pbfffltBQUGqUaNGoeeaEd9WQUFBRXCGAOA9ss5d0I2lg80eA0AxMG3FLj09XSNGjNDKlSt1+PBhffLJJ1qwYIHmzZunpKQklS9fXjNnztTJkyeVmJiomTNnaunSpWrevLkmTpyo7OxsxcXFafLkyVq8eLGCg/lDywx2u93sEXwSuRlDbsb8uOP/mT0CgGJiyoqdJNWqVUuVK1eWJIWFhenMmTPav3+/evbsKUnKyclRvXr19N133+nIkSN67LHHJEkul0vlypXTzp07VbFiRYWFhUmSunXrpvfee69QM2VkZBTq+SUVf9kaQ27GkJsx5GYMuRlHdsYUNjfTit1fL3nabDbddNNNat++vRISEiRJWVlZcjqd2rJli+69915NmzZNkuRwOJSVlaXDhw/L7XZ79uHn51fomcLDw7kUe43sdrsiIiLMHsPnkJsx5GYMuRlDbsaRnTEFzc3hcFx2Mcqrfnli7dq1OnHihNxut0aNGqXZs2frnnvu0bfffqu9e/dKkv71r39p/Pjxql27to4fP64ff/xRkpSSkmLm6CUWL1xjyM2Ykpxbdo7T7BEA+ADTVuwudtNNN2ngwIHq27evXC6X6tatq/79+ysoKEhvvfWWXnjhBblcLlWqVEkTJkxQQECA3nnnHQ0ZMkT+/v6qV69eoWfoN2atMrP4wxOA90lOjDZ7BAA+wJRiFxkZqcjISM/tsWPHen7u0aNHvsdHRUUpKioq3/ZGjRopOTn5+gwJAADgY7zqUiwAAACMo9gBAABYBMUOAADAIih2AAAAFkGxAwAAsAiKHQAAgEVQ7AAAACyCYgcAAGARXlHsoqP5RHUAAIDC8opil5SUZPYIAAAAPu+qXymWm5urUaNGadeuXTp+/Lhq166tl19+WS+99JJq1qypn3/+WfXq1VPDhg21ZMkSnT59Wu+//77CwsK0fft2vf3227pw4YJCQ0M1evRoVa9eXbGxsSpXrpx27dqlSZMmqWvXrtq5c6cyMzMVHx+vPXv2KDAwUHFxcWratKn+85//KCkpSefPn1dAQIASExNVs2ZNRUVFqUuXLvrqq690/vx5jRs3TuHh4YbDmBHfVkFBQYafDwDXS3aOU4EBfmaPAcDLXXXFLj09XQEBAZo/f77Wrl2rM2fO6IsvvtDOnTv11FNPKSkpSd98840OHTqk+fPnq1OnTpo/f76ys7OVkJCgxMRELVmyRE888YSGDx/u2W/t2rW1evVq1a1b17Ptvffe02233aaVK1dq/PjxmjRpks6ePat169Zpzpw5Wr58uVq3bq25c+d6nhMSEqKFCxfqkUce0QcffFDE8eBq7Ha72SP4JHIzpiTnRqkDUBBXXbFr1KiRQkJCNHfuXO3Zs0f79u3TuXPndMstt6hevXqSpMqVK6tp06aSpCpVqujgwYPat2+fDhw4oGeffdazr7Nnz3p+btCgQb5jbd26VRMnTpT0R/GbP3++JCkxMVEpKSnat2+fNmzYkKcMtmjRQpJUq1YtrVmz5poD+KuMjIxCPb+kKsl/2RYGuRlDbsaQmzHkZhzZGVPY3K5a7D777DNNnjxZjz32mGJiYnTq1ClVqVJFgYGBeR7n55f3X5Mul0vVqlXzvH/O6XTq+PHjnvuDg4PzD+PvL5vN5rm9e/duBQcHq2/fvurTp49atmypW265RTt27PA85s9Lp399nlHh4eFcigXgFYry0qvdbldERESR7KskITfjyM6YgubmcDguuxh11WK3efNmtW/fXt27d9eBAweUlpbmWZ27kpo1a+r06dPatm2b7rvvPi1atEjJycmaM2fOZZ9z3333KSUlRbVr19bu3bv11FNPaejQobr99tv1+OOP68KFC5o8ebIqV6581eMb0W/MWmVmOa/LvgHgWiQn8mkBAK7dVYtdjx499MorryglJUUBAQG69957lZaWdtUdBwYG6r333tOYMWPkcDhUpkwZjRs37orPGTx4sBISEtSlSxf5+/tr/Pjxqlu3rubNm6cOHTrI7XarUaNG2rVrV8HPEAAAoISwud1ut9lDmO3PJc1JSUdYsQPgFYpyxY7LYsaQm3FkZ8y1Xoq91FvIvOJz7AAAAFB4FDsAAACLoNgBAABYBMUOAADAIih2AAAAFkGxAwAAsAiKHQAAgEX4RLEbNmyYDh06JEl66qmndPToUZMnAgAA8D4+UezS0tL05+cof/jhh6pUqZLJEwEAAHifq36l2PWQlpamf/3rX/L399fBgwfVoEEDPfvss+rXr59SU1MlSVOmTJEkBQUF6dixY+rfv7/mzp2r7t276+OPP9aWLVu0YcMGnT59WgcOHND999+vUaNGFWquGfFt832CMwCYITvHqcAAP7PHAOBjTFuxS09PV3x8vFatWiWHw6Evvvjiko/r37+/KlasqOnTpys0NDTfPiZPnqxly5bp888/186dO4tjdPyF3W43ewSfRG7GlKTcKHUAjDBlxU6SGjVqpJo1a0qSoqOjtWDBgmveR8OGDVWmTBlJUvXq1XX69OlCzZSRkVGo55dUJekv26JEbsaQmzHkZgy5GUd2xhQ2N9OKnZ/f//416na7de7cOc/76CQpNzdX/v5XHu+vl01tNlue5xtxqS/TxZXxRc/GkJsx5GYMuRlDbsaRnTEFzc3hcFx2Mcq0S7F2u11Hjx6Vy+XS0qVL9cADDygzM1MnT55Udna2NmzY4Hmsn5+fnE6nWaPiCnjhGkNuxpSk3LJz+DMPwLUzbcWuYsWKevXVV3X06FHdf//96tOnj86ePauHH35YlStX1t133+15bOvWrdW/f3/NmDHjus7Ub8xaZWbxhykA8yUnRps9AgAfZFqxu+WWWzR79uw825577jk999xz+R4bHx+v+Ph4SfL81my1atUUExPjecycOXOu47QAAADezyc+xw4AAABXZ8qKXWRkpCIjI804NAAAgGWxYgcAAGARFDsAAACLoNgBAABYBMUOAADAIih2AAAAFkGxAwAAsAifK3bvvfeePvvsM7PHAAAA8DqmffOEUc8//7zZIwAAAHil617s0tLSNGHCBLlcLtWqVUvVqlXToEGDJElRUVH6+OOPdfbsWY0YMUK5ubkKCgrS22+/rapVq+q1117Trl27JEm9e/dWz549FRcXp8aNGysmJkbvvvuuNm/erNOnT6tixYp69913dcsttxiedUZ8WwUFBRXJeQNAYWTnOBUY4Gf2GAB8TLFcit23b59mz56tatWqXfL+2bNn64knntDixYvVs2dPffvtt0pPT9fp06e1dOlSffDBB9q2bVue5+zfv1979uzRvHnztHr1at16661atmxZcZwO/sJut5s9gk8iN2NKUm6UOgBGFMul2Bo1auimm2667P2tWrXS66+/rg0bNigqKkpt2rTR77//rr179+rJJ59Uy5Yt9eqrr+Z5zu23366hQ4fq008/1d69e/Xtt9/qtttuK9ScGRkZhXp+SVWS/rItSuRmDLkZQ27GkJtxZGdMYXMrlmIXHBwsSbLZbHK5XJ7tOTk5kqR27dqpYcOG+vzzz/XRRx9p/fr1evPNN5WSkqKNGzfqiy++ULdu3ZSSkuJ5bkZGhl5++WU9/vjjeuihh1SqVCm53e5CzRkeHs6lWADFojgvtdrtdkVERBTLsayE3IwjO2MKmpvD4bjsYlSx/vJEaGio0tLSJEnbt2/Xb7/9Jkl64YUX1KlTJz3yyCMKCwvT22+/rc8++0zLli3TpEmT1KJFC23evFlHjhzx7Gvr1q1q3LixHn30UZ06dUrr16/Xgw8+WKj5+o1Zq8wsZ6H2AQAFkZwYbfYIACyoWItdhw4dtHr1anXo0EH169dXvXr1JEnPPPOM4uPj9f777ysgIECjRo1S3bp1tWbNGnXs2FFBQUHq0qWLateunWdfAwcOVOfOnSX9sdp28ODB4jwdAAAAr3Ldi11kZKQiIyMl/bFi9/HHH1/ycYsWLcq3bdy4cfm2jR071vPzp59+WkRTAgAA+D6f+4BiAAAAXBrFDgAAwCIodgAAABZBsQMAALAIih0AAIBFUOwAAAAsgmIHAABgET5X7P76IcV/FRUVxQcUAwCAEs3nih0AAAAu7boXu86dO2v37t2SpJdfflkjR46UJKWnp6t///6aNm2aOnTooM6dO2vs2LFyOp06ePCgoqKiPPuYMmWKpkyZkme/mZmZeuqpp9S5c2e98MILcjgc1/tUAAAAvNp1/0qxVq1aafPmzQoLC9NPP/3k2b5hwwa1bt1aS5cu1aJFixQQEKBBgwZp3rx5atWq1VX3O3nyZNWrV08ffvihtm7dqpUrVxZ61hnxbRUUFFTo/QDA1WTnOBUY4Gf2GAAspliK3UcffaQmTZrozjvv1J49e3TixAl9+eWXqlWrljp27KgbbrhBktS9e3ctXbq0QMVuy5YtSkxMlCQ1atRI1atXL/SsGRkZhd4HAHgju91u9gg+idyMIztjCpvbdS92DRs2VFxcnDZt2qTGjRurfPnyWrVqlXJzc1W2bNl8j8/NzZXNZpPb7c6zzd8/76gXP8bPr/D/8g0PD2fF7hrZ7XZFRESYPYbPITdjyM0YcjOG3IwjO2MKmpvD4bjsYtR1f4+dv7+/GjRooDlz5qhx48Zq0qSJpk2bplatWqlJkyZKSUnRhQsXlJubq0WLFqlJkyYqW7asMjMzdfLkSWVnZ2vDhg359tu0aVMlJSVJkrZv365ffvnlep8KLoEXrjHkZow355ad4zR7BAC4/it20h+XY7du3aqwsDBVqFBBJ06cUOvWrdWwYUPt2LFD3bt3V25urpo3b64+ffrI399f/fr108MPP6zKlSvr7rvvzrfPwYMHKy4uTh07dlTNmjWL5FJsvzFrlZnFH84Arl1yYrTZIwCAbO6/Xs8sof5c0pyUdIRiB8AQby52XBYzhtyMIztjrvVS7KXeQsbn2AEAAFgExQ4AAMAiKHYAAAAWQbEDAACwCIodAACARVDsAAAALIJiBwAAYBEUOwAAAIvwymKXlpam2NhYxcfH6/vvv/fcBgAAwOV5ZbH705gxYy75dWIAAADIr1i+K9ao2NhYDRw4MM+22bNna926dZo+fbqOHTumUaNGKTMzU8HBwRo+fLjq1atn+Hgz4tvm+2oOACiI7BynAgP8zB4DQAnn1St2F1u8eLHWrFmjadOm6YYbbtDQoUM1ZMgQLVmyRG+88YZefPFFs0cscex2u9kj+CRyM8abc6PUAfAGNrfb7TZ7iIulpaVp6tSpkuRZsRs8eLDOnj2rd955Rw899JCysrIUGRmpsLAwz/NOnjypZcuWKTQ09JqO9+eX6QIAAPiK8PDwfFcavfpS7F/deOONevvttzVmzBi1aNFCLpdLgYGBSkpK8jzm119/VUhIiOFjXCogAJB8+1Kr3W5XRESE2WP4HHIzjuyMKWhuV1qQ8pliV7VqVUVFRWnt2rWaPHmy4uLidMcddygpKUnR0dHauHGjRowYoXXr1hk+Rr8xa5WZ5SzCqQFYRXJitNkjAMBV+Uyx+9Orr76qTp06qXPnzpowYYJGjRqlGTNmKCAgQO+++65sNpvZIwIAAJjCK4tdZGSkIiMj822TpNDQUG3cuNGzfc6cOcU6GwAAgLfyqd+KBQAAwOVR7AAAACyCYgcAAGARFDsAAACLoNgBAABYBMUOAADAIih2AAAAFuG1xe77779XfHy82WMAAAD4DK/8gGJJuvvuu3X33XebPQYAAIDP8NoVu7S0NMXGxmrv3r2KjY1V586d1atXL23fvl2SdPz4cQ0YMEAxMTHq3r27Nm3aZPLEAAAA5vLaFbs/DRkyRP3799eDDz6ob7/9Vs8//7xWr16tMWPGqHv37vr73/+uY8eOqXfv3lq6dKnKlClj+Fgz4tsqKCioCKcHYBXZOU4FBviZPQYAXJFXF7usrCwdPHhQDz74oCTpb3/7m8qVK6c9e/Zo06ZN2rNnjyZPnixJys3N1YEDB1S3bl3Dx8vIyCiSuQHA29jtdrNH8EnkZhzZGVPY3Ly62Lnd7ktuczqdcrlcmj17tkJCQiRJx44dU/ny5Qt1vPDwcFbsrpHdbldERITZY/gccjOG3IwhN2PIzTiyM6aguTkcjssuRnnte+wkqUyZMqpWrZrWrFkjSfr22291/Phx1apVS02aNNF///tfSdLPP/+szp076/z582aOWyLxwjWG3Iy53rll5ziv6/4B4Hrz6hU7SZowYYJGjRqlKVOmKCAgQFOmTFFgYKASEhI0YsQIde7cWZI0fvz4Qr2/TpL6jVmrzCz+YAdKquTEaLNHAIBC8dpid+bMGZUuXVphYWGaM2dOvvsrVaqkDz74wITJAAAAvJNXXopdsWKFRo4cqS5dupg9CgAAgM/wyhW7Dh06qEOHDmaPAQAA4FO8csUOAAAA145iBwAAYBEUOwAAAIug2AEAAFgExQ4AAMAiKHYAAAAW4VPFbvHixYqLi8u3PS0tTbGxsSZMBAAA4D18qtgBAADg8ortA4o7d+6sSZMmKSwsTC+//LLKlCmj0aNHKz09Xf/+97917733atmyZfLz89P999+vIUOG6MiRI+rXr59CQ0MVHBzs+V5YSfrqq6/09ttvKygoSDVq1CiSGWfEt1VQUFCR7AuA78nOcSowwM/sMQDAsGJbsWvVqpU2b94sSfrpp5/0zTffSJI2bNig1q1bKzU1VYsWLdKSJUu0f/9+zZs3T5K0d+9eTZgwQbNmzfLsKzs7W3FxcZo8ebIWL16s4ODg4joNXMRut5s9gk8iN2Oud26UOgC+rthW7Fq1aqWPPvpITZo00Z133qk9e/boxIkT+vLLL1WrVi117NhRN9xwgySpe/fuWrp0qVq1aqXy5curWrVqefa1c+dOVaxYUWFhYZKkbt266b333iv0jBkZGYXeR0lESTGG3IwhN2PIzRhyM47sjClsbsVW7Bo2bKi4uDht2rRJjRs3Vvny5bVq1Srl5uaqbNmy+R6fm5srSZdcjbPZbHK73Z7bfn5F86/s8PBwLsVeI7vdroiICLPH8DnkZgy5GUNuxpCbcWRnTEFzczgcl12MKrZLsf7+/mrQoIHmzJmjxo0bq0mTJpo2bZpatWqlJk2aKCUlRRcuXFBubq4WLVqkJk2aXHZftWvX1vHjx/Xjjz9KklJSUorrNHARXrjGkFvBZOc4zR4BAHxKsa3YSX9cjt26davCwsJUoUIFnThxQq1bt1bDhg21Y8cOde/eXbm5uWrevLn69OmjX3/99ZL7CQgI0DvvvKMhQ4bI399f9erVK5L5+o1Zq8ws/iIBvEVyYrTZIwCATynWYte1a1d17dpVklS2bFn98MMPnvsGDBigAQMG5Hl8tWrVlJqa6rkdExOjmJgYSVKjRo2UnJx8/YcGAADwEXyOHQAAgEVQ7AAAACyCYgcAAGARFDsAAACLoNgBAABYBMUOAADAIih2AAAAFkGxAwAAsAjLFLthw4bp0KFDZo8BAABgGssUu7S0NLndbrPHAAAAME2xfqXYtUpMTNTq1asVGhqqChUqKCoqSqVKldLs2bPlcrlUv359jRw5UrNnz9axY8fUv39/zZ07V6GhoYaONyO+rYKCgor4LAAYlZ3jVGCAn9ljAIDP8NoVu9TUVNntdi1fvlzTp0/XDz/8oPPnz2vBggWaN2+ekpKSVL58ec2cOVP9+/dXxYoVNX36dMOlDsbY7XazR/BJ5FYwlDoAuDZeu2K3adMmtW/fXoGBgQoMDNQDDzwgt9ut/fv3q2fPnpKknJwc1atXr8iOmZGRUWT7KkkoKcaQmzHkZgy5GUNuxpGdMYXNzWuLXalSpeRyufJsczqdat++vRISEiRJWVlZcjqdRXbM8PBwLsUCRawoL6fa7XZFREQUyb5KEnIzhtyMIztjCpqbw+G47GKU1xa7Zs2a6cMPP9Sjjz6q7OxsrV+/Xl26dNHatWv17LPP6uabb9aoUaN02223adCgQfLz8yt0yes3Zq0ys4quKAKQkhOjzR4BAEoMry12rVu3Vnp6urp166Zy5cqpYsWKqlmzpgYOHKi+ffvK5XKpbt266t+/v+fx/fv314wZM1S9enWTpwcAACh+Xlvs0tPTdccddyglJUU5OTnq1auXatasqTp16qhHjx75Hh8fH6/4+HgTJgUAAPAOXlvsatSooalTp2rWrFlyu93q2rWr6tSpY/ZYAAAAXstri11ISIhmzpxp9hgAAAA+w2s/xw4AAADXhmIHAABgERQ7AAAAi6DYAQAAWATFDgAAwCIodgAAABZBsQMAALAIr/scu2nTpmnZsmXy8/PT/fffr969e2vw4MGqVauWduzYofLly+u9995TSEiIvvzyS02ePFm5ubmqVq2a3njjDYWGhpp9CgAAAKbwqmL3xRdfKDU1VYsWLVJAQIAGDRqkDRs26Mcff9Rbb72levXqadCgQUpOTlbHjh2VmJiojz/+WOXKldO8efM0ceJEjRkzxvDxZ8S3VVBQUBGeEYDsHKcCA/zMHgMASgSvKnZff/21OnbsqBtuuEGS1L17dy1dulTly5dXvXr1JEm1atXS6dOn9d133+nIkSN67LHHJEkul0vlypUr1PEzMjIKdwIArju73W72CD6J3IwhN+PIzpjC5uZVxc7lcuXblpubm2cVzWazye12y+l06t5779W0adMkSQ6HQ1lZWYU6fnh4OCt218hutysiIsLsMXwOuRlDbsaQmzHkZhzZGVPQ3BwOx2UXo7zqlyeaNGmilJQUXbhwQbm5uVq0aJGaNGlyycfec889+vbbb7V3715J0r/+9S+NHz++OMeFxAvXIF/OLTvHafYIAIDL8KoVuzZt2mjHjh3q3r27cnNz1bx5c7Vp00Yff/xxvsdWqFBBb731ll544QW5XC5VqlRJEyZMKNTx+41Zq8ws/tICriQ5MdrsEQAAl+FVxU6SBgwYoAEDBuTZlpqa6vl50KBBnp+joqIUFRVVbLMBAAB4M6+6FAsAAADjKHYAAAAWQbEDAACwCIodAACARVDsAAAALIJiBwAAYBEUOwAAAIug2AEAAFiEzxS7tLQ0xcbGXvb+zz//XLNmzSrGiQAAALyL133zhFGX+zJcAACAksLnit3+/fs1atQoZWZmKjg4WMOHD1dgYKDmzZsnSapSpYq6d+9uaN8z4tsqKCioKMcFLCc7x6nAAD+zxwAAXILPFbuhQ4dqxIgRqlevnn7++Wc999xzWr16tR555BFJMlzqYIzdbldERITZY/gcX86NUgcA3sunil1WVpZ++uknDRs2zLPt3LlzOnXqVJHsn8u5xtjtdrNH8EnkZgy5GUNuxpCbcWRnTGFz86li53K5FBgYqKSkJM+2X3/9VSEhIUWy//DwcC7FAldh5qVYX17pNBO5GUNuxpGdMQXNzeFwXHYxyqeK3U033aQ77rhDSUlJio6O1saNGzVixAitW7dOfn5+cjgchdp/vzFrlZnlLKJpAWtKTow2ewQAwGX4zMed/GnChAlauHChOnfurMTERL377ruy2Wxq1KiRkpOTNWfOHLNHBAAAMIXPrNhFRkYqMjJSki5Z3ho1aqTU1NTiHgsAAMBr+NyKHQAAAC6NYgcAAGARFDsAAACLoNgBAABYBMUOAADAIih2AAAAFkGxAwAAsAivLnbR0XzCPQAAQEF5dbH763fCAgAA4MoMf/NEbm6uRo0apV27dun48eOqXbu2Xn75Zb300kuqWbOmfv75Z9WrV08NGzbUkiVLdPr0ab3//vsKCwvT9u3b9fbbb+vChQsKDQ3V6NGjVb16dcXGxqpcuXLatWuXJk2apK5du2rnzp3KzMxUfHy89uzZo8DAQMXFxalp06b6z3/+o6SkJJ0/f14BAQFKTExUzZo1izIfAAAAn2G42KWnpysgIEDz58+Xy+VS37599cUXX2jnzp16++23VadOHT300EOqWLGi5s+fr6lTp2r+/Pl65ZVXlJCQoGnTpqlKlSrasGGDhg8fro8++kiSVLt2bU2dOjXPsd577z3ddtttev/997Vz506NGDFCd999t9atW6c5c+YoODhY7733nubOnavhw4cbDmNGfFsFBQUZfj5QEmTnOBUY4Gf2GACASzBc7Bo1aqSQkBDNnTtXe/bs0b59+3Tu3DndcsstqlevniSpcuXKatq0qSSpSpUqOnjwoPbt26cDBw7o2Wef9ezr7Nmznp8bNGiQ71hbt27VxIkTJf1R/ObPny9JSkxMVEpKivbt26cNGzaobt26Rk9HkpSRkVGo5wO4/ux2u9kj+CRyM4bcjCM7Ywqbm+Fi99lnn2ny5Ml67LHHFBMTo1OnTqlKlSoKDAzM8zg/v7z/sne5XKpWrZrn/XNOp1PHjx/33B8cHJx/SH9/2Ww2z+3du3crODhYffv2VZ8+fdSyZUvdcsst2rFjh9HTkSSFh4ezYneN7Ha7IiIizB7D55CbMeRmDLkZQ27GkZ0xBc3N4XBcdjHK8C9PbN68We3bt1f37t1VtmxZpaWlyel0XvV5NWvW1OnTp7Vt2zZJ0qJFi/TKK69c8Tn33XefUlJSJP1R6p566illZGTo9ttv1+OPP+65LFuQ46No8cI1xpdzy87hdQYA3srwil2PHj30yiuvKCUlRQEBAbr33nuVlpZ21ecFBgbqvffe05gxY+RwOFSmTBmNGzfuis8ZPHiwEhIS1KVLF/n7+2v8+PGqW7eu5s2bpw4dOsjtdqtRo0batWuX0dORJPUbs1aZWfylBVxJciIfQwQA3srmdrvdZg9htj+XNCclHaHYAVdhZrHj8o4x5GYMuRlHdsZc66XYS72FzKs/xw4AAAAFR7EDAACwCIodAACARVDsAAAALIJiBwAAYBEUOwAAAIug2AEAAFgExQ4AAMAivKLYpaWlKTY2tsCPr1279nWcBgAAwDd5RbEDAABA4Rn+rtiidvLkST311FP65ZdfVKNGDU2ePFkrVqzQ7Nmz5XK5VL9+fY0cOTLPV2dMmTJFhw8f1u7du3Xq1Cn16tVL/fr1MzzDjPi2+b6aA0Be2TlOBQb4mT0GAOASvGbF7vDhwxoxYoRWrlyp48eP69NPP9WCBQs0b948JSUlqXz58po5c2a+52VkZGjWrFlavHix5s+fr//3//6fCdOXXHa73ewRfJIv50apAwDv5TUrdnXq1FH16tUlSWFhYTp16pT279+vnj17SpJycnJUr169fM/r1KmTbrzxRklSVFSUvv76a9WvX9/QDBkZGQanL9l8uaSYidyMITdjyM0YcjOO7IwpbG5eU+z8/f83is1m00033aT27dsrISFBkpSVlSWn05nveX5+/1s9cLlceW5fq/DwcC7FXiO73a6IiAizx/A55GYMuRlDbsaQm3FkZ0xBc3M4HJddjPKaS7GXsnbtWp04cUJut1ujRo3S7Nmz8z1m3bp1ys7O1unTp/X555+refPmJkxacvHCNaY4c8vOyf8PIgCANXnNit3FbrrpJg0cOFB9+/aVy+VS3bp11b9//3yPCwoKUu/evXX27Fk9/fTTuvPOOw0fs9+YtcrM4i9BWEtyYrTZIwAAiolXFLvIyEhFRkZ6bo8dO9bzc48ePfI9fufOnZ6f77vvPg0aNOj6DggAAOADvPpSLAAAAArOK1bsjGKlDgAA4H9YsQMAALAIih0AAIBFUOwAAAAsgmIHAABgERQ7AAAAi6DYAQAAWATFDgAAwCIodgAAABbhMx9QnJiYqNWrVys0NFQVKlRQVFSU3G63Zs2aJZvNpvr162v48OG68cYbDR9jRnxbBQUFFeHUgPmyc5wKDPAzewwAQDGwud1ut9lDXE1qaqpmzJihjz76SOfPn1e3bt30xBNP6OOPP9aCBQsUGhqq0aNHKzg4WEOHDr3m/TscDmVkZFyHyQEAAK6P8PDwfAtSPrFit2nTJrVv316BgYEKDAzUAw88IJvNpjZt2ig0NFSS1KtXLw0bNqxQx7lUQLgyu92uiIgIs8fwOeRmDLkZQ27GkJtxZGdMQXO70oKUT7zHrlSpUnK5XHm2XXzb7XYrNze3OMeCxAvXoOLMLTvHWWzHAgCYyydW7Jo1a6YPP/xQjz76qLKzs7V+/Xp16dJFqampGjBggEJCQrRgwQJFRkYW6jj9xqxVZhZ/CcJakhOjzR4BAFBMfKLYtW7dWunp6erWrZvKlSunihUrqmbNmnr66acVGxurnJwc1a9fX6NHjzZ7VAAAANP4RLFLT0/XHXfcoZSUFOXk5KhXr16qWbOm6tSpox49epg9HgAAgFfwiWJXo0YNTZ06VbNmzZLb7VbXrl1Vp04ds8cCAADwKj5R7EJCQjRz5kyzxwAAAPBqPvFbsQAAALg6ih0AAIBFUOwAAAAsgmIHAABgERQ7AAAAi6DYAQAAWATFDgAAwCK86nPsOnfurEmTJiksLEwvv/yyypQpo9GjRys9PV3//ve/VbFiRe3atUvHjx9X7dq19c477+j48ePq16+fQkNDFRwcrFmzZhk+/oz4tgoKCirCMwLMl53jVGCAn9ljAACKgVet2LVq1UqbN2+WJP3000/65ptvJEkbNmxQgwYNFBAQoPnz52vt2rU6c+aMvvjiC0nS3r17NWHChEKVOhhjt9vNHsEnFWdulDoAKDm8asWuVatW+uijj9SkSRPdeeed2rNnj06cOKEvv/xSkydPVlZWlubOnas9e/Zo3759OnfunCSpfPnyqlatWqGPn5GRUeh9lESUO2PIzRhyM4bcjCE348jOmMLm5lXFrmHDhoqLi9OmTZvUuHFjlS9fXqtWrVJubq527NihyZMn67HHHlNMTIxOnTolt9stSQoODi6S44eHh3Mp9hrZ7XZFRESYPYbPITdjyM0YcjOG3IwjO2MKmpvD4bjsYpRXXYr19/dXgwYNNGfOHDVu3FhNmjTRtGnTPJdo27dvr+7du6ts2bJKS0uT0+k0e+QSjxeuMdczt+wcXhcAUFJ51Yqd9Mfl2K1btyosLEwVKlTQiRMn1Lp1a5UuXVqvvPKKUlJSFBAQoHvvvVcHDx4s0mP3G7NWmVn8pQjflpwYbfYIAACTeF2x69q1q7p27SpJKlu2rH744QfPfcnJyZd8TmpqanGMBgAA4NW86lIsAAAAjKPYAQAAWATFDgAAwCIodgAAABZBsQMAALAIih0AAIBFUOwAAAAsgmIHAABgEaYXuzNnzui5557T0aNH9dRTT5k9DgAAgM8yvdidPn1aO3bsUKVKlfThhx+aPQ4AAIDPMv0rxd58800dO3ZMzz33nHbs2KHU1FTFxcXphhtu0A8//KDff/9dL730kpKSkvTjjz/qgQceUFxcnJxOp8aPH68tW7bI6XQqJiZGjz/+eKFmmRHfVkFBQUVzYoBJsnOcCgzwM3sMAIAJTF+xS0hIUMWKFTVs2LA8248dO6b58+erf//+GjZsmEaPHq2lS5dqwYIFOnPmjBYsWCBJWrJkiRYuXKjPPvtM27ZtM+MUSjS73W72CD7peuZGqQOAksv0FbvLadmypSSpSpUqqlWrlsqXLy9JCgkJ0enTp7V582bt2LFDX3/9tSTp3Llz2rlzp+677z7Dx8zIyCj84CUQ5c4YcjOG3IwhN2PIzTiyM6awuXltsQsICPD87O+ff0yn06khQ4bowQcflCSdPHlSN954Y6GOGR4ezqVY+ISSernVbrcrIiLC7DF8DrkZQ27GkZ0xBc3N4XBcdjHK9GLn7++v3Nzca35ekyZNtGDBArVp00bZ2dnq3bu3Ro8ercjISMOz9BuzVplZTsPPB4pLcmK02SMAALyQ6cWufPnyqlKlSr732F3NI488ov3796tbt27Kzc1VTExMoUodAACArzO92AUEBGjevHl5to0dO9bzc2RkZJ7Clpqa6vk5ISHh+g8IAADgI0z/rVgAAAAUDYodAACARVDsAAAALIJiBwAAYBEUOwAAAIug2AEAAFgExQ4AAMAiKHYAAAAWQbEDAACwCK8rdr/++qv69OmjmJgYPfzww/r222+1cuVK9ezZU126dFG7du30zTffaP/+/WrdurVcLpckKS0tTf369TN5egAAAPOY/pViF1u4cKFat26tfv366csvv9TWrVv11Vdfadq0abr55pu1cOFCTZ8+XdOmTVO1atWUlpampk2baunSpYqJiSnUsWfEt1VQUFARnQlw/WTnOBUY4Gf2GAAAL2Nzu91us4f4K7vdrkGDBqlp06Zq1aqVHnroIeXk5Cg1NVV79+7Vli1bVKpUKc2ZM0dLlizRli1bNGLECHXo0EGrVq0yVMwcDocyMjKuw9kAAABcH+Hh4fl6j9et2EVERCglJUXr16/XihUr9Omnn+q3335Tly5d1KhRI9WuXVtz586VJLVr107vvvuuVq9erZYtWxZ6te1SAeHK7Ha7IiIizB7D55CbMeRmDLkZQ27GkZ0xBc3tSgtSXlfsxo8fr0qVKqlv376KjIxUmzZtVLNmTT3zzDNyu9169dVX5XQ6JUk33HCDWrZsqXfeeUdTpkwxefKSiReuMXXq1jd7BACABXldsYuNjdXLL7+sxYsXy8/PTx988IGWLVum9u3by2azqXnz5rLb7Z7Hd+zYUd98843uueeeQh+735i1ysxyFno/wNUkJ0abPQIAwIK8rtjdeuut+u9//5tnW+vWrfPcTkhIkCQ5nU5t3LhRPXr0KK7xAAAAvJbXFbtr0b17d4WGhurf//632aMAAACYzqeL3dKlS80eAQAAwGt43QcUAwAAwBiKHQAAgEVQ7AAAACyCYgcAAGARFDsAAACLoNgBAABYBMUOAADAIih2AAAAFmHqBxQPGTJEjRo1Us+ePSX98T2xr7zyiiZNmqTMzEwFBwdr+PDhqlevnn766Se98cYbOnfunE6ePKn+/fvr0Ucf1ZQpU/Ttt9/qyJEj6tOnj3r37m14nhnxbRUUFFRUpwdcVta5C7qxdLDZYwAALMbUFbvu3bsrKSlJknTo0CGdPHlSb7/9toYMGaIlS5bojTfe0IsvvihJ+vTTTzVgwAAtWrRIH3/8scaPH+/ZT3Z2tlasWFGoUgdj7Ha72SP4pB93/D+zRwAAWJDN7Xa7zTq42+3Wgw8+qFmzZikpKUlut1vTpk1TWFiY5zEnT57UsmXLVLZsWW3YsEE7d+7UTz/9pOXLl2vnzp2aMmWKLly4oCFDhhiew+FwKCMjoyhOCQAAoFiEh4fnu9Jo6qVYm82mrl27KiUlRStXrtQHH3yg//u///Os4knSr7/+qpCQEA0ePFhly5ZVmzZt1KFDBy1fvtzzmODgormkdamAgILIznEqMMCvwI+32+2KiIi4jhNZE7kZQ27GkJtxZGdMQXO70oKUqcVOkmJiYtS7d2/deeedqlq1qu644w4lJSUpOjpaGzdu1IgRI7Ru3Tpt3LhRK1euVKVKlTR37lxJktPpLNJZ+o1Zq8ysot0nSobkxGizRwAAwPxid+utt+rWW29Vt27dJEkTJkzQqFGjNGPGDAUEBOjdd9+VzWbToEGD1Lt3bwUFBalOnTqqWrWqDh48aPL0AAAA3sPUYud2u3Xs2DEdP35cDzzwgCQpLCxMc+bMyffYJ554Qk888US+7YMGDbrucwIAAPgCU38rdvXq1YqOjtZLL72kwMBAM0cBAADweaau2LVr107t2rUzcwQAAADL4JsnAAAALIJiBwAAYBEUOwAAAIug2AEAAFgExQ4AAMAifKbYTZ48Wdu2bZMkxcfH6/vvv1daWppiY2MlSbGxsUpLSzNzRAAAAFP5TLHbunWr5yvExowZo7vvvtvkiQAAALyL6V8pdim//vqrXnnlFZ07d06lSpVS69atlZGRoYSEBE2dOlVvvvmmBg4caPaYAAAAXsUri93ChQvVunVr9evXT19++aV27dql8PBwDRw4ULVr175ux50R31ZBQUHXbf+wruwcpwID/MweAwBQwnllsWvatKkGDRqkHTt2qFWrVurTp4/Wr19/3Y+bkZFx3Y8B/Mlut5s9gk8iN2PIzRhyM47sjClsbl5Z7CIiIpSSkqL169drxYoVWrJkSbEcNzw8nBW7a2S32xUREWH2GD6H3IwhN2PIzRhyM47sjClobg6H47KLUV5Z7MaPH69KlSqpb9++ioyMVLdu3VS3bl3PL0/Ae5TUFy6XXgEA3sgri11sbKxefvllLV68WH5+fho3bpx2796tkSNHaty4cdftuP3GrFVmFuURV5ecGG32CAAA5OOVxe7WW2/Vf//73zzbWrdurSeffFKSNGfOHM/2yMjIfNsAAABKIp/5HDsAAABcGcUOAADAIih2AAAAFkGxAwAAsAiKHQAAgEVQ7AAAACyCYgcAAGARFDsAAACL8Kpi98knn+iTTz654mOioqJ08ODBfNsXLFig5cuXX6/RAAAAvJ5XffPEo48+avi533zzjRo3blyE0wAAAPgW04tdWlqaJkyYIJfLpVq1aqlatWoaNGiQVqxYocmTJ6t06dKqW7eunE6nxo4dK0l6//33tWPHDp0/f17jx49XVlaWUlNT9fXXX6tChQpq0aKFoVlmxLdVUFBQUZ4eLCo7x6nAAD+zxwAAIA+vuBS7b98+zZ49W9WqVZMknTx5Um+99ZZmz56thQsX6vTp03kef+edd2rp0qWKjY3VzJkz1axZM0VFRWnw4MGGSx2MsdvtZo9gCkodAMAbmb5iJ0k1atTQTTfd5Lm9bds2NWzYUJUqVZIkde3aVevWrfPc/8ADD0j6o+CtXr26yObIyMgosn2VJCW13BUWuRlDbsaQmzHkZhzZGVPY3Lyi2AUHB+e5XapUKblcrss+3s/vj9USm81WpHOEh4dzKfYa2e12RUREmD2GzyE3Y8jNGHIzhtyMIztjCpqbw+G47GKUV1yKvdi9996r77//XseOHZPb7daKFSuuWuL8/PzkdDqLaUL8qaS+cLNz+G8NAOB9vGLF7mI333yzEhIS9M9//lOBgYGqVq2aypYte8XnNGvWTO+8845uuukmtWvXztBx+41Zq8ws/sLG1SUnRps9AgAA+Zhe7CIjIxUZGSlJGjRokCTp1KlT+vHHH7Vs2TKVKlVKb775pm6//XZJUmpq6iWf27FjR3Xs2LGYpwcAAPAephe7SwkJCdHvv/+uTp06yc/PT/Xr11fPnj3NHgsAAMCreWWxs9lsSkhIMHsMAAAAn+KVvzwBAACAa0exAwAAsAiKHQAAgEVQ7AAAACyCYgcAAGARFDsAAACLsEyxW7x4seLi4sweAwAAwDSWKXYAAAAlndd9QHFiYqJWr16t0NBQVahQQVFRUXK73Zo1a5ZsNpvq16+v4cOH68Ybb9TSpUv173//W2XKlFHVqlVVunTpQh17RnxbBQUFFdGZwMqyc5wKDPAzewwAAPLwqhW71NRU2e12LV++XNOnT9cPP/ygrKwsTZs2TXPmzFFycrJuuOEGTZ06VUePHtXEiRM1d+5czZ8/X1lZWWaPXyLZ7XazRzAFpQ4A4I28asVu06ZNat++vQIDAxUYGKgHHnhANptNbdq0UWhoqCSpV69eGjZsmO655x41bNhQt9xyiySpc+fO+vrrrwt1/IyMjEKfQ0lUUstdYZGbMeRmDLkZQ27GkZ0xhc3Nq4pdqVKl5HK58my7+Lbb7VZubq5sNpvcbrdnu79/4U8lPDycS7EokMJeirXb7YqIiCjCiUoGcjOG3IwhN+PIzpiC5uZwOC67GOVVxa5Zs2b68MMP9eijjyo7O1vr169Xly5dlJqaqgEDBigkJEQLFixQZGSkIiIi9MYbb+jo0aOqUKGCVqxYobJlyxbq+P3GrFVmlrOIzgZWlpwYbfYIAADk41XFrnXr1kpPT1e3bt1Urlw5VaxYUTVr1tTTTz+t2NhY5eTkqH79+ho9erTKlCmjhIQEPf7447rhhht05513mj0+AACAqbyq2KWnp+uOO+5QSkqKcnJy1KtXL9WsWVN16tRRjx498j2+Xbt2ateunQmTAgAAeB+vKnY1atTQ1KlTNWvWLLndbnXt2lV16tQxeywAAACf4FXFLiQkRDNnzjR7DAAAAJ/kVZ9jBwAAAOModgAAABZBsQMAALAIih0AAIBFUOwAAAAswmuLXXQ0n+wPAABwLby22CUlJZk9AgAAgE8p1s+xS0xM1OrVqxUaGqoKFSooKipKbrdbs2bNks1mU/369TV8+HDdeOONql27tnbu3KkpU6bo6NGj2r9/vw4dOqQePXro2WefVU5OjkaOHCm73a5KlSrJZrNpwIABioyMLM5TAgAA8BrFVuxSU1Nlt9u1fPlynT9/Xt26dVNkZKQ+/vhjLViwQKGhoRo9erSmTp2qoUOH5nnuzp07NXfuXJ05c0YPPPCA/vGPfygpKUnnz5/XqlWrdPjwYXXu3LnQM86Ib6ugoKBC7wfWl53jVGCAn9ljAACQR7EVu02bNql9+/YKDAxUYGCgHnjgAdlsNrVp00ahoaGSpF69emnYsGH5nhsZGanAwECVL19eISEhOnPmjDZu3KiePXvKZrOpatWqatq0aaFnzMjIKPQ+gIKy2+1mj+CTyM0YcjOG3IwjO2MKm1uxFbtSpUrJ5XLl2Xbxbbfbrdzc3HzP/esqms1mk9vtlp+fX77nF1Z4eDgrdtfIbrcrIiLC7DF8DrkZQ27GkJsx5GYc2RlT0NwcDsdlF6OK7ZcnmjVrpjVr1ig7O1tnz57V+vXr9fvvvys1NVWZmZmSpAULFhT4PXLNmjXTihUr5Ha7dfToUW3ZskU2m+06ngEupaS8cLNznGaPAADAVRXbil3r1q2Vnp6ubt26qVy5cqpYsaJq1qypp59+WrGxscrJyVH9+vU1evToAu2vZ8+e+vHHH9W5c2dVqFBBVapUUXBwcKFm7DdmrTKz+Asc+SUn8vE7AADvV2zFLj09XXfccYdSUlKUk5OjXr16qWbNmqpTp4569OiR7/E7d+6UJA0aNCjP9tTUVEnS+vXrFRUVpTfeeENnzpxR165dddttt13/EwEAAPBSxVbsatSooalTp2rWrFlyu93q2rWr6tSpY3h/YWFhevXVVzVp0iRJ0uDBgxUSElI0wwIAAPigYit2ISEhmjlzZpHtr3r16vrkk0+KbH8AAAC+zmu/eQIAAADXhmIHAABgERQ7AAAAi6DYAQAAWATFDgAAwCIodgAAABZBsQMAALAIih0AAIBFFNsHFPuCGfFtFRQUZPYY8ELZOU4FBviZPQYAAFfEih0KxW63mz1CsaDUAQB8AcUOAADAIih2AAAAFkGxAwAAsAiKHQAAgEVQ7AAAACyCYgcAAGARFDsAAACLoNgBAABYBMUOAADAIih2AAAAFkGxAwAAsAiKHQAAgEVQ7AAAACyCYgcAAGARFDsAAACLoNgBAABYBMUOAADAIih2AAAAFkGxAwAAsAiKHQAAgEVQ7AAAACyCYgcAAGAR/mYP4A3cbrckKTs72+RJfJPD4TB7BJ9EbsaQmzHkZgy5GUd2xhQktz/7yp/95a9s7kttLWHOnDmjn376yewxAAAACuyuu+7STTfdlGcbxU6Sy+VSVlaWAgICZLPZzB4HAADgstxut3JycnTjjTeqVKm876qj2AEAAFgEvzwBAABgERQ7AAAAi6DYAQAAWATFDgAAwCIodgAAABZBsQMAALAIih0AAIBFUOwAAAAsgmIHAABgERQ7AAAAiyjxxS45OVkdOnTQgw8+qLlz55o9jlebOnWqOnbsqI4dO2r8+PGSpE2bNqlz58568MEH9e6775o8oXcbN26c4uLiJJFbQaSmpiomJkbt27fXm2++KYncCiopKcnzWh03bpwksrucs2fPqlOnTjp48KCky+e0Y8cOxcTE6KGHHlJ8fLxyc3PNGtlrXJzd/Pnz1alTJ3Xu3FnDhg1Tdna2JLK72MW5/ek///mPYmNjPbcN5+YuwX799Vd3mzZt3KdOnXJnZWW5O3fu7N61a5fZY3mljRs3unv16uV2OBzu7Oxs92OPPeZOTk52t2rVyv3LL7+4c3Jy3P/85z/d69evN3tUr7Rp0yZ3ZGSke+jQoe7z58+T21X88ssv7ubNm7uPHDnizs7Odj/66KPu9evXk1sBnDt3zt2oUSP3iRMn3Dk5Oe6HH37Y/dlnn5HdJXz77bfuTp06uevXr+8+cODAFV+bHTt2dKenp7vdbrd72LBh7rlz55o4ufkuzm7Pnj3utm3bus+cOeN2uVzuV1991T1r1iy32012f3Vxbn/atWuXu0WLFu4+ffp4thnNrUSv2G3atElNmjRRSEiISpcurYceekirVq0yeyyvVKFCBcXFxSkwMFABAQEKCwvTvn37dPvtt6t69ery9/dX586dye8SMjMz9e677+qZZ56RJG3fvp3crmLt2rXq0KGDKleurICAAL377ru64YYbyK0AnE6nXC6Xzp8/r9zcXOXm5qpMmTJkdwkLFizQyJEjVbFiRUmXf20eOnRIFy5c0N/+9jdJUkxMTInP7+LsAgMDNXLkSJUpU0Y2m0133XWXDh8+THYXuTg3ScrOztaIESM0ePBgz7bC5OZfpBP7mGPHjqlChQqe2xUrVtT27dtNnMh71apVy/Pzvn37tHLlSvXp0ydffkePHjVjPK82YsQIvfjiizpy5IikS/93R2557d+/XwEBAXrmmWd05MgRtW7dWrVq1SK3AihTpoyef/55tW/fXjfccIMaNWrEf3OXMWbMmDy3L5fTxdsrVKhQ4vO7OLuqVauqatWqkqSTJ09q7ty5evvtt8nuIhfnJkmJiYnq3r27qlWr5tlWmNxK9Iqdy+WSzWbz3Ha73XluI79du3bpn//8p1599VVVr16d/K7i008/1a233qqmTZt6tvHf3dU5nU5t3rxZb731lubPn6/t27frwIED5FYAP/74oxYtWqTPP/9cGzZsUKlSpbRv3z6yK4DLvTZ5zRbc0aNH1bdvX3Xv3l2RkZFkdxUbN27UkSNH1L179zzbC5NbiV6xq1y5srZt2+a5/dtvv+VZHkVedrtdgwcP1muvvaaOHTtqy5Yt+u233zz3k19+K1as0G+//abo6GidPn1a586d06FDh+Tn5+d5DLnld8stt6hp06a6+eabJUkPPPCAVq1aRW4F8NVXX6lp06YqX768pD8u4cycOZPsCqBy5cqX/DPt4u3Hjx8nv0vYvXu3+vXrp9jYWP3zn/+UlD9Tsstr+fLl2rVrl6Kjo3Xu3DkdP35cL7zwgoYMGWI4txK9YtesWTNt3rxZJ0+e1Pnz57VmzRq1bNnS7LG80pEjR/Tcc89p4sSJ6tixoyTpnnvu0d69e7V//345nU4tX76c/C4ya9YsLV++XElJSRo8eLCioqI0Y8YMcruKNm3a6KuvvtLvv/8up9OpDRs2qF27duRWAHXq1NGmTZt07tw5ud1upaam8lotoMvlVLVqVQUFBclut0v647eOyS+vs2fP6sknn9Tzzz/vKXWSyO4q3n77ba1cuVJJSUl68803FR4erkmTJhUqtxK9YlepUiW9+OKLeuyxx5STk6OHH35YDRo0MHssrzRz5kw5HA6NHTvWs+2RRx7R2LFjNWjQIDkcDrVq1Urt2rUzcUrfEBQURG5Xcc8996hfv37q3bu3cnJydP/99+vRRx9VzZo1ye0qmjdvrh9++EExMTEKCAjQ3XffrUGDBun+++8nu6u40mtz4sSJSkhI0NmzZ1W/fn099thjJk/rXRYuXKjjx49r1qxZmjVrliQpKipKzz//PNkZZDQ3m9vtdl/n2QAAAFAMSvSlWAAAACuh2AEAAFgExQ4AAMAiKHYAAAAWQbEDAACwCIodAACARVDsAAAALIJiBwAAYBH/HzxATKxJD5rQAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plotWords(newDf,save=True)"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import pandas as pd\n",
"from sklearn.feature_extraction.text import TfidfVectorizer\n",
"from sklearn.decomposition import LatentDirichletAllocation\n",
"\n",
"def __LDA(df,n,k,col):\n",
" tf = TfidfVectorizer(ngram_range = (n,k))\n",
" tfidMatrix = tf.fit_transform(df[col])\n",
"\n",
" model=LatentDirichletAllocation(n_components=11)\n",
" # Fit and Transform SVD model on data\n",
" lda_matrix = model.fit_transform(tfidMatrix)\n",
" # Get Components \n",
" lda_components=model.components_\n",
"\n",
" # Print the topics with their terms\n",
" terms = tf.get_feature_names()\n",
"\n",
" for index, component in enumerate(lda_components):\n",
" zipped = zip(terms, component)\n",
" top_terms_key=sorted(zipped, key = lambda t: t[1], reverse=True)[:7]\n",
" top_terms_list=list(dict(top_terms_key).keys())\n",
" print(\"Topic \"+str(index)+\": \",top_terms_list)\n",
"\n",
"def LDA(df,n,k,col):\n",
" dfTroll = df[df[\"TROLL\"] == True]\n",
" dfUser = df[df[\"TROLL\"] == False]\n",
"\n",
" print(\"Troll\")\n",
" __LDA(dfTroll,n,k,col)\n",
" print(\"User\")\n",
" __LDA(dfUser,n,k,col)\n",
" \n"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Troll\n",
"Topic 0: ['thank president biden', 'thank president', 'president biden', 'puppet away', 'put puppet', 'put puppet away', 'time put']\n",
"Topic 1: ['president history', 'worst president history', 'dementia look', 'dementia look like', 'look like', 'miss trump', 'miss trump gif']\n",
"Topic 2: ['word action', 'absolutely busy', 'absolutely busy destroying', 'busy destroying', 'busy destroying country', 'country anymore', 'destroying country']\n",
"Topic 3: ['old feller', 'poor old', 'poor old feller', 'cause inflation', 'doophus cause', 'doophus cause inflation', 'problem worst']\n",
"Topic 4: ['let go', 'let go brandon', 'go brandon', 'proven stronger america', 'russia proven', 'russia proven stronger', 'stronger america']\n",
"Topic 5: ['thank president joe', 'problem world', 'state problem', 'state problem world', 'united state problem', 'president joe', 'president joe biden']\n",
"Topic 6: ['shame shame', 'american people', 'shame shame shame', 'go home', 'russia go', 'russia go home', 'really scary']\n",
"Topic 7: ['need usa', 'protecting asset', 'clean swamp', 'clean swamp ukraine', 'money easy', 'need clean', 'need clean swamp']\n",
"Topic 8: ['vote blue', 'back basement', 'impeach biden', 'yes impeach', 'yes impeach biden', 'need new', 'need new president']\n",
"Topic 9: ['nt dad', 'southern border', 'closing southern', 'closing southern border', 'get war', 'get war russia', 'right everything']\n",
"Topic 10: ['thank god', 'truth need', 'goerge soros', 'god wearing', 'god wearing mask', 'thank god wearing', 'wearing mask']\n",
"User\n",
"Topic 0: ['administration full', 'embarrassment party', 'heck nothing', 'joe rock', 'still vote', 'hard believe', 'total failure']\n",
"Topic 1: ['worst president', 'worst president ever', 'president ever', 'come man', 'disaster disaster', 'mount duncemore', 'participation award']\n",
"Topic 2: ['president trump', 'vote president trump', 'best president time', 'vote president', 'back dead', 'come back dead', 'america american']\n",
"Topic 3: ['thankful president', 'king country', 'biden nt care', 'biden nt', 'nt care', 'president biden', 'country president']\n",
"Topic 4: ['president biden', 'great job', 'thank president', 'thank president biden', 'year old', 'great job joe', 'job joe']\n",
"Topic 5: ['need trump', 'last year', 'fool whitehouse', 'world need trump', 'america constitution', 'disgrace america', 'disgrace america constitution']\n",
"Topic 6: ['sit shut', 'twilight zone', 'know soul', 'would nt', 'free crack', 'free crack pipe', 'russia would']\n",
"Topic 7: ['go brandon', 'let go brandon', 'let go', 'embarrassment country', 'unprofessional juvenile', 'mr president', 'thank mr']\n",
"Topic 8: ['trump right', 'trump right everything', 'right everything', 'disgrace removed', 'president trump right', 'stay texas', 'false false']\n",
"Topic 9: ['beginning end', 'joe biden', 'god bless', 'irresponsible thing', 'irresponsible thing say', 'act proud', 'act proud ashamed']\n",
"Topic 10: ['dementia joe', 'america last', 'help country', 'god help country', 'biden destroying', 'biden destroying country', 'crash grid']\n"
]
}
],
"source": [
"LDA(newDf,2,3,\"PREPROCESSED_COMMENT\")"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Troll\n",
"Topic 0: ['ever', 'president', 'worst', 'new', 'blame', 'honor', 'need']\n",
"Topic 1: ['joe', 'thank', 'president', 'biden', 'home', 'russia', 'america']\n",
"Topic 2: ['need', 'usa', 'people', 'weak', 'time', 'truth', 'destroyin']\n",
"Topic 3: ['rule', 'go', 'dad', 'putin', 'mess', 'impeach', 'biden']\n",
"Topic 4: ['biden', 'need', 'scared', 'deliberate', 'swamp', 'joey', 'done']\n",
"Topic 5: ['trump', 'one', 'word', 'right', 'action', 'report', 'doophus']\n",
"Topic 6: ['great', 'president', 'job', 'basement', 'back', 'even', 'biden']\n",
"Topic 7: ['country', 'one', 'leader', 'inflation', 'russia', 'government', 'joe']\n",
"Topic 8: ['united', 'need', 'closing', 'america', 'none', 'southern', 'business']\n",
"Topic 9: ['trump', 'blue', 'stand', 'vote', 'let', 'gif', 'miss']\n",
"Topic 10: ['president', 'putin', 'democrat', 'shame', 'trump', 'speech', 'russia']\n",
"User\n",
"Topic 0: ['biden', 'putin', 'need', 'go', 'president', 'trump', 'year']\n",
"Topic 1: ['embarrassment', 'nt', 'country', 'putin', 'administration', 'need', 'world']\n",
"Topic 2: ['american', 'let', 'brandon', 'go', 'president', 'worst', 'joe']\n",
"Topic 3: ['trump', 'right', 'impeach', 'people', 'biden', 'believe', 'everything']\n",
"Topic 4: ['ukraine', 'russia', 'one', 'joe', 're', 'people', 'great']\n",
"Topic 5: ['thank', 'biden', 'time', 'president', 'best', 'nt', 'mr']\n",
"Topic 6: ['bring', 'would', 'president', 'trump', 'ukraine', 'america', 'say']\n",
"Topic 7: ['disaster', 'president', 'respect', 'one', 'delaware', 'help', 'race']\n",
"Topic 8: ['president', 'trump', 'best', 'would', 'country', 'yes', 'biden']\n",
"Topic 9: ['like', 'war', 'president', 'biden', 'joe', 'nt', 'mr']\n",
"Topic 10: ['country', 'mean', 'biden', 'president', 'dementia', 'need', 'like']\n"
]
}
],
"source": [
"LDA(newDf,1,1,\"PREPROCESSED_COMMENT\")"
]
}
],
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