From 2ba11a7194885b85d9b89164f7f159f60cfb20e1 Mon Sep 17 00:00:00 2001 From: Noelle Ferrari Date: Wed, 8 Sep 2021 12:52:28 -0700 Subject: [PATCH 1/4] Noelle modelling --- Airline Tweets.ipynb | 411 ++++++++++++++++++++ EDA_thr.ipynb | 866 ------------------------------------------- functions.py | 79 ++++ 3 files changed, 490 insertions(+), 866 deletions(-) create mode 100644 Airline Tweets.ipynb delete mode 100644 EDA_thr.ipynb create mode 100644 functions.py diff --git a/Airline Tweets.ipynb b/Airline Tweets.ipynb new file mode 100644 index 0000000..2dfa116 --- /dev/null +++ b/Airline Tweets.ipynb @@ -0,0 +1,411 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 11, + "source": [ + "import pandas as pd\r\n", + "import numpy as np\r\n", + "import matplotlib.pyplot as plt\r\n", + "import seaborn as sns\r\n", + "%matplotlib inline\r\n", + "\r\n", + "from sklearn.model_selection import train_test_split\r\n", + "from sklearn.feature_extraction.text import TfidfVectorizer\r\n", + "\r\n", + "import nltk\r\n", + "from nltk.corpus import stopwords\r\n", + "from nltk.stem import WordNetLemmatizer\r\n", + "from nltk.tokenize import RegexpTokenizer\r\n", + "\r\n", + "from functions import all_models as m\r\n", + "from functions import plot_importances\r\n", + "\r\n", + "from sklearn.pipeline import Pipeline\r\n", + "from sklearn.preprocessing import StandardScaler\r\n", + "from sklearn.metrics import plot_confusion_matrix, classification_report, precision_score, recall_score, accuracy_score, f1_score\r\n", + "\r\n", + "from sklearn.linear_model import LogisticRegression\r\n", + "from sklearn.neighbors import KNeighborsClassifier\r\n", + "from sklearn.naive_bayes import GaussianNB\r\n", + "from sklearn.svm import SVC\r\n", + "from sklearn.ensemble import RandomForestClassifier\r\n", + "from sklearn.tree import DecisionTreeClassifier\r\n", + "from xgboost import XGBClassifier\r\n" + ], + "outputs": [], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 2, + "source": [ + "df = pd.read_csv('data/Tweets.csv')" + ], + "outputs": [], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 3, + "source": [ + "df.drop(inplace = True, columns=['tweet_coord', 'tweet_location', 'user_timezone', 'tweet_id', 'airline_sentiment_confidence', 'negativereason', 'negativereason_confidence', 'airline_sentiment_gold', 'negativereason_gold'])" + ], + "outputs": [], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 4, + "source": [ + "df.info()" + ], + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\n", + "RangeIndex: 14640 entries, 0 to 14639\n", + "Data columns (total 6 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 airline_sentiment 14640 non-null object\n", + " 1 airline 14640 non-null object\n", + " 2 name 14640 non-null object\n", + " 3 retweet_count 14640 non-null int64 \n", + " 4 text 14640 non-null object\n", + " 5 tweet_created 14640 non-null object\n", + "dtypes: int64(1), object(5)\n", + "memory usage: 686.4+ KB\n" + ] + } + ], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 5, + "source": [ + "stop_words = stopwords.words('english')\r\n", + "\r\n", + "def process(tweet):\r\n", + " \r\n", + " lemmatizer = WordNetLemmatizer()\r\n", + " tokenizer = RegexpTokenizer(r'[@a-zA-Z0-9]+')\r\n", + " \r\n", + " tweet = tweet.lower()\r\n", + " tweet = tokenizer.tokenize(tweet)\r\n", + " tweet = [w for w in tweet if w not in stop_words]\r\n", + " tweet = [lemmatizer.lemmatize(w) for w in tweet]\r\n", + " tweet = ' '.join(tweet)\r\n", + " \r\n", + " return tweet" + ], + "outputs": [], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 6, + "source": [ + "vectorizer = TfidfVectorizer(stop_words=stop_words, token_pattern='[@a-zA-Z0-9]+')" + ], + "outputs": [], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 15, + "source": [ + "x = df['text'].apply(process)\n", + "y = df['airline_sentiment']" + ], + "outputs": [], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 16, + "source": [ + "x_train, x_test, y_train, y_test = train_test_split(x, y, random_state=16)" + ], + "outputs": [], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 17, + "source": [ + "x_train = vectorizer.fit_transform(x_train)\n", + "x_test = vectorizer.transform(x_test)" + ], + "outputs": [], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 18, + "source": [ + "m(x_train, x_test, y_train, y_test, objects = [LogisticRegression(fit_intercept=False, C=1e12), \n", + " DecisionTreeClassifier(),\n", + " RandomForestClassifier(), \n", + " XGBClassifier()],\n", + " index = ['Logistic Regression', 'Decision Tree', \n", + " 'Random Forest', 'XGBoost'])" + ], + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Logistic Regression Results:\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "C:\\Users\\ferra\\anaconda3\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + " precision recall f1-score support\n", + "\n", + " negative 0.81 0.82 0.82 2306\n", + " neutral 0.46 0.42 0.44 793\n", + " positive 0.54 0.59 0.56 561\n", + "\n", + " accuracy 0.70 3660\n", + " macro avg 0.60 0.61 0.61 3660\n", + "weighted avg 0.69 0.70 0.70 3660\n", + "\n", + "\n", + "\n", + "Decision Tree Results:\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + " precision recall f1-score support\n", + "\n", + " negative 0.78 0.79 0.78 2306\n", + " neutral 0.42 0.42 0.42 793\n", + " positive 0.54 0.51 0.53 561\n", + "\n", + " accuracy 0.67 3660\n", + " macro avg 0.58 0.57 0.58 3660\n", + "weighted avg 0.66 0.67 0.66 3660\n", + "\n", + "\n", + "\n", + "Random Forest Results:\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + } + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + " precision recall f1-score support\n", + "\n", + " negative 0.77 0.94 0.84 2306\n", + " neutral 0.62 0.35 0.45 793\n", + " positive 0.72 0.51 0.60 561\n", + "\n", + " accuracy 0.75 3660\n", + " macro avg 0.71 0.60 0.63 3660\n", + "weighted avg 0.73 0.75 0.72 3660\n", + "\n", + "\n", + "\n", + "XGBoost Results:\n", + "[12:31:42] WARNING: ..\\src\\learner.cc:1061: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'multi:softprob' was changed from 'merror' to 'mlogloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "C:\\Users\\ferra\\anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:888: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n", + " warnings.warn(label_encoder_deprecation_msg, UserWarning)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": 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", 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Precision Score Recall Score Accuracy Score F1 Score
Logistic Regression60.46%60.98%69.73%60.66%
Decision Tree57.88%57.33%66.53%57.59%
Random Forest70.56%60.13%74.59%63.21%
XGBoost71.10%64.40%75.90%66.80%
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "The model with the highest precision score is XGBoost.\n", + "The model with the highest recall score is XGBoost.\n", + "The model with the highest accuracy score is XGBoost.\n", + "The model with the highest F1 score is XGBoost.\n" + ] + }, + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[LogisticRegression(C=1000000000000.0, fit_intercept=False),\n", + " DecisionTreeClassifier(),\n", + " RandomForestClassifier(),\n", + " XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n", + " colsample_bynode=1, colsample_bytree=1, gamma=0, gpu_id=-1,\n", + " importance_type='gain', interaction_constraints='',\n", + " learning_rate=0.300000012, max_delta_step=0, max_depth=6,\n", + " min_child_weight=1, missing=nan, monotone_constraints='()',\n", + " n_estimators=100, n_jobs=8, num_parallel_tree=1,\n", + " objective='multi:softprob', random_state=0, reg_alpha=0,\n", + " reg_lambda=1, scale_pos_weight=None, subsample=1,\n", + " tree_method='exact', validate_parameters=1, verbosity=None)]" + ] + }, + "metadata": {}, + "execution_count": 18 + } + ], + "metadata": { + "scrolled": false + } + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} \ No newline at end of file diff --git a/EDA_thr.ipynb b/EDA_thr.ipynb deleted file mode 100644 index a0db1e1..0000000 --- a/EDA_thr.ipynb +++ /dev/null @@ -1,866 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "b518d252-a320-46b7-8232-1fda7f0f4934", - "metadata": {}, - "source": [ - "# Data Exploration" - ] - }, - { - "cell_type": "markdown", - "id": "f46530f5-bda0-465a-ae9d-3c08cde7fed1", - "metadata": {}, - "source": [ - "![image](./images/johan-van-wambeke-_2VioFUgQVg-unsplash.jpg)" - ] - }, - { - "cell_type": "markdown", - "id": "50909afa-fc5e-432c-ad0b-2251bb0feccd", - "metadata": {}, - "source": [ - "Import the relevant packages and data." - ] - }, - { - "cell_type": "code", - "execution_count": 474, - "id": "2e952dae-d851-4cff-a538-5fd9fe099b51", - "metadata": {}, - "outputs": [], - "source": [ - "#import packages\n", - "import folium\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import nltk\n", - "from nltk.corpus import stopwords\n", - "import re\n", - "import string" - ] - }, - { - "cell_type": "code", - "execution_count": 416, - "id": "141d9a87-9a14-4b9b-8932-ed60409a647c", - "metadata": {}, - "outputs": [], - "source": [ - "#read in data\n", - "df = pd.read_csv('./data/Tweets.csv')" - ] - }, - { - "cell_type": "code", - "execution_count": 417, - "id": "8477b615-1f9f-40f8-84df-aa35174238d9", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(14640, 15)" - ] - }, - "execution_count": 417, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#shape\n", - "df.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 418, - "id": "59db8801-cbb9-42ee-9e83-9eb7b0554d19", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['tweet_id', 'airline_sentiment', 'airline_sentiment_confidence',\n", - " 'negativereason', 'negativereason_confidence', 'airline',\n", - " 'airline_sentiment_gold', 'name', 'negativereason_gold',\n", - " 'retweet_count', 'text', 'tweet_coord', 'tweet_created',\n", - " 'tweet_location', 'user_timezone'],\n", - " dtype='object')" - ] - }, - "execution_count": 418, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#column names\n", - "df.columns" - ] - }, - { - "cell_type": "code", - "execution_count": 394, - "id": "af9e95bc-1659-4130-a331-fccebf0ded79", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "RangeIndex: 14640 entries, 0 to 14639\n", - "Data columns (total 15 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 tweet_id 14640 non-null int64 \n", - " 1 airline_sentiment 14640 non-null object \n", - " 2 airline_sentiment_confidence 14640 non-null float64\n", - " 3 negativereason 9178 non-null object \n", - " 4 negativereason_confidence 10522 non-null float64\n", - " 5 airline 14640 non-null object \n", - " 6 airline_sentiment_gold 40 non-null object \n", - " 7 name 14640 non-null object \n", - " 8 negativereason_gold 32 non-null object \n", - " 9 retweet_count 14640 non-null int64 \n", - " 10 text 14640 non-null object \n", - " 11 tweet_coord 1019 non-null object \n", - " 12 tweet_created 14640 non-null object \n", - " 13 tweet_location 9907 non-null object \n", - " 14 user_timezone 9820 non-null object \n", - "dtypes: float64(2), int64(2), object(11)\n", - "memory usage: 1.7+ MB\n" - ] - } - ], - "source": [ - "#data types by columns and null value overview\n", - "df.info()" - ] - }, - { - "cell_type": "code", - "execution_count": 395, - "id": "86f313ab-b739-4fb4-839b-20ca304036b2", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "negative 9178\n", - "neutral 3099\n", - "positive 2363\n", - "Name: airline_sentiment, dtype: int64" - ] - }, - "execution_count": 395, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df['airline_sentiment'].value_counts()" - ] - }, - { - "cell_type": "markdown", - "id": "2e060aa7-a1bf-407c-8bf1-b654cb08dbb5", - "metadata": {}, - "source": [ - "Based on a previous analysis, class imbalance appears to be present." - ] - }, - { - "cell_type": "code", - "execution_count": 419, - "id": "04d5167e-38b7-4b45-8803-0decc29e8e55", - "metadata": {}, - "outputs": [], - "source": [ - "#drop irrelevant columns\n", - "df.drop(['tweet_id','negativereason_gold','airline_sentiment_gold','negativereason','airline_sentiment_confidence',\n", - " 'airline_sentiment','negativereason_confidence'],axis=1,inplace=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 397, - "id": "32b3ee93-170b-43eb-87e0-536213d087fa", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[0.0, 0.0] 164\n", - "[40.64656067, -73.78334045] 6\n", - "[32.91792297, -97.00367737] 3\n", - "[40.64646912, -73.79133606] 3\n", - "[35.22643463, -80.93879965] 2\n", - " ... \n", - "[40.69429232, -74.17208436] 1\n", - "[37.61833841, -122.38389799] 1\n", - "[37.61859126, -122.38385699] 1\n", - "[45.58931882, -122.5959928] 1\n", - "[40.64946781, -73.76624703] 1\n", - "Name: tweet_coord, Length: 832, dtype: int64" - ] - }, - "execution_count": 397, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df['tweet_coord'].value_counts()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c58b5a35-23c1-4025-9a43-e421084c0cad", - "metadata": {}, - "outputs": [], - "source": [ - "#function to remove -008 from data column\n", - "def fix_date(dateobject):\n", - " date = str(dateobject)\n", - " return date[0:19]" - ] - }, - { - "cell_type": "code", - "execution_count": 420, - "id": "561dee7d-2ee0-42f0-9b08-acbe6e64b5f6", - "metadata": {}, - "outputs": [], - "source": [ - "#fix data type\n", - "df['tweet_created'] = df['tweet_created'].map(lambda x:fix_date(x))\n", - "df['tweet_created'] = pd.to_datetime(df['tweet_created'],infer_datetime_format=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 421, - "id": "da02524d-52a8-491a-b203-34d83b2935c9", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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airlinenameretweet_counttexttweet_coordtweet_createdtweet_locationuser_timezone
0Virgin Americacairdin0@VirginAmerica What @dhepburn said.NaN2015-02-24 11:35:52NaNEastern Time (US & Canada)
1Virgin Americajnardino0@VirginAmerica plus you've added commercials t...NaN2015-02-24 11:15:59NaNPacific Time (US & Canada)
2Virgin Americayvonnalynn0@VirginAmerica I didn't today... Must mean I n...NaN2015-02-24 11:15:48Lets PlayCentral Time (US & Canada)
3Virgin Americajnardino0@VirginAmerica it's really aggressive to blast...NaN2015-02-24 11:15:36NaNPacific Time (US & Canada)
4Virgin Americajnardino0@VirginAmerica and it's a really big bad thing...NaN2015-02-24 11:14:45NaNPacific Time (US & Canada)
\n", - "
" - ], - "text/plain": [ - " airline name retweet_count \\\n", - "0 Virgin America cairdin 0 \n", - "1 Virgin America jnardino 0 \n", - "2 Virgin America yvonnalynn 0 \n", - "3 Virgin America jnardino 0 \n", - "4 Virgin America jnardino 0 \n", - "\n", - " text tweet_coord \\\n", - "0 @VirginAmerica What @dhepburn said. NaN \n", - "1 @VirginAmerica plus you've added commercials t... NaN \n", - "2 @VirginAmerica I didn't today... Must mean I n... NaN \n", - "3 @VirginAmerica it's really aggressive to blast... NaN \n", - "4 @VirginAmerica and it's a really big bad thing... NaN \n", - "\n", - " tweet_created tweet_location user_timezone \n", - "0 2015-02-24 11:35:52 NaN Eastern Time (US & Canada) \n", - "1 2015-02-24 11:15:59 NaN Pacific Time (US & Canada) \n", - "2 2015-02-24 11:15:48 Lets Play Central Time (US & Canada) \n", - "3 2015-02-24 11:15:36 NaN Pacific Time (US & Canada) \n", - "4 2015-02-24 11:14:45 NaN Pacific Time (US & Canada) " - ] - }, - "execution_count": 421, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.head()" - ] - }, - { - "cell_type": "code", - "execution_count": 327, - "id": "54d105a3-059b-4fba-938f-9b20ca6472f1", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[28.5, 77.78]" - ] - }, - "execution_count": 327, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#function to format coordinate string into list of coordinates\n", - "periwinkle = '[28.5, 77.78]'\n", - "\n", - "def get_coords(mystr):\n", - " if mystr != None:\n", - " mapdict = {'[': None, ']':None,\",\":None,}\n", - " mappingtbl = mystr.maketrans(mapdict)\n", - "\n", - " newstr = mystr.translate(mappingtbl)\n", - " new = newstr.split()\n", - " gps = []\n", - " for item in new:\n", - " gps.append(float(item))\n", - " return gps\n", - "#test function\n", - "get_coords(periwinkle)" - ] - }, - { - "cell_type": "code", - "execution_count": 422, - "id": "80f66209-ec43-4514-bf07-f26319475c62", - "metadata": {}, - "outputs": [], - "source": [ - "#if the tweet was created in a month other than february, let us know\n", - "months = df['tweet_created'].map(lambda x:x.month).to_list()\n", - "for month in months:\n", - " if month != 2:\n", - " print('Not February')" - ] - }, - { - "cell_type": "code", - "execution_count": 413, - "id": "611244d8-b131-48fc-acee-228083df87fd", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{16, 17, 18, 19, 20, 21, 22, 23, 24}" - ] - }, - "execution_count": 413, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#which days in february?\n", - "days = df['tweet_created'].map(lambda x:x.day).to_list()\n", - "set(days)" - ] - }, - { - "cell_type": "code", - "execution_count": 414, - "id": "5ae3762d-2172-46ae-bd58-577a2c432ed5", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#tweet distribution by airline\n", - "df[['airline','name']].groupby(by='airline').count().plot(kind='bar',figsize=(15,10))\n", - "plt.title('Tweet Count by Airline',fontdict={'size':20,'color':'black'})\n", - "plt.xlabel('Airline',fontdict={'size':16,'color':'black'})\n", - "plt.ylabel('Tweet Count',fontdict={'size':16,'color':'black'});" - ] - }, - { - "cell_type": "code", - "execution_count": 424, - "id": "801f9a93-d05e-4cc1-b320-0561f37b9e68", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array(['Virgin America', 'United', 'Southwest', 'Delta', 'US Airways',\n", - " 'American'], dtype=object)" - ] - }, - "execution_count": 424, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df['airline'].unique()" - ] - }, - { - "cell_type": "code", - "execution_count": 415, - "id": "03567fd1-b8df-4909-abda-9c8771e18cfc", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#tweet distribution by timezone\n", - "tweet_counts = df[['user_timezone','name']].groupby(by='user_timezone').count()\n", - "tweet_counts.sort_values('name',ascending=False).plot(kind='bar',figsize=(15,8))\n", - "plt.title('Tweet Count by Timezone',fontdict={'size':20,'color':'black'})\n", - "plt.xlabel('Timezone',fontdict={'size':16,'color':'black'})\n", - "plt.ylabel('Tweet Count',fontdict={'size':16,'color':'black'});" - ] - }, - { - "cell_type": "code", - "execution_count": 432, - "id": "12c2df28-ad6f-4981-9be3-3699d545df5e", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 432, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#for tweets with gps coords, view on map\n", - "fig = folium.Figure(width=1000,height=800)\n", - "m=folium.Map(location=[28.644800, 77.216721])\n", - "has_latlong = df[['name','airline','tweet_coord']].copy(deep=True)\n", - "has_latlong.dropna(inplace=True)\n", - "has_latlong['tweet_coord'] = has_latlong['tweet_coord'].map(lambda x:get_coords(str(x)))\n", - "\n", - "def assign_colors(airline):\n", - " airlines = ['Virgin America', 'United', 'Southwest', 'Delta', 'US Airways','American'] \n", - " colors = ['pink','red','green','blue','white','yellow']\n", - " which_color = dict(zip(airlines,colors))\n", - " return which_color[airline]\n", - "\n", - "has_latlong['marker_color'] = has_latlong['airline'].map(lambda x: assign_colors(x))\n", - "\n", - "for index, row in has_latlong.iterrows():\n", - " folium.CircleMarker(location=row['tweet_coord'],radius=10,fill = True,fillOpacity=0.2,popup=row['airline'],tooltip='Click for info',color=row['marker_color']).add_to(m)\n", - "fig.add_child(m)" - ] - }, - { - "cell_type": "markdown", - "id": "d3464052-3461-477a-9574-18cbb7d03f8f", - "metadata": {}, - "source": [ - "# Preliminary NLP" - ] - }, - { - "cell_type": "markdown", - "id": "98d1f982-fcd4-4278-92fb-3365f98c50ca", - "metadata": {}, - "source": [ - "First I'm removing the tweet data from the dataframe to figure out the the process for cleaning the text most effectively, then I'll implement the process on the dataframe." - ] - }, - { - "cell_type": "code", - "execution_count": 491, - "id": "06d34c87-730e-4660-9d01-2d0894b59be3", - "metadata": {}, - "outputs": [], - "source": [ - "#make a list of tweets\n", - "tweets = df['text'].to_list()\n", - "tweet_sample = tweets[0:50]" - ] - }, - { - "cell_type": "code", - "execution_count": 492, - "id": "f154f00f-d9ef-42e7-b769-6fce9a3a7df5", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "list" - ] - }, - "execution_count": 492, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "type(tweet_sample)" - ] - }, - { - "cell_type": "markdown", - "id": "22be10ff-de4d-46ea-82d2-7388a24ef0e6", - "metadata": {}, - "source": [ - "Need to remove capitals, punctuation,stopwords." - ] - }, - { - "cell_type": "code", - "execution_count": 493, - "id": "98e7cf0b-7e21-44f3-acfc-a9abbbaac482", - "metadata": {}, - "outputs": [], - "source": [ - "#define function to do the cleanup\n", - "def cleanup(mystr):\n", - " smallwords = stopwords.words('english')\n", - " if mystr != None:\n", - " mappingtbl = mystr.maketrans('','',string.punctuation)\n", - " newstr = mystr.translate(mappingtbl)\n", - " new = newstr.split()\n", - " cleaned = []\n", - " for item in new:\n", - " if item not in smallwords:\n", - " cleaned.append(item.lower())\n", - " return cleaned" - ] - }, - { - "cell_type": "code", - "execution_count": 494, - "id": "8a1dc04e-89e8-4289-97fb-12477fcf005a", - "metadata": {}, - "outputs": [], - "source": [ - "#clean the tweets and put them in a new list\n", - "clean_tweets = []\n", - "for tweet in tweet_sample:\n", - " clean_tweets.append(cleanup(tweet))" - ] - }, - { - "cell_type": "code", - "execution_count": 509, - "id": "732b8b19-5300-4b3b-a709-dddd43c4ae70", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "['virginamerica',\n", - " 'seriously',\n", - " 'would',\n", - " 'pay',\n", - " '30',\n", - " 'flight',\n", - " 'seats',\n", - " 'didnt',\n", - " 'playing',\n", - " 'really',\n", - " 'bad',\n", - " 'thing',\n", - " 'flying',\n", - " 'va']" - ] - }, - "execution_count": 509, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "clean_tweets[5]" - ] - }, - { - "cell_type": "code", - "execution_count": 496, - "id": "5f085409-4ebe-46cd-a655-53e2350adfa5", - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer,HashingVectorizer\n", - "from nltk.probability import FreqDist\n", - "from nltk.tokenize import regexp_tokenize,word_tokenize,RegexpTokenizer\n", - "from nltk import pos_tag\n", - "from nltk.corpus import wordnet" - ] - }, - { - "cell_type": "code", - "execution_count": 498, - "id": "6a6b7324-5e02-4b27-8984-1b35dce005ff", - "metadata": {}, - "outputs": [], - "source": [ - "lemmatizer= nltk.stem.WordNetLemmatizer()" - ] - }, - { - "cell_type": "code", - "execution_count": 525, - "id": "a2bfaf22-67a2-4ba4-a1b3-f54efaf60120", - "metadata": {}, - "outputs": [], - "source": [ - "lemmed_tweets = []\n", - "for tweet in clean_tweets:\n", - " lemmed_tweets.append([lemmatizer.lemmatize(word) for word in tweet])" - ] - }, - { - "cell_type": "code", - "execution_count": 528, - "id": "a425c2bb-84b3-4e75-b149-6cd933afa7b6", - "metadata": {}, - "outputs": [], - "source": [ - "pos_tagged = []\n", - "for tweet in lemmed_tweets:\n", - " pos_tagged.append(pos_tag(tweet))" - ] - }, - { - "cell_type": "code", - "execution_count": 536, - "id": "1b0b5d27-14e9-4d0e-83f4-2e8031e71dcb", - "metadata": {}, - "outputs": [], - "source": [ - "def wordnet_pos(taggedtext):\n", - " if taggedtext.startswith('J'):\n", - " return wordnet.ADJ\n", - " elif taggedtext.startswith('V'):\n", - " return wordnet.VERB\n", - " elif taggedtext.startswith('N'):\n", - " return wordnet.NOUN\n", - " elif taggedtext.startswith('R'):\n", - " return wordnet.ADV\n", - " else:\n", - " return wordnet.NOUN" - ] - }, - { - "cell_type": "code", - "execution_count": 537, - "id": "9824bbe9-7dac-42cb-a9c9-d9abe17f14bf", - "metadata": {}, - "outputs": [], - "source": [ - "correct_tags = []\n", - "for tweet in pos_tagged:\n", - " correct_tags.append([(word[0],wordnet_pos(word[1])) for word in tweet])" - ] - }, - { - "cell_type": "code", - "execution_count": 538, - "id": "c54a527f-485c-481d-ae9a-6b90491218f3", - "metadata": {}, - "outputs": [ - { - "ename": "TypeError", - "evalue": "sequence item 0: expected str instance, tuple found", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m/var/folders/04/9x7jj2w1053fhy0fxl3ntvgm0000gn/T/ipykernel_97602/3402280658.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mvec\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mCountVectorizer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mX\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mvec\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit_transform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\" \"\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcorrect_tags\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mTypeError\u001b[0m: sequence item 0: expected str instance, tuple found" - ] - } - ], - "source": [ - "vec = CountVectorizer()\n", - "X = vec.fit_transform([\" \".join(correct_tags[0])])" - ] - }, - { - "cell_type": "code", - "execution_count": 517, - "id": "e6ae7ef2-9d66-4a5d-ba4b-0a09edb138b1", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 522, - "id": "34864471-72a2-46ed-92eb-c49dca189622", - "metadata": {}, - "outputs": [], - "source": [ - "lemmatized = [(tweet[0],wordnet_pos(tweet[1])) for tweet in tweet_tagged]" - ] - }, - { - "cell_type": "code", - "execution_count": 524, - "id": "074398a8-4938-47e4-ae3b-5a64366c6d96", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fdist = FreqDist(lemmatized)\n", - "plt.figure(figsize=(8,12))\n", - "fdist.plot();" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a5591f37-4abd-4201-b4ec-08500b661798", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.7.9" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/functions.py b/functions.py new file mode 100644 index 0000000..f586386 --- /dev/null +++ b/functions.py @@ -0,0 +1,79 @@ +import pandas as pd +import numpy as np +import matplotlib.pyplot as plt +import seaborn as sns + +from sklearn.pipeline import Pipeline +from sklearn.preprocessing import StandardScaler +from sklearn.metrics import plot_confusion_matrix, classification_report, precision_score, recall_score, accuracy_score, f1_score + +from sklearn.linear_model import LogisticRegression +from sklearn.neighbors import KNeighborsClassifier +from sklearn.naive_bayes import GaussianNB +from sklearn.svm import SVC +from sklearn.ensemble import RandomForestClassifier +from sklearn.tree import DecisionTreeClassifier +from xgboost import XGBClassifier + +def metrics(model, x_train, y_train, x_test, y_test): + fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(15, 6)) + plot_confusion_matrix(model, x_train, y_train, ax=ax[0], cmap=plt.cm.Blues, xticks_rotation='vertical') + ax[0].set_title('Train Confusion Matrix') + plot_confusion_matrix(model, x_test, y_test, ax=ax[1], cmap=plt.cm.Blues, xticks_rotation='vertical') + ax[1].set_title('Test Confusion Matrix') + plt.show() + print(classification_report(y_test, model.predict(x_test))) + print('\n') + +def make_model(model, x_train, y_train): + return model.fit(x_train, y_train) + +def all_models(x_train, x_test, y_train, y_test, + objects = [LogisticRegression(fit_intercept=False, C=1e12), + Pipeline([('ss', StandardScaler()), ('knn', KNeighborsClassifier())]), + GaussianNB(), + DecisionTreeClassifier(), + RandomForestClassifier(), + XGBClassifier(), + Pipeline([('ss', StandardScaler()), ('svm', SVC())])], + index = ['Logistic Regression', 'K-Nearest Neighbors', 'Naive Bayes', 'Decision Tree', + 'Random Forest', 'XGBoost', 'Support Vector Machine'] + + ): + models = [] + precision = [] + recall = [] + accuracy = [] + f1 = [] + + for i, o in enumerate(objects): + print(f'{index[i]} Results:') + models.append(make_model(o, x_train, y_train)) + metrics(models[-1], x_train, y_train, x_test, y_test) + + for i in models: + prediction = i.predict(x_test) + precision.append(precision_score(y_test, prediction, average='macro')) + recall.append(recall_score(y_test, prediction, average='macro')) + accuracy.append(accuracy_score(y_test, prediction)) + f1.append(f1_score(y_test, prediction, average='macro')) + df = pd.DataFrame(np.array([precision, recall, accuracy, f1]).T, + index = index, columns = ['Precision Score', 'Recall Score', 'Accuracy Score', 'F1 Score']).style.format('{:.2%}') + display(df) + print(f'The model with the highest precision score is {df.data.idxmax()[0]}.') + print(f'The model with the highest recall score is {df.data.idxmax()[1]}.') + print(f'The model with the highest accuracy score is {df.data.idxmax()[2]}.') + print(f'The model with the highest F1 score is {df.data.idxmax()[3]}.') + + return models + +def plot_importances(model, index, title='Feature Importances'): + f_import = pd.Series(model.feature_importances_, index=index) + plot = f_import.nlargest(20).to_frame() + + fig, ax = plt.subplots(figsize=(15, 8)) + sns.barplot(data=plot, y=plot.index, x=0) + ax.set_title(title) + ax.set_xlabel('Importance') + ax.set_ylabel('Feature') + plt.show(); \ No newline at end of file From 0af20d9f5d77fb23c586f432a3f78b0ec2dde64b Mon Sep 17 00:00:00 2001 From: Noelle Ferrari Date: Thu, 9 Sep 2021 08:59:54 -0700 Subject: [PATCH 2/4] SMOTE --- Airline Tweets.ipynb | 721 +++++++++++++++++++++++++++++++++---------- 1 file changed, 563 insertions(+), 158 deletions(-) diff --git a/Airline Tweets.ipynb b/Airline Tweets.ipynb index 2dfa116..440f6d6 100644 --- a/Airline Tweets.ipynb +++ b/Airline Tweets.ipynb @@ -2,68 +2,70 @@ "cells": [ { "cell_type": "code", - "execution_count": 11, - "source": [ - "import pandas as pd\r\n", - "import numpy as np\r\n", - "import matplotlib.pyplot as plt\r\n", - "import seaborn as sns\r\n", - "%matplotlib inline\r\n", - "\r\n", - "from sklearn.model_selection import train_test_split\r\n", - "from sklearn.feature_extraction.text import TfidfVectorizer\r\n", - "\r\n", - "import nltk\r\n", - "from nltk.corpus import stopwords\r\n", - "from nltk.stem import WordNetLemmatizer\r\n", - "from nltk.tokenize import RegexpTokenizer\r\n", - "\r\n", - "from functions import all_models as m\r\n", - "from functions import plot_importances\r\n", - "\r\n", - "from sklearn.pipeline import Pipeline\r\n", - "from sklearn.preprocessing import StandardScaler\r\n", - "from sklearn.metrics import plot_confusion_matrix, classification_report, precision_score, recall_score, accuracy_score, f1_score\r\n", - "\r\n", - "from sklearn.linear_model import LogisticRegression\r\n", - "from sklearn.neighbors import KNeighborsClassifier\r\n", - "from sklearn.naive_bayes import GaussianNB\r\n", - "from sklearn.svm import SVC\r\n", - "from sklearn.ensemble import RandomForestClassifier\r\n", - "from sklearn.tree import DecisionTreeClassifier\r\n", - "from xgboost import XGBClassifier\r\n" - ], + "execution_count": 1, + "id": "745841ac", + "metadata": {}, "outputs": [], - "metadata": {} + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "%matplotlib inline\n", + "\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.feature_extraction.text import TfidfVectorizer\n", + "\n", + "import nltk\n", + "from nltk.corpus import stopwords\n", + "from nltk.stem import WordNetLemmatizer\n", + "from nltk.tokenize import RegexpTokenizer\n", + "\n", + "from functions import all_models as m\n", + "from functions import plot_importances\n", + "\n", + "from sklearn.pipeline import Pipeline\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.metrics import plot_confusion_matrix, classification_report, precision_score, recall_score, accuracy_score, f1_score\n", + "\n", + "from sklearn.linear_model import LogisticRegression\n", + "from sklearn.neighbors import KNeighborsClassifier\n", + "from sklearn.naive_bayes import MultinomialNB\n", + "from sklearn.svm import SVC\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.tree import DecisionTreeClassifier\n", + "from xgboost import XGBClassifier\n" + ] }, { "cell_type": "code", "execution_count": 2, + "id": "acbe45c9", + "metadata": {}, + "outputs": [], "source": [ "df = pd.read_csv('data/Tweets.csv')" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": 3, + "id": "b17ff37a", + "metadata": {}, + "outputs": [], "source": [ "df.drop(inplace = True, columns=['tweet_coord', 'tweet_location', 'user_timezone', 'tweet_id', 'airline_sentiment_confidence', 'negativereason', 'negativereason_confidence', 'airline_sentiment_gold', 'negativereason_gold'])" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", "execution_count": 4, - "source": [ - "df.info()" - ], + "id": "7f6d6c06", + "metadata": {}, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "\n", "RangeIndex: 14640 entries, 0 to 14639\n", @@ -81,90 +83,140 @@ ] } ], - "metadata": {} + "source": [ + "df.info()" + ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 10, + "id": "33879895", + "metadata": {}, + "outputs": [], "source": [ - "stop_words = stopwords.words('english')\r\n", - "\r\n", - "def process(tweet):\r\n", - " \r\n", - " lemmatizer = WordNetLemmatizer()\r\n", - " tokenizer = RegexpTokenizer(r'[@a-zA-Z0-9]+')\r\n", - " \r\n", - " tweet = tweet.lower()\r\n", - " tweet = tokenizer.tokenize(tweet)\r\n", - " tweet = [w for w in tweet if w not in stop_words]\r\n", - " tweet = [lemmatizer.lemmatize(w) for w in tweet]\r\n", - " tweet = ' '.join(tweet)\r\n", - " \r\n", + "stop_words = stopwords.words('english')\n", + "\n", + "def process(tweet):\n", + " \n", + " lemmatizer = WordNetLemmatizer()\n", + " tokenizer = RegexpTokenizer(r'[@a-zA-Z0-9]+')\n", + " \n", + " tweet = tweet.lower()\n", + " tweet = tokenizer.tokenize(tweet)\n", + " tweet = [w for w in tweet if w not in stop_words]\n", + " tweet = [lemmatizer.lemmatize(w) for w in tweet]\n", + " tweet = ' '.join(tweet)\n", + " \n", " return tweet" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": 6, - "source": [ - "vectorizer = TfidfVectorizer(stop_words=stop_words, token_pattern='[@a-zA-Z0-9]+')" - ], + "execution_count": 11, + "id": "7f6f827c", + "metadata": {}, "outputs": [], - "metadata": {} + "source": [ + "vectorizer = TfidfVectorizer(stop_words=stop_words, token_pattern='[a-zA-Z0-9]+')" + ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 12, + "id": "a95350b4", + "metadata": {}, + "outputs": [], "source": [ "x = df['text'].apply(process)\n", "y = df['airline_sentiment']" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 13, + "id": "37605e58", + "metadata": {}, + "outputs": [], "source": [ "x_train, x_test, y_train, y_test = train_test_split(x, y, random_state=16)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "fb8e8dad", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "7322 @jetblue heard new flight tap pay reader accep...\n", + "13249 @americanair @usairways complaint visit custom...\n", + "3738 @united 20 min departure one waiting pressed g...\n", + "14223 @americanair full flight customer sitting plan...\n", + "7226 @jetblue great see redsox plane reminder ny si...\n", + " ... \n", + "635 @united finger crossed amp intact disappointed...\n", + "1345 @united first complaint filed feb 11th 10 day ...\n", + "581 @united thnx quick reply think assist intl grp...\n", + "2169 @united trip get another airline home\n", + "6825 @jetblue wish everyone felt like\n", + "Name: text, Length: 10980, dtype: object" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } ], - "outputs": [], - "metadata": {} + "source": [ + "x_train" + ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 15, + "id": "0834611c", + "metadata": {}, + "outputs": [], "source": [ "x_train = vectorizer.fit_transform(x_train)\n", "x_test = vectorizer.transform(x_test)" - ], - "outputs": [], - "metadata": {} + ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 16, + "id": "97081f78", + "metadata": {}, + "outputs": [], "source": [ - "m(x_train, x_test, y_train, y_test, objects = [LogisticRegression(fit_intercept=False, C=1e12), \n", - " DecisionTreeClassifier(),\n", - " RandomForestClassifier(), \n", - " XGBClassifier()],\n", - " index = ['Logistic Regression', 'Decision Tree', \n", - " 'Random Forest', 'XGBoost'])" - ], + "objects = [LogisticRegression(fit_intercept=False, C=1e12), \n", + " MultinomialNB(),\n", + " DecisionTreeClassifier(), \n", + " RandomForestClassifier(), \n", + " XGBClassifier()]\n", + "index = ['Logistic Regression', 'Naive Bayes', 'Decision Tree', 'Random Forest', 'XGBoost']" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "a664cad6", + "metadata": { + "scrolled": false + }, "outputs": [ { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ "Logistic Regression Results:\n" ] }, { - "output_type": "stream", "name": "stderr", + "output_type": "stream", "text": [ "C:\\Users\\ferra\\anaconda3\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):\n", "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", @@ -177,20 +229,20 @@ ] }, { - "output_type": "display_data", "data": { - "image/png": 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", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" }, { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", @@ -204,34 +256,65 @@ "\n", "\n", "\n", - "Decision Tree Results:\n" + "Naive Bayes Results:\n" ] }, { - "output_type": "display_data", "data": { - "image/png": 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", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" }, { + "name": "stdout", "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " negative 0.67 1.00 0.80 2306\n", + " neutral 0.84 0.12 0.21 793\n", + " positive 0.92 0.19 0.31 561\n", + "\n", + " accuracy 0.68 3660\n", + " macro avg 0.81 0.43 0.44 3660\n", + "weighted avg 0.74 0.68 0.60 3660\n", + "\n", + "\n", + "\n", + "Decision Tree Results:\n" + ] + }, + { + "data": { + "image/png": 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VLaMZ6caimZkVILv3kDIzMytOdjPSjUUzMytMRq+ampmZFS2jGenGopmZ5Scye9XUzMysKBnOyGx+KjMzMzMzMyuKexbNzKwA2Z2PYWZmVpzsZqQbi2ZmVpiMzscwMzMrWkYzMptNYDMza36qKu5hZmaWVSXMR0lXS5oh6ZVa5cdJekPSJEkX5JSfJmly+t4eOeVDJL2cvneplL+F6/Q2M7OKIKmrpFslvS7pNUnbSeou6QFJb6X/dsvZvtnC0MzMrIJdC+yZWyBpF2BfYNOIGARcmJYPBIYBg9J9Rkpqk+52OXAUMCB9LHPM+rixaGZmhZGKe+R3CXBfRGwEbAa8BpwKjIuIAcC49HWzh6GZmVlRSpiPEfEoMLtW8dHAeRGxIN1mRlq+LzAmIhZExBRgMrC1pN5A54h4KiICuA7YL9+53Vg0M7P8pJIOQ5XUGdgRuAogIhZGxByS0Budbjaar4KtWcPQzMysyYrNSOghaXzO46gCzroB8HVJz0h6RNJWafmawPs5201Ny9ZMn9cub5QXuDEzs8IUP5qzh6TxOa9HRcSo9Pm6wMfANZI2AyYAvwBWj4jpABExXVKvdPs1gadzjrUk9BbRhDA0MzMrSnEZOTMihi7nPm2BbsC2wFbAWEnrktz1sbZopDzvSczMzPJqhql/jYVhW2BL4LiIeEbSJaRDThuqTj1lTQ5DMzOzYpRhevxU4PZ0FM2zkhYDPdLyfjnb9QWmpeV96ylvlIehmplZJZgKTI2IZ9LXt5I0Hj9Kh5aS/jsjZ/tmC0MzM7MVzP8BuwJI2gBYCZgJ3AUMk9Re0jokc/efTUfpzJO0bbrw2+HAnflO4saimZnlJZKrpsU8GhMRHwLvS9owLdoNeJUk9IanZcP5KtiaNQzNzMyaqtiMzHt86SbgKWBDSVMlHQlcDayb3k5jDDA8EpOAsSQZeh9wTETUpIc6GriSZJ7//4B7853bw1DNzCw/Uf8Az+Z1HHCDpJWAt4EfklzUHJsG43vAgQARMUnSkjCspm4YXgt0JAnCvGFoZmbWZCXOyIg4pIG3Dmtg+xHAiHrKxwODl+fcbiyamVkBCrv6WYyIeAGob07jbg1s32xhaGZm1nSlz8hycWPRzMwKktUgNDMzK1ZWM9JzFs3MzMzMzKwO9yyamVlBsnrV1MzMrFhZzUg3Fs3MrCBZDUIzM7NiZTUj3Vg0M7P8WmY1VDMzsxVPhjPScxbNzMzMzMysDvcsmplZXsrwsuBmZmbFyHJGurFoZmYFyWoQmpmZFSurGenGopmZFSSrQWhmZlasrGakG4tmZlaQrAahmZlZsbKakW4sruA6r9qRS3/zfTZerzcRcNzvb+DLBQu56NRhdGjfjurqxZx0/s1MfPVdDtxzKMf9YPel+w5avw87/eB8XnnzAzbbqB8jz/oBHdq344EnJnHqn28t46fKvqkffsLRZ1/HjFlzqZIY/t0d+Nkhu5S7Wq3eg0++yml/vpWaxYv5wb7bc8IR3yx3lcysif7620PZ42uDmfnJPLYfdi4AgzdYs9587NZlFUafdyRbDFybm+5+mpP/dMvS49xy6c9ZY7XOtGnbhqef/x8nXXAzixdHuT5WZixYuIgfnvR3Fi6qpqZmMbt/fROO+cE3GfnP+7n9vmfp1mUVAI4/Yk++vvXGzJn7OSf+4Z+88uZU9v3GUE4/Zr/yfoCM+sUfbuCBJyfRo1snHr3htGXeu+yGcfzub3fy2r3nslrXVXn42df5w8i7WLSohnbt2nDWsfvx9aEblKnmViorbGNRUlfg+xExMn3dB7g0Ig4oa8Va2HknHsC4p17liFOvol3bNnTssBLX/PFHXHDlvTz45Kt8Y/uB/O74/fjOzy7hlvvGc8t94wEYuF4fbvjzUbzy5gcA/PnUg/nluTfx3MtTuOWSo9l9+4E8+OSr5fxomda2bRV/+OX32Gyjfsz7fD67HH4+O2+zERut27vcVWu1amoW8+sLxnLH346lz+pd2XX4n9hrx038PVkiw8uCZ5EzEm66+2n+MfYR/v67w5eW/e64/erNxwULFnHu3+9m4/X6sPF6y/7M/+i0q5n3+XwARp//Y/bbbUtuf2BCi36WLFqpXVuuPP8oVu7YnkXVNQw/cSRfG7ohAId99+scccBOy26/UjuOOXwPJr/7IZPf+agcVW4Vhn17G448cEeOPef6Zco/+OgTHnnuDfqu0W1p2WpdVuH6P/2UNXp24bX/TePgX17OS//6fUtXuTJkOCNX5FtndAV+vuRFRExrTSEI0GmVDmy/xXr8886nAFhUXcPcz74kInkPkp7HDz/+tM6+++8xhNv+k4Td6qt1ptMqHXju5SkAjPn3s3x7p01b6FO0Tmv06MJmG/UDku/VBv3XYPrHc8pbqVZuwqR3WLdfD/r37cFK7dryvW9syT2PvFTualUUSUU9rEV1pZVn5JPP/49P5n6xTFlD+fjF/IU8/eLbzF+4qM5xljQU27apYqV2bQjcq9gcJLFyx/YAVFfXUF1d0+jviZU7rMSWg9ehfbt2LVXFVmm7Ldana+eV65T/9pLbOfOYfVFOi2iTDfuxRs8uAGy0bm8WLFzEgnp+hlqLrOZjyRqLkvpLek3SPyRNknS/pI6S1pN0n6QJkh6TtFG6/XqSnpb0nKRzJH2Wlq8qaZykiZJelrRveorzgPUkvSDpT+n5Xkn3eUbSoJy6PCxpiKRVJF2dnuP5nGOtkNZeczVmzvmMy846jEeuP4VLzvg+K3dYidMvupVzjt+PV+7+Pef84rucc9mddfb97je25Lb7k17G3r26Mm3GnKXvTZsxh949u7bQp7D3ps3ipTemMmRQ/3JXpVWb/vGnrLn6V1dM+6zejen1XGhprZYsC57VMGxpzsjyKCQf63Prpcfw1v3n8dnnC7hz3PMlrmXrUVOzmAN//hd2HnYO2225AZtutBYAY+56kv1/dhFnXjSWufO+yHMUK7X7HnuZ3j27MnjAmg1uc/d/X2DwBn1pv1LrbMwXm5GVrNQ9iwOAyyJiEDAH2B8YBRwXEUOAk4CR6baXAJdExFbAtJxjzAe+GxFbArsAf1byVT0V+F9EbB4Rv6513jHAQQCSegN9ImICcAbwUHqOXYA/SVqldqUlHSVpvKTxUf1l8V+FEmnbpg2bbdiPq299jJ0OO58v5i/gl0d8gx/t/3VOv+h2Bu/9W874y21c+ttDl9lvyKC1+XL+Il7733QA6vt/1FdOW8ZnXyzg8FOu5I+/2p/Oq3Ysd3VatYi6/89X+O/vFufGYrNb4TJyRcnHhuTLx4YccPxlbLTX6ay0Ult2TIdKWvHatKnilpEn8MD1Z/DKG+/x1jsfcvDe2/Hva07hlpG/pEf3zlz4j7vLXc1W7Yv5C7n42vs55SffanCb19+ezjkj7+LCUw5uwZpVnqzmY6kbi1Mi4oX0+QSgP7A9cIukF4ArgCWTA7YDlswovzHnGALOlfQS8CCwJrB6nvOOBQ5Mnx+Uc9xvAqem534Y6ACsVXvniBgVEUMjYqjaVu4f8NNmfMK0GXOYMOldAO4a9wKbbdiPQ/behn/99wUA/u/B59ly4NrL7Pe9bw7htv+M/+o4H82hT6+uS1/36dW13qGr1rwWVdcw/JR/cOCeQ/nOrpuXuzqtXp9eXfngo0+Wvp720Ses0aNLGWtkrcAKl5ErSj42JF8+NmbBwmruffRlvrXTJiWqXevVedWODN10PZ4Y/wardetEmzZVVFVVsf+eW/PyG++Xu3qt2jtTZ/Le9Fns8oPzGfLds5n28Rx2P+JPfDRrLpD8LXrEqVfyt9/+gHX69ixzba0USt1YXJDzvAboDsxJr3QueWyc5xiHAj2BIRGxOfARSYA1KCI+AGZJ2hQ4mOQqKiShun/OudeKiNeW/2NVhhmz5vHBR5+w/tq9ANhxqw15Y8qHTP/4U3bYckBatgFvv//x0n0kse9uW3BbzuT8j2bN5bMvFjB0cH8Ahn17a8/VKrGI4Ljf38AG/dfgmEN3K3d1DNhy4Nr8772PefeDmSxcVM3tD0xkrx09d3cZKvJhtTkjW1hj+VifVTquxOqrdQaSXrBv7DCQt7y4SrOYPecz5n6W9E7PX7CIp59/i3X69eTjtBEC8NCTrzCg/xrlqqIBA9fvw6v3nMuEO85mwh1n06dnVx689tesvlpnPp33Bd8/8QrOOPo7bLPZuuWuavllNB9bejXUucAUSQdGxC3pUJlNI+JF4GmSITg3A8Ny9ukCzIiIRZJ2AZZcBpwHdGrkXGOAk4EuEfFyWvYf4DhJx0VESNoiIlboyQcnX3gLo845gpXateGdD2ZyzDnXc88jL/HHEw+gbZsq5i+s5pfn3rR0++23WJ9pM+bw7gezljnOiefdzMizDqND+3Y8+OSrPOCVUEvq6Rff5uZ7nmXg+n34+vf/CMBvj9mHb+4wKM+eVipt27bhgpMPYv/jL6OmJjh0n23rrIrYqim795CqIM7IZnTlH45ghyEDWK3rqrxy9+85b9Q9/HLEjQ3m44t3/o5Oq3SgXbu2fGunTdn/uMuY/enn3HjRT2nfri1Vbap47Lk3ufr2x8v4qbJj5ux5/ObPN1NTs5jFEeyx46bstM1ATr9gDK+/PQ2RzB0/8/j9l+6z5+F/5LMv5rOouoaHnprEFSN+zHpr5+tIt+Xx0zOv5YmJk5k95zM22+e3nPzjb3HoPtvVu+1Vtz7GO1NnctE1/+Gia/4DwNiLf07P7o396smoDGek6pun0ywHlvoDd0fE4PT1ScCqwGjgcpKhNe2AMRFxjqQBwPUk7et/A0dFxJqSegD/Srd9AdgB2Csi3pF0I7ApcC9wWa3zrQ58APw+In6XlnUELiYZ5iPgnYjYu7HPUbVyr2i/4UHN8jWx5vPJc38rdxXMKt4O2wxlwoTxzZJe7XquF6vtd35Rx/joygMnRMTQ5qjPii4LGel8rEwv3XdBuatgtazRpdHOfiuTzh3bNFsmFZuRlZyPJetZjIh3gME5ry/MeXvPenb5ANg2vZo5DBif7jeTZK5Gfef4fq2i3PN9RK3PFxFfAj8t/FOYmZk1P2ekmZmtCFp6GGpjhgB/S4fdzAF+VN7qmJlZrqwOsVlBOCPNzCpYVjOyYhqLEfEYsFm562FmZnUtuYeUlYcz0syscmU5IyumsWhmZhUumzloZmZWvIxmpBuLZmaWX4ZXejMzMytKhjOy1PdZNDMzMzMzsxWQexbNzKwgWb1qamZmVqysZqQbi2ZmVpCsBqGZmVmxspqRbiyamVlhspmDZmZmxctoRnrOopmZFURSUQ8zM7OsKmU+Srpa0gxJr9Tz3kmSQlKPnLLTJE2W9IakPXLKh0h6OX3vUhVwcjcWzczMzMzMKte1wJ61CyX1A74BvJdTNhAYBgxK9xkpqU369uXAUcCA9FHnmLW5sWhmZnkV26vonkUzM8uqUudjRDwKzK7nrb8AJwORU7YvMCYiFkTEFGAysLWk3kDniHgqIgK4Dtgv37k9Z9HMzAriBp+ZmVn9iszIHpLG57weFRGj8pxvH+CDiHix1rnXBJ7OeT01LVuUPq9d3ig3Fs3MrCBuLJqZmdWvyIycGRFDl+NcKwNnAN+s7+16yqKR8ka5sWhmZmZmZrbiWA9YB1jSq9gXmChpa5Iew3452/YFpqXlfespb5TnLJqZWWFU5MPMzCyrWjAfI+LliOgVEf0joj9JQ3DLiPgQuAsYJqm9pHVIFrJ5NiKmA/MkbZuugno4cGe+c7ln0czMCuJhqGZmZvUrZUZKugnYmWRu41TgrIi4qr5tI2KSpLHAq0A1cExE1KRvH02ysmpH4N700Sg3Fs3MLD+5sWhmZlavEmdkRByS5/3+tV6PAEbUs914YPDynNuNRTMzy0uA24pmZmZ1ZTkjPWfRzMwqgqR3JL0s6YUlS4hL6i7pAUlvpf92y9n+NEmTJb0haY+c8iHpcSZLulTuEjUzM2sSNxbNzKwAxd1weDnaa7tExOY5S4ifCoyLiAHAuPQ1kgYCw4BBwJ7ASElt0n0uB44imdQ/IH3fzMysRFokH8vCjUUzMyuIVNyjifYFRqfPRwP75ZSPiYgFETEFmAxsLak30DkinoqIAK7L2cfMzKwkypCPLcJzFs3MrCAtcPUzgPslBXBFRIwCVk+X+yYipkvqlW67JvB0zr5T07JF6fPa5WZmZiVT6T2ETeXGopmZ5dc8Vz97LJmLmBqVNgiX2CEipqUNwgckvd54jeqIRsrNzMxKYwXoIWwqNxbNzKylzMyZi1hHRExL/50h6Q5ga+AjSb3TXsXewIx086lAv5zd+wLT0vK+9ZSbmZnZcvKcRTMzy0tAVZWKejR6fGkVSZ2WPAe+CbwC3AUMTzcbDtyZPr8LGCapvaR1SBayeTYdsjpP0rbpKqiH5+xjZmbW7IrNyErmnkUzMytIiYfYrA7ckc75aAvcGBH3SXoOGCvpSOA94ECAiJgkaSzwKlANHBMRNemxjgauBToC96YPMzOzkvEwVDMza9VKOXk/It4GNqunfBawWwP7jABG1FM+Hhjc3HU0MzNrSFYXuPEwVDMzMzMzM6vDPYtmZpZfhld6MzMzK0qGM9KNRTMzy0tkd4iNmZlZMbKckW4smplZAZTZIDQzMytOdjPSjUUzMytIRnPQzMysaFnNSC9wY2ZmZmZmZnW4Z9HMzAqS1SE2ZmZmxcpqRrqxaGZm+WV4pTczM7OiZDgj3Vg0M7O8srzSm5mZWTGynJFuLJqZWUEymoNmZmZFy2pGeoEbMzMzMzMzq8M9i2ZmVpCsDrExMzMrVlYz0o1FMzMrSEZz0MzMrGhZzUg3Fs3MLD9l96qpmZlZUTKckZ6zaGZmZmZmZnW4Z9HMzPJKlgUvdy3MzMwqT5Yz0o1FMzMrgDI7xMbMzKw42c1INxbz2GLjtXjimb+VuxpWy92vTCt3FayWvQf3KXcVrMQymoPWRIMG9OX2+y4odzXMKl67tp711RpkNSPdWDQzs4Jk9aqpmZlZsbKakb7UYWZmZmZmVqEkXS1phqRXcsr+JOl1SS9JukNS15z3TpM0WdIbkvbIKR8i6eX0vUtVQAvXjUUzM8tPyRCbYh5mZmaZVPp8vBbYs1bZA8DgiNgUeBM4DUDSQGAYMCjdZ6SkNuk+lwNHAQPSR+1j1uHGopmZ5ZWs9KaiHmZmZllUbEbmExGPArNrld0fEdXpy6eBvunzfYExEbEgIqYAk4GtJfUGOkfEUxERwHXAfvnO7TmLZmZWEDf4zMzM6lfmjPwRcHP6fE2SxuMSU9OyRenz2uWNcmPRzMwK4raimZlZ/YrMyB6Sxue8HhURowo7r84AqoEblhTVs1k0Ut4oNxbNzMzMzMzKZ2ZEDF3enSQNB/YGdkuHlkLSY9gvZ7O+wLS0vG895Y3ynEUzMyuI5yyamZnVr6XzUdKewCnAPhHxRc5bdwHDJLWXtA7JQjbPRsR0YJ6kbdNVUA8H7sx3HvcsmplZfl7R1MzMrH4lzkhJNwE7kwxXnQqcRbL6aXvggbTB+XRE/CwiJkkaC7xKMjz1mIioSQ91NMnKqh2Be9NHo9xYNDOzvIR7B83MzOpT6oyMiEPqKb6qke1HACPqKR8PDF6ec3sYqpmZmZmZmdXhnkUzMyuIOxbNzMzql9WMdGPRzMwKUpXVJDQzMytSVjPSjUUzMytIRnPQzMysaFnNSDcWzcwsLwkvcGNmZlaPLGekF7gxMzMzMzOzOtyzaGZmBanK5kVTMzOzomU1I91YNDOzgmR1iI2ZmVmxspqRbiyamVlBMpqDZmZmRctqRnrOopmZmZmZmdXhnkUzM8tLgMjoZVMzM7MiZDkj3bNoZmYFqVJxj0JIaiPpeUl3p6+7S3pA0lvpv91ytj1N0mRJb0jaI6d8iKSX0/cuVVYnkpiZWcUodT6WixuLZmaWn4SKfBToF8BrOa9PBcZFxABgXPoaSQOBYcAgYE9gpKQ26T6XA0cBA9LHnsV+fDMzswa1TD6WhRuLZmZWkOSmw01/5D+++gLfBq7MKd4XGJ0+Hw3sl1M+JiIWRMQUYDKwtaTeQOeIeCoiArguZx8zM7OSKGU+lpMbi2Zm1lJ6SBqf8ziq1vsXAycDi3PKVo+I6QDpv73S8jWB93O2m5qWrZk+r11uZmZmy8kL3JiZWV4Cqoq//DkzIobWe3xpb2BGREyQtHOBVaotGik3MzMriWbKyIrkxqKZmRWkxDm4A7CPpG8BHYDOkq4HPpLUOyKmp0NMZ6TbTwX65ezfF5iWlvetp9zMzKxkMtpW9DBUMzMrTCkXuImI0yKib0T0J1m45qGIOAy4CxiebjYcuDN9fhcwTFJ7SeuQLGTzbDpUdZ6kbdNVUA/P2cfMzKwksrrAjXsWzcwsrzJOwj8PGCvpSOA94ECAiJgkaSzwKlANHBMRNek+RwPXAh2Be9OHmZlZSawIC9U0VYONRUl/pZF5HhFxfElqZGZmrVpEPAw8nD6fBezWwHYjgBH1lI8HBpeuhs5IMzNrHRrrWRzfYrUwM7OKl9XJ+03kjDQzs6WympENNhYjYnTua0mrRMTnpa+SmZlVomzGYNM4I83MLFdWMzLvAjeStpP0KvBa+nozSSNLXjMzM6sopVzgZkXljDQzM8juAjeFrIZ6MbAHMAsgIl4EdixhnczMzFYUF+OMNDOzjCpoNdSIeL9Wq7emoW3NzCx7khsOl7sWlckZaWbWumU5IwtpLL4vaXsgJK0EHE863MbMzFqJFWCoTJk4I83MWrsMZ2QhjcWfAZcAawIfAP8BjillpczMrPJkNAeL5Yw0M7PMZmTexmJEzAQObYG6mJlZBcvqVdNiOCPNzAyym5GFrIa6rqR/SfpY0gxJd0patyUqZ2ZmVsmckWZmlmWFrIZ6IzAW6A30AW4BbiplpczMrLIsmbxfzCOjnJFmZq1csRmZ9/jS1ekFyVdyyrpLekDSW+m/3XLeO03SZElvSNojp3yIpJfT9y5VAd2hhTQWFRH/jIjq9HE9EAXsZ2ZmGeL7LNbLGWlmZqXOx2uBPWuVnQqMi4gBwLj0NZIGAsOAQek+IyW1Sfe5HDgKGJA+ah+zjgYbi2lrtTvwX0mnSuovaW1JJwP/LuRTmZlZdqjIR5Y4I83MLFcp8zEiHgVm1yreFxidPh8N7JdTPiYiFkTEFGAysLWk3kDniHgqIgK4LmefBjW2wM0EkqujSz7DT3PrDPw+38HNzCwbJKjKbu9gUzgjzcwMKFtGrh4R0wEiYrqkXmn5msDTOdtNTcsWpc9rlzeqwcZiRKyzvDU2MzNrDZyRZmbWjHpIGp/zelREjGriseprtUYj5Y0q5D6LSBoMDAQ6LD1yxHWF7GtmZtngjsX6OSPNzKzIjJwZEUOXc5+PJPVOexV7AzPS8qlAv5zt+gLT0vK+9ZQ3qpBbZ5wF/DV97AJcAOxTyCcwM7Ps8AI3dTkjzcwMSr7ATX3uAoanz4cDd+aUD5PUXtI6JAvZPJsOWZ0nadt0FdTDc/ZpUCE9iwcAmwHPR8QPJa0OXLl8n8XKadN9zmTVldvTpqqKtm2r+O91p5S7Spk1a9ZcrrjyLj799HMksctOm7PHN7fmppvH8fwLb9G2bRt69erGT47cm1VW7kB1dQ1XXXMP77z7IYsXL2aH7Tdhn723B+CCP49hzqefsbhmMRtu0I/hP9iDqqpCFjC2Qh17zvX85/FX6NGtE0/dfAYAL78xlV+dN4b5CxbRtm0VF55yMEMG9S9vRStERtt7xXJGVrgFCxfxw5P+zsJF1dTULGb3r2/CMT/4JiP/eT+33/cs3bqsAsDxR+zJ17feGIArxzzEHf95jqoqcerR+7LD0A3L+REyqaHvyxLX3voIF135bx65+Sy6dVmFpya+ycVX38ui6hratW3Dr378bbbZfP0yfoJsqi8XP/n0c350+tW8N302a/XuzjV/PJKunVdm9pzPGH7qVTz/6rscsve2/Onkg8pc+/IqZUZKugnYmWS46lTgLOA8YKykI4H3gAMBImKSpLHAq0A1cExE1KSHOppkZdWOwL3po1GFNBa/jIjFkqoldSbp4qyYGw5L6g9sHxE3NmHfzyJi1eavVeX5199/wWpdW8VHLas2bar4/sG707//Gnz55QLO/N01DB60DoMHrcNBB+xCmzZVjBn7EP+6+0mGHbQrzz73Oouqq/njH37CggWLOPWMUWy37UB69ujKcT//Lh07ticiuPSy23nmudfYbptB5f6ImXLI3tvyk4N24mdnfTVi8Ky//h8n/3gvvrHDIO5/YhJnXfp/3H3FL8tXSat0FZuRzsfESu3acuX5R7Fyx/Ysqq5h+Ikj+Vra+Dvsu1/niAN2Wmb7/737Efc98iJ3XHEiM2bP5ajTRvGvK0+mTRtfrGtODX1fNtt4bT78eA5PT3yL3r26Lt2+a+dV+OvvjqDXal14650POfqMK3nwht+U7wNkVH25+JfRD7DjVhtywhHf5C/X3s9fRt/P747bj/bt23H6z/bmtf9N47X/TS9jrbMvIg5p4K3dGth+BDCinvLxwODlOXchv/nGS+oK/INk9beJwLPLc5IS6w98v743JBU0J9OsuXTtuir9+68BQMeO7enTezVmz/mMTQavu/QPjfXXW5PZn8wDkqtQCxYsoqZmMQsXLaJt2zZ07NB+6f4ANTWLqa6uQZm7+UD57bDl+nTrvPIyZRLM+3w+AHM/+5I1enYpR9UqjhBVKu6RUZWckf1xPiKJldPfp9XVNcnv00b+f/zvU5PYc6fNWGmltvRdoztr9e7BK2+831LVbTUa+75ccMW/OOHH31om9zZef016rZb8Pl5/7dVZsLCahQurW77iGVdfLt77yEscsvc2AByy9zbc8/BLAKzSsT3bbb4eHVZq1+L1rDTFZmQlyxsWEfHz9OnfJd1Hcn+Ol4o9cXrF817gcWB74AOS+4L0AS4DegJfAD+JiNclXQvcHRG3pvsvuep5HrCxpBdI7jHyCfBtkoUGVpG0D8l43G5AO+A3EZF3fG6WSOJ7x/4NSRzx3R044ntfK3eVWoWPZ87h3fc+Yv11+yxT/shjL7Lt1gMB2GroRkx4/k2O++UlLFhYzaGH7M6qq3Zcuu0FF97E/6ZMZ7NN1mXrrTZq0fq3Vuf+6gD2P+4yfnvJHUQE9111YrmrVBnkYaj1KUVGOh+bX03NYoYddwnvTZvFsO9sz6YbrcXjz73OmLue5F8PTmDQBn056Sd707nTysyYNZdNN1pr6b6r9+jCR7M+LWPts6u+78t/n5pEr9U6s2Gt7Mz1wOMvs9F6fVhppVZzzaOsZsyexxo9kob6Gj268HF6wdtyZDgjG/wpk7RlY+9FxMRmOP8A4JCI+Ek6tnZ/4IfAzyLiLUnbACOBXRs5xqnASRGxd1q3I4DtgE0jYnZ69fS7ETFXUg/gaUl3pTejbBXuu/IEevfsysez5/HdY//GgP5rsMOWHudfSvPnL+TSv93OoYfsvrSHEODOfz1BmzZVbL9dMpz07SnTqKqq4tK/HM/nX8znD3/8J4MH9qdXr24AnHzSISxcVM3lV9zJpNfeZZNBXq2/1K6+7THO/dX32GfXLbjjgYkc//sb+L+Rx5W7WhUhq4vUNEULZKTzsRm1aVPFLSNPYO5nX3LCOaN5650POXjv7fjp93dHgr9ddz8X/uNuzvnVQdT38f3/fmnU/r68+fZ0/jHmIa4498cN7jP5nQ+5+Op7uGLET1qwpmb5ZfX3RGOXZP7cyHtB4wFVqCkR8UL6fALJkJntgVtyvuDt6+6W1wMRMTt9LuBcSTsCi0luPrk68GFDO0s6CjgKoN9aazW02Qqjd8+uAPTs3om9d96UiZPecWOxhKqra7j0b7ex/XaD2GroV72Bjz3+Ei+8OJlTf/39pb9Qnnx6Eptusi5t27ahS+dV2GD9vkx5Z/rSxiIk8zq23HwAEye+6cZiC7jp7mc478QDANhv9y34xYjlnu6VWZ6xtYxSZ2TF52Ofvv0a2qxidV61I0M3XY8nxr+xzFzF/ffcmmPPugZIehI//HjO0vc+mvkpvbp3bumqtipLvi//fWoSH3w4mwOPvhhIvvYHH3sJN15yHD26d+LDj+dwwu+vY8RJw+jXZ7XyVroV6dW9Ex/O/JQ1enThw5mf0rNbp3JXqSJlNSMb/FwRsUsjj+ZoKAIsyHleA3QH5kTE5jmPjdP3q5fUN13udaVGjvt5zvNDSYbsDImIzYGPyLkXVn0iYlREDI2IoT179FyuD1RpPv9ywdL5V59/uYCHnn6djddreGiHFSciuPKaf9OnTw/22mObpeUvvfw/7r73KU44/gDat/9qbH+P7l149bV3iQjmL1jI5Lc/oHfvHsyfv5A5cz4DkmE6L770P/r0djC2hN49u/DExLcAePS5N1m334r9O8BKowUysuLzsXv3Hsv1gcpl9pzPmPvZlwDMX7CIp59/i3X69eTjWXOXbvPQk68wIJ1vvvO2A7nvkRdZuLCaqR/O5t1pMxm84YrXMK509X1fNlq/D4/cfBb3XXca9113Gqv36MLNf/sFPbp3Yu5nX3Lsmddw/A/3YguvUN2i9txxE266+xkguaC6106blrlG1pIqbbD3XGCKpAMj4pY09DaNiBeBd4AhwFiSuRtL/uKeBzR2iaMLMCMiFknaBVi7ZLWvQB/PmsdhJ/8DgJrqGvbfcyi7bz+wzLXKrjffmsoTT75Cv749OePMZPX8A/ffmX/e+ADVi6o5/8KbgGSRmx8O34vddxvCqKvu5rTf/IMg2PFrm7FWv158+ulnXHTJLVRXV7N4cTBw47XZdZcGR71ZEx15xjU8MeEtZs35jEHf/g2nHvUtLj7j+5z251uprllMh5XacvHpDS1A1rqI7A6xWUE4H5to5ux5/ObPN1NTs5jFEeyx46bstM1ATr9gDK+/PQ0BfVbvxpnH7w/A+v3X4Js7bsp+P72QNlVVnH7Mfl4JtQQa+r40ZMxdT/LetJmMuvFBRt34IAB/P/cnXum9mdWXiycM/wY/PO1qrr/rKfqu3o1rzzty6fab7nMm8z6fz6JF1dzzyEvc9tdj2Gjd3mX8BOWR5YxUuaYmpBP4746Iwenrk4BVSSbhXw70Jgm8MRFxTnrvqjtJrp6OA46LiFUltQPuA3qQ3DfkE2BoRBybHrcH8K/0WC8AOwB7RcQ7hSwNPmTI0HjimfHN+dGtGdz9yrRyV8Fq2Xuwe6wrzQ7bDGXChPHNkl6rrz84DvnzrUUd45L9Np4QEUOboz5ZtqLk4yabbRm33/94c350s0zqt9rK+TeyFtexnZotk4rNyErOx7L1LEbEO+Tc5yMiLsx5e896tv8I2Dan6LS0fBF17zFybc5+M0km9NdXB1+OMjMrUFU2L5pWHOejmdmKJ6sZmXdchRKHSTozfb2WpK1LXzUzM6sUUjLEpphHFjkjzcys2IysZIUMwh9JcuVxycSdeST3eTIzM2vtnJFmZpZZhQxD3SYitpT0PEBEfCKpsZXWzMwsg7I6xKZIzkgzM8tsRhbSWFwkqQ3JfaOQ1JPkfkxmZtaKVPhImXJxRpqZWWYzspDG4qXAHUAvSSOAA4DflLRWZmZWUQRUZTUJi+OMNDNr5bKckXkbixFxg6QJJCuqCdgvIl4rec3MzMwqnDPSzMyyLG9jUdJawBck92JaWhYR75WyYmZmVll8W/K6nJFmZgbZzchChqH+m2QuhoAOwDrAG8CgEtbLzMwqTEZH2BTLGWlmZpnNyEKGoW6S+1rSlsBPS1YjMzOrOJIyOx+jGM5IMzPLckYW0rO4jIiYKGmrUlTGzMwqV0ZzsFk5I83MWqesZmQhcxZ/lfOyCtgS+LhkNTIzM1tBOCPNzCzLCulZ7JTzvJpkfsZtpamOmZlVqqzecLhIzkgzM8tsRjbaWExvNLxqRPy6hepjZmYVqNT3kJLUAXgUaE+STbdGxFmSugM3A/2Bd4CDIuKTdJ/TgCOBGuD4iPhPWj4EuBboCNwD/CIiogR1dkaamVmm77PY4CqvktpGRA3JkBozM2vlpOIeeSwAdo2IzYDNgT0lbQucCoyLiAHAuPQ1kgYCw0hWHd0TGJk23gAuB44CBqSPPZvz65Ce3xlpZmZLlTAfy6qxnsVnSULwBUl3AbcAny95MyJuL3HdzMysUqi0Q2zSnr/P0pft0kcA+wI7p+WjgYeBU9LyMRGxAJgiaTKwtaR3gM4R8RSApOuA/YB7m7nKzkgzM0uUOCPLqZA5i92BWcCufHUvqQAchGZm1mzSnsEJwPrAZRHxjKTVI2I6QERMl9Qr3XxN4Omc3aemZYvS57XLS8UZaWZmmdVYY7FXusrbK3wVgEs0+9wPMzOrbKLoy6Y9JI3PeT0qIkYteZEO69xcUlfgDkmDG61OXbWzKre8uTkjzcxsqWbIyIrUWGOxDbAqLRe8ZmZWoZLJ+0UfZmZEDM23UUTMkfQwyVzDjyT1TnsVewMz0s2mAv1ydusLTEvL+9ZT3tyckWZmBjRbRlakxhqL0yPinBariZmZVbRSBqGknsCitKHYEdgdOB+4CxgOnJf+e2e6y13AjZIuAvqQLGTzbETUSJqXLo7zDHA48NcSVNkZaWZmS7XGxmJGP7KZmVWg3sDodN5iFTA2Iu6W9BQwVtKRwHvAgQARMUnSWOBVkvsbHpMOYwU4mq9unXEvzb+4DTgjzcysFWissbhbi9XCzMwqnkq4vndEvARsUU/5LBrIo4gYAYyop3w80Nh8x+bgjDQzs6VKmZHl1OB9FiNidktWxMzMKteS+RjFPLLEGWlmZksUm5EFnUM6QdIkSa9IuklSB0ndJT0g6a303245258mabKkNyTt0dTP1mBj0czMbKkibja8Itx02MzMrMlKnI+S1gSOB4ZGxGCSRdaGAacC4yJiADAufY2kgen7g0gWixuZTvNYbm4smplZQaqkoh5mZmZZ1QL52BboKKktsDLJSt/7AqPT90cD+6XP9wXGRMSCiJgCTAa2btLnaspOZmZmZmZmVnoR8QFwIclCb9OBTyPifmD1iJiebjMd6JXusibwfs4hpqZly62xBW7MzMyAbN9DyszMrBjNkJE9JI3PeT0qIkYtPX4yF3FfYB1gDnCLpMPyVKm2Jt0D2I1FMzMriEeSmpmZ1a/IjJwZEUMbeX93YEpEfJycS7cD2wMfSeodEdMl9QZmpNtPBfrl7N+XZNjqcvMwVDMzK4CoKvJhZmaWTSXPx/eAbSWtrOQeHbsBrwF3AcPTbYYDd6bP7wKGSWovaR1gAPBsUz6ZexbNzCwv4Z5FMzOz+pQ6IyPiGUm3AhOBauB5YBSwKjBW0pEkDcoD0+0nSRoLvJpuf0xE1DTl3G4smpmZmZmZVbCIOAs4q1bxApJexvq2HwGMKPa8biyamVl+y3HjYDMzs1YlwxnpxqKZmRXE90o0MzOrX1Yz0o1FMzPLy3MWzczM6pfljPRqqGZmZmZmZlaHexbNzKwgWR1iY2ZmVqysZqQbi2ZmVpCM5qCZmVnRspqRbiyamVlewvMWzMzM6pPljHRj0czM8hMoq5dNzczMipHhjMxqI9jMzMzMzMyK4J5FMzMrSDavmZqZmRUvqxnpxqKZmeUlsrvSm5mZWTGynJFuLJqZWUGyGYNmZmbFy2pGes6imZmZmZmZ1eGeRTMzK0hGR9iYmZkVLasZ6caimZkVQJldFtzMzKw42c1INxZthbT34D7lroLVMv7tT8pdBavl8wU1zXasLN9w2JqmbdsqVu/SodzVsFraVmXzD9YV2YxP55e7ClZiWc5INxbNzKwgWb1qamZmVqysZmRWG8FmZmZmZmZWBPcsmplZQbJ5zdTMzKx4Wc1INxbNzCw/ZXeIjZmZWVEynJFuLJqZWV5ZnrxvZmZWjCxnpBuLZmZWkKxeNTUzMytWVjMyq41gMzMzMzMzK4J7Fs3MrCDZvGZqZmZWvKxmpBuLZmZWkIyOsDEzMytaVjPSjUUzM8srmbyf0SQ0MzMrQpYz0nMWzczMzMzMrA73LJqZWUGyOsTGzMysWFnNSDcWzcysAEIZHWJjZmZWnOxmpIehmplZQaTiHmZmZllV6nyU1FXSrZJel/SapO0kdZf0gKS30n+75Wx/mqTJkt6QtEdTP5cbi2ZmlteSyfvFPBo9vtRP0n/TAJwk6Rdp+XIHoaQhkl5O37tUWb1TspmZVYRiM7JAlwD3RcRGwGbAa8CpwLiIGACMS18jaSAwDBgE7AmMlNSmKZ/NjUUzM6sE1cCJEbExsC1wTBp2TQnCy4GjgAHpY8+W/CBmZmbNSVJnYEfgKoCIWBgRc4B9gdHpZqOB/dLn+wJjImJBREwBJgNbN+XcbiyamVl+RQ5Bzde3FxHTI2Ji+nweyRXTNVnOIJTUG+gcEU9FRADX5exjZmbW/Eo/TWNd4GPgGknPS7pS0irA6hExHZIcBXql268JvJ+z/9S0bLm5sWhmZgVphsZiD0njcx5H1X8e9Qe2AJ5h+YNwzfR57XIzM7OSKXE+tgW2BC6PiC2Az0lH2jRUnXrKoimfy6uhmplZQZphpbeZETG00XNIqwK3Ab+MiLmNTDdsKAibLSDNzMwKVWRG5svHqcDUiHgmfX0rSWPxI0m9I2J6OrJmRs72/XL27wtMa0rF3LNoZmZ5CahScY+855DakTQUb4iI29Pij9IApMAgnJo+r11uZmZWEsVmZD4R8SHwvqQN06LdgFeBu4Dhadlw4M70+V3AMEntJa1DMn//2aZ8NjcWzcys7NIVS68CXouIi3LeWq4gTIeqzpO0bXrMw3P2MTMzW1EdB9wg6SVgc+Bc4DzgG5LeAr6RviYiJgFjSRqU9wHHRERNU07qYahmZlaQEt9weAfgB8DLkl5Iy04nCb6xko4E3gMOhCQIJS0JwmqWDcKjgWuBjsC96cPMzKxkSpyRRMQLQH1DVXdrYPsRwIhiz+vGopmZFaSUdyuMiMepf74hLGcQRsR4YHDz1c7MzKxxWb2jrxuLZmZWkFJfNTUzM1tRZTUjPWfRzMzMzMzM6nDPopmZ5bVkpTczMzNbVpYz0o1FMzMrgDI7xMbMzKw42c1INxbNzCw/ZXfyvpmZWVEynJFuLJqZWUEymoNmZmZFy2pGeoEbMzMzMzMzq8M9i2ZmllcyeT+r103NzMyaLssZ6caimZkVJJsxaGZmVrysZqQbi2ZmVpisJqGZmVmxMpqRbiyamVlBsrosuJmZWbGympFe4MbMzMzMzMzqcM+imZkVJKNz983MzIqW1Yx0Y9HMzAqS0Rw0MzMrWlYz0o1FMzMrTFaT0MzMrFgZzUjPWTQzMzMzM7M63LNoZmZ5ieyu9GZmZlaMLGekG4tmZpafsjt538zMrCgZzkg3Fs3MrCAZzUEzM7OiZTUj3Vg0M7PCZDUJzczMipXRjPQCN2ZmZmZmZlaHexbNzKwAyuzkfTMzs+JkNyPdWDQzs4JkdfK+mZlZsbKakW4sthI1NYvZ5fAL6N2rCzf/5ehyV8eAkTc+xD//70mQGLh+Hy478zA6tG9X7mpl0oWX38EzE9+ga+dV+MefjwPgDxffzPvTZgLw+RfzWWXlDlxxwTEsqq7m4lF38ebbH1Al8fMjvs1mg9YB4M23P+BPI29n4cJqtt5iA35+xLdQVtOhFpHZ6RjWCvziDzfwwJOT6NGtE4/ecBoAf7ryHq6/8ylW67YqAKf/bG92334Qsz/9nCNPv4oXXnuPYd/ahj+edGA5q55Zx/3+Bu5/4hV6dOvEEzedDsCd457n/H/cw5vvfMQD15zEFhuvBcDCRdX86o9jeOH196iSOPdXB/C1IQPKWf1Mmj5jDieffxMzP5lHlcRB396W4d/7Oq//bxpnXXwbX3y5gDXX6MaFpx3Kqqt04JNPP+f4c67jlTfe57t7DOXM475X7o9QNlnOyBVuzqKkn0k6PH1+hKQ+Oe9dKWlg+WpXuf4+5r9ssM7q5a6GpabNmMMVNz/CQ9edzFM3n8HixYu5/f4J5a5WZn1zpy0497TDlyn7zS8P5ooLjuGKC47ha1sP5GtbJ7867hmXfB/+ceFxnPebI7jin/exePFiAC698l+ccNS+XHvJL/ngw1k898JbLftByk1FPqyknI8NG/btbRhTz4XSnw7bmYeuO4WHrjuF3bcfBED7ldpy6lHf5uxj92vhWrYuh+y9DWMv/vkyZRut25vR5/+Y7bdYb5ny6/7vSQAev/F0bvvrsZx5yR1Lfy9b82nTpopTf/Yd7r36ZG7+63HceOcTTH73Q87481hO/PG3+NeVJ7H7Dptw5diHgeRn5RdH7MnJP927vBWvFBnNxxWusRgRf4+I69KXRwB9ct77cUS8WpaKVbAPPvqE+x+fxOH7bl/uqliO6uoa5i9YRHV1DV/MX8gaPbuUu0qZtenA/nRatWO970UEjz79CrvssCkA706dwRabrAtAty6rssoqHXjz7WnM+mQeX3y5gIEbrIUkdt9xc5587rUW+wxm+TgfG7bdFuvTtfPKBW27Ssf2bLPZerT3SI+S2n6L9elW63uy4TprMGDtuhe235jyITtutSEAPbt3onOnjjz/2nstUs/WpNdqnRk0oC8Aq67cgXXXWp2PZs5lytSP2WrTJBd3GLIB9z/2EgArd2zP0E3Wof1K/lnJshZtLErqL+l1SaMlvSTpVkkrS9pN0vOSXpZ0taT26fbnSXo13fbCtOxsSSdJOgAYCtwg6QVJHSU9LGmopKMlXZBz3iMk/TV9fpikZ9N9rpDUpiW/BuVw+kW38bvj96OqqsIvXbQifXp15bjDdmOT7/yWjfY6g86rdGTXbTcud7VapZdfe5euXValb+/VAFhv7TV48rnXqampYfqMT3jr7Wl8POtTZs6eS4/unZfu17N7Z2Z+Mrdc1S4LFfmfNcz5WB5X3/oYOx92Hr/4ww3MmftFuatjDRg8YE3uffQlqqtreHfaTF58/X0++GhOuauVaVM/nM1rkz9gs43WYoP+azDuyUkA3Pfoi0z/+NMy164yZTUfy9GzuCEwKiI2BeYCvwKuBQ6OiE1I5lEeLak78F1gULrtH3IPEhG3AuOBQyNi84j4MuftW4HcgdMHAzdL2jh9vkNEbA7UAIfWrqCkoySNlzT+45kfN8dnLpv7HnuZHt06sXk67t8qw5y5X3DPoy/zwp2/47V7R/DF/IXcfM+z5a5Wq/TfJ19il+03Xfp6z122pOdqnfn5aX/n8tH3MHCDfrSpqoKIOvtW+i/45iYV97C8Vqh8nPXxip2Pw7/3NZ659Uweuu5kVu/RhbMuvaPcVbIGHPqdbenTqyu7HfEnTr/odrbeZB3atlnhBsetMD7/cgHH/240p/98X1ZdpQMjTjqYG+96ku8d/Rc+/2IBK7XN/HWkJslqPpbjJ+39iHgifX49sBswJSLeTMtGAzuSBOV84EpJ3wMKvuQXER8Db0vaVtJqJAH8RHquIcBzkl5IX69bz/6jImJoRAzt2aNnUz5jxXjmxbe577GX2XSfMzny9Gt47Lk3Oeq3o8tdrVbv4WdfZ+0+q9GjWyfatW3Dd3bZjGdfmlLuarU6NTU1PP7sq+y8/eClZW3atOHo4d/iiguO4ZxfH8rnX8xnzd6r0WO1Lsyc/VVP4sez57Jat07lqHbZeMpiya1Q+bhazxU7H3t170ybNlVUVVVx2L7beVhjBWvbtg0jTtifR64/lRsuPIpPP/uSdfut2P//VapF1TUcf/ZovrPblnzz65sAsN5avbj6/KO4/fIT+PauW9Cvz2plrmVlaol8lNQmHW1yd/q6u6QHJL2V/tstZ9vTJE2W9IakPZr6ucrRWKx7eb6+jSKqga2B24D9gPuW8zw3AwcB+wN3RESQfD9Gp1daN4+IDSPi7OU87grlrGP3ZdK//8BLd53DVef+kK9vtQGjfj+83NVq9fqu0Z3xL0/hi/kLiQgeee4NNvQCRC1u4stv069PT3qu9tV80fkLFvLl/IUATHhpMm2qqli7by9W69aJjh3a8+qb7xMRPPjoC2y3lYcOW7NyPragj2Z+NZTunodfYqN1e5exNtaYL+Yv5PMvFwDw32dep22bKn+/SiAiOOPCsay79ur88ICdlpbP+mQeAIsXL+by6x9k2N7blauKBr8AchdMOBUYFxEDgHHpa9IFzYYBg4A9gZFNnVpQjltnrCVpu4h4CjgEeBD4qaT1I2Iy8APgEUmrAitHxD2SngYm13OseUBDl/ZvB84A3gVOScvGAXdK+ktEzEiH8nSKiHeb7+OZ5Td0cH/22W0Ldj7sfNq0qWLTDfsy/Ls7lLtamTXikrG89OoUPp33BYcc/ScOP3BX9tp1CP998mV22WGTZbad8+nnnHbuaCTRo3tnTjn2gKXvHf/j73DhyNtZsGgRW22+AVtv3oqWbnf3YEtwPpbIT8+8licnTmb2nM/YfJ/f8usff4snn3+LV978AEn0692dC085eOn2Q797NvM+n8/C6mruffQlbr7k52y4jhsnzeknv7mGJyZOZtaczxi892859ahv0bXzypx64a3MmvMZh5zwdwZvsCa3XnoMM2fP44BfjKSqSvTu2YXLzz48/wlsuU145R3ufHACG6zTm31/ehEAv/rRXrzzwUxuvDMZ9PCNr23C/ntutXSfXQ8dwWdfzGfRohoefGISV5//E9Zfe42y1L+sWiAjJfUFvg2MIJmmALAvsHP6fDTwMMnv9X2BMRGxAJgiaTLJRcanlvu8Uc88nFKR1B+4B3gU2B54iyT8tgMuJGm8PgccDXQH7gQ6kHz5L4yI0ZLOBj6LiAsl7Q+cC3yZHuNe4KSIGJ+e725gYESsm1OHg4HTSHpVFwHHRMTTDdV5yJCh8cQz45vrS2CWWePf/qTcVbBafvy9XXn9leebJb4GbbZljL3nsaKOMbjvqhMiYmhz1CdrVsR83GLI0HjkCc+1rjRtvZhdxZk5b0G5q2D1WLtHx2bLpGIzspB8lHQr8EeSC4EnRcTekuZERNecbT6JiG6S/gY8HRHXp+VXAfemc9qXSzl6FhdHxM9qlY0DtqhVNp2kBbyM3GExEXEbyTCcJXautW2dG79ExM0kQ3DMzKxAovIn4WeA89HMbAXUDBnZQ1Ju79SoiBi19PjS3sCMiJggaecCq1Rbk3oIy9FYNDOzFZDbimZmZvUrMiNn5ulZ3AHYR9K3SEaVdJZ0PfCRpN4RMV1Sb2BGuv1UoF/O/n2BaU2pWIsucBMR70TE4PxbmpmZtR7ORzMza0hEnBYRfSOiP8nCNQ9FxGHAXcCSlSuHk0xRIC0fJqm9pHWAAUCT5g24Z9HMzArjrkUzM7P6lScjzwPGSjoSeA84ECAiJkkaC7wKVJPMQa9pygncWDQzs4LIrUUzM7N6tVRGRsTDJKueEhGzSO6LW992I0hWTi2KG4tmZlYQL3BjZmZWv6xmZIvOWTQzsxWXinzkPb50taQZkl7JKesu6QFJb6X/dst57zRJkyW9IWmPnPIhkl5O37tUymqEm5lZpShlPpaTG4tmZlYprgX2rFV2KjAuIgaQ3EbiVABJA0km+Q9K9xkpqU26z+XAUSQT+gfUc0wzMzMrgBuLZmZWmBJ3LUbEo8DsWsX7AqPT56OB/XLKx0TEgoiYAkwGtk6XDu8cEU9FRADX5exjZmZWGhntWvScRTMzyyvJs6ITrdGbDjdg9YiYDpDeR6pXWr4m8HTOdlPTskXp89rlZmZmJdFMGVmR3Fg0M7P81CyT9/PddHh51FebaKTczMysNJonIyuSh6GamVkl+ygdWkr674y0fCrQL2e7vsC0tLxvPeVmZma2nNxYNDOzgpR6NdQG3AUMT58PB+7MKR8mqb2kdUgWsnk2HbI6T9K26Sqoh+fsY2ZmVhIZnbLoYahmZlagEieapJuAnUnmNk4FzgLOA8ZKOhJ4DzgQICImSRoLvApUA8dERE16qKNJVlbtCNybPszMzEqn0lt9TeTGopmZFUAln7wfEYc08NZuDWw/AhhRT/l4YHAzVs3MzKwRpc/IcnFj0czMCpLVyftmZmbFympGes6imZmZmZmZ1eGeRTMzy2tFmIRvZmZWDlnOSDcWzcysMFlNQjMzs2JlNCPdWDQzs4JkdfK+mZlZsbKakW4smplZQbI6ed/MzKxYWc1IL3BjZmZmZmZmdbhn0czMCpLRi6ZmZmZFy2pGurFoZmb5KbtDbMzMzIqS4Yx0Y9HMzAqU0SQ0MzMrWjYz0nMWzczMzMzMrA73LJqZWV4iu0NszMzMipHljHRj0czMCpLRHDQzMytaVjPSjUUzMytIVq+ampmZFSurGenGopmZFUSZvW5qZmZWnKxmpBe4MTMzMzMzszrcs2hmZoXJ5kVTMzOz4mU0I91YNDOzgmQ0B83MzIqW1Yx0Y9HMzPKSsjt538zMrBhZzkjPWTQzMzMzM7M63Fg0M7OCqMj/zMzMsqqU+Sipn6T/SnpN0iRJv0jLu0t6QNJb6b/dcvY5TdJkSW9I2qOpn8uNRTMzK4yKfJiZmWVVafOxGjgxIjYGtgWOkTQQOBUYFxEDgHHpa9L3hgGDgD2BkZLaNOVjubFoZmYFcVvRzMysfqXMx4iYHhET0+fzgNeANYF9gdHpZqOB/dLn+wJjImJBREwBJgNbN+VzeYEbMzMrSFYn75uZmRWryIzsIWl8zutRETGq/vOoP7AF8AywekRMh6RBKalXutmawNM5u01Ny5abG4tmZmZmZmblMzMihubbSNKqwG3ALyNirhpuodb3RjSlYm4smplZAbxIjZmZWf1Kn5GS2pE0FG+IiNvT4o8k9U57FXsDM9LyqUC/nN37AtOacl7PWTQzs7zEV/eRaurDzMwsi4rNyLzHT7oQrwJei4iLct66CxiePh8O3JlTPkxSe0nrAAOAZ5vy2dyzaGZmZmZmVrl2AH4AvCzphbTsdOA8YKykI4H3gAMBImKSpLHAqyQrqR4TETVNObEbi2ZmVhD3DpqZmdWvlBkZEY/T8MKpuzWwzwhgRLHn9jBUMzMzMzMzq8M9i2ZmVhAvcGNmZla/rGakG4t5TJw4YWbHdnq33PVoJj2AmeWuhC3D35PKlJXvy9rNdiQvUmO1vDBxwswuHds4H62U/H2pPFn6njgjC+DGYh4R0bPcdWguksYXcg8Xazn+nlQmf1/qEg1PlrDWyflopebvS+Xx96R+Wc5Iz1k0MzMzMzOzOtyzaGZmhcnqZVMzM7NiZTQj3VhsXUaVuwJWh78nlcnfl3pkdfK+Gf6Zr1T+vlQef08akNWMdGOxFYkI/4BXGH9PKpO/L/XL6uR9M//MVyZ/XyqPvycNy2pGurFoZmYFyWgOmpmZFS2rGekFbszMrCJI2lPSG5ImSzq13PUxMzNr7dyzaGZmhSnhZVNJbYDLgG8AU4HnJN0VEa+W7qxmZmbNJKNdi+5ZbAUkdZS0YbnrYWYrNhX5Xx5bA5Mj4u2IWAiMAfYt+YeyVs35aGbNpYT5WFZuLGacpO8ALwD3pa83l3RXWSvVSkmaJ2luPY95kuaWu36tmRKHSTozfb2WpK3LXa9KIpLJ+8U88lgTeD/n9dS0zKwknI+VxRlZuZyR+RWbkZXMw1Cz72ySK/YPA0TEC5L6l7E+rVZEdCp3HaxBI4HFwK7AOcA84DZgq3JWqpJMnDjhPx3bqUeRh+kgaXzO61E5K+vVF5dR5PnMGnM2zseK4YysaM7IPJohI2c2W2WamRuL2VcdEZ+q0i9btEKSegEdlryOiPfKWJ3WbpuI2FLS8wAR8YmklcpdqUoSEXuW+BRTgX45r/sC00p8TmvdnI8VzBlZUZyRebRARpaNh6Fm3yuSvg+0kTRA0l+BJ8tdqdZM0j6S3gKmAI8A7wD3lrVStihdYCUAJPUkuYpqLec5YICkddI/QoYBHhJopeR8rEDOyIrkjGzF3FjMvuOAQcAC4EbgU+CX5ayQ8XtgW+DNiFgH2A14orxVavUuBe4AekkaATwOnFveKrUuEVENHAv8B3gNGBsRk8pbK8s452NlckZWHmdkK6YITwnJMklbRMTz5a6HfUXS+IgYKulFYIuIWCzp2YjwZPEykrQRyR8lAsZFxGtlrpKZlZDzsTI5IyuTM7L18pzF7LtIUm/gFmCMr9RXhDmSVgUeBW6QNAOoLnOdWjVJlwA3R8Rl5a6LmbUY52NlckZWGGdk6+aexVZA0hrAQcDBQGeSH/g/lLdWrZekVYAvSYaBHwp0AW6IiFllrVgrJmk4yc/HBiRDbW6OiPGN72VmKzrnY+VxRlYeZ2Tr5sZiKyJpE+Bk4OCI8CpWZZBOEP9PROxe7rpYXZK6A/uTLK6yVkQMKHOVzKwFOB8rgzOysjkjWycvcJNxkjaWdLakV4C/kaz01rfM1Wq1IqIG+EJSl3LXxeq1PrAR0B94vbxVMbNScj5WHmdkxXNGtkKes5h91wA3Ad+MCN+zrDLMB16W9ADw+ZLCiDi+fFVq3SSdD3wP+B8wFvh9RMwpa6XMrNScj5XJGVlhnJGtmxuLGRcR25a7DlbHv9NHLo8HL68pwHYRMbPcFTGzluF8rFjOyMrjjGzF3FjMKEljI+IgSS+z7C9ZARERm5apagZdI+KS3AJJvyhXZVozSRtFxOvAs8BaktbKfT8iJpanZmZWKs7HiueMrBDOSAMvcJNZknpHxHRJa9f3fkS829J1soSkiRGxZa2y5yNii3LVqbWSNCoijpL033rejojYtcUrZWYl5XysbM7IyuGMNHBjMfMknR8Rp+Qrs9KTdAjwfeBrwGM5b3UCarz6W/lI6hAR8/OVmVl2OB8rizOycjkjWzc3FjOugSt0L3mYTctLr2KvA/wRODXnrXnASxHhmw6XSQM/J3XKzCw7nI+VxRlZuZyRrZvnLGaUpKOBnwPrSnop561OwBPlqVXrlg5tehfYrtx1sUR6Q+41gY6StiCZswTJzblXLlvFzKxknI+VyRlZeZyRBu5ZzKz0HkXdqOcKXUTMLk+tDEDSPL5aVGEloB3weUR0Ll+tWidJw4EjgKHA+Jy35gHXRsTt5aiXmZWO87GyOSMrhzPSwI3FVkNSL6DDktcR8V4Zq2M5JO0HbB0Rp5e7Lq2VpP0j4rZy18PMWp7zsbI5I8vPGdm6ubGYcZK+A1wE9AFmAGsDr0XEoLJWzJYh6Wnf86vlSTosIq6XdCL13McrIi4qQ7XMrAU4H1cczsjycEYaeM5ia/AHYFvgwYjYQtIuwCFlrlOrJul7OS+rSIZ3+KpNeayS/rtqWWthZuXgfKxAzsiK4ow09yxmnaTxETFU0ovAFhGxWNKzEbF1uevWWkm6JudlNfAO8I+ImFGeGpmZtT7Ox8rkjDSrLO5ZzL45klYFHgVukDSD5JevlUlE/LDcdbBlSbqApJfhS+A+YDPglxFxfVkrZmal5HysQM7IyuOMbN2qyl0BK7l9SX64TyD5Af8f8J2y1qiVk7SBpHGSXklfbyrpN+WuVyv3zYiYC+wNTAU2AH5d3iqZWYk5HyuQM7IiOSNbMTcWMy4iPo+ImoiojojREXFpRMwqd71auX8ApwGLACLiJWBYWWtk7dJ/vwXc5OXzzbLP+VixnJGVxxnZinkYasbVul/REp+S3C/nxIh4u+Vr1eqtHBHPSsot89Cn8vqXpNdJehl+LqknML/MdTKzEnI+VixnZOVxRrZibixm30XANOBGQCRX59YA3gCuBnYuW81ar5mS1iP9I0XSAcD08lapdYuIUyWdD8yNiBpJn5MMUTOz7HI+ViZnZIVxRrZuXg014yQ9ExHb1Cp7OiK2lfRiRGxWrrq1VpLWBUYB2wOfAFOAQyPi3bJWrBWT1A44GtgxLXoE+HtELCpfrcyslJyPlckZWXmcka2b5yxm32JJB0mqSh8H5bznKwXl8QFwDTACGAM8AAwva43scmAIMDJ9bJmWmVl2OR8rkzOy8jgjWzEPQ82+Q4FLSH64A3gaOExSR+DYclasFbsTmANMJBkCZeW3Va1ehIfSe6+ZWXY5HyuTM7LyOCNbMTcWMy6doN/QUuCPt2RdbKm+EbFnuSthy6iRtF5E/A+WDoOqKXOdzKyEnI8VyxlZeZyRrZiHoWac71dUkZ6UtEm5K2HL+DXwX0kPS3oYeAg4sbxVMrNScj5WLGdk5XFGtmJuLGaf71dUeb4GTJD0hqSXJL0s6aVyV6qVewK4AlicPq4Aniprjcys1JyPlckZWXmcka2Yh6Fmn+9XVHn2KncFrI7rgLnA79PXhwD/BA4sW43MrNScj5XJGVl5nJGtmBuL2ef7FVUYL/9dkTasNXn/v568b5Z5zscK5IysSM7IVsyNxew7huR+RRtJ+oD0fkXlrZJZxXle0rYR8TSApG1Iht2YWXY5H80K44xsxRThWwllmaT2wAFAf6A7yTCCiIhzylkvs0oi6TVgQ+C9tGgt4DWSuRkREZuWq25mVhrOR7PCOCNbN/csZp/vV2SWn5dpN2t9nI9mhXFGtmLuWcw4Sa9ExOBy18PMzKySOB/NzPLzrTOyz/crMjMzq8v5aGaWh3sWM07Sq8D6JBP3FwDC48vNzKyVcz6ameXnxmLGSVq7vnIvTW1mZq2Z89HMLD83Fs3MzMzMzKwOz1k0MzMzMzOzOtxYNDMzMzMzszrcWLRWRVKNpBckvSLpFkkrF3GsayUdkD6/UtLARrbdWdL2TTjHO5J6FFpea5vPlvNcZ0s6aXnraGZmKz7nY6PbOx+t1XJj0VqbLyNi8/TeWguBn+W+KalNUw4aET+OiFcb2WRnYLnD0MzMrIU4H82sDjcWrTV7DFg/var5X0k3Ai9LaiPpT5Kek/SSpJ8CKPE3Sa9K+jfQa8mBJD0saWj6fE9JEyW9KGmcpP4koXtCetX265J6SrotPcdzknZI911N0v2Snpd0BclS7o2S9H+SJkiaJOmoWu/9Oa3LOEk907L1JN2X7vOYpI2a5atpZmZZ4Xx0PpoB0LbcFTArB0ltgb2A+9KirYHBETElDZRPI2IrSe2BJyTdD2wBbAhsAqwOvApcXeu4PYF/ADumx+oeEbMl/R34LCIuTLe7EfhLRDwuaS3gP8DGwFnA4xFxjqRvA8uEWwN+lJ6jI/CcpNsiYhawCjAxIk6UdGZ67GOBUcDPIuItSdsAI4Fdm/BlNDOzjHE+Oh/NcrmxaK1NR0kvpM8fA64iGf7ybERMScu/CWyqdL4F0AUYAOwI3BQRNcA0SQ/Vc/xtgUeXHCsiZjdQj92BgdLSC6OdJXVKz/G9dN9/S/qkgM90vKTvps/7pXWdBSwGbk7Lrwdul7Rq+nlvyTl3+wLOYWZm2eZ8dD6a1eHGorU2X0bE5rkFaSh8nlsEHBcR/6m13beAfDcmVQHbQDIEfLuI+LKeuhR881NJO5ME63YR8YWkh4EODWwe6Xnn1P4amJlZq+d8dD6a1eE5i2Z1/Qc4WlI7AEkbSFoFeBQYls7Z6A3sUs++TwE7SVon3bd7Wj4P6JSz3f0kQ15It9s8ffoocGhathfQLU9duwCfpEG4EcmV2yWqgCVXf79PMnxnLjBF0oHpOSRpszznMDMzA+ejWavjxqJZXVeSzLeYKOkV4AqSXvg7gLeAl4HLgUdq7xgRH5PMo7hd0ot8NczlX8B3l0zgB44HhipZIOBVvlp17nfAjpImkgz3eS9PXe8D2kp6Cfg98HTOe58DgyRNIJlzcU5afihwZFq/ScC+BXxNzMzMnI9mrYwiCu7RNzMzMzMzs1bCPYtmZmZmZmZWhxuLZmZmZmZmVocbi2ZmZmZmZlaHG4tmZmZmZmZWhxuLZmZmZmZmVocbi2ZmZmZmZlaHG4tmZmZmZmZWhxuLZmZmZmZmVsf/A3w0zzKOXW5aAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { "name": "stdout", + "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " negative 0.78 0.79 0.78 2306\n", - " neutral 0.42 0.42 0.42 793\n", - " positive 0.54 0.51 0.53 561\n", + " neutral 0.42 0.43 0.43 793\n", + " positive 0.54 0.52 0.53 561\n", "\n", " accuracy 0.67 3660\n", - " macro avg 0.58 0.57 0.58 3660\n", - "weighted avg 0.66 0.67 0.66 3660\n", + " macro avg 0.58 0.58 0.58 3660\n", + "weighted avg 0.67 0.67 0.67 3660\n", "\n", "\n", "\n", @@ -239,60 +322,66 @@ ] }, { - "output_type": "display_data", "data": { - "image/png": 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", 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\n", 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" ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" }, { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", - " negative 0.77 0.94 0.84 2306\n", - " neutral 0.62 0.35 0.45 793\n", - " positive 0.72 0.51 0.60 561\n", + " negative 0.77 0.94 0.85 2306\n", + " neutral 0.62 0.37 0.46 793\n", + " positive 0.75 0.52 0.61 561\n", "\n", " accuracy 0.75 3660\n", - " macro avg 0.71 0.60 0.63 3660\n", - "weighted avg 0.73 0.75 0.72 3660\n", + " macro avg 0.71 0.61 0.64 3660\n", + "weighted avg 0.74 0.75 0.73 3660\n", "\n", "\n", "\n", - "XGBoost Results:\n", - "[12:31:42] WARNING: ..\\src\\learner.cc:1061: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'multi:softprob' was changed from 'merror' to 'mlogloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n" + "XGBoost Results:\n" ] }, { - "output_type": "stream", "name": "stderr", + "output_type": "stream", "text": [ "C:\\Users\\ferra\\anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:888: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n", " warnings.warn(label_encoder_deprecation_msg, UserWarning)\n" ] }, { - "output_type": "display_data", + "name": "stdout", + "output_type": "stream", + "text": [ + "[06:54:28] WARNING: ..\\src\\learner.cc:1061: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'multi:softprob' was changed from 'merror' to 'mlogloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n" + ] + }, + { "data": { - "image/png": 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2m8BmZlb3VFbYUtvhpbaS7pf0saSPJG0iqb2kwZJGpV/b5Wx/lqTRkj6RtH1OeV9J76frrkwfPGxmZlZ/6jEfi6m0a2dmZo3JFcBTEbEasA7wEXAm8FxE9AKeS98jaQ2gP7AmsANwraTy9DjXAUcBvdJlh4b8EGZmZlnhxqKZmeVnXjebxV1qPLRaA5sDNwFExOyImArsBgxMNxsI7J6+3g24JyJmRcTnwGhgQ0ldgNYR8UZEBHBbzj5mZmb1o57ysdg8ZtHMzPJQJ8+Q6iBpaM77GyLihvT1SsC3wC2S1gGGAScBnSNiPEBEjJfUKd2+K/BmzrHGpmVz0tcLl5uZmdUTP2fRzMwau8Kvfk6KiH6LWNcEWB84ISLeknQFaZfTRdWmmrKoodzMzKz+lPgdwsWVzSawmZnVLVHfE9yMBcZGxFvp+/tJGo8T0q6lpF8n5mzfPWf/bsC4tLxbNeVmZmb1o9CMLGGlXTszM2sUIuIb4CtJvdOirYEPgUeBQ9KyQ4BH0tePAv0lNZe0IslENkPSLqvTJW2czoJ6cM4+ZmZm9gu4G6qZmeWhQcZjnADcKakZ8D/gMJKLmoMkHQF8CewDEBEjJQ0iaVBWAMdFRGV6nGOBW4EWwJPpYmZmVk88ZtHMzBq7eh6PEREjgOrGNG69iO0HAAOqKR8K9KnTypmZmdUko2MW3Vg0M7P8ZPSqqZmZWcEympHZ/FRmZmZmZmZWEN9ZNDOz/GS0i42ZmVnBMpqRbiyamVntlN3B+2ZmZgXJcEa6sWhmZvnJ6FVTMzOzgmU0I91YNDOzvCijQWhmZlaorGZkNu+XmpmZmZmZWUF8Z9HMzGolsnvV1MzMrBBZzkg3Fs3MrHZKFzMzM1tQhjPSjUUzM8uDMnvV1MzMrDDZzUg3Fs3MLC9ZDUIzM7NCZTUjPcGNmZmZmZmZVeE7i2ZmlpesXjU1MzMrVFYz0o1FMzPLS1aD0MzMrFBZzUg3Fs3MrHYZnunNzMysIBnOSI9ZNDMzMzMzsyrcWDQzs1opnRa8kMXMzCyLCs3IWo8v3SxpoqQPcsrulTQiXcZIGpGW95Q0M2fd9Tn79JX0vqTRkq5UHid3N1QzM8uLG3xmZmbVq+eMvBW4GrhtXkFE7Jdz7n8C3+ds/1lErFvNca4DjgLeBJ4AdgCerOnEbiyamVle3Fg0MzOrXn1mZES8LKnnIs4rYF9gq5qOIakL0Doi3kjf3wbsjhuLZmZWF9xYNDMzq14RM/LXwISIGJVTtqKkd4BpwF8i4hWgKzA2Z5uxaVmN3FhcwrVu2YIr/3IAq6/chQg44cI7efv9zzly399w5L6bU1E5l8GvfsC5Vz3C+muswOV/3h9IJmy66D9P8PiL79Fy6eY88Z9T5h9z+U5tGfTk25z9rweK9Kmy48S/3sng10bSoV0rXrnrLAB+/+dbGP3lRACmTZ9J61YtePH2M5g9p4JTL7qXdz/+kjKJAafsxWZ9exWz+o3C2rueQ8ulm1NeVkaTJmW8cNsZANxw74v8Z9DLNCkvY9tf9eGCE3cvbkXNLG9dO7fluvMOptOyrZkbwcCHXuPf97zIbluvxxlH7UTvnp3Z+tBLGfHRl/P3OeXQ7Tho102onDuXMy+9n+ff/Mj5WI9OHnBXmo8teenOJB/Pv/oRBr/6AU2bltOzawcu//MBtGm1NLPnVPCni+/l3Y+/oqxMXHjynmy2vvOxvo0aM4HDz755/vsvxk3mrKN2pv/OG3L42Tfz5fgp9OjSnlv+fgRtWy9dxJpmQgdJQ3Pe3xARN+S57/7A3TnvxwM9ImKypL7Aw5LWpPr5WqO2gy+xjUVJbYEDIuLa9P3ywJURsXdRK9bALjp1b55740MOPfMmmjYpp8VSzfhV317s9Ju1+NX+f2f2nAo6tGsJwEefjWPLgy+hsnIunZdtzSt3ncVTr3zAjB9nsfmBF80/5gu3nc5jL4wo0ifKlv47b8QRe2/O8RfcMb/sxgGHzX99zhUP0brlUgDc/sjrALx851l8O2U6/U+5jsG3nEZZmeehqm//vf4klm3bcv77V4Z+yhMvvc+rd59F82ZN+XbK9CLWrkRkeFrwLGrsGVlRMZe/XP4g730ylpZLN+eF287gxbc+5qPPxnHw6f/hsrP2X2D73isux57brs8m+w1guY5tePia4+m31wXOx3q0304bcvjev+aEnHz8zQa9+fMxu9CkSTkXXvMoV972LP933K7c8egbALx4x5l8O2U6B556PU/ddKrzsZ716tl5/oXuysq5rLHTn9l5y3W4bOBgNt+gN6ccuh2X3foMlw18hvNP2L24lS22wjNyUkT0+8WnlZoAewJ955VFxCxgVvp6mKTPgFVJ7iR2y9m9GzCutnMsyf/K2gJ/mPcmIsY1lhCcp9UyS7Hpeitz+yPJL9E5FZVMmzGTw/f6NZcPHMzsORUATPpuBgAzZ82hsnIuAM2bNyWi6sWElbp3pGP7Vrz+zmcN9CmybdP1VqHdIq62RQSPPPcOe2yb/Pv+5PNv2LzfqgB0bN+KNq2WZsRHXzVYXe1nNz/wCicfsi3NmzUFkp+H4dlQlyxtacQZOWHyNN77JOltNePHWXw65hu6dGzLp2MmMPqLiVW23+k3a/Pg4OHMnlPBl+Mm87+vJtF3zZ4LbON8rFubrLdKlbtRW2y0Gk2alAPQt88KjP92KgCffv4Nv87Jx9YtWzDiY+djQ3rp7U/o2a0jPbq058mX3mP/XTYCYP9dNuKJF98rcu1KQ5HycRvg44iY371UUkdJ5enrlYBewP8iYjwwXdLG6TjHg4FHajtBvTUW02lbP5L0H0kjJT0jqYWklSU9JWmYpFckrZZuv7KkNyW9LekCSTPS8paSnpM0PJ3qdbf0FBcBK6dTwv4jPd8H6T5vpbdb59XlxXSq2GXSqWfflvROzrGWSCt0XZZJU2dwzbkH8dIdZ3DFnw9g6aWascoKndhk3ZUZfMtpPPbvk1hvjR7z9+m75gq8fu+fee3us/njRffMbzzOs9f2fXlw8PCG/iiN0hsjPqNj+1as3KMTAH16deXJV96noqKSL8ZN5t2Pv+LrCd8VuZbZJ4k9j7+aLX53Mbc++CoAo7+YyBsjPmObQ//BzkddzvCRXxS5lsXnR2fULWdkw+nepT1r9+7GsJFjFrlNl45tFvh9O27id3Tp2GaBbZyPDevux95iq41XB2DNVbry1CsfzM/H9z4ZyzjnY4N68Jlh7LV9cnF74pTpLNch+fexXIc2fPude980wKMz7gbeAHpLGivpiHRVfxbsggqwOfCepHeB+4FjImJKuu5Y4EZgNPAZtUxuA/XfDbUXsH9EHClpELAXcBhJpUdJ2gi4lmT2niuAKyLibknH5BzjJ2CPiJgmqQPwpqRHgTOBPvOmhdWCMwTdQzIr0LlKZv5ZPr0N+zfg+Yg4XEkXnSGSno2IH3IrLekokmlloWlLSlWT8nLW6d2dM/5xH8NGfsHfT92Lkw/dliblZbRttTTbHnYp66+xArf87XDW3f08AIaN/IJN9xvAqj07c+15v+PZ1z9k1uyK+cfcc9u+HHPubYs4o9Wlh54Zxp7bzu81wAG7bMynYyawzWGX0n25dmyw1oo0abIk3/xfMjx14yl06diWb6dMZ4/jr6ZXz+WoqJzL1Ok/MviW0xj+4RccdvbNjHj4vEbf4Gnsn78eLHEZuaTk4zzLtGjGbRf/nrP+9QDTf/hpkdtV9//2wp1vnI8N5/Jbn6FJeRl7bZ/0ytt/l40Y9cU3bH/EP+nWuR391upJk/LyItey8Zg9p4InX36fc47btdhVKWn1mZERsf8iyg+tpuwBoNqB1RExFOjzS85d343FzyNiRPp6GNAT2BS4L+cb2jz9ugnJ9K0AdwGXpq8F/E3S5sBckll7Otdy3kHAYOBckkC8Ly3fDthV0mnp+6WAHsBHuTunA0pvAChbulOtAz+LZdzE7xg3cSrD0rsejz43gpMP2ZavJ07lvy+8C8DwD79gbgTLtm3J5Kkz5u/76ZgJ/DhzNquvvPz8Af59enWlSXk577prR72rqKjk8Rff49mBp80va9KknL+evOf89zsd+S9W6t6xGNVrVLp0bAskXZt22WJtho8cQ9dObfntlusgib5r9qRMYvLUGXRo5+6oVqeWuIxcUvIRoEl5GQMvPpL7nhrKY2kmLsq4iVPp2rnd/PfLd2rHN5N+fmSZ87Hh3PvEEAa/NpL7rjpu/h/fTZqUc8FJP+fjLkddxorOxwbz7Osfss5q3em0bGsAOrVvxTeTvme5Dm34ZtL3dHQ2Zlp937aYlfO6EmgPTI2IdXOW1Ws5xoFAR6BveoV0AkmALVJEfA1MlrQ2sB/JVVRIQnWvnHP3iIiPFnmgEjdx8nS+nvAdq6yQdGPcfIPefPL5Nzzx4ntsvkHSt3/lHp1o1rQJk6fOoMfyy1JenvzIuy/XjlVW6MyX4ybPP95e2/flgWeGVj2R1bmX3v6EVXp2YvlOP/9x8uNPs/lhZvJP5sW3Pqa8vJzeK3YpVhUbhR9mzpp/t+GHmbN4/s2PWX3l5dlpi7V5+e1PARj9xQRmz6lYYAKcRksFLrYwZ2Q9uur/DuTTMd9w7V3P17rtky+/x57brk+zpk3osfyyrNyj4wLdVp2PDeP5Nz/i6jueZeAlR7L0Us3ml+fm40tDPqZJeTm9V1yuWNVsdO5/eih7bfdzT6gdNl+Lux97C0i6C+/4m7WLVbXSktF8bOjZUKcBn0vaJyLuU3LJaO2IeBd4k6QLzr0k/W/naQNMjIg5krYEVkjLpwM1Xcq4BzgdaBMR76dlTwMnSDohIkLSehHxTt19vIZ3+qX3ccMFh9KsaTljvp7EcRfcwY8zZ3P1OQfy+j1nM3tOJceedzsAm6yzEicduh0VFZXMnRucdvG9TPn+5x64u2+zPvuedF2xPkomHfV/t/La8NFMmTqDtX/7f5x+5E4ctOsmPDR4+AJdUAEmTZnOvidfR5lEl45tuPbc3xWp1o3Ht5Onc9Dp/wGgsqKSvXboxzabrsHsORUcf8GdbLLfAJo1Lee6837nLphyN9QG4IysIxuvsxL9d96IkaO+5uU7zwTgwmsepVmzJlx82j50aNeSey87hvc//Zq9T7yGj//3DQ8/+w5vDvozFZVz+dMlg5g79+cbp87HunfMOQN5/Z0kH9fb7Rz+9PsdufK2Z5k9p4L9Tr4WSOZZuOT0/Zj03XT2P+V6yiSW69iGq845qMi1bzx+/Gk2Lw75mMvO/rkX5CmHbMthZ93MHY++QbfO7bj1oiNqOEIjkeGMVHUzYtbJgZPxEY9FRJ/0/WlAS2AgcB3QBWgK3BMRF0jqBdxB0r5+HDgqIrqmYzD+m247AtgM2DEixki6C1ibZHDmNQudrzPwNXBhRJyflrUALifp5iNgTETsUtPnKFu6UzTvvW+dfE+s7nz75pXFroItpEm5x1eWms026sewYUPrJL2adlw5lt394oKOMeHGfYYtztTgWZSFjHQ+lqZvXr+i2FWwhTRv6vGVpahFU9VZJhWakaWcj/V2ZzEixpAzgDIiLs1ZvUM1u3wNbJxezewPDE33m0QyVqO6cxywUFHu+Saw0OeLiJnA0fl/CjMzs7rnjDQzsyVBQ3dDrUlf4Oq0281U4PDiVsfMzHJltYvNEsIZaWZWwrKakSXTWIyIV4B1il0PMzOrat4zpKw4nJFmZqUryxlZMo1FMzMrcdnMQTMzs8JlNCPdWDQzs9pleKY3MzOzgmQ4Iz19oZmZmZmZmVXhO4tmZpaXrF41NTMzK1RWM9KNRTMzy0tWg9DMzKxQWc1INxbNzCw/2cxBMzOzwmU0I91YNDOzvGT1qqmZmVmhspqRnuDGzMzMzMzMqnBj0czMaiWp4CWPc4yR9L6kEZKGpmXtJQ2WNCr92i5n+7MkjZb0iaTtc8r7pscZLelKZfVyr5mZlYT6zsdicmPRzMzy0kBhuGVErBsR/dL3ZwLPRUQv4Ln0PZLWAPoDawI7ANdKKk/3uQ44CuiVLjvUyTfAzMxsEdxYNDOzRq1IV053AwamrwcCu+eU3xMRsyLic2A0sKGkLkDriHgjIgK4LWcfMzOzeuHGopmZWf0K4BlJwyQdlZZ1jojxAOnXTml5V+CrnH3HpmVd09cLl5uZmdkv5NlQzcwsP4Vf/Owwbyxi6oaIuCHn/WYRMU5SJ2CwpI9/YW2ihnIzM7P6U9o3CBebG4tmZpaXOugqMylnLGIVETEu/TpR0kPAhsAESV0iYnzaxXRiuvlYoHvO7t2AcWl5t2rKzczM6k2pdyddXO6GamZmtVP9jlmUtIykVvNeA9sBHwCPAoekmx0CPJK+fhToL6m5pBVJJrIZknZVnS5p43QW1INz9jEzM6t7BWZkKfOdRTMzq5WAes6zzsBDaWg2Ae6KiKckvQ0MknQE8CWwD0BEjJQ0CPgQqACOi4jK9FjHArcCLYAn08XMzKxeNEBGFo0bi2ZmVnQR8T9gnWrKJwNbL2KfAcCAasqHAn3quo5mZmaNjRuLZmaWh9LvKmNmZlYc2c1INxbNzCwvGc1BMzOzgmU1I91YNDOzvGT1qqmZmVmhspqRbiyamVntlN2rpmZmZgXJcEb60RlmZmZmZmZWhe8smplZrQSUlWX0sqmZmVkBspyRbiyamVlestrFxszMrFBZzUh3QzUzs7xIKmgxMzPLqvrMR0k3S5oo6YOcsvMkfS1pRLrslLPuLEmjJX0iafuc8r6S3k/XXak8Tu7GopmZmZmZWem6FdihmvLLImLddHkCQNIaQH9gzXSfayWVp9tfBxwF9EqX6o65ADcWzcysdulMb4UsZmZmmVTP+RgRLwNT8qzNbsA9ETErIj4HRgMbSuoCtI6INyIigNuA3Ws7mBuLZmZWK+FuqGZmZtUpNCMLcLyk99Juqu3Ssq7AVznbjE3LuqavFy6vkRuLZmaWh8Iaim4smplZdhWcjx0kDc1ZjsrjpNcBKwPrAuOBf86vTFVRQ3mNPBuqmZnlxe09MzOz6hWYkZMiot8v2SEiJvx8bv0HeCx9OxbonrNpN2BcWt6tmvIa+c6imZmZmZnZEiQdgzjPHsC8mVIfBfpLai5pRZKJbIZExHhguqSN01lQDwYeqe08vrNoZmZ5cVdSMzOz6tVnRkq6G9iCpLvqWOBcYAtJ65J0JR0DHA0QESMlDQI+BCqA4yKiMj3UsSQzq7YAnkyXGrmxaGZmtfOMpmZmZtWr54yMiP2rKb6phu0HAAOqKR8K9Pkl53Zj0czMajVvpjczMzNbUJYz0o1FMzPLS0Zz0MzMrGBZzUhPcGNmZmZmZmZV+M6imZnlJatdbMzMzAqV1Yx0Y9HMzPKS0Rw0MzMrWFYz0o1FMzOrnbJ71dTMzKwgGc5Ij1k0MzMzMzOzKnxn0czMapVMC17sWpiZmZWeLGekG4tmZpYHZbaLjZmZWWGym5FuLNaiz6rdeey5fxa7GraQUd/MKHYVbCGrLd+q2FWwhUQdHy+jOWiLaY1e3bj/iYuLXQ1byKTps4tdBVtI1/Ytil0FawBZzUg3Fs3MLC9ZvWpqZmZWqKxmpCe4MTMzMzMzsyp8Z9HMzGqn7HaxMTMzK0iGM9KNRTMzq1Uy01tGk9DMzKwAWc5INxbNzCwvWQ1CMzOzQmU1I91YNDOzvGQ0B83MzAqW1Yz0BDdmZmZmZmZWhe8smplZXrLaxcbMzKxQWc1INxbNzKx2GZ7pzczMrCAZzkg3Fs3MrFZCmb1qamZmVogsZ6THLJqZmZmZmVkVvrNoZmZ5yehFUzMzs4JlNSPdWDQzs7yUZTUJzczMCpTVjHRj0czM8pLRHDQzMytYVjPSjUUzM6uVlN1pwc3MzAqR5Yz0BDdmZlYyJJVLekfSY+n79pIGSxqVfm2Xs+1ZkkZL+kTS9jnlfSW9n667UllNcDMzs3rmxqKZmeWlTIUteToJ+Cjn/ZnAcxHRC3gufY+kNYD+wJrADsC1ksrTfa4DjgJ6pcsOBX50MzOzGjVAPhaFG4tmZpYXSQUteRy/G7AzcGNO8W7AwPT1QGD3nPJ7ImJWRHwOjAY2lNQFaB0Rb0REALfl7GNmZlYv6jMfi8ljFs3MLC91kGcdJA3NeX9DRNyQ8/5y4HSgVU5Z54gYDxAR4yV1Ssu7Am/mbDc2LZuTvl643MzMrN6UeJtvsbmxaGZmDWVSRPSrboWkXYCJETFM0hZ5HKu6WI4ays3MzOwXcmPRzMxqJUDVtsPqzGbArpJ2ApYCWku6A5ggqUt6V7ELMDHdfizQPWf/bsC4tLxbNeVmZmb1ogEysmg8ZtHMzPJSnxPcRMRZEdEtInqSTFzzfEQcBDwKHJJudgjwSPr6UaC/pOaSViSZyGZI2mV1uqSN01lQD87Zx8zMrF7U5wQ3km6WNFHSBzll/5D0saT3JD0kqW1a3lPSTEkj0uX6nH1+8WzhbiyamVntCpzcpoAB/BcB20oaBWybviciRgKDgA+Bp4DjIqIy3edYkklyRgOfAU8u/gc3MzOrRf3n461Undl7MNAnItYGPgXOyln3WUSsmy7H5JT/4tnC3Q3VzMzy0lCD9yPiReDF9PVkYOtFbDcAGFBN+VCgT/3V0MzMbEH1mZER8bKknguVPZPz9k1g75qOkTtbePp+3mzhNV5Q9Z1FMzMzMzOzJdfhLNjoW1HSO5JekvTrtKwrizFbuO8smplZrQSUZXVecDMzswLUQUbW9mipRZ9b+jNQAdyZFo0HekTEZEl9gYclrclizhbuxqKZmeXFbUUzM7PqFZiRi3y0VM3n1CHALsDWEREAETELmJW+HibpM2BVFnO2cDcWzcwsLwVMUmNmZpZpDZ2RknYAzgB+ExE/5pR3BKZERKWklUgmsvlfREyRNF3SxsBbJLOFX1XbedxYNDOzWkm+s2hmZlad+s5ISXcDW5B0Vx0LnEsy+2lzYHDaUH0znfl0c+ACSRVAJXBMRExJD3UsycyqLUjGONY6W/giG4uSrqKGfqwRcWJtBzczM8siZ6SZmTWUiNi/muKbFrHtA8ADi1j3i2cLr+nO4tAa1pmZWSPjCW4W4Iw0M7P5spqRi2wsRsTA3PeSlomIH+q/SmZmVoqyGYOLxxlpZma5spqRtT5nUdImkj4EPkrfryPp2nqvmZmZlRRJBS1Z5Iw0MzMoLCNLWa2NReByYHtgMkBEvEsycNLMzKyxuxxnpJmZZVRes6FGxFcLtXor66c6ZmZWipIHDhe7FqXJGWlm1rhlOSPzaSx+JWlTICQ1A04k7W5jZmaNxBLQVaZInJFmZo1dhjMyn8biMcAVQFfga+Bp4Lj6rJSZmZWejOZgoZyRZmaW2YystbEYEZOAAxugLmZmVsKyetW0EM5IMzOD7GZkPrOhriTpv5K+lTRR0iOSVmqIypmZmZUyZ6SZmWVZPrOh3gUMAroAywP3AXfXZ6XMzKy0zBu8X8iSUc5IM7NGrtCMLGX5NBYVEbdHREW63AFEfVfMzMxKi5+zWC1npJmZZTYfFzlmUVL79OULks4E7iEJwP2AxxugbmZmVkJKO84aljPSzMxyZTUja5rgZhhJ8M377EfnrAvgwvqqlJmZlRYJykr86mcDc0aamRmQ7YxcZGMxIlZsyIqYmZktKZyRZmbWGOTznEUk9QHWAJaaVxYRt9VXpczMrPRk9KJpwZyRZmaW1YystbEo6VxgC5IgfALYEXgVcBCamTUipT4IvxickWZmBtnNyHzuLO4NrAO8ExGHSeoM3Fi/1bJf6n9fTeSUC2+f//6r8ZM58dAdOHSvzbn9oVe44+HXaFJexm82Wp3Tj/4ts+dUcO5l9/PBp18hiT8ftzsbrbtKET9Bdgy46gFeG/ox7dosw51XnrzAursefoWrb32SJ277M21bL8OHn37Fxdc+DEAQHNF/a36z8ZoAPPvqewy870Xmzp3Lpn17c9yhOzbwJ2kcrr/nRW57+HUigoN335Rj99+S9z8dyx8vupdZs+bQpLyMf5yxL33X7FnsqhZdRnOwUM7IEjdr9hyOOP16Zs+ppLKykm1+tRbHHrQdn3w2jgFXP8isORWUl5Vx9nF70Kd3d5544R0GPvDS/P1Hff4Nd195Ir1XXr6InyJ7Zs2ewyGnXsfsORVUVs5l21+vxfEHbz9//S33vcg/b3ycVwadR7s2yzB12g+ccuHtfPDpV+y+bT/+fPweRax94/H99B858a938dFn45Hgqv87kOff/IjbHn6dZdu2BOD/jtuV7TZbs8g1Lb6sZmQ+jcWZETFXUoWk1sBEoGQeOCypJ7BpRNy1GPvOiIiWdV+rhrdS9048csOpAFRWzmXz/S5g21/14c13RvPc6yP5739Oo1mzJkz+bjoA9z3+JgD/vfFPTP5uOkeedSP3X3sSZWX5PE3FarLTVuuz904bc8EV9y1QPuHbqQwZMZrOHdvOL1tphc7c9M8/0KS8nElTpnHwKVex2Qar8cMPs7jm1ie5+Z/H0a5NSy684j6Gvjuafuu4QV+XPvxsHLc9/DrP3noazZqUs89J17LdZmty7lWPcPrvd2DbTddk8GsjOe+qR/jv9ScVu7pWmko2I52PiWZNm3DD349i6RbNmVNRyeGnXcdm/Xpz3e2DOeqAbfjVBqvxytsfc/nNT3DjxUez05brsdOW6wEw6vPxnHLhbW4o1oNmTZtw8yVHz/+5HPzHa/j1BquxzuorMH7iVN54ZxRdOrX9eftmTTnhkO0ZNeYbRo/5pngVb2TO/Of9bL3JGgy8+PfMnlPBzJ9m8/ybH3Hs/ltywu+2KXb1rAHk0zIYKqkt8B+S2d+GA0Pqs1K/UE/ggOpWSMprTGbWvPHOKLovvyxdO7fn7v++zlH9t6JZs+RbsWy7VgCM/mICG6/Xa35Zq5ZL8cGnY4tW5yxZb80Vad1y6SrlV9z8OMcdssMCUysv1bwZTcrLAZg9p2L+uq8nTKH78h1o1yb5W63f2qvwwhsj67nmjc+nn0+gX5+eLL1UM5o0KWfT9Xvx+IvvIWD6Dz8BMG3GTJbr0Ka4FS0BQpSpsCWjSjkje+J8RBJLt2gOQEVFJRWVlQghwQ8/zgJgxg8/0bF96yr7PvXSu+zwm3UatL6NRdWfy9z53fgu+fej/PGInRfo1rf0Us1Yv8+KNG/WaP7XLbppM2by+juf8bvdNgGSBn6bVlX/vrHCM7KU1fovLiL+kL68XtJTQOuIeK/QE6dXPJ8kGduxKfA1sBuwPHAN0BH4ETgyIj6WdCvwWETcn+4/76rnRcDqkkYAA4HvgJ1JJhpYRtKuwCNAO6Ap8JeIeKTQ+peyx194h122Sq6Kjhn7LUPf/x+X3fwkzZs14fSjf8vaq/VgtZWX57nXP2DnrdZl/MSpjPx0LOMnTmXt1XoUufbZ9MqQj+i4bGt6rdilyrqRn37F3656gG++nco5J+9Dk/JyunVZli++/pbxE76jY4fWvPLWh8ypqCxCzbNt9ZW7MOC6/zJl6g8stVRTBr82kvVW78Hf/rgXe594Ledc8TARwVM3/rHYVS0+ZbeLTSHqIyOdj3WvsnIuB5x0JV+Nm8x+u2zCWqv14LSjfstx/3cTl930OHMjuPXSP1TZ75mX3+Wycw4pQo0bh8rKuex7/OV8OW4y+/92U9ZerQcvvDGSTh3asJrv5hbdF19PpkPblhx3/h18MOpr1l29O38/dW8A/nPfy9zzxBDWW70Hfz15T9q2buSNyAxn5CIbi5LWr2ldRAyvg/P3AvaPiCMlDQL2Ag4DjomIUZI2Aq4FtqrhGGcCp0XELmndDgU2AdaOiCnp1dM9ImKapA7Am5IejYiog/qXnNlzKnj+9ZGcesTOQPKLeNqMmQy6+kTe/+QrTr7wdp6742z22nFDPvtyInsdeznLd27Hemv2pLzcXVDrw0+zZjPwvhe4/LzDq12/5qrdufOqkxnz1UQuvPJ+Nl5/VVq3bMGfjt6N/7v0blQm1uq9AuMmTGngmmdf7xWX48SDt2XPE65mmRbN6dOrK+XlZdzywKsMOGVPdt1qXR4aPJwT/3onD11zQrGrW3RZHby/OBogI52Pdai8vIx7rz6Z6TNm8se/3sboMd/wwFNvceqRv2WbX63FMy+/y/lX3M+//3bk/H3e//hLlmrejFV6LlfEmmdbeXkZD1z3R6bNmMlJ5w/kk/+N44a7n+OGvx9Z+85W7yoqK3n3k6+4+E/70K9PT8689H4uv3UwR+67OX86YkckGHD9Y/zl8ge5+pyDil3dostqRtZ0Z/GfNawLag6ofH0eESPS18NIusxsCtyX8w1vvhjHHRwR8/6yFvA3SZsDc4GuQGdgkR3eJR0FHAXQtVv3xTh98bw85GPW7NWNDu2T7qadO7Zh21+thSTWXq0HZRLfff8D7du25Ow/7DZ/v/4nXEnPrh2KVe1M+3r8FMZN/I6DT74SgG8nT+OwP17Njf/4w/xuwQA9u3eiRfOm/O/LCay+Sjd+teHq/GrD1QF4+OkhlJdl85dQsf1ut03md7G58NpHWb5TWy645r/8/dS9ANh9m/U46W93F7OKJcOXkxZQ3xlZ8vm4fNclKx8BWrVsQb+1VuL1YZ/w2LPDOP3oXQHY9tdrc8EVDyyw7dMvv8sOW7gLakNo3bIFG6yzEi+8MZKvv5nCXsdeBsCEb79nn+Mu554rT6BDNd2ErX4t36kdy3dqS78+PQHYdet1uXzgYDot+/PP4pDdN2O/U64vUg1LS1YzcpGNxYjYsgHOPyvndSVJSE2NiHWr2baC9OegJCmb1XDcH3JeH0jSZadvRMyRNIacZ2FVJyJuAG4AWHvdvkvUFdbHn3+HndMuqADbbJZMcrPRuqvw+VffMqeignZtlmHmT7OJCJZu0ZzXhn5CeXm5r57Wk5V7LscTA/88//2eR17Czf88jratl2HchCl06tCGJuXljJ/4HV9+PYkundoBMGXqDNq3bcm0GTN56Mm3uPBP+xfrI2Tat1Om07F9K8Z+M4XHXniXp286lRsGvcxrw0fzq769ePntT1m5e8diV9NKTANkZMnnY5911l8i8nHK9zNoWl5Oq5Yt+GnWHN4aMZpD996Cjsu2Ztj7/6Pf2isz5N3P6JFzwXTu3LkMfuU9brrkmCLWPNumTJ1BkybltE5/Lm8OH83h+27By4POm7/Ndgf/jXuvOol2bZYpXkUbsc4dWtO1cztGjZlAr56defntT+i94nJ8M+n7+WP5H3vxXVZfueoQG8uOUhslPA34XNI+EXFfGnprR8S7wBigLzCIZOxG03Sf6UCr6g6WagNMTINwS2CFeqt9kc38aTavD/uUC07Ze37ZXjtsyNn/uJddjvgHTZuUc9EZ+yOJyVNncMQZN1BWJjp3aMMlZ7khUlfO+ec9vPPB50yd9gO7HXERv++/Db/dtl+127774Rfc8eBLNCkvR2Xi1KN3o23rJBQvv+kxRn8+HoDD9ttqgT9krO4ccsaNTJn2I03Ly7jkT/vStvXSXHH2/pz1rweoqKikefOmXHZW/2JXs+hEdrvYLCGcj4tp0pTpnPPPQcydO5e5EWz767XZfKPVadVyKf7x7/9SUTmX5k2b8JcT9py/z/APPqdzhzZ067JsEWuebd9OmcafL72XyrlzibnB9puvwxYbr1HjPtsd/Ddm/PATcyoqef6NkdzwtyNZeYXODVTjxumS0/bhqHNuZfacSnp27cA15xzEGZfex/ufjkUSPbq057Kz/TdkljNSxRqakA7gfywi+qTvTwNakgzCvw7oQhJ490TEBemzqx4huXr6HHBCRLSU1BR4CugA3EoygL9fRByfHrcD8N/0WCOAzYAdI2JMPlODr71u33js+dfr8qNbHZg8fVbtG1mDWm35mv4mtWLYbOMNGD5saJ2kV+dV+sT+/7y/oGNcsfvqwyKi+isnNt+Sko991lk/7n/qlbr86FYHmnr+gZLTtX2LYlfBqtGiqeoskwrNyFLOx6LdWYyIMUCfnPeX5qzeoZrtJwAb5xSdlZbPAbZeaPNbc/abRDKgv7o6ZOIZUmZmDcHDZhuG89HMbMmT1Yys9fKTEgdJOid930PShvVfNTMzKxVS0sWmkCWLnJFmZlZoRpayfPoqXEty5XFeh+TpJM95MjMza+yckWZmlln5dEPdKCLWl/QOQER8J6mmmdbMzCyDstrFpkDOSDMzy2xG5tNYnCOpnOS5UUjqSPI8JjMza0RKvKdMsTgjzcwssxmZT2PxSuAhoJOkAcDewF/qtVZmZlZSBJRlNQkL44w0M2vkspyRtTYWI+JOScNIZlQTsHtEfFTvNTMzMytxzkgzM6tvkm4GdiF5Nu68xyq1B+4FepI8b3ffiPguXXcWcARQCZwYEU+n5X1JZsVuATwBnBS1PEcxn9lQewA/kjyL6VHgh7TMzMwakbIClyxyRpqZGdR7Pt5K1UcnnQk8FxG9SJ6xeyaApDWA/sCa6T7XpsMlIHlW71FAr3Sp8jimheXTDfVxkrEYApYCVgQ+SStgZmaNREZ72BTKGWlmZvWakRHxsqSeCxXvBmyRvh4IvAickZbfExGzgM8ljQY2lDQGaB0RbyT11W3A7sCTNZ07n26oa+W+l7Q+cHRt+5mZWXZIyux4jEI4I83MrEgZ2TkixgNExHhJndLyrsCbOduNTcvmpK8XLq/RL+4ZFBHDgQ1+6X5mZrZkSx46vPhLzcfWUpKGSHpX0khJ56fl7SUNljQq/douZ5+zJI2W9Imk7XPK+0p6P113pRrwicfOSDOzxqnAfOwgaWjOclQhVammLGoor1GtdxYl/THnbRmwPvBtbfuZmZn9ArOArSJihqSmwKuSngT2JBmTcZGkM0nGZJyx0JiM5YFnJa0aEZX8PCbjTZIB/DtQSzebxeWMNDOzOjApIvr9wn0mSOqS3lXsAkxMy8cC3XO26waMS8u7VVNeo3zuLLbKWZqTjM/YLY/9zMwsQ8pU2FKTSMxI3zZNlyDJm4Fp+UCS8RWQMyYjIj4H5o3J6EI6JiOd4e22nH3qgzPSzMzqLR9r8ChwSPr6EOCRnPL+kppLWpFkIpshaZfV6ZI2TnvcHJyzzyLVeGcxnTmnZUT8aTE/hJmZZUAdPUOqg6ShOe9viIgb5p8jyZxhwCrANRHxlqQGGZOxOJyRZmYG9f+cRUl3k0xm00HSWOBc4CJgkKQjgC+BfQAiYqSkQcCHQAVwXNrrBuBYfn50xpPk0etmkY1FSU0ioiIdrG9mZo1cHeRgjd1s0jBbV1Jb4CFJfWqqTnWHqKG8TjkjzcwsVz3Phrr/IlZtvYjtBwADqikfCtSUrVXUdGdxCMnYixGSHgXuA37IOdmDv+REZma2BCusq8wvEhFTJb1IMtawQcZkLAZnpJmZJRowIxtaPmMW2wOTga2AXYDfpl/NzMzqhKSO6R1FJLUAtgE+poHGZBTAGWlmZplV053FTuksbx9QtWtPnXfpMTOz0qZqe3jWmS7AwHQcYBkwKCIek/QGDTAmYzE4I83MbL56zsiiqamxWA60pIHGf5iZWelKBu/X3/Ej4j1gvWrKJ9MAYzIWgzPSzMyA+s/IYqqpsTg+Ii5osJqYmVlJy2oQLiZnpJmZzZfVjKxpzGJGP7KZmVnBnJFmZpZ5Nd1ZrLbbj5mZNU6qz3nBlzzOSDMzmy+rGbnIxmJETGnIipiZWenK8niMxeGMNDOzebKckTXdWTQzM0uofh84bGZmtsTKcEa6sWhmZnkpy2oSmpmZFSirGVnTBDdmZmZmZmbWSPnOopmZ1SrL4zHMzMwKkeWMdGPRzMzyktEeNmZmZgXLaka6sWhmZnkQZX60oJmZWTWym5FuLJqZWa1Edq+ampmZFSLLGekJbszMzMzMzKwK31k0M7PaKbuD983MzAqS4Yx0Y9HMzPKS1WdImZmZFSqrGenGopmZ1SrL4zHMzMwKkeWM9JhFMzMzMzMzq8J3Fs3MLC9Z7WJjZmZWqKxmpBuLZmaWl4zmoJmZWcGympFuLJqZWa2Exy2YmZlVJ8sZ6caimZnVTqCsXjY1MzMrRIYzMquNYDMzMzMzMyuA7yyamVlesnnN1MzMrHBZzUg3Fs3MrFYiuzO9mZmZFSLLGenGopmZ5SWbMWhmZla4rGakxyyamZmZmZlZFb6zaGZmecloDxszM7OCZTUj3Vg0M7M8KLPTgpuZmRUmuxnpxmItystE6xb+NpWaZVs2K3YVbCGfjp9R7CrYQmbNmVtnx8ryA4dt8TQtL6Nzm6WKXQ1bSItm5cWugi1k3Hczi10Fq2f1nZGSegP35hStBJwDtAWOBL5Ny8+OiCfSfc4CjgAqgRMj4unFObdbQWZmlpesXjU1MzMrVH1mZER8Aqybnqcc+Bp4CDgMuCwiLl2oLmsA/YE1geWBZyWtGhGVv/TcvlBsZmZmZma2ZNga+Cwivqhhm92AeyJiVkR8DowGNlyck7mxaGZmeVGBi5mZWVY1YD72B+7OeX+8pPck3SypXVrWFfgqZ5uxadkv5saimZnVTkkXm0IWMzOzTCowI4EOkobmLEdVexqpGbArcF9adB2wMkkX1fHAP3+uURWxOB/NYxbNzKxWnuDGzMysenWQkZMiol8e2+0IDI+ICQDzvgJI+g/wWPp2LNA9Z79uwLjFqZiz38zM8uI7i2ZmZtVroHzcn5wuqJK65KzbA/ggff0o0F9Sc0krAr2AIYvzuXxn0czMzMzMrIRJWhrYFjg6p/gSSeuSdDEdM29dRIyUNAj4EKgAjlucmVDBjUUzM8uT7w2amZlVr74zMiJ+BJZdqOx3NWw/ABhQ6HndWDQzs7y4J6mZmVn1spqRbiyamVmtksH7GU1CMzOzAmQ5Iz3BjZmZmZmZmVXhO4tmZpaXrHaxMTMzK1RWM9J3Fs3MLA8q+L8ajy51l/SCpI8kjZR0UlreXtJgSaPSr+1y9jlL0mhJn0jaPqe8r6T303VXys/tMDOzelV/+VhsbiyamVlepMKWWlQAp0bE6sDGwHGS1gDOBJ6LiF7Ac+l70nX9gTWBHYBrJZWnx7oOOIrkuVK90vVmZmb1ph7zsajcWDQzs1rNG7xfyFKTiBgfEcPT19OBj4CuwG7AwHSzgcDu6evdgHsiYlZEfA6MBjZMH1DcOiLeiIgAbsvZx8zMrM4VmpGlzI1FMzMrKZJ6AusBbwGdI2I8JA1KoFO6WVfgq5zdxqZlXdPXC5ebmZnZL+QJbszMrHZ101Wmg6ShOe9viIgbFjiN1BJ4ADg5IqbVMNywuhVRQ7mZmVn9WAK6ky4uNxbNzCwvdRCEkyKi36KPr6YkDcU7I+LBtHiCpC4RMT7tYjoxLR8LdM/ZvRswLi3vVk25mZlZvclqY9HdUM3MLC/1PBuqgJuAjyLiXzmrHgUOSV8fAjySU95fUnNJK5JMZDMk7ao6XdLG6TEPztnHzMysXmR1NlTfWTQzs1oJKKvfPNsM+B3wvqQRadnZwEXAIElHAF8C+wBExEhJg4APSWZSPS4iKtP9jgVuBVoAT6aLmZlZvWiAjCwaNxbNzKzoIuJVqh9vCLD1IvYZAAyopnwo0KfuamdmZtY4ubFoZmZ5KfWuMmZmZsWS1Yx0Y9HMzPKS1cH7ZmZmhcpqRrqxaGZmecnqVVMzM7NCZTUjPRuqmZmZmZmZVeE7i2ZmVqssz/RmZmZWiCxnpBuLZmaWh9J/FpSZmVlxZDcj3Vg0M7PaKbuD983MzAqS4Yx0Y9HMzPKS0Rw0MzMrWFYz0hPcmJmZmZmZWRW+s2hmZrVKBu9n9bqpmZnZ4styRrqxaGZmeclmDJqZmRUuqxnpxqKZmeUnq0loZmZWqIxmpBuLZmaWl6xOC25mZlaorGakJ7gxMzMzMzOzKnxn0czM8pLRsftmZmYFy2pGurFoZmZ5yWgOmpmZFSyrGenGopmZ5SerSWhmZlaojGakxyyamZmZmZlZFW4smplZrUQy01sh/5mZmWVRoRmZ1zmkMZLelzRC0tC0rL2kwZJGpV/b5Wx/lqTRkj6RtP3ifjY3Fs3MrHZKBu8XspiZmWVSw+XjlhGxbkT0S9+fCTwXEb2A59L3SFoD6A+sCewAXCupfHE+mhuLZmaWFxW4mJmZZVWR8nE3YGD6eiCwe075PRExKyI+B0YDGy7OCdxYNDOz/Li1aGZmVr3C8rGDpKE5y1HVnCGAZyQNy1nfOSLGA6RfO6XlXYGvcvYdm5b9Yp4N1czMzMzMrHgm5XQtXZTNImKcpE7AYEkf17BtdZdoY3Eq5saimZnlwZPUmJmZVa/+MzIixqVfJ0p6iKRb6QRJXSJivKQuwMR087FA95zduwHjFue87oZqZmZ58QQ3ZmZm1avPfJS0jKRW814D2wEfAI8Ch6SbHQI8kr5+FOgvqbmkFYFewJDF+Vy+s5gRX0/4jhMvvIOJk6dTViYO2nUTjtxvC0aO+pozLhnEDzNn0b1Le64572BaLbMUcyoqOfXvd/P+J2OpqJzLPjtuwIkHb1vsj5E5J154J8+89gEd2rXi1bvPXmDd1Xc8x3lXPcwnT/+dZdu2nF8+9pspbNZ/AH/6/U4cf9DWDV3lTPrrlffz2tCPademJXdddTIA/77zGV5+6yPKykS7NsvwfyfuQ8dlWwMwasx4Lr72IX74cRZlZeLmS4+jebOmfDz6ay688j5mzZrDJn1788cjf4saSSvIww5tSXbK3+7i2ddG0qFdS1644ywALr3pSe569A3ap79/zzp6Z7bedE1mz6ng9Evu5b2Pv6KsTFxw0p5sun6vYlY/80aNmcDhZ988//0X4yZz1lE7M+7bqTz9ygc0bVrOit06cM05B9Gm1dJFrGm2zZo9h4NPvY7ZcyqorJzLdr9ei+MP3p4rb32KF94YiSSWbduSAX/aj07LtgHgP3c/zwNPD6G8rIyz/rAbv+rXu8ifojgaICM7Aw+lf3M0Ae6KiKckvQ0MknQE8CWwD0BEjJQ0CPgQqACOi4jKxTnxEtdYlHQM8GNE3CbpUOCZebdlJd0I/CsiPixmHYuhSXkZ556wO2v37s6MH35i+8MvZfMNV+PUv9/NOSfszqbrrcLdj73JtXc+xxlH7cx/n3+H2bMreOGOM/nxp9n85oC/s8e269O9y7LF/iiZ0n+XjThin8057vzbFyj/esJ3vDTkY7ot167KPn+57EG23mSNhqpio7Dz1n3Ze+dNuODy++aXHbTH5hx94HYA3Pvf17j53uc44w97UFFZyXn/GsR5p+xLrxW78P20H2hSnsw2fcn1D3PmH/agT+8enHLBrbwx/FM27duIgtGtxZLmfFy0/XbakMP2+jUnXXjHAuVH7rcFxx6w1QJldz76BgDP334mk76bzoGnXs+TN55KWZk7Y9WXXj0788pdSSO+snIua+z0Z3bech1GfzGBc4/blSZNyjn3qof5163PcP4Juxe3shnWrGkTbr7kaJZp0Zw5FZX87pRr+PUGq3H4Pltw4qE7AHDHQ69y3R3Pcu5JezH6iwk88dIIHr3hNCZOnsbvz/w3j998BuXljfTfSj1mZET8D1inmvLJQLV3FiJiADCg0HMvcT/NiLg+Im5L3x4KLJ+z7veNNQg7d2jD2r2Trsktl1mKXit05ptvp/LZlxPZZN2VAdh8g948/uK7QNKz+sefZlNRUclPs+bQrGk5LZdZqmj1z6pN11uFdq2rXgX9y2UPcu7xu1W5K/XES++yQtcO9F6pS0NVsVFYb80Vad1ywZ/DMkv//P/7T7PmzO8HMuSdUazSczl6rZj8DNq0Xoby8jImTZnGDz/OYq3VVkASO225Hi+/1Sh/3ViJcj4u2sbrVv+7uDqfjvmGX/dbFYAO7VrRpmUL3v34q1r2srry0tuf0LNbR3p0ac9WG69OkybJxboN+qzIuAlTi1u5jJPEMi2aA1BRUUlF5VyEFvj7cOZPs+d3m3zh9ZHs9Jt1adasCd26tKf78h14/5Mvi1F1q0cN2liU1FPSx5IGSnpP0v2Slpa0taR3JL0v6WZJzdPtL5L0YbrtpWnZeZJOk7Q30A+4U9IISS0kvSipn6RjJV2Sc95DJV2Vvj5I0pB0n38v7gMqS9lX4yfz/qixrL9mT1ZbqQtPv/IBAP99fgTjJk4FYJet1mXppZqxzq7/R789zuOY/beiXetliljrxuPJl9+nS8c29Fm12wLlP8ycxZW3Pcuffr9jkWrW+Fx3+9PsevhFPP3SCI46YBsAvhw3CQlOOvdmDj7lKm5/8CUAvp08bX43VYBOy7bh28nfF6XexaIC/7NFcz4Wxy0PvMLWB1/EKX+7i6nTfgRgzVW68vQrH1BRUcmX4ybz3idjGTfhuyLXtPF48Jlh7LV93yrldzz6Btts6l439a2yci57HvMvfr3v+Wyyfi/WXr0HAFfc8iRbH/BXHnt+OMcfvD0AEyZ/z3Id28zfd7kObZgwaVpR6l0KspqPxbiz2Bu4ISLWBqYBfwRuBfaLiLVIusYeK6k9sAewZrrtX3MPEhH3A0OBAyNi3YiYmbP6fmDPnPf7AfdKWj19vVlErAtUAgcuXEFJR817zsmkSd/WxWduMD/8OIsjzr6ZC07ak1bLLMW/zj6AWx54he0O+wc//PgTzdIrdO98+AVl5WWMePRChtx/Dv++5wW++HpSkWuffT/+NJvLbn2aM4/eucq6i294gmP235KWSzcvQs0ap2N/tz2P3nwm2/9mXe5/POl6Vlk5l3c//ILzT92PGy46mpfeHMnb744mqptxupGMV5zHE9zUO+djAzpkj814Y9D/MfjW0+m8bGvOv/phAPrvvBFdOrZhhyP+yTlXPEi/Pj0pb5L5dnNJmD2ngidffp/dt15vgfJLb36KJk3K2HfHDYpUs8ajvLyMB6//I8/f9Rfe/+QrRn3+DQAnHbYjz931F3bZan3uevQ1ACKq5mJj/l2f1XwsRmPxq4h4LX19B0k/288j4tO0bCCwOUlQ/gTcKGlP4Md8TxAR3wL/k7SxpGVJAvi19Fx9gbcljUjfr1TN/jdERL+I6NehQ8fF+YxFMaeikiPOvpk9t+vHzlsk3Zp79ezMvVf8gWdu+RO7b9uXFbp2AOChZ4ax5Uar07RJOR3at2KDtVZ0N5sGMGbsJL4cN5nfHHQR6+1+LuMmTmWrgy9hwuRpDB85hvOvfoT1dj+Xf9/zIpcPfIYb73up2FVuFLbbfB1eeGMkkNwxXK/PirRtvQxLNW/Gpn1788ln49I7iT9fMZ04+Xs6tm+9qENmUiHPGy7xLCwVzscG1LF9a8rLyygrK+PAXTdhxIdfANCkSTnnn7Qnzw48nVsvPpLvZ8xkpW5L9mddUjz7+oess1p3OuX04rj7sTd55tUPuOHCQxvNhGKloHXLFmy49kq8OnTBR/ntvNV6DH7lfQCW69CWb779uYfNN5O+X+Bn19hkNR+L0VjM64GQEVFB8vyQB4Ddgad+4XnuBfYF9gIeiuTyh4CB6ZXWdSOid0Sc9wuPW5Iigj/+7W569ezMMftvOb980pTpAMydO5fLb32Gg/fYDICundvx2rBPiQh+nDmLYSPHsMoKnYpS98ZkjVWW5+On/s47D5/POw+fz/Kd2vL8bclV7cduOGV++dH9t+DkQ7bj9/v8pthVzqwvx/18J/2VIR+xQtfkj8GN1l+V0WO+4adZs6morGT4B5+zYo9OdGjfmqVbNOODT74kInjihXfYfMPVi1V9yybnYwOaMOnnP3KffOm9+WPFf/xpNj/OnAXAS0M+pkl5OauuuFxR6tjY3P/0UPba7ucuqM++/iFX3PYsd/3zaJZeqlkRa9Y4TJk6g2kzko4IP82awxvvjGbF7p344uufexG88MZIVuye/L245SZr8MRLI5g9u4Kx46fw5deTWKt3j6LU3epPMWZD7SFpk4h4A9gfeBY4WtIqETEa+B3wkqSWwNIR8YSkN4HR1RxrOtBqEed5EPgz8AVwRlr2HPCIpMvSB1q2B1pFxBd19/GKY8h7/+P+p95m9ZW7sM0hyXCUs47emf999S23PvgqADv9Zm3677wRAIft9WtOHnAXWxx0ERFB/503Yo1Vuhat/ll15F9u4bXho5kydQZr7fJ/nHHUThy06ybFrlaj83+X3s3wDz5n6rQf+O3hf+fI/bfh9WGf8OXXk5DEcp3acsaxuwPJ1dT9d/sVh516DZLYpG9vNuu3GgCnH7M7F155P7Nmz2GT9Vdlk8Y2E2qpX/5c8jkf68mx5w7kjXeS38V9dz+HU4/YkTfeGc3IUV8jQbflluWS0/cFYPJ309n/lOspKxPLdWzDVeccVOTaNw4//jSbF4d8zGVn7z+/7PR/DGLW7Ar2OO5qAPqt1ZPLztp/UYewAn07ZRpn/+Ne5s6dy9y5wfa/WYctNl6Dky4YyJivvqWsTHTp1I5zT9oLgFV6LscOm6/Drkf+g/Lycv5y/B6NeybUjGakqutvXG8nk3oCTwAvA5sCo0jCbxPgUpLG69vAsUB7kgdLLkXy7b80IgZKOg+YERGXStoL+BswMz3Gk8BpETE0Pd9jwBoRsVJOHfYDziK5qzqH5Lkjby6qzuut3y9eeO2tuvoWWB1p2lh/GZWw0d/MKHYVbCEH7PIbRr43vE7ia8111o9BT7xS0DH6dGs5LCL61UV9smZJzcfnX3U+lpoWzTy+stSM+25m7RtZg1u509J1lkmFZmQp52Mx7izOjYhjFip7DlhvobLxJN1sFpDbLSYiHiDphjPPFgttu0s1+99L0gXHzMzyJEp/EH4GOB/NzJZAWc7IYjQWzcxsCZTRHDQzMytYVjOyQRuLETEG6NOQ5zQzMyt1zkczMytFvrNoZmb5yeplUzMzs0JlNCPdWDQzs7woq0loZmZWoKxmpBuLZmaWl6wO3jczMytUVjPSjUUzM8tLRnPQzMysYFnNSD+szszMSoKkmyVNlPRBTll7SYMljUq/tstZd5ak0ZI+kbR9TnlfSe+n666Usnq918zMrH65sWhmZvlRgUvtbgV2WKjsTOC5iOhF8szBMwEkrQH0B9ZM97lW0rynkV8HHAX0SpeFj2lmZla36jcfi8aNRTMzq1WSZ4X9V5uIeBmYslDxbsDA9PVAYPec8nsiYlZEfA6MBjaU1AVoHRFvREQAt+XsY2ZmVucKzchS5jGLZmZWO9XJ4P0OkobmvL8hIm6oZZ/OETEeICLGS+qUlncF3szZbmxaNid9vXC5mZlZ/aibjCxJbiyamVlDmRQR/eroWNXFctRQbmZmZr+QG4tmZpaXIl00nSCpS3pXsQswMS0fC3TP2a4bMC4t71ZNuZmZWb3J6I1Fj1k0M7M81f8EN9V5FDgkfX0I8EhOeX9JzSWtSDKRzZC0y+p0SRuns6AenLOPmZlZ/cjoBDe+s2hmZnmo/0H4ku4GtiAZ2zgWOBe4CBgk6QjgS2AfgIgYKWkQ8CFQARwXEZXpoY4lmVm1BfBkupiZmdWT0p+oZnG5sWhmZnmp78H7EbH/IlZtvYjtBwADqikfCvSpw6qZmZnVKKsT3LgbqpmZmZmZmVXhO4tmZlarJWBYhZmZWVFkOSPdWDQzs/xkNQnNzMwKldGMdGPRzMzyktXB+2ZmZoXKaka6sWhmZnnJ6uB9MzOzQmU1Iz3BjZmZmZmZmVXhO4tmZpaXjF40NTMzK1hWM9KNRTMzq52y28XGzMysIBnOSHdDNTOzPKnAxczMLKvqLx8ldZf0gqSPJI2UdFJafp6kryWNSJedcvY5S9JoSZ9I2n5xP5XvLJqZmZmZmZWuCuDUiBguqRUwTNLgdN1lEXFp7saS1gD6A2sCywPPSlo1Iip/6YndWDQzs1qJ7HaxMTMzK0R9Z2REjAfGp6+nS/oI6FrDLrsB90TELOBzSaOBDYE3fum53Q3VzMzy4k6oZmZm1SswHztIGpqzHLXI80g9gfWAt9Ki4yW9J+lmSe3Ssq7AVzm7jaXmxuUi+c6imZnlxXcWzczMqldgRk6KiH61n0MtgQeAkyNimqTrgAuBSL/+Ezic6q/RxuJUzI1FMzPLi3x/0MzMrFr1nZGSmpI0FO+MiAcBImJCzvr/AI+lb8cC3XN27waMW5zzuhuqmZmZmZlZiZIk4Cbgo4j4V055l5zN9gA+SF8/CvSX1FzSikAvYMjinNt3Fs3MLD++sWhmZla9+s3IzYDfAe9LGpGWnQ3sL2ldki6mY4CjASJipKRBwIckM6ketzgzoYIbi2Zmlie3Fc3MzKpXnxkZEa8u4hRP1LDPAGBAoed2Y9HMzGoleYIbMzOz6mQ5Iz1m0czMzMzMzKrwnUUzM8uLZ0M1MzOrXlYz0o1FMzPLTzZz0MzMrHAZzUg3Fs3MLC8ZzUEzM7OCZTUj3Vg0M7O8ZHXwvpmZWaGympGe4MbMzMzMzMyq8J1FMzPLgzI7eN/MzKww2c1INxbNzKxWIrtdbMzMzAqR5Yx0N1QzMzMzMzOrwncWzcwsL1m9ampmZlaorGak7yyamZmZmZlZFb6zaGZmecnq4H0zM7NCZTUj3VisxYh3hk1qt3STL4pdjzrSAZhU7ErYAvwzKU1Z+bmsUGdHUna72NjiGfHOsEntl3E+Wr3yz6X0ZOln4ozMgxuLtYiIjsWuQ12RNDQi+hW7HvYz/0xKk38uVSldzOZxPlp988+l9PhnUr0sZ6THLJqZmZmZmVkVvrNoZmb5yeplUzMzs0JlNCPdWGxcbih2BawK/0xKk38u1cjq4H0z/G++VPnnUnr8M1mErGakG4uNSET4H3iJ8c+kNPnnUr2sDt4387/50uSfS+nxz2TRspqRbiyamVleMpqDZmZmBctqRnqCGzMzMzMzM6vCdxbNzCw/Wb1samZmVqiMZqTvLDYCklpI6l3sepjZkk0F/mdWapyPZlZXspqPbixmnKTfAiOAp9L360p6tKiVaqQkTZc0rZpluqRpxa5fY6bEQZLOSd/3kLRhsetVSkQyeL+QxayUOB9LizOydDkja1doRpYyRUSx62D1SNIwYCvgxYhYLy17LyLWLm7NzEqHpOuAucBWEbG6pHbAMxGxQZGrVjIkPQV0KPAwkyJih7qoj1mhnI9m+XFG1q4OMrJk89FjFrOvIiK+V6lftmiEJHUClpr3PiK+LGJ1GruNImJ9Se8ARMR3kpoVu1KlpFRDzKwAzscS5owsKc7IWmQ5I90NNfs+kHQAUC6pl6SrgNeLXanGTNKukkYBnwMvAWOAJ4taKZsjqRwIAEkdSa6imll2OR9LkDOyJDkjGzE3FrPvBGBNYBZwF/A9cHIxK2RcCGwMfBoRKwJbA68Vt0qN3pXAQ0AnSQOAV4G/FbdKZlbPnI+lyRlZepyRjZjHLGacpPUi4p1i18N+JmloRPST9C6wXkTMlTQkIjxYvIgkrUbyR4mA5yLioyJXyczqkfOxNDkjS5MzsvHymMXs+5ekLsB9wD0RMbLYFTKmSmoJvAzcKWkiUFHkOjVqkq4A7o2Ia4pdFzNrMM7H0uSMLDHOyMbNdxYbAUnLAfsC+wGtSf7B/7W4tWq8JC0DzCTpBn4g0Aa4MyImF7VijZikQ0j+faxK0tXm3ogYWtxamVl9cz6WHmdk6XFGNm5uLDYiktYCTgf2iwjPYlUE6QDxpyNim2LXxaqS1B7YC+gP9IiIXkWukpk1AOdjaXBGljZnZOPkCW4yTtLqks6T9AFwNclMb92KXK1GKyIqgR8ltSl2XaxaqwCrAT2Bj4tbFTOrT87H0uOMLHnOyEbIYxaz7xbgbmC7iBhX7MoYAD8B70saDPwwrzAiTixelRo3SRcDewKfAYOACyNialErZWb1zflYmpyRJcYZ2bi5sZhxEbFxsetgVTyeLrncH7y4Pgc2iYhJxa6ImTUM52PJckaWHmdkI+bGYkZJGhQR+0p6nwV/yQqIiFi7SFUzaBsRV+QWSDqpWJVpzCStFhEfA0OAHpJ65K6PiOHFqZmZ1RfnY8lzRpYIZ6SBJ7jJLEldImK8pBWqWx8RXzR0nSwhaXhErL9Q2TsRsV6x6tRYSbohIo6S9EI1qyMitmrwSplZvXI+ljZnZOlwRhq4sZh5ki6OiDNqK7P6J2l/4ADgV8ArOataAZWe/a14JC0VET/VVmZm2eF8LC3OyNLljGzc3FjMuEVcoXvP3WwaXnoVe0Xg78CZOaumA+9FhB86XCSL+HdSpczMssP5WFqckaXLGdm4ecxiRkk6FvgDsJKk93JWtQJeK06tGre0a9MXwCbFrosl0gdydwVaSFqPZMwSJA/nXrpoFTOzeuN8LE3OyNLjjDTwncXMSp9R1I5qrtBFxJTi1MoAJE3n50kVmgFNgR8ionXxatU4SToEOBToBwzNWTUduDUiHixGvcys/jgfS5szsnQ4Iw3cWGw0JHUClpr3PiK+LGJ1LIek3YENI+LsYtelsZK0V0Q8UOx6mFnDcz6WNmdk8TkjGzc3FjNO0m+BfwHLAxOBFYCPImLNolbMFiDpTT/zq+FJOigi7pB0KtU8xysi/lWEaplZA3A+LjmckcXhjDTwmMXG4K/AxsCzEbGepC2B/Ytcp0ZN0p45b8tIunf4qk1xLJN+bVnUWphZMTgfS5AzsqQ4I813FrNO0tCI6CfpXWC9iJgraUhEbFjsujVWkm7JeVsBjAH+ExETi1MjM7PGx/lYmpyRZqXFdxazb6qklsDLwJ2SJpL88rUiiYjDil0HW5CkS0juMswEngLWAU6OiDuKWjEzq0/OxxLkjCw9zsjGrazYFbB6txvJP+5TSP6Bfwb8tqg1auQkrSrpOUkfpO/XlvSXYterkdsuIqYBuwBjgVWBPxW3SmZWz5yPJcgZWZKckY2YG4sZFxE/RERlRFRExMCIuDIiJhe7Xo3cf4CzgDkAEfEe0L+oNbKm6dedgLs9fb5Z9jkfS5YzsvQ4Ixsxd0PNuIWeVzTP9yTPyzk1Iv7X8LVq9JaOiCGScsvc9am4/ivpY5K7DH+Q1BH4qch1MrN65HwsWc7I0uOMbMTcWMy+fwHjgLsAkVydWw74BLgZ2KJoNWu8JklamfSPFEl7A+OLW6XGLSLOlHQxMC0iKiX9QNJFzcyyy/lYmpyRJcYZ2bh5NtSMk/RWRGy0UNmbEbGxpHcjYp1i1a2xkrQScAOwKfAd8DlwYER8UdSKNWKSmgLHApunRS8B10fEnOLVyszqk/OxNDkjS48zsnHzmMXsmytpX0ll6bJvzjpfKSiOr4FbgAHAPcBg4JCi1siuA/oC16bL+mmZmWWX87E0OSNLjzOyEXM31Ow7ELiC5B93AG8CB0lqARxfzIo1Yo8AU4HhJF2grPg2WOguwvPps9fMLLucj6XJGVl6nJGNmBuLGZcO0F/UVOCvNmRdbL5uEbFDsSthC6iUtHJEfAbzu0FVFrlOZlaPnI8lyxlZepyRjZi7oWacn1dUkl6XtFaxK2EL+BPwgqQXJb0IPA+cWtwqmVl9cj6WLGdk6XFGNmJuLGafn1dUen4FDJP0iaT3JL0v6b1iV6qRew34NzA3Xf4NvFHUGplZfXM+liZnZOlxRjZi7oaafX5eUenZsdgVsCpuA6YBF6bv9wduB/YpWo3MrL45H0uTM7L0OCMbMTcWs8/PKyoxnv67JPVeaPD+Cx68b5Z5zscS5IwsSc7IRsyNxew7juR5RatJ+pr0eUXFrZJZyXlH0sYR8SaApI1Iut2YWXY5H83y44xsxBThRwllmaTmwN5AT6A9STeCiIgLilkvs1Ii6SOgN/BlWtQD+IhkbEZExNrFqpuZ1Q/no1l+nJGNm+8sZp+fV2RWO0/Tbtb4OB/N8uOMbMR8ZzHjJH0QEX2KXQ8zM7NS4nw0M6udH52RfX5ekZmZWVXORzOzWvjOYsZJ+hBYhWTg/ixAuH+5mZk1cs5HM7PaubGYcZJWqK7cU1ObmVlj5nw0M6udG4tmZmZmZmZWhccsmpmZmZmZWRVuLJqZmZmZmVkVbixaoyKpUtIISR9Iuk/S0gUc61ZJe6evb5S0Rg3bbiFp08U4xxhJHfItX2ibGb/wXOdJOu2X1tHMzJZ8zscat3c+WqPlxqI1NjMjYt302VqzgWNyV0oqX5yDRsTvI+LDGjbZAvjFYWhmZtZAnI9mVoUbi9aYvQKskl7VfEHSXcD7ksol/UPS25Lek3Q0gBJXS/pQ0uNAp3kHkvSipH7p6x0kDZf0rqTnJPUkCd1T0qu2v5bUUdID6TnelrRZuu+ykp6R9I6kf5NM5V4jSQ9LGiZppKSjFlr3z7Quz0nqmJatLOmpdJ9XJK1WJ99NMzPLCuej89EMgCbFroBZMUhqAuwIPJUWbQj0iYjP00D5PiI2kNQceE3SM8B6QG9gLaAz8CFw80LH7Qj8B9g8PVb7iJgi6XpgRkRcmm53F3BZRLwqqQfwNLA6cC7wakRcIGlnYIFwW4TD03O0AN6W9EBETAaWAYZHxKmSzkmPfTxwA3BMRIyStBFwLbDVYnwbzcwsY5yPzkezXG4sWmPTQtKI9PUrwE0k3V+GRMTnafl2wNpKx1sAbYBewObA3RFRCYyT9Hw1x98YeHnesSJiyiLqsQ2whjT/wmhrSa3Sc+yZ7vu4pO/y+EwnStojfd09retkYC5wb1p+B/CgpJbp570v59zN8ziHmZllm/PR+WhWhRuL1tjMjIh1cwvSUPghtwg4ISKeXmi7nYDaHkyqPLaBpAv4JhExs5q65P3wU0lbkATrJhHxo6QXgaUWsXmk55268PfAzMwaPeej89GsCo9ZNKvqaeBYSU0BJK0qaRngZaB/OmajC7BlNfu+AfxG0orpvu3T8ulAq5ztniHp8kK63brpy5eBA9OyHYF2tdS1DfBdGoSrkVy5nacMmHf19wCS7jvTgM8l7ZOeQ5LWqeUcZmZm4Hw0a3TcWDSr6kaS8RbDJX0A/JvkLvxDwCjgfeA64KWFd4yIb0nGUTwo6V1+7ubyX2CPeQP4gROBfkomCPiQn2edOx/YXNJwku4+X9ZS16eAJpLeAy4E3sxZ9wOwpqRhJGMuLkjLDwSOSOs3Etgtj++JmZmZ89GskVFE3nf0zczMzMzMrJHwnUUzMzMzMzOrwo1FMzMzMzMzq8KNRTMzMzMzM6vCjUUzMzMzMzOrwo1FMzMzMzMzq8KNRTMzMzMzM6vCjUUzMzMzMzOrwo1FMzMzMzMzq+L/AUKdH/KYAMT8AAAAAElFTkSuQmCC", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" - } + }, + "output_type": "display_data" }, { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", @@ -309,82 +398,398 @@ ] }, { - "output_type": "display_data", "data": { "text/html": [ "\n", + "
Precision Score Recall Score Accuracy Score F1 Score
\n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", "
Precision Score Recall Score Accuracy Score F1 Score
Logistic Regression60.46%60.98%69.73%60.66%Logistic Regression60.46%60.98%69.73%60.66%
Naive Bayes80.96%43.43%68.22%44.00%
Decision Tree57.88%57.33%66.53%57.59%Decision Tree58.32%57.87%66.83%58.08%
Random Forest70.56%60.13%74.59%63.21%Random Forest71.28%60.87%75.00%64.10%
XGBoost71.10%64.40%75.90%66.80%XGBoost71.10%64.40%75.90%66.80%
" ], "text/plain": [ - "" + "" ] }, - "metadata": {} + "metadata": {}, + "output_type": "display_data" }, { - "output_type": "stream", "name": "stdout", + "output_type": "stream", "text": [ - "The model with the highest precision score is XGBoost.\n", + "The model with the highest precision score is Naive Bayes.\n", "The model with the highest recall score is XGBoost.\n", "The model with the highest accuracy score is XGBoost.\n", "The model with the highest F1 score is XGBoost.\n" ] - }, + } + ], + "source": [ + "models = m(x_train, x_test, y_train, y_test, objects=objects, index=index)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "f99d0fbc", + "metadata": {}, + "outputs": [], + "source": [ + "importances = sorted(list(zip(models[4].feature_importances_, vectorizer.get_feature_names())))[-20:]\n", + "impts = pd.DataFrame(importances, columns=['impt', 'feat'])" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "74bf9888", + "metadata": {}, + "outputs": [ { - "output_type": "execute_result", "data": { + "image/png": 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\n", "text/plain": [ - "[LogisticRegression(C=1000000000000.0, fit_intercept=False),\n", - " DecisionTreeClassifier(),\n", - " RandomForestClassifier(),\n", - " XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n", - " colsample_bynode=1, colsample_bytree=1, gamma=0, gpu_id=-1,\n", - " importance_type='gain', interaction_constraints='',\n", - " learning_rate=0.300000012, max_delta_step=0, max_depth=6,\n", - " min_child_weight=1, missing=nan, monotone_constraints='()',\n", - " n_estimators=100, n_jobs=8, num_parallel_tree=1,\n", - " objective='multi:softprob', random_state=0, reg_alpha=0,\n", - " reg_lambda=1, scale_pos_weight=None, subsample=1,\n", - " tree_method='exact', validate_parameters=1, verbosity=None)]" + "
" ] }, - "metadata": {}, - "execution_count": 18 + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], + "source": [ + "fig, ax = plt.subplots(figsize=(15, 8))\n", + "sns.barplot(data=impts, y='feat', x='impt')\n", + "ax.set_title('Feature Importances')\n", + "ax.set_xlabel('Importance')\n", + "ax.set_ylabel('Feature')\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "74c92d5e", + "metadata": {}, + "outputs": [], + "source": [ + "from imblearn.over_sampling import SMOTE" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "7fdb319e", + "metadata": {}, + "outputs": [], + "source": [ + "smote = SMOTE()\n", + "x_train_smote, y_train_smote = smote.fit_resample(x_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "293c4276", "metadata": { "scrolled": false - } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Logistic Regression Results:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ferra\\anaconda3\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):\n", + "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", + "\n", + "Increase the number of iterations (max_iter) or scale the data as shown in:\n", + " https://scikit-learn.org/stable/modules/preprocessing.html\n", + "Please also refer to the documentation for alternative solver options:\n", + " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", + " n_iter_i = _check_optimize_result(\n" + ] + }, + { + "data": { + "image/png": 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LZmaWn4wOsTEzMytYRjPSjUUzM8tDdu8hZWZmVpjsZqQbi2Zmlp+MXjU1MzMrWEYz0o1FMzOrn8jsVVMzM7OCZDgjs/mpzMzMzMzMrCDuWTQzszxkdz6GmZlZYbKbkW4smplZfjI6H8PMzKxgGc3IbDaBzcys4alZYY/6Di91kHSfpPclvSdpR0mdJD0l6cP0a8ec/YdKGi/pA0n75JT3lzQm3XallNEENzOz8lHEfCyl8q6dmZk1JVcAj0fExsCWwHvA6cDIiOgDjExfI2lTYDCwGbAvcLWkivQ41wDHAH3Sx76N+SHMzMyywo1FMzPLj1TYo85Dqz2wK3ADQEQsjIhZwEDglnS3W4BB6fOBwN0RsSAiJgDjge0kdQfaR8TLERHArTnvMTMzK44i5WOpec6imZnVT0WfvL8+8AVwk6QtgdHAyUC3iJgCEBFTJHVN9+8BvJLz/klp2aL0efVyMzOz4ih+RpZMNj+VmZk1vMJ7FjtLGpXzOCbn6M2BbYBrImJr4BvSIae11aaGsqij3MzMrHjcs2hmZk1ZA6wTMz0iBtSybRIwKSJeTV/fR9JYnCqpe9qr2B2YlrN/r5z39wQmp+U9ayg3MzMrmqyupeaeRTMzK7mI+Bz4VFLftGgv4F3gIWBIWjYEeDB9/hAwWFIrSeuRLGTzWjpkdbakHdJVUI/MeY+ZmZmtAPcsmplZvUSjXDU9EbhDUkvgI+BnJBc1R0g6GvgEOAQgIsZJGkHSoKwEjo+IqvQ4xwE3A22Ax9KHmZlZUTRSRpaEG4tmZlY/UfNswAYUEW8BNQ1T3auW/YcBw2ooHwX0a9DKmZmZ1aYRMrJU3Fg0M7M8KLNXTc3MzAqT3Yx0Y9HMzPKS1SA0MzMrVFYz0gvcmJmZmZmZlSlJN0qaJmlstfITJX0gaZykP+eUD5U0Pt22T055f0lj0m1XKo8WrhuLZmaWF0kFPczMzLKqyPl4M7BvtfPtAQwEtoiIzYCL0/JNgcHAZul7rpZUkb7tGuAYkhXE+1Q/Zk3cWDQzs7y4sWhmZlazYuZjRDwPfFmt+DjgwohYkO6z5D7EA4G7I2JBREwAxgPbpfcqbh8RL0dEALcCg+o7txuLZmZWPzXAw8zMLItKk48bAbtIelXSc5K2Tct7AJ/m7DcpLeuRPq9eXicvcGNmZmZmZlY6nSWNynk9PCKG1/Oe5kBHYAdgW5J7Eq9Pzc3PqKO83pOYmZnVSRleFtzMzKwQDZCR0yOipvsM12US8EA6pPQ1SYuBzml5r5z9egKT0/KeNZTXycNQzcwsL56zaGZmVrMS5OM/gT3Tc28EtASmAw8BgyW1krQeyUI2r0XEFGC2pB3SVVCPBB6s7yTuWTQzs7y4wWdmZlazYmakpLuA3UmGq04CzgZuBG5UcjuNhcCQtJdxnKQRwLtAJXB8RFSlhzqOZGXVNsBj6aNObiyamVle3Fg0MzOrWTEzMiIOq2XTEbXsPwwYVkP5KKDfipzbjcVVXPu2bbjyrJ+wyQbdiYATz7+DeQsWcunpg2ndqgWVlYv5zUX38Ma7H9OreydeHXEW4z9JVtYdNWYiv77wbgBaNK/gz6cdyne26cPiWMwFVz/Cw8+8VcJPlj0nnHc7T7w4ls4d2/HyPWcus+2vtz3NH678J+OfupA1O7QtUQ2btkmfz+S4c25l2oyvaSYx5Ic7c+xhe5S6Wma2kv76+8PZ5zv9mD5zNjsN/iMA/TbqUWM+Nq9oxpVnHc6WG/eioqIZ9zz6Gpfd/CQAZx13AIP324412q1Gr91OLeVHypTJ02by2wvvYvqXs5HE4P134KiDduWk825lwqdfAPD1nHm0b9uGh687lYWLKvn9pfcx5r+f0kzirBMGscNWG5b4U2TPSRfcwVMvjaNzx3a8cOfQZbZddcdIzvnrg7z/+B+X/q0y7sPP+M1F9zD7m/k0ayaevPE3tG7VohRVtyJZZRuLkjoAP4mIq9PXawNXRsTBJa1YI7vw1IMZ+fK7HHX6DbRoXkGb1i256U8/58/XP8bT/3mX7+60KeeeNIgDjr0CgImfTWfXwy9c7jin/nwfpn85m20PPg9JdGy/WmN/lMw7bP8d+MWhu3Hs2bcuUz7p85k8+9r79FyrY4lqZgDNmzfjglN+xJYb92L2N/PZ48iL2H37jdl4/e6lrlp58O0vVinOSLjrkVe4bsRzXHvukUvLzj1xUI35OGjvbWjVsjk7H/ZH2rRqwSsjzuK+J0bx6ZQvefyFMVw34jlGPXB2CT9N9jSvqGDosQfSb6OezJk7n0HHXsbO/Tfiyj98+/P64zUP0W711gDc869XAHj0ht8yY+Zsfn769fzjmpNp1szLbzSkwfttz9EH78oJ592+TPlnU2fy7GsfLPO3SmVlFb865zauOuen9OvTgy+/+oYWzSuqH7JpyHBGrsr/wjoAv1ryIiImN6UQBGi3emt22noDbnvwZQAWVVbx9Zx5RLD0l2v7tm34/Iuv6j3WEQfuuPQqakTw5VffFK/iTdTO22xYYyP8zMvu55wTB3mIX4mt1XkNttw4WTys3eqt2aj3Wkz5YlZpK1VmvMDNKqUDTTwj//Pm/5j59dxlymrLx4hgtTYtqahoRuvWLVm4qIrZ38wHYNTYiUyd8XXjVr4J6Lpme/ptlCzM2Ha11mywTjemTv/275WI4NFn3+KAPbcGYPzHU9lxmz4ArNmxHe3btmbMB5OWP7AVZKeta/5b5azLH+DsEwainBbRM6+9z6Ybrk2/Psmt+jqtsToVFaty06IwWc3Hov1EJfWW9J6k6ySNk/SkpDaSNpD0uKTRkl6QtHG6/waSXpH0uqTzJM1Jy9tKGinpDUljJA1MT3EhsIGktyT9JT3f2PQ9r0raLKcuz0rqL2l1STem53gz51irpHV7rMn0WXO46uwjeO7233HFmT9htdYtOePS+zjvpEGMfeR8zjv5h5x31bcLHa2z9po8d/vveOTvJ7PjVhsASWACnHHs/jx72++46U8/p0undiX5TE3No8+9Q/cuHdh8o57172yN5pPJM3jng0n036x3qatSNpYsC57VMGxszsjSqC0fHxz5JnPnLeT9x4Yx5uHz+NsdI5lVraFpxTPp8y95d/xnbLnJukvLXn/nIzp3bEfvnl0A2GSDtXn6pbFUVlXx6ZQZjP3vJF/QaySPPz+G7l06LG0ULvG/T6YhwSEnX82eR/6Zv972dIlqWHqFZmQ5K3bzvw9wVURsBswCDgKGAydGRH/gN8DV6b5XAFdExLYse8+P+cAPI2IbYA/gEiXf1dOB/0XEVhHx22rnvRs4FEBSd2DtiBgNnAn8Oz3HHsBfJK1evdKSjpE0StKoqJxX+HehSJpXVLBl317ceN8L7HbERcydv4BTjvouPz9oF8649AH67f97zrzsfq78/eEATJ3+NZsf8Ad2O+IizrzsAa674Cjard6a5hXN6NGtI6++/RG7//QiXh8zkfNP/mGJP132zZ2/kEtveoKhx+5X6qpYjjlzF3Dk767nT78+aOmFFEu4sdjgVrmMXFXysTa15WP/zXpTtXgxm3z/TLYaeDbHH74n6/ZYs8S1bRq+mbeA48++hbN+NXBpry/AI/9+k/3TXkWAg7+/HWt16cAPj72cC656kG02692ke7Eay9z5C7ns5ic5/ZgfLLetqmoxr779EdeeeySPDD+FR597h+df/6AEtSwPWc3HYv8rmxARb6XPRwO9gZ2AeyW9BfwdWDIhaEfg3vT5nTnHEPBHSe8ATwM9gG71nHcEcEj6/NCc434POD0997NAa2Cd6m+OiOERMSAiBqh5+f6xOHnaTCZPm8XocR8D8NDIt9iyby8O23/7pYvT/PPpN9lm0+RK3cJFlcxMh5e+/f6nTJg0nQ3W6cqXX33DN/MW8MizbwPw4Mg32GLjXsuf0BrUhElf8PHkGezykz+xxYF/YPK0Wex2xEVMne7hTqWyqLKKIb+7jkP2HcABe25V6upY9q1yGbmq5GNtasvHg/cdwMj/vEtl1WKmz5zDq29/xNabLPfngTWwRZVVHH/2zRy49zbss+sWS8srq6p44sUx7LfHVkvLmldUcNbxA3n4ulP5+wU/5+s58+jdo3MJat20TJw0nU+mzGD3Iy5im0HnMPmLWew15C9MnfE1a3ftwI5bb8iaHdqyWuuW7L3TprzjocGZU+zG4oKc51VAJ2BWeqVzyWOTeo5xONAF6B8RWwFTSQKsVhHxGTBD0hbAj0muokISqgflnHudiHhvxT9WeZg2YzafTZ3Jhut2BWDXbfvywYTPmfLFV+ycjuvfdduN+ChdVWzNDm1p1iy5erFujzVZv1cXJn42HYAnXhjLd/r3+fY4H01p7I/T5Gy2YQ8+fPJC3nnoPN556DzW7tqB527/Hd06ty911ZqkiODE8+9go95rcfzhe5W6OuVJBT6sOmdkI6stHyd9/iW7bNsXgNVat2RAv958OHFqyerZFEQEQ/9yDxuu042jD9ltmW0vjf6Q9Xt1pXuXDkvL5s1fyNx5yT+ZF0d9QPOKCvr0Xqsxq9wkbbrh2rz32B9545/n8MY/z2HtLh0Yectv6bZme/bYfhPeHT+ZufMXUllZxX/eGM9G6zXhn0lG87GxV0P9Gpgg6ZCIuDcdKrNFRLwNvEIyBOceYHDOe9YApkXEIkl7AEsGtM8G6ppYdzdwGrBGRIxJy54ATpR0YkSEpK0j4s2G+3iN77SL72X4eUfRskUFEz+bzvHn3c6jz73Dn049mOYVzZi/sJJT/ngXkExaHnrsflRVVlG1ODj1wruXzsk456//5Npzh/CnXx/E9FlzOOHc2+s6ra2Eo8+8iZdGf8iMWXPYbL+zOP2YH/DTgTuVulqWeuXtj7jn0dfYdMO12eUnfwLg98cfyPd23qyedzYR8n0WG4EzsgFdf8FR7Ny/D2t2aMvYR87nwuGPcsqwO2vMx+vvfZ6//eEI/nPPmQi48+FXGDc+Ge177okDOWifAazWugVjHzmf2x58mYuue7SEnywbRo+dwD+fGk3f9btzwC8uAeDUo3/A7jtswr+eeXPpwjZLzJg1h5+dNpxmzUS3zmtw8dDabjtnhTjm9zfz0hvj+XLWHLY44Pec9osfcMSBO9a4b4f2q3HcYXvwvZ9djCT23nHTppuZGc5IRURxDiz1Bh6JiH7p698AbYFbgGtIhta0AO6OiPMk9QFuJ2lf/ws4JiJ6SOoMPJzu+xawM/D9iJgo6U5gC+Ax4Kpq5+sGfAacHxHnpmVtgMtJhvkImBgR+9f1OZqt1jVa9T20Qb4n1nBmvv63UlfBrOztvP0ARo8e1SDp1aLLBrHmoIsKOsbU6w8ZHREDGqI+q7osZKTzsTyN//clpa6CVbPGar7vYDlq17qiwTKp0Iws53wsWs9iREwE+uW8vjhn8741vOUzYIf0auZgYFT6vukkczVqOsdPqhXlnm8q1T5fRMwDfpn/pzAzM2t4zkgzM1sVNPYw1Lr0B/6WDruZBfy8tNUxM7NcWR1is4pwRpqZlbGsZmTZNBYj4gVgy1LXw8zMlrfkHlJWGs5IM7PyleWMLJvGopmZlbls5qCZmVnhMpqRbiyamVn9MrzSm5mZWUEynJHFvs+imZmZmZmZrYLcs2hmZnnJ6lVTMzOzQmU1I91YNDOzvGQ1CM3MzAqV1Yx0Y9HMzPKTzRw0MzMrXEYz0o1FMzPLS1avmpqZmRUqqxnpBW7MzMzMzMxsOe5ZNDOzeknZveGwmZlZIbKckW4smplZXrIahGZmZoXKaka6sWhmZnnJahCamZkVKqsZ6TmLZmZmZmZmthz3LJqZWX6yedHUzMyscBnNSDcWzcwsL1kdYmNmZlaorGakG4tmZlY/ZTcIzczMCpLhjHRj0czM6iUgozloZmZWkCxnpBe4MTOzsiBpoqQxkt6SNCot6yTpKUkfpl875uw/VNJ4SR9I2ienvH96nPGSrlRWL/eamVmTIOlGSdMkja1h228khaTOOWUNlo9uLJqZWR609KbDK/vI0x4RsVVEDEhfnw6MjIg+wMj0NZI2BQYDmwH7AldLqkjfcw1wDNAnfezbIN8CMzOzGhU9H2+mhiyT1Av4LvBJTlmD5qMbi2ZmlhepsMdKGgjckj6/BRiUU353RCyIiAnAeGA7Sd2B9hHxckQEcGvOe8zMzIqimPkYEc8DX9aw6TLgNCByyho0Hz1n0czM8tIAozk7LxlemhoeEcNzXgfwpKQA/p5u6xYRUwAiYoqkrum+PYBXct47KS1blD6vXm5mZlY0BWZkfflY0/kOBD6LiLernbtB89GNRTMzq19hvYNLTM8ZXlqTnSNictogfErS+3XXaDlRR7mZmVlxFJ6R9eXjsqeTVgPOBL5Xc22Ws9L56GGoZmZWFiJicvp1GvAPYDtgajp0hvTrtHT3SUCvnLf3BCan5T1rKDczM8uKDYD1gLclTSTJujckrUUD56Mbi2ZmVi8BzZqpoEedx5dWl9RuyXOSq6VjgYeAIeluQ4AH0+cPAYMltZK0HslE/dfSIauzJe2QrvJ2ZM57zMzMGlyhGbmiImJMRHSNiN4R0ZukIbhNRHxOA+ejh6GamVleinwDim7AP9J5F82BOyPicUmvAyMkHU2y2tshABExTtII4F2gEjg+IqrSYx1HsnJcG+Cx9GFmZlY0xcxISXcBu5PMbZwEnB0RN9S0b0PnoxuLZmaWl2LerjAiPgK2rKF8BrBXLe8ZBgyroXwU0K+h62hmZlabImfkYfVs713tdYPlo4ehmpmZmZmZ2XLcs2hmZvVrmNVQzczMsifDGenGopmZ1UsUd4iNmZnZqirLGenGopmZ5UGZDUIzM7PCZDcj3Vg0M7O8ZDQHzczMCpbVjPQCN2ZmZmZmZrYc9yyamVlesjrExszMrFBZzUg3Fs3MrH4ZXunNzMysIBnOSDcWzcysXlle6c3MzKwQWc5INxbNzCwvGc1BMzOzgmU1I73AjZmZmZmZmS3HPYtmZpaXrA6xMTMzK1RWM9KNRTMzy0tGc9DMzKxgWc1INxbNzKx+yu5VUzMzs4JkOCM9Z9HMzMzMzMyW455FMzOrV7IseKlrYWZmVn6ynJFuLJqZWR6U2SE2ZmZmhcluRrqxWI+tN1mHl179W6mrYdV03P7kUlfBqpnx8uWlroJVEw18vIzmoK2kfhv14l8jLyl1NayauQurSl0Fq6bD6i1LXQVrBFnNSDcWzcwsL1m9ampmZlaorGakF7gxMzMzMzOz5bhn0czM6qfsDrExMzMrSIYz0o1FMzOrV7LSW0aT0MzMrABZzkg3Fs3MLC9ZDUIzM7NCZTUj3Vg0M7O8ZDQHzczMCpbVjPQCN2ZmZmZmZrYc9yyamVlesjrExszMrFBZzUg3Fs3MrH4ZXunNzMysIBnOSDcWzcysXkKZvWpqZmZWiCxnpOcsmpmZmZmZlSlJN0qaJmlsTtlfJL0v6R1J/5DUIWfbUEnjJX0gaZ+c8v6SxqTbrlQeLVw3Fs3MLC9SYQ8zM7OsKnI+3gzsW63sKaBfRGwB/BcYmtRDmwKDgc3S91wtqSJ9zzXAMUCf9FH9mMtxY9HMzPLSTCroYWZmllXFzMeIeB74slrZkxFRmb58BeiZPh8I3B0RCyJiAjAe2E5Sd6B9RLwcEQHcCgyq79yes2hmZnlxe8/MzKxmBWZkZ0mjcl4Pj4jhK/D+nwP3pM97kDQel5iUli1Kn1cvr5Mbi2ZmVq9kqIxbi2ZmZtU1QEZOj4gBK3dunQlUAncsKapht6ijvE5uLJqZmZmZma1iJA0B9gf2SoeWQtJj2Ctnt57A5LS8Zw3ldfKcRTMzy0szFfYwMzPLqsbOR0n7Ar8DDoyIuTmbHgIGS2olaT2ShWxei4gpwGxJO6SroB4JPFjfedyzaGZmefEwVDMzs5oVMyMl3QXsTjK3cRJwNsnqp62Ap9JzvxIRx0bEOEkjgHdJhqceHxFV6aGOI1lZtQ3wWPqokxuLZmaWF7cVzczMalbMjIyIw2oovqGO/YcBw2ooHwX0W5FzexiqmZmZmZmZLceNRTMzq5cAFfhfXueRKiS9KemR9HUnSU9J+jD92jFn36GSxkv6QNI+OeX9JY1Jt10pj581M7MiKjQjy5kbi2ZmlpdGWuDmZOC9nNenAyMjog8wMn2NpE2BwcBmwL7A1ZIq0vdcAxxDMqm/T7rdzMysaLK6AJwbi2ZmVj8JFfio/xTqCewHXJ9TPBC4JX1+CzAop/zuiFgQEROA8cB2kroD7SPi5XQZ8Vtz3mNmZtbwipyPpeQFbszMLC+NkGeXA6cB7XLKuqXLfRMRUyR1Tct7AK/k7DcpLVuUPq9ebmZmVjRl3uZbae5ZNDOzxtJZ0qicxzFLNkjaH5gWEaPzPFZNsRx1lJuZmdkKcs+imZnVS0Czwi+bTo+IAbVs2xk4UNIPgNZAe0m3A1MldU97FbsD09L9JwG9ct7fE5iclvesodzMzKwoGigjy5J7Fs3MLC9SYY+6RMTQiOgZEb1JFq75d0QcATwEDEl3GwI8mD5/CBgsqZWk9UgWsnktHbI6W9IO6SqoR+a8x8zMrCiKlY+l5p5FMzPLS4km4V8IjJB0NPAJcAhARIyTNAJ4F6gEjo+IqvQ9xwE3A22Ax9KHmZlZ0ZT7QjUry41FMzOrV2Ne/YyIZ4Fn0+czgL1q2W8YMKyG8lFAv+LV0MzM7FurQg/hyqq1sSjpr9SxKEBEnFSUGpmZmZU5Z6SZmTUFdfUsjmq0WpiZWdnL6uT9leSMNDOzpbKakbU2FiPiltzXklaPiG+KXyUzMytH2YzBleOMNDOzXFnNyHpXQ5W0o6R3gffS11tKurroNTMzs7IiqaBHFjkjzcwMCsvIcpbPrTMuB/YBZgBExNvArkWsk5mZ2aricpyRZmaWUXmthhoRn1Zr9VbVtq+ZmWVPcsPhUteiPDkjzcyatixnZD6NxU8l7QSEpJbASaTDbczMrIlYBYbKlIgz0sysqctwRubTWDwWuALoAXwGPAEcX8xKmZlZ+cloDhbKGWlmZpnNyHobixExHTi8EepiZmZlLKtXTQvhjDQzM8huRuazGur6kh6W9IWkaZIelLR+Y1TOzMysnDkjzcwsy/JZDfVOYATQHVgbuBe4q5iVMjOz8rJk8n4hj4xyRpqZNXGFZmQ5y6exqIi4LSIq08ftQBS7YmZmVl58n8UaOSPNzCyz+VjrnEVJndKnz0g6HbibJAB/DPyrEepmZmZlpLzjrHE5I83MLFdWM7KuBW5GkwTfks/+y5xtAZxfrEqZmVl5kaBZmV/9bGTOSDMzA7KdkbU2FiNivcasiJmZ2arCGWlmZk1BPvdZRFI/YFOg9ZKyiLi1WJUyM7Pyk9GLpgVzRpqZWVYzst7GoqSzgd1JgvBR4PvAi4CD0MysCSn3Sfil4Iw0MzPIbkbm07N4MLAl8GZE/ExSN+D64lbLGsr8BYvY75jLWbCokqrKKg7ca2uG/nK/Ulcr09q3bcOVZw5mk/W7ExGceMFdHDt4N/qs2xWANdq24as589j1p3+hRfMKLhv6Y7beuBeLIzj90gd46Y3xAGy5cU+u/v3htG7Vgqf+8y6nX/pAKT9WJn348VT+35k3LX098bMZDD3mB3ynfx9Ovegevpm3gHW6r8m15x5J+7ZtSljT8pDRHCyUM7LMTZk2k9MuvIsvZs6mmcSP99uBIQftynv/m8zZl93H3PkL6NGtE5eccThtV2/NzK++4aRzb2HMB5/yw3225eyTflTqj5BJCxYu4me/uZaFiyqpqlrM3rtszvE//R6//ePtTJz0BQCz58ynXdvW3Hv1/wFw/d3/5h9PvE6zZuL04way84C+pfwImXTS+Xfw5Etj6dyxHS/edQYAf7r2ER57YQzNJDp3bMdf/3AE3buswbOvvs95Vz3EospKWjRvzjknDWTXJvwzyWpG5tNYnBcRiyVVSmoPTAPK5obDknoDO0XEnSvx3jkR0bbha1U+WrVszoPXnETb1VqxqLKK7/+/S9l7p03ZdnNPtymWC3/9I0a+/B5HDb2JFs0raNO6JUefdcvS7eefNIivv5kHwJBBOwKw8+EX0bljW+69/Fj2POoSIoJLTjuUU/50D6+Pnci9l/2SvXfchKdffq8knymr+qzbjeduPx2AqqrF9Nv/LPbbfUuOGnoD5500iJ236cMdD73M324fyRnH7l/i2lqZKtuMdD4mKioqOP3YA9lso57MmTufHx17GTv334gzLxnB6b88gO223ID7HnuV60c8wyk/+z6tWjbn5J/ty4cTP+e/Ez4vdfUzq2WL5lx/0TGs1ib5+2TIqVfznQF9+csZRyzd5+LhD9N29WR09/8+nsrjz73NP/5+KtO+/Jpjhg7n4etPo6Iin7vAWb4G7789Rx+yK8efe9vSshOO2IuhaQYOv+dZLr7hMS45fTCdOqzOHZf8ku5d1uC9/03mkJOvZuwjF5Sq6pkm6UZgf2BaRPRLyzoB9wC9gYnAoRExM902FDgaqAJOiogn0vL+wM1AG5LRMCdHRJ23e8rnX9goSR2A60hWf3sDeG1FPmCR9QZ+UtMGSXnNycwySbRdrRUAiyqrWFRZldlu8nLQbvVW7LT1Btz20CtA8j3/es68Zfb54d5bcf+TbwDQd721eP71/wIwfeYcvpo9j6036UW3NdvTbvXWvD52IgB3P/Y6++22eeN9kCbo+dc/oHfPzvTq3onxH09jp603BGD37Tfm4WfeLnHtSk+IZirskVHlnJG9cT7Sdc32bLZRTwDartaaDdbtxtTpXzHh02lsu0XSrt+5/0Y88fwYAFZr04oBm69PqxZN5ltUEpJYrU3y90llZRWV1f4+iQieeP4dvr/7VgA88/I49t1tS1q2bE7PtTqxTvfOjP3g01JUPdN22npDOrZfbZmydjkja+bOW7j057RF315077IGABuv350FCxaxYOGixqtsGSk0I/NwM7BvtbLTgZER0QcYmb5G0qbAYGCz9D1XS6pI33MNcAzQJ31UP+Zy6v1NGBG/Sp9eK+lxoH1EvFPf++qTXvF8jGRux07AZ8BAYG3gKqALMBf4RUS8L+lm4JGIuC99/5KrnhcCm0h6C7gFmAnsR7LQwOqSDgQeBDoCLYCzIuLBQuu/KqmqWszuP72ICZO+4OhDdmVAv96lrlJmrbt2Z6bPnMNVv/8J/fr04K33P2XopQ8wd/5CAHbaagOmfTmbjz5NhtiM/fAzvr9rP+5/6g16dO3AVhv3pEe3jixeHEyeNmvpcSdPm0X3Lh1K8ImajgeeeoMffa8/AJts0J3Hnh/DD3bbggdHvsln02aWuHZlQNkdYlOIYmSk87F4Jn3+Je+O/4wtN1mXjXqvxcj/jGPvnfvx2HPv8PkXs0pdvSanqmoxg0+8gk8mz2DwATuxxcbrLN02euwE1uzYlnV7dAFg2oyvl9nerfMaTJ3xVaPXuakads3D3PPoa7Rv24Z/Xn3ictsf/vdbbN63J61atihB7cpAkTMyIp5PsyHXQJI585D8jn8W+F1afndELAAmSBoPbCdpIklGvQwg6VZgEEne1KrWnkVJ21R/AJ2A5unzhtAHuCoiNgNmAQcBw4ETI6I/8Bvg6nqOcTrwQkRsFRGXpWU7AkMiYk9gPvDDiNgG2AO4RE2sa62iohkv3DmUcf+6gDfGfcy74yeXukqZ1byiGVv27cmND7zEbkf+hbnzF3LKkL2Xbj/oe9ss7VUEuP3hV5k87SueuflU/vTrH/HamIlUVtXc+1vPKAErwMJFlTz+whgG7rk1AFee9RNuuO8F9jzyz8yZO5+WzSvqOULTIKmgR5Y0QkY6HxvYN/MWcOI5t3DGrwbSdvXW/PG3P+aOB1/ih8dexjfz5tPC/84bXUVFM+69+v946vYzGfvBJ3w48dthv489+9bSXkWoOQMz/L9r2TnzuAN45+HzOXifAVx/7/PLbHv/oymcd9VDXHL64BLVrjwUmI+dJY3KeRyTxym7RcQUgPRr17S8B5Db7T4pLeuRPq9eXqe6ehYvqWNbAHvWd/A8TIiIt9Lno0mGzOwE3JvzC6DVShz3qYj4Mn0u4I+SdgUWk3xTugG1TkRIf0DHAPRaZ53adlvlrNFuNb7Tvw8jX36XTTdcu9TVyaTJ02YxedosRo/7GICH/v0WpxyZNBYrKpqx/x5bsseQvyzdv6pqMWde/o+lr5+47hQ++vQLZn09j7W7dlhavnbXDnw+3VdQi+Xp/7zLFn170XXN9gBs1Hst7v/r8QCM/2QaT740rpTVKxueGbSMYmdk2edjj569VuL0pbGosooTz7mZA/bahn122QKADdbpxk1//iUAEz79gmdf8ZzwUmnftg0DttiAl0Z9QJ/ea1FZVcXIl8Zy919PWrpPt85rLNP7O3X6V3Tt1L4EtW3aDtpnAIf9+lpOPyZZLHHy1Jkcedp1XHX2T1mvZ5cS1660CszI6RExoGFqQk1XUaKO8jrV+rkiYo86Hg3RUARYkPO8iuSq7Kz0KuiSxybp9sol9U2vfLas47jf5Dw/nGTITv+I2AqYSs69sGoSEcMjYkBEDOjSedX+H3/6zNl8NXsuAPPmL+TZ1z6gT+9uJa5Vdk37cjafTZvFhuskF3d2HbARH6QLJOy+7UZ8OHEqk6d92+hr06oFq7VO/lfefbu+VFZV8cGEqUyd8TVz5i5gQL91ARj8/W159Pmxjfxpmo4Hnhy9dAgqwBdfzgZg8eLFXHLj4/zsh98pVdWsTDVCRpZ9PnZac9XIx4jgjIvvYYN1uvHzQ3ZbWj5j5rf/zq++4ykOO2DHUlWxSfpy1pylc/rnL1jEK29+yHq9kv+nXnlzPOv16sJaOdMvdt9hUx5/7m0WLqxk0udf8vHk6fTru+pcsFiV/e+TaUufP/7CGPqsm/wd+dXsuRz262v5/a8OZPsty2Jdr6ZmqqTuAOnXJT+oSUDuP46ewOS0vGcN5XUqt9nbX5OMrT0kIu5NQ2+LiHibZJWf/sAIkrG4SwZFzwba1XHMNUhWDlokaQ9g3aLVvgx9Pv1rfnXObVQtXszixcEP996GfXfxQinFdNrF9zP8vJ/SsnlzJk6ezvHnJwsR/ui7yw5BBejcqR33X3EsixcHU774imPPuX3ptlMvGsHVf0hunfH0y+/y1H/ebdTP0VTMnb+QZ197n0uHfjt85oEnR3PDfckwm/322JKfHLBDqapXNoSHfJWY83EljR47gQefGk3f9bpz4DFJh/Cvj/4BH0/6gjsefAmA7+6yOQftu93S9+zxkwuYM3c+ixZV8fRLY7npomPYsPdaJal/Vk3/cjZnXXIPVVWLWRzBPrtuwW7bbwrA49WGoAJs2HstvrfrFgz65cVUNGvGGccP8kqoRfCLs27ipTfG8+WsOWy+/+/53TE/4OmXxjH+k2k0ayZ6rtWJS373YwCuv/d5JkyaziU3Ps4lNz4OwL1XHk+XTnX92smmEmXkQ8AQkvnpQ0jmoC8pv1PSpSRz3fsAr0VElaTZknYAXgWOBP5a30lUqnlQ6STNR3KWf/0N0JZkguY1QHeSwLs7Is5L7131IMnV05Ek8zbaSmoBPA50JlkpaCYwICJOSI/bGXg4PdZbwM7A9yNiYj5Lg/fvPyBeenVUQ350awAdtz+51FWwama8fHmpq2DVfGfHbXlj9KgGSa9uG/aLwy65r6BjXDFok9ENOMwms1aVfNxiq/7xr3//pyE/ujWA+YuqSl0Fq2btjr5Pbzlq26pZg2VSoRlZXz5KuotkMZvOJKNAzgb+SXKRcB3gE+CQJdMMJJ0J/Jxk5MkpEfFYWj6Ab2+d8RhJXtTZGCxZz2JETAT65by+OGfzcsu4RsRUIPfy/tC0fBGwV7Xdb85533SSCf011SET95AyM2sMzdyx2Cicj2Zmq55iZmREHFbLpuq/45fsPwwYVkP5KHLyJR/19t8rcYSkP6Sv15G0XX3vMzOz7JC8GmpNnJFmZlZoRpazfAZ7X01y5XFJi3Y2yX2ezMzMmjpnpJmZZVY+w1C3j4htJL0JEBEzJdW10pqZmWWQh6HWyBlpZmaZzch8GouLJFWQ3odDUheS+zGZmVkTUuYjZUrFGWlmZpnNyHwai1cC/wC6ShoGHAycVdRamZlZWRHQLKtJWBhnpJlZE5fljKy3sRgRd0gaTbLajoBBEfFe0WtmZmZW5pyRZmaWZfU2FiWtA8wluRfT0rKI+KSYFTMzs/Li218vzxlpZmaQ3YzMZxjqv0jmYghoDawHfABsVsR6mZlZmcnoCJtCOSPNzCyzGZnPMNTNc19L2gb4ZdFqZGZmZUdSZudjFMIZaWZmWc7IfHoWlxERb0jathiVMTOz8pXRHGxQzkgzs6YpqxmZz5zFX+e8bAZsA3xRtBqZmZmtIpyRZmaWZfn0LLbLeV5JMj/j/uJUx8zMylVWbzhcIGekmZllNiPrbCymNxpuGxG/baT6mJlZGSr2PaQktQaeB1qRZNN9EXG2pE7APUBvYCJwaETMTN8zFDgaqAJOiogn0vL+wM1AG+BR4OSIiCLU2RlpZmaZvs9irau8SmoeEVUkQ2rMzKyJkwp71GMBsGdEbAlsBewraQfgdGBkRPQBRqavkbQpMJhk1dF9gavTxhvANcAxQJ/0sW9Dfh/S8zsjzcxsqSLmY0nV1bP4GkkIviXpIeBe4JslGyPigSLXzczMyoWKO8Qm7fmbk75skT4CGAjsnpbfAjwL/C4tvzsiFgATJI0HtpM0EWgfES8DSLoVGAQ81sBVdkaamVmiyBlZSvnMWewEzAD25Nt7SQXgIDQzsxXRWdKonNfDI2L4khdpz+BoYEPgqoh4VVK3iJgCEBFTJHVNd+8BvJJzrElp2aL0efXyYnFGmplZZtXVWOyarvI2lm8DcIkGn/thZmblTRR82XR6RAyobWM6rHMrSR2Af0jqV2d1ajhEHeUNzRlpZmZLNUBGlqW6GosVQFsaL3jNzKxMJZP3G+dcETFL0rMkcw2nSuqe9ip2B6alu00CeuW8rScwOS3vWUN5Q3NGmpkZ0LgZ2djqaixOiYjzGq0mZmZW1ooZhJK6AIvShmIbYG/gIuAhYAhwYfr1wfQtDwF3SroUWJtkIZvXIqJK0ux0cZxXgSOBvxahys5IMzNbqik2FjP6kc3MrAx1B25J5y02A0ZExCOSXgZGSDoa+AQ4BCAixkkaAbxLcn/D49NhrADH8e2tMx6j4Re3AWekmZk1AXU1FvdqtFqYmVnZUxHX946Id4CtayifQS15FBHDgGE1lI8C6prv2BCckWZmtlQxM7KUam0sRsSXjVkRMzMrX1mej7EynJFmZrZEljMyn1tnmJlZU7cK3DjYzMysJDKckW4smplZXpplNQnNzMwKlNWMbFbqCpiZmZmZmVn5cc+imZnVK8vzMczMzAqR5Yx0Y9HMzPKS0RE2ZmZmBctqRnoYqpmZ5UE0K/BhZmaWTcXPR0n/J2mcpLGS7pLUWlInSU9J+jD92jFn/6GSxkv6QNI+K/vJ3Fg0M7N6ieSqaSEPMzOzLCo0I+s9vtQDOAkYEBH9gApgMHA6MDIi+gAj09dI2jTdvhmwL3C1pIqV+WxuLJqZmZmZmZW35kAbSc2B1YDJwEDglnT7LcCg9PlA4O6IWBARE4DxwHYre1IzM7O6KbuT983MzApS5IyMiM8kXQx8AswDnoyIJyV1i4gp6T5TJHVN39IDeCXnEJPSshXmxqKZmeUlq/eQMjMzK1SBGdlZ0qic18MjYviSF+lcxIHAesAs4F5JR9RxvJoqEytTMTcWzcysXkvmY5iZmdmyGiAjp0fEgDq27w1MiIgvACQ9AOwETJXUPe1V7A5MS/efBPTKeX9PkmGrK8xzFs3MzMzMzMrXJ8AOklaTJGAv4D3gIWBIus8Q4MH0+UPAYEmtJK0H9AFeW5kTu2fRzMzy4mGoZmZmNStmRkbEq5LuA94AKoE3geFAW2CEpKNJGpSHpPuPkzQCeDfd//iIqFqZc7uxaGZmeXFb0czMrGbFzsiIOBs4u1rxApJexpr2HwYMK/S8biyamVm9hOctmJmZ1STLGenGopmZ1U8gdy2amZktL8MZmdVGsJmZmZmZmRXAPYtmZpaXbF4zNTMzK1xWM9KNRTMzq5fwaqhmZmY1yXJGurFoZmZ5yWYMmpmZFS6rGek5i2ZmZmZmZrYc9yyamVleMjrCxszMrGBZzUg3Fs3MLA/K7LLgZmZmhcluRrqxaKukma9eUeoqWDUdtz2h1FWwahZ88EmDHSvLNxy2ldOiQnRp36rU1TAre5Nnzit1FazIspyRbiyamVlesnrV1MzMrFBZzcisNoLNzMzMzMysAO5ZNDOzvGTzmqmZmVnhspqRbiyamVn9lN0hNmZmZgXJcEa6sWhmZvXK8uR9MzOzQmQ5I91YNDOzvGT1qqmZmVmhspqRWW0Em5mZmZmZWQHcs2hmZnnJ5jVTMzOzwmU1I91YNDOzvGR0hI2ZmVnBspqRbiyamVm9ksn7GU1CMzOzAmQ5Iz1n0czMzMzMzJbjnkUzM8tLVofYmJmZFSqrGenGopmZ5UEoo0NszMzMCpPdjPQwVDMzy4tU2KPuY6uXpGckvSdpnKST0/JOkp6S9GH6tWPOe4ZKGi/pA0n75JT3lzQm3XalsnrzKzMzKxvFysdSc2PRzMzqtWTyfiGPelQCp0bEJsAOwPGSNgVOB0ZGRB9gZPqadNtgYDNgX+BqSRXpsa4BjgH6pI99G/SbYWZmlqPQjCxnbiyamVnJRcSUiHgjfT4beA/oAQwEbkl3uwUYlD4fCNwdEQsiYgIwHthOUnegfUS8HBEB3JrzHjMzM1sBnrNoZmb1a8ShMpJ6A1sDrwLdImIKJA1KSV3T3XoAr+S8bVJatih9Xr3czMysOFaB4aQry41FMzPLSwMEYWdJo3JeD4+I4cueQ22B+4FTIuLrOqYb1rQh6ig3MzMrGjcWzcysSWuAld6mR8SAWo8vtSBpKN4REQ+kxVMldU97FbsD09LySUCvnLf3BCan5T1rKDczMyuaYq+GKqkDcD3Qj+Qi6M+BD4B7gN7ARODQiJiZ7j8UOBqoAk6KiCdW5ryes2hmZvUS0EyFPeo8ftKFeAPwXkRcmrPpIWBI+nwI8GBO+WBJrSStR7KQzWvpkNXZknZIj3lkznvMzMwaXKEZmacrgMcjYmNgS5K5/SuzCNwKcWPRzMzKwc7AT4E9Jb2VPn4AXAh8V9KHwHfT10TEOGAE8C7wOHB8RFSlxzqO5OrreOB/wGON+knMzMwakKT2wK4kF1WJiIURMYsVXARuZc7tYahmZpaXYg6xiYgXqXm+IcBetbxnGDCshvJRJMN0zMzMGkWRh6GuD3wB3CRpS2A0cDIrvgjcCnPPopmZ5aWQGw5ndeK/mZkZFJyPnSWNynkcU+3wzYFtgGsiYmvgG9Ihp7VVp4aylVrszT2LZmaWl2JP3jczM1tVFZiRdS4AR9IzOCkiXk1f30fSWFzRReBWmHsWzczMzMzMylREfA58KqlvWrQXyZz9FVoEbmXO7Z5FMzOr15KV3szMzGxZjZSRJwJ3SGoJfAT8jKTjb4Sko4FPgEMgWQRO0pJF4CpZdhG4FeLGopmZ5UEehmpmZlaj4mdkRLwF1DRUdYUWgVtRbiyamVn9vEiNmZlZzTKckW4smplZXjKag2ZmZgXLakZ6gRszMzMzMzNbjnsWzcysXsnk/axeNzUzM1t5Wc5INxbNzCwv2YxBMzOzwmU1I91YNDOz/GQ1Cc3MzAqV0Yx0Y9HMzPLiW2eYmZnVLKsZ6QVuzMzMzMzMbDnuWTQzs7xkdO6+mZlZwbKakW4smplZXjKag2ZmZgXLaka6sWhmZvnJahKamZkVKqMZ6TmLZmZmZmZmthz3LJqZWb1Edld6MzMzK0SWM9KNRTMzq5+yO3nfzMysIBnOSDcWzcwsLxnNQTMzs4JlNSPdWDQzs/xkNQnNzMwKldGM9AI3ZmZmZmZmthz3LJqZWR6U2cn7ZmZmhcluRrqxaGZmecnq5H0zM7NCZTUj3VhsIqqqFrPHkX+me9c1uOey40pdnSbphPNu54kXx9K5YztevufMpeXD73mW60Y8T/OKZnz3O/0476RBpatkhrVv24Yrz/oJm2zQnQg48fw7mLdgIZeePpjWrVpQWbmY31x0D2+8+zG9unfi1RFnMf6TaQCMGjORX194N21ateDmC4+md8/OVC0OnnhhDOf+7aESf7LGITI7HcOagJp+//7z6Te4aPijfDBxKiNv/g1bb7ouAF/OmsOQ02/gzXc/5rD9d+Avpx1ayqpn1or8TJ559T3O/dtDLFxUScsWzTnvpEHsum3fUlY/kxYsXMSRp17DwkWVVFUt5nu7bM4JR+7DlTc/zjMvj0MSa3Zoy7Df/piua67Bosoq/nDpvbw3/jOqqhZz4N79+cVhe5b6Y5REljNylWssSjoWmBsRt0o6CngyIian264HLo2Id0tZx3J07d3PsNF63Zj9zfxSV6XJOmz/HfjFobtx7Nm3Li17YdR/efS5Mbx411BatWzBF1/OLmENs+3CUw9m5MvvctTpN9CieQVtWrfkpj/9nD9f/xhP/+ddvrvTppx70iAOOPYKACZ+Np1dD79wueP89faRvDj6Q1o0r+DBq09k75025en/NJFfOVlNwoxwPtaupt+/m2ywNrf++Rf835/uWmbfVq1acMax+/Pe/ybz3v+mNHZVm4wV+Zms2aEtd136S7p36cC74ydz8ElX8e6jwxq7ypnXskVzbvzzL1m9TSsWVVbx0/+7il223ZifH7I7Jx21LwC3/+NFrrn9ac4++SCeeP4dFi2q5J/DT2Xe/IUc+IuL+cEeW9FjrU4l/iQlktGMXOUWuImIayNiyW+Wo4C1c7b9v6YahHX5bOpMnnxxHEcO3KnUVWnSdt5mQzq2X22Zshvvf4FThnyXVi1bANClU7tSVC3z2q3emp223oDbHnwZgEWVVXw9Zx4RyTZIeh4//+KrOo8zb8EiXhz94dJjvP3Bp6zdtUNR626WL+dj7Wr6/dt3vbXo07vbcvuu3qYVO261Aa3T38tWHCvyM9miby+6d+kAwCYbdGf+wkUsWLioMarZpEhi9TatAKisrKKyajFCtE1zEmDe/IVLh1tKMHf+QiqrqliwcBEtmlew+mqtazq0rcIatWdRUm/gceBVYGvgv8CRwI7AxWl9XgeOi4gFki4EDgQqSa6Q/kbSOcAcYCIwALhD0rz0GI8BvwG2BdaLiNPS8x4F9I+IEyUdAZwEtEzr8auIqCr6hy+hMy69n3NPGsScue5VLDfjP57Gy2/9jwuueZhWLVtw/sk/ZJvN1i11tTJn3R5rMn3WHK46+wj69enBW+99ytBL7uOMS+/j/r8ez/kn/xBJ7Hv0JUvfs87aa/Lc7b9j9jfzGXbNI7z81v+WOWb7tm3Yd5fNufbuZxv505ROVifvlwPno1l+Hvr3W2yxUa+lF1mtYVVVLeaQ4y/nk8kzOOzAndhik3UAuOKmx3joqdG0Xb01N/3lWAC+t8sWPPOfcew++Hzmz1/IacceSIdqFwCakqxmZCl6FvsCwyNiC+Br4NfAzcCPI2JzkkA8TlIn4IfAZum+F+QeJCLuA0YBh0fEVhExL2fzfcCPcl7/GLhH0ibp850jYiugCji8egUlHSNplKRRX0z/oiE+c8k8/sIYOndsx1bpP3YrL5VVi5k1ey5P3fQbzjt5ED8740YiotTVypzmFRVs2bcXN973ArsdcRFz5y/glKO+y88P2oUzLn2Afvv/njMvu58rf5/8Opg6/Ws2P+AP7HbERZx52QNcd8FRS3sgASoqmnHDsKP4+z3P8vFnM0r1sRqdVNjD6uV8NKvDe/+bwjl/fZDLzhhc6qpkVkVFMx649tf8+86zGPPBp3w44XMATv7Z9xl551nsv+c23PnQSwCM+eATmjVrxjN3/Z4nbj2DW+5/nk+nNJ1MrC6r+ViKxuKnEfFS+vx2YC9gQkT8Ny27BdiVJCjnA9dL+hEwN98TRMQXwEeSdpC0JkkAv5Seqz/wuqS30tfr1/D+4RExICIGdOncZWU+Y9l49e2PePyFMWxx4B84+oybeOH1/3LM728pdbUs1aNrBw7YY0sk0X+z3jSTmDFrTqmrlTmTp81k8rRZjB73MQAPjXyLLfv24rD9t+fhZ94C4J9Pv8k26WIKCxdVMvOrbwB4+/1PmTBpOhus03Xp8S4/4zD+98kXXHvXs436OUpNBT6sXs5Hs1p8NnUmPz1tONec+1PW6+n/94qtfds2bLfF+rw46v1lyvfbc2ueemEMAP/695t8Z9u+tGhewZod27L1Zr0Z999JpahuWchqPpaisZhXt0lEVALbAfcDg0iG56yIe4BDgYOAf0TSXSPglvRK61YR0TcizlnB465Szj5hIOP+dQHvPHQeN/zxZ+yy7UYMP39IqatlqR/svgXPv578HTj+46ksXFTJmh3alrhW2TNtxmw+mzqTDddNGny7btuXDyZ8zpQvvmLnbfqkZRvx0adJT8maHdrSrFny63vdHmuyfq8uTPxsOgBnHrs/7du2Yeil95fgk1jGOR/NavDV7Ln8+P+u5Q/HH8gOW25Q6upk1pez5vD1nGQgwvwFi3j5zfGs16srH3/27SiCZ14ex3q9kizt3rUjr741nohg7ryFvP3ex6zXyw35rCnFaqjrSNoxIl4GDgOeBn4pacOIGA/8FHhOUltgtYh4VNIrwPgajjUbqG1FkAeAM4GPgd+lZSOBByVdFhHT0qE87SLi44b7eGY1O/rMm3hp9IfMmDWHzfY7i9OP+QFHHLgjJ5x3Bzv+eBgtW1RwzTk/ReU+HmEVddrF9zL8vKNo2aKCiZ9N5/jzbufR597hT6ceTPOKZsxfWMkpf0xW4Ntp6w0Zeux+VFVWUbU4OPXCu5n19VzW7tqB3xy9Lx9M+Jznbk9+rVw34rmlC+dk2qpw+XPV53wskpp+/3Zsvzq/u/heps+cw4//71o236gH9//1BAC2OPAPzP5mPosWVfLoc+9w/1+PZ+P1u5f4U2TLivxMrhvxPBM+/YK/XP84f7k+uTbywN9O8KJwDeyLL7/mjL/cw+LFi1m8ONhnty3ZfYdNOfm8W5j46Rc0aya6d+3I2ScfBMBhB+7EWRePYOAxlxAR/PB729J3/bXrOUtGZTgj1Zjzo9IJ/I8CzwM7AR+ShN9yE/iBTsCDQGuSb//FEXHLkgn8EXGxpIOAPwLLTOCPiFHp+R4BNo2I9XPq8GNgKEmv6iLg+Ih4pbY69+8/IF56dVRDfQvMMqvjtieUugpWzYIPRrB47rQGia/NttwmRjz6QkHH6Nez7eiIGNAQ9cka56NZdk2eOa/+nazRbdB1tQbLpEIzspzzsRQ9i4sj4thqZSNJVn/LNYVkmM0ycofFRMT9JMNwlti92r771/D+e0iG4JiZWZ5E+U/CzwDno5nZKqixMlJSBckCZp9FxP7pKJB7gN4kK2EfGhEz032HAkeTLFh2UkQ8sTLnXOXus2hmZqXhBW7MzMxq1kj5eDLwXs7r04GREdGH5OLi6QCSNgUGA5sB+wJXpw3NFdaojcWImBgR/RrznGZmZuXO+WhmZnWR1BPYD7g+p3ggyUrZpF8H5ZTfHRELImICydz25Uak5MM9i2Zmlh93LZqZmdWs+Pl4OXAasDinrFtETAFIvy65z1cP4NOc/SalZSvMjUUzM8uLCvzPzMwsqwrMx86SRuU8jlnm2NL+wLSIGJ13dZa3UqualmKBGzMzWwV5gRszM7OaFZiR0+tZDXVn4EBJPyBZCbu9pNuBqZK6R8QUSd2Baen+k4BeOe/vCUxemYq5Z9HMzPJS7FGokm6UNE3S2JyyTpKekvRh+rVjzrahksZL+kDSPjnl/SWNSbddKd+81MzMiqyY+RgRQyOiZ0T0Jlm45t8RcQTwEDAk3W0IyW2VSMsHS2olaT2gD/DaynwuNxbNzKxc3EyyaluulVnp7RrgGJJw7FPDMc3MzLLgQuC7kj4Evpu+JiLGASOAd4HHSe6bW7UyJ/AwVDMzy0+R++ci4vn05vS5BsLSewTeAjwL/I6cld6ACZLGA9tJmgi0j4iXASTdSrI63GPFrb2ZmTVpjTSGJSKeJclCImIGsFct+w0DhhV6PjcWzcysXslQmYKTsLOkUTmvh0fE8Hres8xKb5JyV3p7JWe/JSu9LUqfVy83MzMrigbKyLLkxqKZmdVPDbLATX0T+FdEbSu9NdgKcGZmZnlpmIwsS56zaGZm5WxqusIbea70Nil9Xr3czMzMVpAbi2Zmlpdir4ZaixVa6S0dsjpb0g7pKqhH5rzHzMysKEqQj43Cw1DNzCw/RU40SXeRLGbTWdIk4GySld1GSDoa+AQ4BJKV3iQtWemtkmVXejuOZGXVNiQL23hxGzMzK65yb/WtJDcWzcwsDyr65P2IOKyWTSu00ltEjAL6NWDVzMzM6lD8jCwVNxbNzCwvWZ28b2ZmVqisZqTnLJqZmZmZmdly3LNoZmb1WhUm4ZuZmZVCljPSjUUzM8tPVpPQzMysUBnNSDcWzcwsL1mdvG9mZlaorGakG4tmZpaXrE7eNzMzK1RWM9IL3JiZmZmZmdly3LNoZmZ5yehFUzMzs4JlNSPdWDQzs/opu0NszMzMCpLhjHRj0czM8pTRJDQzMytYNjPScxbNzMzMzMxsOe5ZNDOzeonsDrExMzMrRJYz0o1FMzPLS0Zz0MzMrGBZzUg3Fs3MLC9ZvWpqZmZWqKxmpBuLZmaWF2X2uqmZmVlhspqRXuDGzMzMzMzMluOeRTMzy082L5qamZkVLqMZ6caimZnlJaM5aGZmVrCsZqQbi2ZmVi8pu5P3zczMCpHljPScRTMzMzMzM1uOexbNzCwvWV3pzczMrFBZzUg3Fs3MLD/ZzEEzM7PCZTQjPQzVzMzyogIfZmZmWVXMfJTUS9Izkt6TNE7SyWl5J0lPSfow/dox5z1DJY2X9IGkfVb2c7mxaGZmeVkygX9lH2ZmZllV5HysBE6NiE2AHYDjJW0KnA6MjIg+wMj0Nem2wcBmwL7A1ZIqVuZzubFoZmZmZmZWpiJiSkS8kT6fDbwH9AAGAreku90CDEqfDwTujogFETEBGA9stzLn9pxFMzPLgzI7ed/MzKwwjZeRknoDWwOvAt0iYgokDUpJXdPdegCv5LxtUlq2wtxYNDOzegkPJTUzM6tJA2RkZ0mjcl4Pj4jhy51HagvcD5wSEV+r9pPWtCFWpmJuLJqZmZmZmZXO9IgYUNcOklqQNBTviIgH0uKpkrqnvYrdgWlp+SSgV87bewKTV6ZinrNoZmZ58QI3ZmZmNStmPirpQrwBeC8iLs3Z9BAwJH0+BHgwp3ywpFaS1gP6AK+tzOdyz6KZmZmZmVn52hn4KTBG0ltp2RnAhcAISUcDnwCHAETEOEkjgHdJVlI9PiKqVubEbiyamVlevMCNmZlZzYqZkRHxIrXfknGvWt4zDBhW6LndWKzHG2+Mnt6mhT4udT0aSGdgeqkrYcvwz6Q8ZeXnsm6DHclDSa0a56M1Av9cyk+WfibOyDy4sViPiOhS6jo0FEmj6ps8a43LP5Py5J/L8kTtlzStaXI+WrH551J+/DOpWZYz0gvcmJmZmZmZ2XLcs2hmZvnJ6mVTMzOzQmU0I91YbFqWu7mnlZx/JuXJP5caeIEbyzD/my9P/rmUH/9MapHVjHRjsQmJCP8DLzP+mZQn/1xqltXJ+2b+N1+e/HMpP/6Z1C6rGenGopmZ5SWjOWhmZlawrGakF7gxMzMzMzOz5bhn0czM8pPVy6ZmZmaFymhGumexCZDURlLfUtfDzFZtKvA/s3LjfDSzhpLVfHRjMeMkHQC8BTyevt5K0kMlrVQTJWm2pK9reMyW9HWp69eUKXGEpD+kr9eRtF2p61VORDJ5v5CHWTlxPpYXZ2T5ckbWr9CMLGeKiFLXwYpI0mhgT+DZiNg6LXsnIrYobc3Myoeka4DFwJ4RsYmkjsCTEbFtiatWNiQ9DnQu8DDTI2LfhqiPWaGcj2b5cUbWrwEysmzz0XMWs68yIr5SuV+2aIIkdQVaL3kdEZ+UsDpN3fYRsY2kNwEiYqaklqWuVDkp1xAzK4DzsYw5I8uKM7IeWc5ID0PNvrGSfgJUSOoj6a/Af0pdqaZM0oGSPgQmAM8BE4HHSlopWySpAggASV1IrqKaWXY5H8uQM7IsOSObMDcWs+9EYDNgAXAn8BVwSikrZJwP7AD8NyLWA/YCXiptlZq8K4F/AF0lDQNeBP5Y2iqZWZE5H8uTM7L8OCObMM9ZzDhJW0fEm6Wuh31L0qiIGCDpbWDriFgs6bWI8GTxEpK0MckfJQJGRsR7Ja6SmRWR87E8OSPLkzOy6fKcxey7VFJ34F7g7ogYV+oKGbMktQWeB+6QNA2oLHGdmjRJVwD3RMRVpa6LmTUa52N5ckaWGWdk0+aexSZA0lrAocCPgfYk/+AvKG2tmi5JqwPzSIaBHw6sAdwRETNKWrEmTNIQkn8fG5EMtbknIkaVtlZmVmzOx/LjjCw/zsimzY3FJkTS5sBpwI8jwqtYlUA6QfyJiNi71HWx5UnqBBwEDAbWiYg+Ja6SmTUC52N5cEaWN2dk0+QFbjJO0iaSzpE0FvgbyUpvPUtcrSYrIqqAuZLWKHVdrEYbAhsDvYH3S1sVMysm52P5cUaWPWdkE+Q5i9l3E3AX8L2ImFzqyhgA84Exkp4CvllSGBEnla5KTZuki4AfAf8DRgDnR8SsklbKzIrN+VienJFlxhnZtLmxmHERsUOp62DL+Vf6yOXx4KU1AdgxIqaXuiJm1jicj2XLGVl+nJFNmBuLGSVpREQcKmkMy/6SFRARsUWJqmbQISKuyC2QdHKpKtOUSdo4It4HXgPWkbRO7vaIeKM0NTOzYnE+lj1nZJlwRhp4gZvMktQ9IqZIWrem7RHxcWPXyRKS3oiIbaqVvRkRW5eqTk2VpOERcYykZ2rYHBGxZ6NXysyKyvlY3pyR5cMZaeDGYuZJuigifldfmRWfpMOAnwDfAV7I2dQOqPLqb6UjqXVEzK+vzMyyw/lYXpyR5csZ2bS5sZhxtVyhe8fDbBpfehV7PeBPwOk5m2YD70SEbzpcIrX8O1muzMyyw/lYXpyR5csZ2bR5zmJGSToO+BWwvqR3cja1A14qTa2atnRo08fAjqWuiyXSG3L3ANpI2ppkzhIkN+derWQVM7OicT6WJ2dk+XFGGrhnMbPSexR1pIYrdBHxZWlqZQCSZvPtogotgRbANxHRvnS1apokDQGOAgYAo3I2zQZujogHSlEvMyse52N5c0aWD2ekgRuLTYakrkDrJa8j4pMSVsdySBoEbBcRZ5S6Lk2VpIMi4v5S18PMGp/zsbw5I0vPGdm0ubGYcZIOAC4F1gamAesC70XEZiWtmC1D0iu+51fjk3RERNwu6VRquI9XRFxagmqZWSNwPq46nJGl4Yw08JzFpuACYAfg6YjYWtIewGElrlOTJulHOS+bkQzv8FWb0lg9/dq2pLUws1JwPpYhZ2RZcUaaexazTtKoiBgg6W1g64hYLOm1iNiu1HVrqiTdlPOyEpgIXBcR00pTIzOzpsf5WJ6ckWblxT2L2TdLUlvgeeAOSdNIfvlaiUTEz0pdB1uWpD+T9DLMAx4HtgROiYjbS1oxMysm52MZckaWH2dk09as1BWwohtI8o/7/0j+gf8POKCkNWriJG0kaaSksenrLSSdVep6NXHfi4ivgf2BScBGwG9LWyUzKzLnYxlyRpYlZ2QT5sZixkXENxFRFRGVEXFLRFwZETNKXa8m7jpgKLAIICLeAQaXtEbWIv36A+AuL59vln3Ox7LljCw/zsgmzMNQM67a/YqW+IrkfjmnRsRHjV+rJm+1iHhNUm6Zhz6V1sOS3ifpZfiVpC7A/BLXycyKyPlYtpyR5ccZ2YS5sZh9lwKTgTsBkVydWwv4ALgR2L1kNWu6pkvagPSPFEkHA1NKW6WmLSJOl3QR8HVEVEn6hmSImplll/OxPDkjy4wzsmnzaqgZJ+nViNi+WtkrEbGDpLcjYstS1a2pkrQ+MBzYCZgJTAAOj4iPS1qxJkxSC+A4YNe06Dng2ohYVLpamVkxOR/LkzOy/DgjmzbPWcy+xZIOldQsfRyas81XCkrjM+AmYBhwN/AUMKSkNbJrgP7A1eljm7TMzLLL+VienJHlxxnZhHkYavYdDlxB8o87gFeAIyS1AU4oZcWasAeBWcAbJEOgrPS2rdaL8O/03mtmll3Ox/LkjCw/zsgmzI3FjEsn6Ne2FPiLjVkXW6pnROxb6krYMqokbRAR/4Olw6CqSlwnMysi52PZckaWH2dkE+ZhqBnn+xWVpf9I2rzUlbBl/BZ4RtKzkp4F/g2cWtoqmVkxOR/LljOy/DgjmzA3FrPP9ysqP98BRkv6QNI7ksZIeqfUlWriXgL+DixOH38HXi5pjcys2JyP5ckZWX6ckU2Yh6Fmn+9XVH6+X+oK2HJuBb4Gzk9fHwbcBhxSshqZWbE5H8uTM7L8OCObMDcWs8/3KyozXv67LPWtNnn/GU/eN8s852MZckaWJWdkE+bGYvYdT3K/oo0lfUZ6v6LSVsms7LwpaYeIeAVA0vYkw27MLLucj2b5cUY2YYrwrYSyTFIr4GCgN9CJZBhBRMR5payXWTmR9B7QF/gkLVoHeI9kbkZExBalqpuZFYfz0Sw/zsimzT2L2ef7FZnVz8u0mzU9zkez/DgjmzD3LGacpLER0a/U9TAzMysnzkczs/r51hnZ5/sVmZmZLc/5aGZWD/csZpykd4ENSSbuLwCEx5ebmVkT53w0M6ufG4sZJ2ndmsq9NLWZmTVlzkczs/q5sWhmZmZmZmbL8ZxFMzMzMzMzW44bi2ZmZmZmZrYcNxatSZFUJektSWMl3StptQKOdbOkg9Pn10vatI59d5e000qcY6KkzvmWV9tnzgqe6xxJv1nROpqZ2arP+Vjn/s5Ha7LcWLSmZl5EbJXeW2shcGzuRkkVK3PQiPh/EfFuHbvsDqxwGJqZmTUS56OZLceNRWvKXgA2TK9qPiPpTmCMpApJf5H0uqR3JP0SQIm/SXpX0r+ArksOJOlZSQPS5/tKekPS25JGSupNErr/l1613UVSF0n3p+d4XdLO6XvXlPSkpDcl/Z1kKfc6SfqnpNGSxkk6ptq2S9K6jJTUJS3bQNLj6XtekLRxg3w3zcwsK5yPzkczAJqXugJmpSCpOfB94PG0aDugX0RMSAPlq4jYVlIr4CVJTwJbA32BzYFuwLvAjdWO2wW4Dtg1PVaniPhS0rXAnIi4ON3vTuCyiHhR0jrAE8AmwNnAixFxnqT9gGXCrRY/T8/RBnhd0v0RMQNYHXgjIk6V9If02CcAw4FjI+JDSdsDVwN7rsS30czMMsb56Hw0y+XGojU1bSS9lT5/AbiBZPjLaxExIS3/HrCF0vkWwBpAH2BX4K6IqAImS/p3DcffAXh+ybEi4sta6rE3sKm09MJoe0nt0nP8KH3vvyTNzOMznSTph+nzXmldZwCLgXvS8tuBByS1TT/vvTnnbpXHOczMLNucj85Hs+W4sWhNzbyI2Cq3IA2Fb3KLgBMj4olq+/0AqO/GpMpjH0iGgO8YEfNqqEveNz+VtDtJsO4YEXMlPQu0rmX3SM87q/r3wMzMmjzno/PRbDmes2i2vCeA4yS1AJC0kaTVgeeBwemcje7AHjW892VgN0nrpe/tlJbPBtrl7PckyZAX0v22Sp8+Dxyeln0f6FhPXdcAZqZBuDHJldslmgFLrv7+hGT4ztfABEmHpOeQpC3rOYeZmRk4H82aHDcWzZZ3Pcl8izckjQX+TtIL/w/gQ2AMcA3wXPU3RsQXJPMoHpD0Nt8Oc3kY+OGSCfzAScAAJQsEvMu3q86dC+wq6Q2S4T6f1FPXx4Hmkt4Bzgdeydn2DbCZpNEkcy7OS8sPB45O6zcOGJjH98TMzMz5aNbEKCLvHn0zMzMzMzNrItyzaGZmZmZmZstxY9HMzMzMzMyW48aimZmZmZmZLceNRTMzMzMzM1uOG4tmZmZmZma2HDcWzczMzMzMbDluLJqZmZmZmdly3Fg0MzMzMzOz5fx/5WVrpwRxnYkAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " negative 0.82 0.82 0.82 2306\n", + " neutral 0.49 0.47 0.48 793\n", + " positive 0.55 0.60 0.57 561\n", + "\n", + " accuracy 0.71 3660\n", + " macro avg 0.62 0.63 0.62 3660\n", + "weighted avg 0.71 0.71 0.71 3660\n", + "\n", + "\n", + "\n", + "Naive Bayes Results:\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " negative 0.86 0.86 0.86 2306\n", + " neutral 0.62 0.55 0.58 793\n", + " positive 0.62 0.72 0.66 561\n", + "\n", + " accuracy 0.77 3660\n", + " macro avg 0.70 0.71 0.70 3660\n", + "weighted avg 0.77 0.77 0.77 3660\n", + "\n", + "\n", + "\n", + "Decision Tree Results:\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " negative 0.79 0.76 0.77 2306\n", + " neutral 0.40 0.43 0.41 793\n", + " positive 0.54 0.56 0.55 561\n", + "\n", + " accuracy 0.65 3660\n", + " macro avg 0.57 0.58 0.58 3660\n", + "weighted avg 0.66 0.65 0.66 3660\n", + "\n", + "\n", + "\n", + "Random Forest Results:\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " negative 0.81 0.89 0.85 2306\n", + " neutral 0.58 0.48 0.53 793\n", + " positive 0.72 0.59 0.65 561\n", + "\n", + " accuracy 0.76 3660\n", + " macro avg 0.70 0.65 0.67 3660\n", + "weighted avg 0.75 0.76 0.75 3660\n", + "\n", + "\n", + "\n", + "XGBoost Results:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\ferra\\anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:888: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n", + " warnings.warn(label_encoder_deprecation_msg, UserWarning)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[07:40:20] WARNING: ..\\src\\learner.cc:1061: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'multi:softprob' was changed from 'merror' to 'mlogloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n" + ] + }, + { + "data": { + "image/png": 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\n", 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Precision Score Recall Score Accuracy Score F1 Score
Logistic Regression61.96%62.83%70.74%62.34%
Naive Bayes69.75%70.93%76.99%70.15%
Decision Tree57.28%58.13%65.46%57.67%
Random Forest70.48%65.41%75.74%67.48%
XGBoost69.26%67.85%75.49%68.52%
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The model with the highest precision score is Random Forest.\n", + "The model with the highest recall score is Naive Bayes.\n", + "The model with the highest accuracy score is Naive Bayes.\n", + "The model with the highest F1 score is Naive Bayes.\n" + ] + } + ], + "source": [ + "models = m(x_train_smote, x_test, y_train_smote, y_test, objects=objects, index=index)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6e296824", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -408,4 +813,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} \ No newline at end of file +} From 5da192c27e3ab4e692fdd9b92e75b5e01f0143e5 Mon Sep 17 00:00:00 2001 From: Noelle Ferrari Date: Sun, 12 Sep 2021 21:05:24 -0700 Subject: [PATCH 3/4] Gridsearch and SMOTE --- Airline Tweets.ipynb | 1546 +++++++++++++++++------ United SWOT Analysis.pptx | Bin 0 -> 2805790 bytes catboost_info/catboost_training.json | 270 ++++ catboost_info/learn/events.out.tfevents | Bin 0 -> 16096 bytes catboost_info/learn_error.tsv | 267 ++++ catboost_info/time_left.tsv | 267 ++++ 6 files changed, 1979 insertions(+), 371 deletions(-) create mode 100644 United SWOT Analysis.pptx create mode 100644 catboost_info/catboost_training.json create mode 100644 catboost_info/learn/events.out.tfevents create mode 100644 catboost_info/learn_error.tsv create mode 100644 catboost_info/time_left.tsv diff --git a/Airline Tweets.ipynb b/Airline Tweets.ipynb index 440f6d6..d382949 100644 --- a/Airline Tweets.ipynb +++ b/Airline Tweets.ipynb @@ -1,5 +1,23 @@ { "cells": [ + { + "cell_type": "markdown", + "id": "6c2ba2a7", + "metadata": {}, + "source": [ + "# Sentiment Analysis of Airline Tweets" + ] + }, + { + "cell_type": "markdown", + "id": "78013afa", + "metadata": {}, + "source": [ + "Twitter is an ongoing source of customer satisfaction information. Gone are the days of expensive focus groups when so many customers are putting their unfiltered thoughts about a brand on the internet. Advances in Natural Language Processing allow this data to be collected and analyzed to provide insights for brands about how they are being perceived vs their competitors.\n", + "\n", + "The goal of this project is to develop a model that will classify tweets as positive, negative, or neutral for continual monitoring of customer satisfaction." + ] + }, { "cell_type": "code", "execution_count": 1, @@ -13,28 +31,38 @@ "import seaborn as sns\n", "%matplotlib inline\n", "\n", - "from sklearn.model_selection import train_test_split\n", - "from sklearn.feature_extraction.text import TfidfVectorizer\n", + "import re\n", + "from imblearn.over_sampling import SMOTE, KMeansSMOTE, SVMSMOTE\n", "\n", "import nltk\n", "from nltk.corpus import stopwords\n", "from nltk.stem import WordNetLemmatizer\n", "from nltk.tokenize import RegexpTokenizer\n", "\n", - "from functions import all_models as m\n", - "from functions import plot_importances\n", - "\n", + "from sklearn.model_selection import train_test_split, GridSearchCV\n", + "from sklearn.feature_extraction.text import TfidfVectorizer\n", "from sklearn.pipeline import Pipeline\n", - "from sklearn.preprocessing import StandardScaler\n", - "from sklearn.metrics import plot_confusion_matrix, classification_report, precision_score, recall_score, accuracy_score, f1_score\n", + "from sklearn.preprocessing import StandardScaler, Binarizer\n", + "from sklearn.metrics import plot_confusion_matrix, classification_report\n", "\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.naive_bayes import MultinomialNB\n", "from sklearn.svm import SVC\n", "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.ensemble import GradientBoostingClassifier\n", + "from sklearn.ensemble import AdaBoostClassifier\n", "from sklearn.tree import DecisionTreeClassifier\n", - "from xgboost import XGBClassifier\n" + "\n", + "from xgboost import XGBClassifier\n", + "from catboost import CatBoostClassifier\n", + "\n", + "from functions import all_models as m\n", + "from functions import plot_importances\n", + "from functions import metrics\n", + "\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")" ] }, { @@ -87,121 +115,124 @@ "df.info()" ] }, + { + "cell_type": "markdown", + "id": "c585aa10", + "metadata": {}, + "source": [ + "## Processing Tweets" + ] + }, + { + "cell_type": "markdown", + "id": "05e17a1b", + "metadata": {}, + "source": [ + "Before they can be passed through the model, our tweets must be preprocessed for more effective modelling. Data will then be split into training and testing sets." + ] + }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 5, "id": "33879895", "metadata": {}, "outputs": [], "source": [ "stop_words = stopwords.words('english')\n", + "#add custom stop words\n", + "stop_words.append('http')\n", + "stop_words.append('hr')\n", + "stop_words.append('co')\n", + "stop_words.append('see')\n", + "stop_words.append('min')\n", "\n", "def process(tweet):\n", " \n", " lemmatizer = WordNetLemmatizer()\n", - " tokenizer = RegexpTokenizer(r'[@a-zA-Z0-9]+')\n", - " \n", - " tweet = tweet.lower()\n", - " tweet = tokenizer.tokenize(tweet)\n", - " tweet = [w for w in tweet if w not in stop_words]\n", - " tweet = [lemmatizer.lemmatize(w) for w in tweet]\n", - " tweet = ' '.join(tweet)\n", + " tokenizer = RegexpTokenizer(r'[a-zA-Z0-9]+')\n", " \n", + " tweet = tweet.lower() #convert to lowercase\n", + " tweet = re.sub(r'@\\w+', '', tweet) #use regex to remove mentions\n", + " tweet = tokenizer.tokenize(tweet) #tokenize\n", + " tweet = [word for word in tweet if word not in stop_words] #remove stopwords\n", + " tweet = [lemmatizer.lemmatize(word) for word in tweet] #lemmatize\n", + " tweet = ' '.join(tweet) #convert list of words back to a string\n", " return tweet" ] }, { "cell_type": "code", - "execution_count": 11, - "id": "7f6f827c", + "execution_count": 6, + "id": "a95350b4", "metadata": {}, "outputs": [], "source": [ - "vectorizer = TfidfVectorizer(stop_words=stop_words, token_pattern='[a-zA-Z0-9]+')" + "x = df['text'].apply(process)\n", + "y = df['airline_sentiment']" ] }, { "cell_type": "code", - "execution_count": 12, - "id": "a95350b4", + "execution_count": 7, + "id": "37605e58", "metadata": {}, "outputs": [], "source": [ - "x = df['text'].apply(process)\n", - "y = df['airline_sentiment']" + "x_train, x_test, y_train, y_test = train_test_split(x, y, random_state=16)" ] }, { "cell_type": "code", - "execution_count": 13, - "id": "37605e58", + "execution_count": 8, + "id": "0834611c", "metadata": {}, "outputs": [], "source": [ - "x_train, x_test, y_train, y_test = train_test_split(x, y, random_state=16)" + "vectorizer = TfidfVectorizer(stop_words=stop_words, token_pattern='[a-zA-Z0-9]+')\n", + "x_train = vectorizer.fit_transform(x_train)\n", + "x_test = vectorizer.transform(x_test)" ] }, { - "cell_type": "code", - "execution_count": 14, - "id": "fb8e8dad", + "cell_type": "markdown", + "id": "f771e756", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "7322 @jetblue heard new flight tap pay reader accep...\n", - "13249 @americanair @usairways complaint visit custom...\n", - "3738 @united 20 min departure one waiting pressed g...\n", - "14223 @americanair full flight customer sitting plan...\n", - "7226 @jetblue great see redsox plane reminder ny si...\n", - " ... \n", - "635 @united finger crossed amp intact disappointed...\n", - "1345 @united first complaint filed feb 11th 10 day ...\n", - "581 @united thnx quick reply think assist intl grp...\n", - "2169 @united trip get another airline home\n", - "6825 @jetblue wish everyone felt like\n", - "Name: text, Length: 10980, dtype: object" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "x_train" + "## Initial Modelling" ] }, { - "cell_type": "code", - "execution_count": 15, - "id": "0834611c", + "cell_type": "markdown", + "id": "d5e6d696", "metadata": {}, - "outputs": [], "source": [ - "x_train = vectorizer.fit_transform(x_train)\n", - "x_test = vectorizer.transform(x_test)" + "We will begin by running multiple types of models with base parameters to see which run best with our dataset. " ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 9, "id": "97081f78", "metadata": {}, "outputs": [], "source": [ - "objects = [LogisticRegression(fit_intercept=False, C=1e12), \n", - " MultinomialNB(),\n", + "objects = [LogisticRegression(fit_intercept=False, C=1e12, solver='saga'), \n", + " Pipeline([('ss', StandardScaler(with_mean=False)), ('knn', KNeighborsClassifier())]),\n", + " Pipeline([('bz', Binarizer()), ('bayes', MultinomialNB())]),\n", + " Pipeline([('ss', StandardScaler(with_mean=False)), ('svm', SVC())]),\n", " DecisionTreeClassifier(), \n", " RandomForestClassifier(), \n", - " XGBClassifier()]\n", - "index = ['Logistic Regression', 'Naive Bayes', 'Decision Tree', 'Random Forest', 'XGBoost']" + " GradientBoostingClassifier(),\n", + " AdaBoostClassifier(),\n", + " XGBClassifier(),\n", + " CatBoostClassifier(verbose=False)]\n", + "index = ['Logistic Regression', 'Nearest Neighbors', 'Naive Bayes', 'SVM', \n", + " 'Decision Tree', 'Random Forest', 'Gradient Boost', 'AdaBoost', 'XGBoost', 'CatBoost']" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 10, "id": "a664cad6", "metadata": { "scrolled": false @@ -214,23 +245,9 @@ "Logistic Regression Results:\n" ] }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\ferra\\anaconda3\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):\n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", - "\n", - "Increase the number of iterations (max_iter) or scale the data as shown in:\n", - " https://scikit-learn.org/stable/modules/preprocessing.html\n", - "Please also refer to the documentation for alternative solver options:\n", - " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", - " n_iter_i = _check_optimize_result(\n" - ] - }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -246,22 +263,22 @@ "text": [ " precision recall f1-score support\n", "\n", - " negative 0.81 0.82 0.82 2306\n", - " neutral 0.46 0.42 0.44 793\n", - " positive 0.54 0.59 0.56 561\n", + " negative 0.82 0.83 0.82 2306\n", + " neutral 0.49 0.45 0.47 793\n", + " positive 0.57 0.60 0.58 561\n", "\n", - " accuracy 0.70 3660\n", - " macro avg 0.60 0.61 0.61 3660\n", - "weighted avg 0.69 0.70 0.70 3660\n", + " accuracy 0.71 3660\n", + " macro avg 0.63 0.63 0.63 3660\n", + "weighted avg 0.71 0.71 0.71 3660\n", "\n", "\n", "\n", - "Naive Bayes Results:\n" + "Nearest Neighbors Results:\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -277,22 +294,22 @@ "text": [ " precision recall f1-score support\n", "\n", - " negative 0.67 1.00 0.80 2306\n", - " neutral 0.84 0.12 0.21 793\n", - " positive 0.92 0.19 0.31 561\n", + " negative 0.68 0.76 0.72 2306\n", + " neutral 0.28 0.31 0.29 793\n", + " positive 0.67 0.24 0.36 561\n", "\n", - " accuracy 0.68 3660\n", - " macro avg 0.81 0.43 0.44 3660\n", - "weighted avg 0.74 0.68 0.60 3660\n", + " accuracy 0.59 3660\n", + " macro avg 0.54 0.44 0.46 3660\n", + "weighted avg 0.59 0.59 0.57 3660\n", "\n", "\n", "\n", - "Decision Tree Results:\n" + "Naive Bayes Results:\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -308,22 +325,22 @@ "text": [ " precision recall f1-score support\n", "\n", - " negative 0.78 0.79 0.78 2306\n", - " neutral 0.42 0.43 0.43 793\n", - " positive 0.54 0.52 0.53 561\n", + " negative 0.76 0.96 0.85 2306\n", + " neutral 0.73 0.33 0.45 793\n", + " positive 0.78 0.55 0.65 561\n", "\n", - " accuracy 0.67 3660\n", - " macro avg 0.58 0.58 0.58 3660\n", - "weighted avg 0.67 0.67 0.67 3660\n", + " accuracy 0.76 3660\n", + " macro avg 0.76 0.61 0.65 3660\n", + "weighted avg 0.76 0.76 0.73 3660\n", "\n", "\n", "\n", - "Random Forest Results:\n" + "SVM Results:\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -339,37 +356,22 @@ "text": [ " precision recall f1-score support\n", "\n", - " negative 0.77 0.94 0.85 2306\n", - " neutral 0.62 0.37 0.46 793\n", - " positive 0.75 0.52 0.61 561\n", + " negative 0.69 0.99 0.82 2306\n", + " neutral 0.78 0.15 0.25 793\n", + " positive 0.84 0.30 0.44 561\n", "\n", - " accuracy 0.75 3660\n", - " macro avg 0.71 0.61 0.64 3660\n", - "weighted avg 0.74 0.75 0.73 3660\n", + " accuracy 0.70 3660\n", + " macro avg 0.77 0.48 0.50 3660\n", + "weighted avg 0.74 0.70 0.64 3660\n", "\n", "\n", "\n", - "XGBoost Results:\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\ferra\\anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:888: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n", - " warnings.warn(label_encoder_deprecation_msg, UserWarning)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[06:54:28] WARNING: ..\\src\\learner.cc:1061: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'multi:softprob' was changed from 'merror' to 'mlogloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n" + "Decision Tree Results:\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -385,174 +387,22 @@ "text": [ " precision recall f1-score support\n", "\n", - " negative 0.79 0.91 0.85 2306\n", - " neutral 0.63 0.43 0.51 793\n", - " positive 0.71 0.59 0.64 561\n", + " negative 0.78 0.83 0.80 2306\n", + " neutral 0.50 0.41 0.45 793\n", + " positive 0.55 0.54 0.55 561\n", "\n", - " accuracy 0.76 3660\n", - " macro avg 0.71 0.64 0.67 3660\n", - "weighted avg 0.75 0.76 0.74 3660\n", + " accuracy 0.69 3660\n", + " macro avg 0.61 0.59 0.60 3660\n", + "weighted avg 0.68 0.69 0.69 3660\n", "\n", "\n", - "\n" - ] - }, - { - "data": { - "text/html": [ - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
Precision Score Recall Score Accuracy Score F1 Score
Logistic Regression60.46%60.98%69.73%60.66%
Naive Bayes80.96%43.43%68.22%44.00%
Decision Tree58.32%57.87%66.83%58.08%
Random Forest71.28%60.87%75.00%64.10%
XGBoost71.10%64.40%75.90%66.80%
" - ], - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The model with the highest precision score is Naive Bayes.\n", - "The model with the highest recall score is XGBoost.\n", - "The model with the highest accuracy score is XGBoost.\n", - "The model with the highest F1 score is XGBoost.\n" - ] - } - ], - "source": [ - "models = m(x_train, x_test, y_train, y_test, objects=objects, index=index)" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "id": "f99d0fbc", - "metadata": {}, - "outputs": [], - "source": [ - "importances = sorted(list(zip(models[4].feature_importances_, vectorizer.get_feature_names())))[-20:]\n", - "impts = pd.DataFrame(importances, columns=['impt', 'feat'])" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "id": "74bf9888", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax = plt.subplots(figsize=(15, 8))\n", - "sns.barplot(data=impts, y='feat', x='impt')\n", - "ax.set_title('Feature Importances')\n", - "ax.set_xlabel('Importance')\n", - "ax.set_ylabel('Feature')\n", - "plt.show();" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "74c92d5e", - "metadata": {}, - "outputs": [], - "source": [ - "from imblearn.over_sampling import SMOTE" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "7fdb319e", - "metadata": {}, - "outputs": [], - "source": [ - "smote = SMOTE()\n", - "x_train_smote, y_train_smote = smote.fit_resample(x_train, y_train)" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "293c4276", - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Logistic Regression Results:\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\ferra\\anaconda3\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):\n", - "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n", "\n", - "Increase the number of iterations (max_iter) or scale the data as shown in:\n", - " https://scikit-learn.org/stable/modules/preprocessing.html\n", - "Please also refer to the documentation for alternative solver options:\n", - " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n", - " n_iter_i = _check_optimize_result(\n" + "Random Forest Results:\n" ] }, { "data": { - "image/png": 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LZmaWn4wOsTEzMytYRjPSjUUzM8tDdu8hZWZmVpjsZqQbi2Zmlp+MXjU1MzMrWEYz0o1FMzOrn8jsVVMzM7OCZDgjs/mpzMzMzMzMrCDuWTQzszxkdz6GmZlZYbKbkW4smplZfjI6H8PMzKxgGc3IbDaBzcys4alZYY/6Di91kHSfpPclvSdpR0mdJD0l6cP0a8ec/YdKGi/pA0n75JT3lzQm3XallNEENzOz8lHEfCyl8q6dmZk1JVcAj0fExsCWwHvA6cDIiOgDjExfI2lTYDCwGbAvcLWkivQ41wDHAH3Sx76N+SHMzMyywo1FMzPLj1TYo85Dqz2wK3ADQEQsjIhZwEDglnS3W4BB6fOBwN0RsSAiJgDjge0kdQfaR8TLERHArTnvMTMzK44i5WOpec6imZnVT0WfvL8+8AVwk6QtgdHAyUC3iJgCEBFTJHVN9+8BvJLz/klp2aL0efVyMzOz4ih+RpZMNj+VmZk1vMJ7FjtLGpXzOCbn6M2BbYBrImJr4BvSIae11aaGsqij3MzMrHjcs2hmZk1ZA6wTMz0iBtSybRIwKSJeTV/fR9JYnCqpe9qr2B2YlrN/r5z39wQmp+U9ayg3MzMrmqyupeaeRTMzK7mI+Bz4VFLftGgv4F3gIWBIWjYEeDB9/hAwWFIrSeuRLGTzWjpkdbakHdJVUI/MeY+ZmZmtAPcsmplZvUSjXDU9EbhDUkvgI+BnJBc1R0g6GvgEOAQgIsZJGkHSoKwEjo+IqvQ4xwE3A22Ax9KHmZlZUTRSRpaEG4tmZlY/UfNswAYUEW8BNQ1T3auW/YcBw2ooHwX0a9DKmZmZ1aYRMrJU3Fg0M7M8KLNXTc3MzAqT3Yx0Y9HMzPKS1SA0MzMrVFYz0gvcmJmZmZmZlSlJN0qaJmlstfITJX0gaZykP+eUD5U0Pt22T055f0lj0m1XKo8WrhuLZmaWF0kFPczMzLKqyPl4M7BvtfPtAQwEtoiIzYCL0/JNgcHAZul7rpZUkb7tGuAYkhXE+1Q/Zk3cWDQzs7y4sWhmZlazYuZjRDwPfFmt+DjgwohYkO6z5D7EA4G7I2JBREwAxgPbpfcqbh8RL0dEALcCg+o7txuLZmZWPzXAw8zMLItKk48bAbtIelXSc5K2Tct7AJ/m7DcpLeuRPq9eXicvcGNmZmZmZlY6nSWNynk9PCKG1/Oe5kBHYAdgW5J7Eq9Pzc3PqKO83pOYmZnVSRleFtzMzKwQDZCR0yOipvsM12US8EA6pPQ1SYuBzml5r5z9egKT0/KeNZTXycNQzcwsL56zaGZmVrMS5OM/gT3Tc28EtASmAw8BgyW1krQeyUI2r0XEFGC2pB3SVVCPBB6s7yTuWTQzs7y4wWdmZlazYmakpLuA3UmGq04CzgZuBG5UcjuNhcCQtJdxnKQRwLtAJXB8RFSlhzqOZGXVNsBj6aNObiyamVle3Fg0MzOrWTEzMiIOq2XTEbXsPwwYVkP5KKDfipzbjcVVXPu2bbjyrJ+wyQbdiYATz7+DeQsWcunpg2ndqgWVlYv5zUX38Ma7H9OreydeHXEW4z9JVtYdNWYiv77wbgBaNK/gz6cdyne26cPiWMwFVz/Cw8+8VcJPlj0nnHc7T7w4ls4d2/HyPWcus+2vtz3NH678J+OfupA1O7QtUQ2btkmfz+S4c25l2oyvaSYx5Ic7c+xhe5S6Wma2kv76+8PZ5zv9mD5zNjsN/iMA/TbqUWM+Nq9oxpVnHc6WG/eioqIZ9zz6Gpfd/CQAZx13AIP324412q1Gr91OLeVHypTJ02by2wvvYvqXs5HE4P134KiDduWk825lwqdfAPD1nHm0b9uGh687lYWLKvn9pfcx5r+f0kzirBMGscNWG5b4U2TPSRfcwVMvjaNzx3a8cOfQZbZddcdIzvnrg7z/+B+X/q0y7sPP+M1F9zD7m/k0ayaevPE3tG7VohRVtyJZZRuLkjoAP4mIq9PXawNXRsTBJa1YI7vw1IMZ+fK7HHX6DbRoXkGb1i256U8/58/XP8bT/3mX7+60KeeeNIgDjr0CgImfTWfXwy9c7jin/nwfpn85m20PPg9JdGy/WmN/lMw7bP8d+MWhu3Hs2bcuUz7p85k8+9r79FyrY4lqZgDNmzfjglN+xJYb92L2N/PZ48iL2H37jdl4/e6lrlp58O0vVinOSLjrkVe4bsRzXHvukUvLzj1xUI35OGjvbWjVsjk7H/ZH2rRqwSsjzuK+J0bx6ZQvefyFMVw34jlGPXB2CT9N9jSvqGDosQfSb6OezJk7n0HHXsbO/Tfiyj98+/P64zUP0W711gDc869XAHj0ht8yY+Zsfn769fzjmpNp1szLbzSkwfttz9EH78oJ592+TPlnU2fy7GsfLPO3SmVlFb865zauOuen9OvTgy+/+oYWzSuqH7JpyHBGrsr/wjoAv1ryIiImN6UQBGi3emt22noDbnvwZQAWVVbx9Zx5RLD0l2v7tm34/Iuv6j3WEQfuuPQqakTw5VffFK/iTdTO22xYYyP8zMvu55wTB3mIX4mt1XkNttw4WTys3eqt2aj3Wkz5YlZpK1VmvMDNKqUDTTwj//Pm/5j59dxlymrLx4hgtTYtqahoRuvWLVm4qIrZ38wHYNTYiUyd8XXjVr4J6Lpme/ptlCzM2Ha11mywTjemTv/275WI4NFn3+KAPbcGYPzHU9lxmz4ArNmxHe3btmbMB5OWP7AVZKeta/5b5azLH+DsEwainBbRM6+9z6Ybrk2/Psmt+jqtsToVFaty06IwWc3Hov1EJfWW9J6k6ySNk/SkpDaSNpD0uKTRkl6QtHG6/waSXpH0uqTzJM1Jy9tKGinpDUljJA1MT3EhsIGktyT9JT3f2PQ9r0raLKcuz0rqL2l1STem53gz51irpHV7rMn0WXO46uwjeO7233HFmT9htdYtOePS+zjvpEGMfeR8zjv5h5x31bcLHa2z9po8d/vveOTvJ7PjVhsASWACnHHs/jx72++46U8/p0undiX5TE3No8+9Q/cuHdh8o57172yN5pPJM3jng0n036x3qatSNpYsC57VMGxszsjSqC0fHxz5JnPnLeT9x4Yx5uHz+NsdI5lVraFpxTPp8y95d/xnbLnJukvLXn/nIzp3bEfvnl0A2GSDtXn6pbFUVlXx6ZQZjP3vJF/QaySPPz+G7l06LG0ULvG/T6YhwSEnX82eR/6Zv972dIlqWHqFZmQ5K3bzvw9wVURsBswCDgKGAydGRH/gN8DV6b5XAFdExLYse8+P+cAPI2IbYA/gEiXf1dOB/0XEVhHx22rnvRs4FEBSd2DtiBgNnAn8Oz3HHsBfJK1evdKSjpE0StKoqJxX+HehSJpXVLBl317ceN8L7HbERcydv4BTjvouPz9oF8649AH67f97zrzsfq78/eEATJ3+NZsf8Ad2O+IizrzsAa674Cjard6a5hXN6NGtI6++/RG7//QiXh8zkfNP/mGJP132zZ2/kEtveoKhx+5X6qpYjjlzF3Dk767nT78+aOmFFEu4sdjgVrmMXFXysTa15WP/zXpTtXgxm3z/TLYaeDbHH74n6/ZYs8S1bRq+mbeA48++hbN+NXBpry/AI/9+k/3TXkWAg7+/HWt16cAPj72cC656kG02692ke7Eay9z5C7ns5ic5/ZgfLLetqmoxr779EdeeeySPDD+FR597h+df/6AEtSwPWc3HYv8rmxARb6XPRwO9gZ2AeyW9BfwdWDIhaEfg3vT5nTnHEPBHSe8ATwM9gG71nHcEcEj6/NCc434POD0997NAa2Cd6m+OiOERMSAiBqh5+f6xOHnaTCZPm8XocR8D8NDIt9iyby8O23/7pYvT/PPpN9lm0+RK3cJFlcxMh5e+/f6nTJg0nQ3W6cqXX33DN/MW8MizbwPw4Mg32GLjXsuf0BrUhElf8PHkGezykz+xxYF/YPK0Wex2xEVMne7hTqWyqLKKIb+7jkP2HcABe25V6upY9q1yGbmq5GNtasvHg/cdwMj/vEtl1WKmz5zDq29/xNabLPfngTWwRZVVHH/2zRy49zbss+sWS8srq6p44sUx7LfHVkvLmldUcNbxA3n4ulP5+wU/5+s58+jdo3MJat20TJw0nU+mzGD3Iy5im0HnMPmLWew15C9MnfE1a3ftwI5bb8iaHdqyWuuW7L3TprzjocGZU+zG4oKc51VAJ2BWeqVzyWOTeo5xONAF6B8RWwFTSQKsVhHxGTBD0hbAj0muokISqgflnHudiHhvxT9WeZg2YzafTZ3Jhut2BWDXbfvywYTPmfLFV+ycjuvfdduN+ChdVWzNDm1p1iy5erFujzVZv1cXJn42HYAnXhjLd/r3+fY4H01p7I/T5Gy2YQ8+fPJC3nnoPN556DzW7tqB527/Hd06ty911ZqkiODE8+9go95rcfzhe5W6OuVJBT6sOmdkI6stHyd9/iW7bNsXgNVat2RAv958OHFqyerZFEQEQ/9yDxuu042jD9ltmW0vjf6Q9Xt1pXuXDkvL5s1fyNx5yT+ZF0d9QPOKCvr0Xqsxq9wkbbrh2rz32B9545/n8MY/z2HtLh0Yectv6bZme/bYfhPeHT+ZufMXUllZxX/eGM9G6zXhn0lG87GxV0P9Gpgg6ZCIuDcdKrNFRLwNvEIyBOceYHDOe9YApkXEIkl7AEsGtM8G6ppYdzdwGrBGRIxJy54ATpR0YkSEpK0j4s2G+3iN77SL72X4eUfRskUFEz+bzvHn3c6jz73Dn049mOYVzZi/sJJT/ngXkExaHnrsflRVVlG1ODj1wruXzsk456//5Npzh/CnXx/E9FlzOOHc2+s6ra2Eo8+8iZdGf8iMWXPYbL+zOP2YH/DTgTuVulqWeuXtj7jn0dfYdMO12eUnfwLg98cfyPd23qyedzYR8n0WG4EzsgFdf8FR7Ny/D2t2aMvYR87nwuGPcsqwO2vMx+vvfZ6//eEI/nPPmQi48+FXGDc+Ge177okDOWifAazWugVjHzmf2x58mYuue7SEnywbRo+dwD+fGk3f9btzwC8uAeDUo3/A7jtswr+eeXPpwjZLzJg1h5+dNpxmzUS3zmtw8dDabjtnhTjm9zfz0hvj+XLWHLY44Pec9osfcMSBO9a4b4f2q3HcYXvwvZ9djCT23nHTppuZGc5IRURxDiz1Bh6JiH7p698AbYFbgGtIhta0AO6OiPMk9QFuJ2lf/ws4JiJ6SOoMPJzu+xawM/D9iJgo6U5gC+Ax4Kpq5+sGfAacHxHnpmVtgMtJhvkImBgR+9f1OZqt1jVa9T20Qb4n1nBmvv63UlfBrOztvP0ARo8e1SDp1aLLBrHmoIsKOsbU6w8ZHREDGqI+q7osZKTzsTyN//clpa6CVbPGar7vYDlq17qiwTKp0Iws53wsWs9iREwE+uW8vjhn8741vOUzYIf0auZgYFT6vukkczVqOsdPqhXlnm8q1T5fRMwDfpn/pzAzM2t4zkgzM1sVNPYw1Lr0B/6WDruZBfy8tNUxM7NcWR1is4pwRpqZlbGsZmTZNBYj4gVgy1LXw8zMlrfkHlJWGs5IM7PyleWMLJvGopmZlbls5qCZmVnhMpqRbiyamVn9MrzSm5mZWUEynJHFvs+imZmZmZmZrYLcs2hmZnnJ6lVTMzOzQmU1I91YNDOzvGQ1CM3MzAqV1Yx0Y9HMzPKTzRw0MzMrXEYz0o1FMzPLS1avmpqZmRUqqxnpBW7MzMzMzMxsOe5ZNDOzeknZveGwmZlZIbKckW4smplZXrIahGZmZoXKaka6sWhmZnnJahCamZkVKqsZ6TmLZmZmZmZmthz3LJqZWX6yedHUzMyscBnNSDcWzcwsL1kdYmNmZlaorGakG4tmZlY/ZTcIzczMCpLhjHRj0czM6iUgozloZmZWkCxnpBe4MTOzsiBpoqQxkt6SNCot6yTpKUkfpl875uw/VNJ4SR9I2ienvH96nPGSrlRWL/eamVmTIOlGSdMkja1h228khaTOOWUNlo9uLJqZWR609KbDK/vI0x4RsVVEDEhfnw6MjIg+wMj0NZI2BQYDmwH7AldLqkjfcw1wDNAnfezbIN8CMzOzGhU9H2+mhiyT1Av4LvBJTlmD5qMbi2ZmlhepsMdKGgjckj6/BRiUU353RCyIiAnAeGA7Sd2B9hHxckQEcGvOe8zMzIqimPkYEc8DX9aw6TLgNCByyho0Hz1n0czM8tIAozk7LxlemhoeEcNzXgfwpKQA/p5u6xYRUwAiYoqkrum+PYBXct47KS1blD6vXm5mZlY0BWZkfflY0/kOBD6LiLernbtB89GNRTMzq19hvYNLTM8ZXlqTnSNictogfErS+3XXaDlRR7mZmVlxFJ6R9eXjsqeTVgPOBL5Xc22Ws9L56GGoZmZWFiJicvp1GvAPYDtgajp0hvTrtHT3SUCvnLf3BCan5T1rKDczM8uKDYD1gLclTSTJujckrUUD56Mbi2ZmVi8BzZqpoEedx5dWl9RuyXOSq6VjgYeAIeluQ4AH0+cPAYMltZK0HslE/dfSIauzJe2QrvJ2ZM57zMzMGlyhGbmiImJMRHSNiN4R0ZukIbhNRHxOA+ejh6GamVleinwDim7AP9J5F82BOyPicUmvAyMkHU2y2tshABExTtII4F2gEjg+IqrSYx1HsnJcG+Cx9GFmZlY0xcxISXcBu5PMbZwEnB0RN9S0b0PnoxuLZmaWl2LerjAiPgK2rKF8BrBXLe8ZBgyroXwU0K+h62hmZlabImfkYfVs713tdYPlo4ehmpmZmZmZ2XLcs2hmZvVrmNVQzczMsifDGenGopmZ1UsUd4iNmZnZqirLGenGopmZ5UGZDUIzM7PCZDcj3Vg0M7O8ZDQHzczMCpbVjPQCN2ZmZmZmZrYc9yyamVlesjrExszMrFBZzUg3Fs3MrH4ZXunNzMysIBnOSDcWzcysXlle6c3MzKwQWc5INxbNzCwvGc1BMzOzgmU1I73AjZmZmZmZmS3HPYtmZpaXrA6xMTMzK1RWM9KNRTMzy0tGc9DMzKxgWc1INxbNzKx+yu5VUzMzs4JkOCM9Z9HMzMzMzMyW455FMzOrV7IseKlrYWZmVn6ynJFuLJqZWR6U2SE2ZmZmhcluRrqxWI+tN1mHl179W6mrYdV03P7kUlfBqpnx8uWlroJVEw18vIzmoK2kfhv14l8jLyl1NayauQurSl0Fq6bD6i1LXQVrBFnNSDcWzcwsL1m9ampmZlaorGakF7gxMzMzMzOz5bhn0czM6qfsDrExMzMrSIYz0o1FMzOrV7LSW0aT0MzMrABZzkg3Fs3MLC9ZDUIzM7NCZTUj3Vg0M7O8ZDQHzczMCpbVjPQCN2ZmZmZmZrYc9yyamVlesjrExszMrFBZzUg3Fs3MrH4ZXunNzMysIBnOSDcWzcysXkKZvWpqZmZWiCxnpOcsmpmZmZmZlSlJN0qaJmlsTtlfJL0v6R1J/5DUIWfbUEnjJX0gaZ+c8v6SxqTbrlQeLVw3Fs3MLC9SYQ8zM7OsKnI+3gzsW63sKaBfRGwB/BcYmtRDmwKDgc3S91wtqSJ9zzXAMUCf9FH9mMtxY9HMzPLSTCroYWZmllXFzMeIeB74slrZkxFRmb58BeiZPh8I3B0RCyJiAjAe2E5Sd6B9RLwcEQHcCgyq79yes2hmZnlxe8/MzKxmBWZkZ0mjcl4Pj4jhK/D+nwP3pM97kDQel5iUli1Kn1cvr5Mbi2ZmVq9kqIxbi2ZmZtU1QEZOj4gBK3dunQlUAncsKapht6ijvE5uLJqZmZmZma1iJA0B9gf2SoeWQtJj2Ctnt57A5LS8Zw3ldfKcRTMzy0szFfYwMzPLqsbOR0n7Ar8DDoyIuTmbHgIGS2olaT2ShWxei4gpwGxJO6SroB4JPFjfedyzaGZmefEwVDMzs5oVMyMl3QXsTjK3cRJwNsnqp62Ap9JzvxIRx0bEOEkjgHdJhqceHxFV6aGOI1lZtQ3wWPqokxuLZmaWF7cVzczMalbMjIyIw2oovqGO/YcBw2ooHwX0W5FzexiqmZmZmZmZLceNRTMzq5cAFfhfXueRKiS9KemR9HUnSU9J+jD92jFn36GSxkv6QNI+OeX9JY1Jt10pj581M7MiKjQjy5kbi2ZmlpdGWuDmZOC9nNenAyMjog8wMn2NpE2BwcBmwL7A1ZIq0vdcAxxDMqm/T7rdzMysaLK6AJwbi2ZmVj8JFfio/xTqCewHXJ9TPBC4JX1+CzAop/zuiFgQEROA8cB2kroD7SPi5XQZ8Vtz3mNmZtbwipyPpeQFbszMLC+NkGeXA6cB7XLKuqXLfRMRUyR1Tct7AK/k7DcpLVuUPq9ebmZmVjRl3uZbae5ZNDOzxtJZ0qicxzFLNkjaH5gWEaPzPFZNsRx1lJuZmdkKcs+imZnVS0Czwi+bTo+IAbVs2xk4UNIPgNZAe0m3A1MldU97FbsD09L9JwG9ct7fE5iclvesodzMzKwoGigjy5J7Fs3MLC9SYY+6RMTQiOgZEb1JFq75d0QcATwEDEl3GwI8mD5/CBgsqZWk9UgWsnktHbI6W9IO6SqoR+a8x8zMrCiKlY+l5p5FMzPLS4km4V8IjJB0NPAJcAhARIyTNAJ4F6gEjo+IqvQ9xwE3A22Ax9KHmZlZ0ZT7QjUry41FMzOrV2Ne/YyIZ4Fn0+czgL1q2W8YMKyG8lFAv+LV0MzM7FurQg/hyqq1sSjpr9SxKEBEnFSUGpmZmZU5Z6SZmTUFdfUsjmq0WpiZWdnL6uT9leSMNDOzpbKakbU2FiPiltzXklaPiG+KXyUzMytH2YzBleOMNDOzXFnNyHpXQ5W0o6R3gffS11tKurroNTMzs7IiqaBHFjkjzcwMCsvIcpbPrTMuB/YBZgBExNvArkWsk5mZ2aricpyRZmaWUXmthhoRn1Zr9VbVtq+ZmWVPcsPhUteiPDkjzcyatixnZD6NxU8l7QSEpJbASaTDbczMrIlYBYbKlIgz0sysqctwRubTWDwWuALoAXwGPAEcX8xKmZlZ+cloDhbKGWlmZpnNyHobixExHTi8EepiZmZlLKtXTQvhjDQzM8huRuazGur6kh6W9IWkaZIelLR+Y1TOzMysnDkjzcwsy/JZDfVOYATQHVgbuBe4q5iVMjOz8rJk8n4hj4xyRpqZNXGFZmQ5y6exqIi4LSIq08ftQBS7YmZmVl58n8UaOSPNzCyz+VjrnEVJndKnz0g6HbibJAB/DPyrEepmZmZlpLzjrHE5I83MLFdWM7KuBW5GkwTfks/+y5xtAZxfrEqZmVl5kaBZmV/9bGTOSDMzA7KdkbU2FiNivcasiJmZ2arCGWlmZk1BPvdZRFI/YFOg9ZKyiLi1WJUyM7Pyk9GLpgVzRpqZWVYzst7GoqSzgd1JgvBR4PvAi4CD0MysCSn3Sfil4Iw0MzPIbkbm07N4MLAl8GZE/ExSN+D64lbLGsr8BYvY75jLWbCokqrKKg7ca2uG/nK/Ulcr09q3bcOVZw5mk/W7ExGceMFdHDt4N/qs2xWANdq24as589j1p3+hRfMKLhv6Y7beuBeLIzj90gd46Y3xAGy5cU+u/v3htG7Vgqf+8y6nX/pAKT9WJn348VT+35k3LX098bMZDD3mB3ynfx9Ovegevpm3gHW6r8m15x5J+7ZtSljT8pDRHCyUM7LMTZk2k9MuvIsvZs6mmcSP99uBIQftynv/m8zZl93H3PkL6NGtE5eccThtV2/NzK++4aRzb2HMB5/yw3225eyTflTqj5BJCxYu4me/uZaFiyqpqlrM3rtszvE//R6//ePtTJz0BQCz58ynXdvW3Hv1/wFw/d3/5h9PvE6zZuL04way84C+pfwImXTS+Xfw5Etj6dyxHS/edQYAf7r2ER57YQzNJDp3bMdf/3AE3buswbOvvs95Vz3EospKWjRvzjknDWTXJvwzyWpG5tNYnBcRiyVVSmoPTAPK5obDknoDO0XEnSvx3jkR0bbha1U+WrVszoPXnETb1VqxqLKK7/+/S9l7p03ZdnNPtymWC3/9I0a+/B5HDb2JFs0raNO6JUefdcvS7eefNIivv5kHwJBBOwKw8+EX0bljW+69/Fj2POoSIoJLTjuUU/50D6+Pnci9l/2SvXfchKdffq8knymr+qzbjeduPx2AqqrF9Nv/LPbbfUuOGnoD5500iJ236cMdD73M324fyRnH7l/i2lqZKtuMdD4mKioqOP3YA9lso57MmTufHx17GTv334gzLxnB6b88gO223ID7HnuV60c8wyk/+z6tWjbn5J/ty4cTP+e/Ez4vdfUzq2WL5lx/0TGs1ib5+2TIqVfznQF9+csZRyzd5+LhD9N29WR09/8+nsrjz73NP/5+KtO+/Jpjhg7n4etPo6Iin7vAWb4G7789Rx+yK8efe9vSshOO2IuhaQYOv+dZLr7hMS45fTCdOqzOHZf8ku5d1uC9/03mkJOvZuwjF5Sq6pkm6UZgf2BaRPRLyzoB9wC9gYnAoRExM902FDgaqAJOiogn0vL+wM1AG5LRMCdHRJ23e8rnX9goSR2A60hWf3sDeG1FPmCR9QZ+UtMGSXnNycwySbRdrRUAiyqrWFRZldlu8nLQbvVW7LT1Btz20CtA8j3/es68Zfb54d5bcf+TbwDQd721eP71/wIwfeYcvpo9j6036UW3NdvTbvXWvD52IgB3P/Y6++22eeN9kCbo+dc/oHfPzvTq3onxH09jp603BGD37Tfm4WfeLnHtSk+IZirskVHlnJG9cT7Sdc32bLZRTwDartaaDdbtxtTpXzHh02lsu0XSrt+5/0Y88fwYAFZr04oBm69PqxZN5ltUEpJYrU3y90llZRWV1f4+iQieeP4dvr/7VgA88/I49t1tS1q2bE7PtTqxTvfOjP3g01JUPdN22npDOrZfbZmydjkja+bOW7j057RF315077IGABuv350FCxaxYOGixqtsGSk0I/NwM7BvtbLTgZER0QcYmb5G0qbAYGCz9D1XS6pI33MNcAzQJ31UP+Zy6v1NGBG/Sp9eK+lxoH1EvFPf++qTXvF8jGRux07AZ8BAYG3gKqALMBf4RUS8L+lm4JGIuC99/5KrnhcCm0h6C7gFmAnsR7LQwOqSDgQeBDoCLYCzIuLBQuu/KqmqWszuP72ICZO+4OhDdmVAv96lrlJmrbt2Z6bPnMNVv/8J/fr04K33P2XopQ8wd/5CAHbaagOmfTmbjz5NhtiM/fAzvr9rP+5/6g16dO3AVhv3pEe3jixeHEyeNmvpcSdPm0X3Lh1K8ImajgeeeoMffa8/AJts0J3Hnh/DD3bbggdHvsln02aWuHZlQNkdYlOIYmSk87F4Jn3+Je+O/4wtN1mXjXqvxcj/jGPvnfvx2HPv8PkXs0pdvSanqmoxg0+8gk8mz2DwATuxxcbrLN02euwE1uzYlnV7dAFg2oyvl9nerfMaTJ3xVaPXuakads3D3PPoa7Rv24Z/Xn3ictsf/vdbbN63J61atihB7cpAkTMyIp5PsyHXQJI585D8jn8W+F1afndELAAmSBoPbCdpIklGvQwg6VZgEEne1KrWnkVJ21R/AJ2A5unzhtAHuCoiNgNmAQcBw4ETI6I/8Bvg6nqOcTrwQkRsFRGXpWU7AkMiYk9gPvDDiNgG2AO4RE2sa62iohkv3DmUcf+6gDfGfcy74yeXukqZ1byiGVv27cmND7zEbkf+hbnzF3LKkL2Xbj/oe9ss7VUEuP3hV5k87SueuflU/vTrH/HamIlUVtXc+1vPKAErwMJFlTz+whgG7rk1AFee9RNuuO8F9jzyz8yZO5+WzSvqOULTIKmgR5Y0QkY6HxvYN/MWcOI5t3DGrwbSdvXW/PG3P+aOB1/ih8dexjfz5tPC/84bXUVFM+69+v946vYzGfvBJ3w48dthv489+9bSXkWoOQMz/L9r2TnzuAN45+HzOXifAVx/7/PLbHv/oymcd9VDXHL64BLVrjwUmI+dJY3KeRyTxym7RcQUgPRr17S8B5Db7T4pLeuRPq9eXqe6ehYvqWNbAHvWd/A8TIiIt9Lno0mGzOwE3JvzC6DVShz3qYj4Mn0u4I+SdgUWk3xTugG1TkRIf0DHAPRaZ53adlvlrNFuNb7Tvw8jX36XTTdcu9TVyaTJ02YxedosRo/7GICH/v0WpxyZNBYrKpqx/x5bsseQvyzdv6pqMWde/o+lr5+47hQ++vQLZn09j7W7dlhavnbXDnw+3VdQi+Xp/7zLFn170XXN9gBs1Hst7v/r8QCM/2QaT740rpTVKxueGbSMYmdk2edjj569VuL0pbGosooTz7mZA/bahn122QKADdbpxk1//iUAEz79gmdf8ZzwUmnftg0DttiAl0Z9QJ/ea1FZVcXIl8Zy919PWrpPt85rLNP7O3X6V3Tt1L4EtW3aDtpnAIf9+lpOPyZZLHHy1Jkcedp1XHX2T1mvZ5cS1660CszI6RExoGFqQk1XUaKO8jrV+rkiYo86Hg3RUARYkPO8iuSq7Kz0KuiSxybp9sol9U2vfLas47jf5Dw/nGTITv+I2AqYSs69sGoSEcMjYkBEDOjSedX+H3/6zNl8NXsuAPPmL+TZ1z6gT+9uJa5Vdk37cjafTZvFhuskF3d2HbARH6QLJOy+7UZ8OHEqk6d92+hr06oFq7VO/lfefbu+VFZV8cGEqUyd8TVz5i5gQL91ARj8/W159Pmxjfxpmo4Hnhy9dAgqwBdfzgZg8eLFXHLj4/zsh98pVdWsTDVCRpZ9PnZac9XIx4jgjIvvYYN1uvHzQ3ZbWj5j5rf/zq++4ykOO2DHUlWxSfpy1pylc/rnL1jEK29+yHq9kv+nXnlzPOv16sJaOdMvdt9hUx5/7m0WLqxk0udf8vHk6fTru+pcsFiV/e+TaUufP/7CGPqsm/wd+dXsuRz262v5/a8OZPsty2Jdr6ZmqqTuAOnXJT+oSUDuP46ewOS0vGcN5XUqt9nbX5OMrT0kIu5NQ2+LiHibZJWf/sAIkrG4SwZFzwba1XHMNUhWDlokaQ9g3aLVvgx9Pv1rfnXObVQtXszixcEP996GfXfxQinFdNrF9zP8vJ/SsnlzJk6ezvHnJwsR/ui7yw5BBejcqR33X3EsixcHU774imPPuX3ptlMvGsHVf0hunfH0y+/y1H/ebdTP0VTMnb+QZ197n0uHfjt85oEnR3PDfckwm/322JKfHLBDqapXNoSHfJWY83EljR47gQefGk3f9bpz4DFJh/Cvj/4BH0/6gjsefAmA7+6yOQftu93S9+zxkwuYM3c+ixZV8fRLY7npomPYsPdaJal/Vk3/cjZnXXIPVVWLWRzBPrtuwW7bbwrA49WGoAJs2HstvrfrFgz65cVUNGvGGccP8kqoRfCLs27ipTfG8+WsOWy+/+/53TE/4OmXxjH+k2k0ayZ6rtWJS373YwCuv/d5JkyaziU3Ps4lNz4OwL1XHk+XTnX92smmEmXkQ8AQkvnpQ0jmoC8pv1PSpSRz3fsAr0VElaTZknYAXgWOBP5a30lUqnlQ6STNR3KWf/0N0JZkguY1QHeSwLs7Is5L7131IMnV05Ek8zbaSmoBPA50JlkpaCYwICJOSI/bGXg4PdZbwM7A9yNiYj5Lg/fvPyBeenVUQ350awAdtz+51FWwama8fHmpq2DVfGfHbXlj9KgGSa9uG/aLwy65r6BjXDFok9ENOMwms1aVfNxiq/7xr3//pyE/ujWA+YuqSl0Fq2btjr5Pbzlq26pZg2VSoRlZXz5KuotkMZvOJKNAzgb+SXKRcB3gE+CQJdMMJJ0J/Jxk5MkpEfFYWj6Ab2+d8RhJXtTZGCxZz2JETAT65by+OGfzcsu4RsRUIPfy/tC0fBGwV7Xdb85533SSCf011SET95AyM2sMzdyx2Cicj2Zmq55iZmREHFbLpuq/45fsPwwYVkP5KHLyJR/19t8rcYSkP6Sv15G0XX3vMzOz7JC8GmpNnJFmZlZoRpazfAZ7X01y5XFJi3Y2yX2ezMzMmjpnpJmZZVY+w1C3j4htJL0JEBEzJdW10pqZmWWQh6HWyBlpZmaZzch8GouLJFWQ3odDUheS+zGZmVkTUuYjZUrFGWlmZpnNyHwai1cC/wC6ShoGHAycVdRamZlZWRHQLKtJWBhnpJlZE5fljKy3sRgRd0gaTbLajoBBEfFe0WtmZmZW5pyRZmaWZfU2FiWtA8wluRfT0rKI+KSYFTMzs/Li218vzxlpZmaQ3YzMZxjqv0jmYghoDawHfABsVsR6mZlZmcnoCJtCOSPNzCyzGZnPMNTNc19L2gb4ZdFqZGZmZUdSZudjFMIZaWZmWc7IfHoWlxERb0jathiVMTOz8pXRHGxQzkgzs6YpqxmZz5zFX+e8bAZsA3xRtBqZmZmtIpyRZmaWZfn0LLbLeV5JMj/j/uJUx8zMylVWbzhcIGekmZllNiPrbCymNxpuGxG/baT6mJlZGSr2PaQktQaeB1qRZNN9EXG2pE7APUBvYCJwaETMTN8zFDgaqAJOiogn0vL+wM1AG+BR4OSIiCLU2RlpZmaZvs9irau8SmoeEVUkQ2rMzKyJkwp71GMBsGdEbAlsBewraQfgdGBkRPQBRqavkbQpMJhk1dF9gavTxhvANcAxQJ/0sW9Dfh/S8zsjzcxsqSLmY0nV1bP4GkkIviXpIeBe4JslGyPigSLXzczMyoWKO8Qm7fmbk75skT4CGAjsnpbfAjwL/C4tvzsiFgATJI0HtpM0EWgfES8DSLoVGAQ81sBVdkaamVmiyBlZSvnMWewEzAD25Nt7SQXgIDQzsxXRWdKonNfDI2L4khdpz+BoYEPgqoh4VVK3iJgCEBFTJHVNd+8BvJJzrElp2aL0efXyYnFGmplZZtXVWOyarvI2lm8DcIkGn/thZmblTRR82XR6RAyobWM6rHMrSR2Af0jqV2d1ajhEHeUNzRlpZmZLNUBGlqW6GosVQFsaL3jNzKxMJZP3G+dcETFL0rMkcw2nSuqe9ip2B6alu00CeuW8rScwOS3vWUN5Q3NGmpkZ0LgZ2djqaixOiYjzGq0mZmZW1ooZhJK6AIvShmIbYG/gIuAhYAhwYfr1wfQtDwF3SroUWJtkIZvXIqJK0ux0cZxXgSOBvxahys5IMzNbqik2FjP6kc3MrAx1B25J5y02A0ZExCOSXgZGSDoa+AQ4BCAixkkaAbxLcn/D49NhrADH8e2tMx6j4Re3AWekmZk1AXU1FvdqtFqYmVnZUxHX946Id4CtayifQS15FBHDgGE1lI8C6prv2BCckWZmtlQxM7KUam0sRsSXjVkRMzMrX1mej7EynJFmZrZEljMyn1tnmJlZU7cK3DjYzMysJDKckW4smplZXpplNQnNzMwKlNWMbFbqCpiZmZmZmVn5cc+imZnVK8vzMczMzAqR5Yx0Y9HMzPKS0RE2ZmZmBctqRnoYqpmZ5UE0K/BhZmaWTcXPR0n/J2mcpLGS7pLUWlInSU9J+jD92jFn/6GSxkv6QNI+K/vJ3Fg0M7N6ieSqaSEPMzOzLCo0I+s9vtQDOAkYEBH9gApgMHA6MDIi+gAj09dI2jTdvhmwL3C1pIqV+WxuLJqZmZmZmZW35kAbSc2B1YDJwEDglnT7LcCg9PlA4O6IWBARE4DxwHYre1IzM7O6KbuT983MzApS5IyMiM8kXQx8AswDnoyIJyV1i4gp6T5TJHVN39IDeCXnEJPSshXmxqKZmeUlq/eQMjMzK1SBGdlZ0qic18MjYviSF+lcxIHAesAs4F5JR9RxvJoqEytTMTcWzcysXkvmY5iZmdmyGiAjp0fEgDq27w1MiIgvACQ9AOwETJXUPe1V7A5MS/efBPTKeX9PkmGrK8xzFs3MzMzMzMrXJ8AOklaTJGAv4D3gIWBIus8Q4MH0+UPAYEmtJK0H9AFeW5kTu2fRzMzy4mGoZmZmNStmRkbEq5LuA94AKoE3geFAW2CEpKNJGpSHpPuPkzQCeDfd//iIqFqZc7uxaGZmeXFb0czMrGbFzsiIOBs4u1rxApJexpr2HwYMK/S8biyamVm9hOctmJmZ1STLGenGopmZ1U8gdy2amZktL8MZmdVGsJmZmZmZmRXAPYtmZpaXbF4zNTMzK1xWM9KNRTMzq5fwaqhmZmY1yXJGurFoZmZ5yWYMmpmZFS6rGek5i2ZmZmZmZrYc9yyamVleMjrCxszMrGBZzUg3Fs3MLA/K7LLgZmZmhcluRrqxaKukma9eUeoqWDUdtz2h1FWwahZ88EmDHSvLNxy2ldOiQnRp36rU1TAre5Nnzit1FazIspyRbiyamVlesnrV1MzMrFBZzcisNoLNzMzMzMysAO5ZNDOzvGTzmqmZmVnhspqRbiyamVn9lN0hNmZmZgXJcEa6sWhmZvXK8uR9MzOzQmQ5I91YNDOzvGT1qqmZmVmhspqRWW0Em5mZmZmZWQHcs2hmZnnJ5jVTMzOzwmU1I91YNDOzvGR0hI2ZmVnBspqRbiyamVm9ksn7GU1CMzOzAmQ5Iz1n0czMzMzMzJbjnkUzM8tLVofYmJmZFSqrGenGopmZ5UEoo0NszMzMCpPdjPQwVDMzy4tU2KPuY6uXpGckvSdpnKST0/JOkp6S9GH6tWPOe4ZKGi/pA0n75JT3lzQm3XalsnrzKzMzKxvFysdSc2PRzMzqtWTyfiGPelQCp0bEJsAOwPGSNgVOB0ZGRB9gZPqadNtgYDNgX+BqSRXpsa4BjgH6pI99G/SbYWZmlqPQjCxnbiyamVnJRcSUiHgjfT4beA/oAQwEbkl3uwUYlD4fCNwdEQsiYgIwHthOUnegfUS8HBEB3JrzHjMzM1sBnrNoZmb1a8ShMpJ6A1sDrwLdImIKJA1KSV3T3XoAr+S8bVJatih9Xr3czMysOFaB4aQry41FMzPLSwMEYWdJo3JeD4+I4cueQ22B+4FTIuLrOqYb1rQh6ig3MzMrGjcWzcysSWuAld6mR8SAWo8vtSBpKN4REQ+kxVMldU97FbsD09LySUCvnLf3BCan5T1rKDczMyuaYq+GKqkDcD3Qj+Qi6M+BD4B7gN7ARODQiJiZ7j8UOBqoAk6KiCdW5ryes2hmZvUS0EyFPeo8ftKFeAPwXkRcmrPpIWBI+nwI8GBO+WBJrSStR7KQzWvpkNXZknZIj3lkznvMzMwaXKEZmacrgMcjYmNgS5K5/SuzCNwKcWPRzMzKwc7AT4E9Jb2VPn4AXAh8V9KHwHfT10TEOGAE8C7wOHB8RFSlxzqO5OrreOB/wGON+knMzMwakKT2wK4kF1WJiIURMYsVXARuZc7tYahmZpaXYg6xiYgXqXm+IcBetbxnGDCshvJRJMN0zMzMGkWRh6GuD3wB3CRpS2A0cDIrvgjcCnPPopmZ5aWQGw5ndeK/mZkZFJyPnSWNynkcU+3wzYFtgGsiYmvgG9Ihp7VVp4aylVrszT2LZmaWl2JP3jczM1tVFZiRdS4AR9IzOCkiXk1f30fSWFzRReBWmHsWzczMzMzMylREfA58KqlvWrQXyZz9FVoEbmXO7Z5FMzOr15KV3szMzGxZjZSRJwJ3SGoJfAT8jKTjb4Sko4FPgEMgWQRO0pJF4CpZdhG4FeLGopmZ5UEehmpmZlaj4mdkRLwF1DRUdYUWgVtRbiyamVn9vEiNmZlZzTKckW4smplZXjKag2ZmZgXLakZ6gRszMzMzMzNbjnsWzcysXsnk/axeNzUzM1t5Wc5INxbNzCwv2YxBMzOzwmU1I91YNDOz/GQ1Cc3MzAqV0Yx0Y9HMzPLiW2eYmZnVLKsZ6QVuzMzMzMzMbDnuWTQzs7xkdO6+mZlZwbKakW4smplZXjKag2ZmZgXLaka6sWhmZvnJahKamZkVKqMZ6TmLZmZmZmZmthz3LJqZWb1Edld6MzMzK0SWM9KNRTMzq5+yO3nfzMysIBnOSDcWzcwsLxnNQTMzs4JlNSPdWDQzs/xkNQnNzMwKldGM9AI3ZmZmZmZmthz3LJqZWR6U2cn7ZmZmhcluRrqxaGZmecnq5H0zM7NCZTUj3VhsIqqqFrPHkX+me9c1uOey40pdnSbphPNu54kXx9K5YztevufMpeXD73mW60Y8T/OKZnz3O/0476RBpatkhrVv24Yrz/oJm2zQnQg48fw7mLdgIZeePpjWrVpQWbmY31x0D2+8+zG9unfi1RFnMf6TaQCMGjORX194N21ateDmC4+md8/OVC0OnnhhDOf+7aESf7LGITI7HcOagJp+//7z6Te4aPijfDBxKiNv/g1bb7ouAF/OmsOQ02/gzXc/5rD9d+Avpx1ayqpn1or8TJ559T3O/dtDLFxUScsWzTnvpEHsum3fUlY/kxYsXMSRp17DwkWVVFUt5nu7bM4JR+7DlTc/zjMvj0MSa3Zoy7Df/piua67Bosoq/nDpvbw3/jOqqhZz4N79+cVhe5b6Y5REljNylWssSjoWmBsRt0o6CngyIian264HLo2Id0tZx3J07d3PsNF63Zj9zfxSV6XJOmz/HfjFobtx7Nm3Li17YdR/efS5Mbx411BatWzBF1/OLmENs+3CUw9m5MvvctTpN9CieQVtWrfkpj/9nD9f/xhP/+ddvrvTppx70iAOOPYKACZ+Np1dD79wueP89faRvDj6Q1o0r+DBq09k75025en/NJFfOVlNwoxwPtaupt+/m2ywNrf++Rf835/uWmbfVq1acMax+/Pe/ybz3v+mNHZVm4wV+Zms2aEtd136S7p36cC74ydz8ElX8e6jwxq7ypnXskVzbvzzL1m9TSsWVVbx0/+7il223ZifH7I7Jx21LwC3/+NFrrn9ac4++SCeeP4dFi2q5J/DT2Xe/IUc+IuL+cEeW9FjrU4l/iQlktGMXOUWuImIayNiyW+Wo4C1c7b9v6YahHX5bOpMnnxxHEcO3KnUVWnSdt5mQzq2X22Zshvvf4FThnyXVi1bANClU7tSVC3z2q3emp223oDbHnwZgEWVVXw9Zx4RyTZIeh4//+KrOo8zb8EiXhz94dJjvP3Bp6zdtUNR626WL+dj7Wr6/dt3vbXo07vbcvuu3qYVO261Aa3T38tWHCvyM9miby+6d+kAwCYbdGf+wkUsWLioMarZpEhi9TatAKisrKKyajFCtE1zEmDe/IVLh1tKMHf+QiqrqliwcBEtmlew+mqtazq0rcIatWdRUm/gceBVYGvgv8CRwI7AxWl9XgeOi4gFki4EDgQqSa6Q/kbSOcAcYCIwALhD0rz0GI8BvwG2BdaLiNPS8x4F9I+IEyUdAZwEtEzr8auIqCr6hy+hMy69n3NPGsScue5VLDfjP57Gy2/9jwuueZhWLVtw/sk/ZJvN1i11tTJn3R5rMn3WHK46+wj69enBW+99ytBL7uOMS+/j/r8ez/kn/xBJ7Hv0JUvfs87aa/Lc7b9j9jfzGXbNI7z81v+WOWb7tm3Yd5fNufbuZxv505ROVifvlwPno1l+Hvr3W2yxUa+lF1mtYVVVLeaQ4y/nk8kzOOzAndhik3UAuOKmx3joqdG0Xb01N/3lWAC+t8sWPPOfcew++Hzmz1/IacceSIdqFwCakqxmZCl6FvsCwyNiC+Br4NfAzcCPI2JzkkA8TlIn4IfAZum+F+QeJCLuA0YBh0fEVhExL2fzfcCPcl7/GLhH0ibp850jYiugCji8egUlHSNplKRRX0z/oiE+c8k8/sIYOndsx1bpP3YrL5VVi5k1ey5P3fQbzjt5ED8740YiotTVypzmFRVs2bcXN973ArsdcRFz5y/glKO+y88P2oUzLn2Afvv/njMvu58rf5/8Opg6/Ws2P+AP7HbERZx52QNcd8FRS3sgASoqmnHDsKP4+z3P8vFnM0r1sRqdVNjD6uV8NKvDe/+bwjl/fZDLzhhc6qpkVkVFMx649tf8+86zGPPBp3w44XMATv7Z9xl551nsv+c23PnQSwCM+eATmjVrxjN3/Z4nbj2DW+5/nk+nNJ1MrC6r+ViKxuKnEfFS+vx2YC9gQkT8Ny27BdiVJCjnA9dL+hEwN98TRMQXwEeSdpC0JkkAv5Seqz/wuqS30tfr1/D+4RExICIGdOncZWU+Y9l49e2PePyFMWxx4B84+oybeOH1/3LM728pdbUs1aNrBw7YY0sk0X+z3jSTmDFrTqmrlTmTp81k8rRZjB73MQAPjXyLLfv24rD9t+fhZ94C4J9Pv8k26WIKCxdVMvOrbwB4+/1PmTBpOhus03Xp8S4/4zD+98kXXHvXs436OUpNBT6sXs5Hs1p8NnUmPz1tONec+1PW6+n/94qtfds2bLfF+rw46v1lyvfbc2ueemEMAP/695t8Z9u+tGhewZod27L1Zr0Z999JpahuWchqPpaisZhXt0lEVALbAfcDg0iG56yIe4BDgYOAf0TSXSPglvRK61YR0TcizlnB465Szj5hIOP+dQHvPHQeN/zxZ+yy7UYMP39IqatlqR/svgXPv578HTj+46ksXFTJmh3alrhW2TNtxmw+mzqTDddNGny7btuXDyZ8zpQvvmLnbfqkZRvx0adJT8maHdrSrFny63vdHmuyfq8uTPxsOgBnHrs/7du2Yeil95fgk1jGOR/NavDV7Ln8+P+u5Q/HH8gOW25Q6upk1pez5vD1nGQgwvwFi3j5zfGs16srH3/27SiCZ14ex3q9kizt3rUjr741nohg7ryFvP3ex6zXyw35rCnFaqjrSNoxIl4GDgOeBn4pacOIGA/8FHhOUltgtYh4VNIrwPgajjUbqG1FkAeAM4GPgd+lZSOBByVdFhHT0qE87SLi44b7eGY1O/rMm3hp9IfMmDWHzfY7i9OP+QFHHLgjJ5x3Bzv+eBgtW1RwzTk/ReU+HmEVddrF9zL8vKNo2aKCiZ9N5/jzbufR597hT6ceTPOKZsxfWMkpf0xW4Ntp6w0Zeux+VFVWUbU4OPXCu5n19VzW7tqB3xy9Lx9M+Jznbk9+rVw34rmlC+dk2qpw+XPV53wskpp+/3Zsvzq/u/heps+cw4//71o236gH9//1BAC2OPAPzP5mPosWVfLoc+9w/1+PZ+P1u5f4U2TLivxMrhvxPBM+/YK/XP84f7k+uTbywN9O8KJwDeyLL7/mjL/cw+LFi1m8ONhnty3ZfYdNOfm8W5j46Rc0aya6d+3I2ScfBMBhB+7EWRePYOAxlxAR/PB729J3/bXrOUtGZTgj1Zjzo9IJ/I8CzwM7AR+ShN9yE/iBTsCDQGuSb//FEXHLkgn8EXGxpIOAPwLLTOCPiFHp+R4BNo2I9XPq8GNgKEmv6iLg+Ih4pbY69+8/IF56dVRDfQvMMqvjtieUugpWzYIPRrB47rQGia/NttwmRjz6QkHH6Nez7eiIGNAQ9cka56NZdk2eOa/+nazRbdB1tQbLpEIzspzzsRQ9i4sj4thqZSNJVn/LNYVkmM0ycofFRMT9JMNwlti92r771/D+e0iG4JiZWZ5E+U/CzwDno5nZKqixMlJSBckCZp9FxP7pKJB7gN4kK2EfGhEz032HAkeTLFh2UkQ8sTLnXOXus2hmZqXhBW7MzMxq1kj5eDLwXs7r04GREdGH5OLi6QCSNgUGA5sB+wJXpw3NFdaojcWImBgR/RrznGZmZuXO+WhmZnWR1BPYD7g+p3ggyUrZpF8H5ZTfHRELImICydz25Uak5MM9i2Zmlh93LZqZmdWs+Pl4OXAasDinrFtETAFIvy65z1cP4NOc/SalZSvMjUUzM8uLCvzPzMwsqwrMx86SRuU8jlnm2NL+wLSIGJ13dZa3UqualmKBGzMzWwV5gRszM7OaFZiR0+tZDXVn4EBJPyBZCbu9pNuBqZK6R8QUSd2Baen+k4BeOe/vCUxemYq5Z9HMzPJS7FGokm6UNE3S2JyyTpKekvRh+rVjzrahksZL+kDSPjnl/SWNSbddKd+81MzMiqyY+RgRQyOiZ0T0Jlm45t8RcQTwEDAk3W0IyW2VSMsHS2olaT2gD/DaynwuNxbNzKxc3EyyaluulVnp7RrgGJJw7FPDMc3MzLLgQuC7kj4Evpu+JiLGASOAd4HHSe6bW7UyJ/AwVDMzy0+R++ci4vn05vS5BsLSewTeAjwL/I6cld6ACZLGA9tJmgi0j4iXASTdSrI63GPFrb2ZmTVpjTSGJSKeJclCImIGsFct+w0DhhV6PjcWzcysXslQmYKTsLOkUTmvh0fE8Hres8xKb5JyV3p7JWe/JSu9LUqfVy83MzMrigbKyLLkxqKZmdVPDbLATX0T+FdEbSu9NdgKcGZmZnlpmIwsS56zaGZm5WxqusIbea70Nil9Xr3czMzMVpAbi2Zmlpdir4ZaixVa6S0dsjpb0g7pKqhH5rzHzMysKEqQj43Cw1DNzCw/RU40SXeRLGbTWdIk4GySld1GSDoa+AQ4BJKV3iQtWemtkmVXejuOZGXVNiQL23hxGzMzK65yb/WtJDcWzcwsDyr65P2IOKyWTSu00ltEjAL6NWDVzMzM6lD8jCwVNxbNzCwvWZ28b2ZmVqisZqTnLJqZmZmZmdly3LNoZmb1WhUm4ZuZmZVCljPSjUUzM8tPVpPQzMysUBnNSDcWzcwsL1mdvG9mZlaorGakG4tmZpaXrE7eNzMzK1RWM9IL3JiZmZmZmdly3LNoZmZ5yehFUzMzs4JlNSPdWDQzs/opu0NszMzMCpLhjHRj0czM8pTRJDQzMytYNjPScxbNzMzMzMxsOe5ZNDOzeonsDrExMzMrRJYz0o1FMzPLS0Zz0MzMrGBZzUg3Fs3MLC9ZvWpqZmZWqKxmpBuLZmaWF2X2uqmZmVlhspqRXuDGzMzMzMzMluOeRTMzy082L5qamZkVLqMZ6caimZnlJaM5aGZmVrCsZqQbi2ZmVi8pu5P3zczMCpHljPScRTMzMzMzM1uOexbNzCwvWV3pzczMrFBZzUg3Fs3MLD/ZzEEzM7PCZTQjPQzVzMzyogIfZmZmWVXMfJTUS9Izkt6TNE7SyWl5J0lPSfow/dox5z1DJY2X9IGkfVb2c7mxaGZmeVkygX9lH2ZmZllV5HysBE6NiE2AHYDjJW0KnA6MjIg+wMj0Nem2wcBmwL7A1ZIqVuZzubFoZmZmZmZWpiJiSkS8kT6fDbwH9AAGAreku90CDEqfDwTujogFETEBGA9stzLn9pxFMzPLgzI7ed/MzKwwjZeRknoDWwOvAt0iYgokDUpJXdPdegCv5LxtUlq2wtxYNDOzegkPJTUzM6tJA2RkZ0mjcl4Pj4jhy51HagvcD5wSEV+r9pPWtCFWpmJuLJqZmZmZmZXO9IgYUNcOklqQNBTviIgH0uKpkrqnvYrdgWlp+SSgV87bewKTV6ZinrNoZmZ58QI3ZmZmNStmPirpQrwBeC8iLs3Z9BAwJH0+BHgwp3ywpFaS1gP6AK+tzOdyz6KZmZmZmVn52hn4KTBG0ltp2RnAhcAISUcDnwCHAETEOEkjgHdJVlI9PiKqVubEbiyamVlevMCNmZlZzYqZkRHxIrXfknGvWt4zDBhW6LndWKzHG2+Mnt6mhT4udT0aSGdgeqkrYcvwz6Q8ZeXnsm6DHclDSa0a56M1Av9cyk+WfibOyDy4sViPiOhS6jo0FEmj6ps8a43LP5Py5J/L8kTtlzStaXI+WrH551J+/DOpWZYz0gvcmJmZmZmZ2XLcs2hmZvnJ6mVTMzOzQmU0I91YbFqWu7mnlZx/JuXJP5caeIEbyzD/my9P/rmUH/9MapHVjHRjsQmJCP8DLzP+mZQn/1xqltXJ+2b+N1+e/HMpP/6Z1C6rGenGopmZ5SWjOWhmZlawrGakF7gxMzMzMzOz5bhn0czM8pPVy6ZmZmaFymhGumexCZDURlLfUtfDzFZtKvA/s3LjfDSzhpLVfHRjMeMkHQC8BTyevt5K0kMlrVQTJWm2pK9reMyW9HWp69eUKXGEpD+kr9eRtF2p61VORDJ5v5CHWTlxPpYXZ2T5ckbWr9CMLGeKiFLXwYpI0mhgT+DZiNg6LXsnIrYobc3Myoeka4DFwJ4RsYmkjsCTEbFtiatWNiQ9DnQu8DDTI2LfhqiPWaGcj2b5cUbWrwEysmzz0XMWs68yIr5SuV+2aIIkdQVaL3kdEZ+UsDpN3fYRsY2kNwEiYqaklqWuVDkp1xAzK4DzsYw5I8uKM7IeWc5ID0PNvrGSfgJUSOoj6a/Af0pdqaZM0oGSPgQmAM8BE4HHSlopWySpAggASV1IrqKaWXY5H8uQM7IsOSObMDcWs+9EYDNgAXAn8BVwSikrZJwP7AD8NyLWA/YCXiptlZq8K4F/AF0lDQNeBP5Y2iqZWZE5H8uTM7L8OCObMM9ZzDhJW0fEm6Wuh31L0qiIGCDpbWDriFgs6bWI8GTxEpK0MckfJQJGRsR7Ja6SmRWR87E8OSPLkzOy6fKcxey7VFJ34F7g7ogYV+oKGbMktQWeB+6QNA2oLHGdmjRJVwD3RMRVpa6LmTUa52N5ckaWGWdk0+aexSZA0lrAocCPgfYk/+AvKG2tmi5JqwPzSIaBHw6sAdwRETNKWrEmTNIQkn8fG5EMtbknIkaVtlZmVmzOx/LjjCw/zsimzY3FJkTS5sBpwI8jwqtYlUA6QfyJiNi71HWx5UnqBBwEDAbWiYg+Ja6SmTUC52N5cEaWN2dk0+QFbjJO0iaSzpE0FvgbyUpvPUtcrSYrIqqAuZLWKHVdrEYbAhsDvYH3S1sVMysm52P5cUaWPWdkE+Q5i9l3E3AX8L2ImFzqyhgA84Exkp4CvllSGBEnla5KTZuki4AfAf8DRgDnR8SsklbKzIrN+VienJFlxhnZtLmxmHERsUOp62DL+Vf6yOXx4KU1AdgxIqaXuiJm1jicj2XLGVl+nJFNmBuLGSVpREQcKmkMy/6SFRARsUWJqmbQISKuyC2QdHKpKtOUSdo4It4HXgPWkbRO7vaIeKM0NTOzYnE+lj1nZJlwRhp4gZvMktQ9IqZIWrem7RHxcWPXyRKS3oiIbaqVvRkRW5eqTk2VpOERcYykZ2rYHBGxZ6NXysyKyvlY3pyR5cMZaeDGYuZJuigifldfmRWfpMOAnwDfAV7I2dQOqPLqb6UjqXVEzK+vzMyyw/lYXpyR5csZ2bS5sZhxtVyhe8fDbBpfehV7PeBPwOk5m2YD70SEbzpcIrX8O1muzMyyw/lYXpyR5csZ2bR5zmJGSToO+BWwvqR3cja1A14qTa2atnRo08fAjqWuiyXSG3L3ANpI2ppkzhIkN+derWQVM7OicT6WJ2dk+XFGGrhnMbPSexR1pIYrdBHxZWlqZQCSZvPtogotgRbANxHRvnS1apokDQGOAgYAo3I2zQZujogHSlEvMyse52N5c0aWD2ekgRuLTYakrkDrJa8j4pMSVsdySBoEbBcRZ5S6Lk2VpIMi4v5S18PMGp/zsbw5I0vPGdm0ubGYcZIOAC4F1gamAesC70XEZiWtmC1D0iu+51fjk3RERNwu6VRquI9XRFxagmqZWSNwPq46nJGl4Yw08JzFpuACYAfg6YjYWtIewGElrlOTJulHOS+bkQzv8FWb0lg9/dq2pLUws1JwPpYhZ2RZcUaaexazTtKoiBgg6W1g64hYLOm1iNiu1HVrqiTdlPOyEpgIXBcR00pTIzOzpsf5WJ6ckWblxT2L2TdLUlvgeeAOSdNIfvlaiUTEz0pdB1uWpD+T9DLMAx4HtgROiYjbS1oxMysm52MZckaWH2dk09as1BWwohtI8o/7/0j+gf8POKCkNWriJG0kaaSksenrLSSdVep6NXHfi4ivgf2BScBGwG9LWyUzKzLnYxlyRpYlZ2QT5sZixkXENxFRFRGVEXFLRFwZETNKXa8m7jpgKLAIICLeAQaXtEbWIv36A+AuL59vln3Ox7LljCw/zsgmzMNQM67a/YqW+IrkfjmnRsRHjV+rJm+1iHhNUm6Zhz6V1sOS3ifpZfiVpC7A/BLXycyKyPlYtpyR5ccZ2YS5sZh9lwKTgTsBkVydWwv4ALgR2L1kNWu6pkvagPSPFEkHA1NKW6WmLSJOl3QR8HVEVEn6hmSImplll/OxPDkjy4wzsmnzaqgZJ+nViNi+WtkrEbGDpLcjYstS1a2pkrQ+MBzYCZgJTAAOj4iPS1qxJkxSC+A4YNe06Dng2ohYVLpamVkxOR/LkzOy/DgjmzbPWcy+xZIOldQsfRyas81XCkrjM+AmYBhwN/AUMKSkNbJrgP7A1eljm7TMzLLL+VienJHlxxnZhHkYavYdDlxB8o87gFeAIyS1AU4oZcWasAeBWcAbJEOgrPS2rdaL8O/03mtmll3Ox/LkjCw/zsgmzI3FjEsn6Ne2FPiLjVkXW6pnROxb6krYMqokbRAR/4Olw6CqSlwnMysi52PZckaWH2dkE+ZhqBnn+xWVpf9I2rzUlbBl/BZ4RtKzkp4F/g2cWtoqmVkxOR/LljOy/DgjmzA3FrPP9ysqP98BRkv6QNI7ksZIeqfUlWriXgL+DixOH38HXi5pjcys2JyP5ckZWX6ckU2Yh6Fmn+9XVH6+X+oK2HJuBb4Gzk9fHwbcBhxSshqZWbE5H8uTM7L8OCObMDcWs8/3KyozXv67LPWtNnn/GU/eN8s852MZckaWJWdkE+bGYvYdT3K/oo0lfUZ6v6LSVsms7LwpaYeIeAVA0vYkw27MLLucj2b5cUY2YYrwrYSyTFIr4GCgN9CJZBhBRMR5payXWTmR9B7QF/gkLVoHeI9kbkZExBalqpuZFYfz0Sw/zsimzT2L2ef7FZnVz8u0mzU9zkez/DgjmzD3LGacpLER0a/U9TAzMysnzkczs/r51hnZ5/sVmZmZLc/5aGZWD/csZpykd4ENSSbuLwCEx5ebmVkT53w0M6ufG4sZJ2ndmsq9NLWZmTVlzkczs/q5sWhmZmZmZmbL8ZxFMzMzMzMzW44bi2ZmZmZmZrYcNxatSZFUJektSWMl3StptQKOdbOkg9Pn10vatI59d5e000qcY6KkzvmWV9tnzgqe6xxJv1nROpqZ2arP+Vjn/s5Ha7LcWLSmZl5EbJXeW2shcGzuRkkVK3PQiPh/EfFuHbvsDqxwGJqZmTUS56OZLceNRWvKXgA2TK9qPiPpTmCMpApJf5H0uqR3JP0SQIm/SXpX0r+ArksOJOlZSQPS5/tKekPS25JGSupNErr/l1613UVSF0n3p+d4XdLO6XvXlPSkpDcl/Z1kKfc6SfqnpNGSxkk6ptq2S9K6jJTUJS3bQNLj6XtekLRxg3w3zcwsK5yPzkczAJqXugJmpSCpOfB94PG0aDugX0RMSAPlq4jYVlIr4CVJTwJbA32BzYFuwLvAjdWO2wW4Dtg1PVaniPhS0rXAnIi4ON3vTuCyiHhR0jrAE8AmwNnAixFxnqT9gGXCrRY/T8/RBnhd0v0RMQNYHXgjIk6V9If02CcAw4FjI+JDSdsDVwN7rsS30czMMsb56Hw0y+XGojU1bSS9lT5/AbiBZPjLaxExIS3/HrCF0vkWwBpAH2BX4K6IqAImS/p3DcffAXh+ybEi4sta6rE3sKm09MJoe0nt0nP8KH3vvyTNzOMznSTph+nzXmldZwCLgXvS8tuBByS1TT/vvTnnbpXHOczMLNucj85Hs+W4sWhNzbyI2Cq3IA2Fb3KLgBMj4olq+/0AqO/GpMpjH0iGgO8YEfNqqEveNz+VtDtJsO4YEXMlPQu0rmX3SM87q/r3wMzMmjzno/PRbDmes2i2vCeA4yS1AJC0kaTVgeeBwemcje7AHjW892VgN0nrpe/tlJbPBtrl7PckyZAX0v22Sp8+Dxyeln0f6FhPXdcAZqZBuDHJldslmgFLrv7+hGT4ztfABEmHpOeQpC3rOYeZmRk4H82aHDcWzZZ3Pcl8izckjQX+TtIL/w/gQ2AMcA3wXPU3RsQXJPMoHpD0Nt8Oc3kY+OGSCfzAScAAJQsEvMu3q86dC+wq6Q2S4T6f1FPXx4Hmkt4Bzgdeydn2DbCZpNEkcy7OS8sPB45O6zcOGJjH98TMzMz5aNbEKCLvHn0zMzMzMzNrItyzaGZmZmZmZstxY9HMzMzMzMyW48aimZmZmZmZLceNRTMzMzMzM1uOG4tmZmZmZma2HDcWzczMzMzMbDluLJqZmZmZmdly3Fg0MzMzMzOz5fx/5WVrpwRxnYkAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -568,22 +418,22 @@ "text": [ " precision recall f1-score support\n", "\n", - " negative 0.82 0.82 0.82 2306\n", - " neutral 0.49 0.47 0.48 793\n", - " positive 0.55 0.60 0.57 561\n", + " negative 0.77 0.94 0.85 2306\n", + " neutral 0.64 0.37 0.46 793\n", + " positive 0.74 0.53 0.62 561\n", "\n", - " accuracy 0.71 3660\n", - " macro avg 0.62 0.63 0.62 3660\n", - "weighted avg 0.71 0.71 0.71 3660\n", + " accuracy 0.75 3660\n", + " macro avg 0.71 0.61 0.64 3660\n", + "weighted avg 0.74 0.75 0.73 3660\n", "\n", "\n", "\n", - "Naive Bayes Results:\n" + "Gradient Boost Results:\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -599,22 +449,22 @@ "text": [ " precision recall f1-score support\n", "\n", - " negative 0.86 0.86 0.86 2306\n", - " neutral 0.62 0.55 0.58 793\n", - " positive 0.62 0.72 0.66 561\n", + " negative 0.71 0.96 0.82 2306\n", + " neutral 0.80 0.13 0.22 793\n", + " positive 0.69 0.52 0.60 561\n", "\n", - " accuracy 0.77 3660\n", - " macro avg 0.70 0.71 0.70 3660\n", - "weighted avg 0.77 0.77 0.77 3660\n", + " accuracy 0.71 3660\n", + " macro avg 0.74 0.54 0.55 3660\n", + "weighted avg 0.73 0.71 0.65 3660\n", "\n", "\n", "\n", - "Decision Tree Results:\n" + "AdaBoost Results:\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -630,22 +480,23 @@ "text": [ " precision recall f1-score support\n", "\n", - " negative 0.79 0.76 0.77 2306\n", - " neutral 0.40 0.43 0.41 793\n", - " positive 0.54 0.56 0.55 561\n", + " negative 0.71 0.96 0.81 2306\n", + " neutral 0.79 0.03 0.05 793\n", + " positive 0.66 0.58 0.62 561\n", "\n", - " accuracy 0.65 3660\n", - " macro avg 0.57 0.58 0.58 3660\n", - "weighted avg 0.66 0.65 0.66 3660\n", + " accuracy 0.70 3660\n", + " macro avg 0.72 0.52 0.50 3660\n", + "weighted avg 0.72 0.70 0.62 3660\n", "\n", "\n", "\n", - "Random Forest Results:\n" + "XGBoost Results:\n", + "[11:27:35] WARNING: ..\\src\\learner.cc:1061: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'multi:softprob' was changed from 'merror' to 'mlogloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -661,37 +512,22 @@ "text": [ " precision recall f1-score support\n", "\n", - " negative 0.81 0.89 0.85 2306\n", - " neutral 0.58 0.48 0.53 793\n", - " positive 0.72 0.59 0.65 561\n", + " negative 0.76 0.94 0.84 2306\n", + " neutral 0.70 0.28 0.40 793\n", + " positive 0.71 0.61 0.65 561\n", "\n", - " accuracy 0.76 3660\n", - " macro avg 0.70 0.65 0.67 3660\n", - "weighted avg 0.75 0.76 0.75 3660\n", + " accuracy 0.74 3660\n", + " macro avg 0.72 0.61 0.63 3660\n", + "weighted avg 0.74 0.74 0.71 3660\n", "\n", "\n", "\n", - "XGBoost Results:\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\ferra\\anaconda3\\lib\\site-packages\\xgboost\\sklearn.py:888: UserWarning: The use of label encoder in XGBClassifier is deprecated and will be removed in a future release. To remove this warning, do the following: 1) Pass option use_label_encoder=False when constructing XGBClassifier object; and 2) Encode your labels (y) as integers starting with 0, i.e. 0, 1, 2, ..., [num_class - 1].\n", - " warnings.warn(label_encoder_deprecation_msg, UserWarning)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[07:40:20] WARNING: ..\\src\\learner.cc:1061: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'multi:softprob' was changed from 'merror' to 'mlogloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n" + "CatBoost Results:\n" ] }, { "data": { - "image/png": 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\n", 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xPXAhsLWkz4Ct09dExHDgfuBD4CngqIiYnR7rCOBmkkVvPgeerOnEHoZqZmZ5UIMOsZHUFtgUOBAgImYAMyTtDGyWbjYQeAE4mZyV3oCRkuau9DaKdKW39LhzV3qrMQzNzMzqrmEzMiJeofr5hgBbLmCf84HzqykfDKyR77ndWDQzs/w07GjOFYDvgFslrQ0MAf5CI6z0ZmZmVrCMznjwMFQzM6udSK6aFvJIlwbPeRyac4amwDrA9RHRB5hKOuS0hhpVVqeV3szMzApSaEaWMPcsmplZY6lpafDRwOiIeDN9/SBJY7HBV3ozMzOz6pV2U9bMzEqE6qNncYEi4lvga0mrpEVbkkzMb/CV3szMzApTYEaWMPcsmplZfhp+PsYxwF2SmgNfAAeRXNS8X9LBwFfAHpCs9CZp7kpvs6i60tttQCuShW28uI2ZmTWsjM5ZdGPRzMzy08BXPyNiGFDdMNUGXenNzMysYCXeQ1hX2fxUZmZmZmZmVhD3LJqZWX4yOsTGzMysYBnNSDcWzcysdmrYGw6bmZktsjKckW4smplZfjJ61dTMzKxgGc1INxbNzCwvymgQmpmZFSqrGZnN/lIzMzMzMzMriHsWzcysViK7V03NzMwKkeWMdGPRzMxqp/RhZmZm88twRrqxaGZmeVBmr5qamZkVJrsZ6caimZnlJatBaGZmVqisZqQXuDEzMzMzM7Mq3LNoZmZ5yepVUzMzs0JlNSPdWDQzs7xkNQjNzMwKldWMdGPRzMxql+GV3szMzAqS4Yz0nEUzMzMzMzOrwj2LZmZWK2V4WXAzM7NCZDkj3Vg0M7O8ZDUIzczMCpXVjHRj0czM8pLVIDQzMytUVjPSjUUzM8tLVoPQzMysUFnNSDcWF3FtW7fiqjP2ZrUVuxABx5x3F2+/P5JD9vwth+y5KbNmz+HZVz7grKsfZY9t+3HMflvN23f1lZbht/tdxOdfjue2Cw+mR7eOzJ4TPP3y+5xzzWNF/FTZ9NmocfzptFvmvf5yzEROPfT3/KZfT0648F5++nk63bt0YMB5B9C2dasi1jTbjjnvLp559QM6tmvDq/ecBsBZV/2bp155n+bNmtKja0eu+ds+LNFmMSb9OJWDTvkX73z0Jf1/vz4X/3XPItfezPLRtfOSXH/2/nTq0JY5EQx85FVuvPcFdt6yDycfuj2r9OjMlgdewrCPvgJYYD5+8Ok3PHDVkSzdoS0VTSt4453POfHi+5gzJ4r10TKrzy5n0XqxFlQ0aUJFRRMGDTyJi256gjsefY2OS7YG4PQjdmTrjVcvck3Lx4gvx3HI326b9/rLbyZw8iHbs9E6PTnp4vv4ZcYsmlY04aIT92Sd1ZcrXkWtQS2yjUVJSwJ7R8R16etlgKsiYveiVqyRXXjC7gx6/UMOPOVfNGtaQauWzflN355s/9s1+c1e/2DGzFl0bJf8kn3gqcE88NRgAHqtuAx3XXooH3z6Da1aNOPqOwfxypDPaNa0gkevO4atNurFc699WMyPljk9e3Tm5btPBWD27Dn02v50fr/52hx48s2c95c/sHHfntz52OtcfccgTj9ihyLXNrv22mF9/rzHphx5zh3zyjZbbxX+duSONG1awdnXPMrlA5/l7KN3pkXzppx62O/56IuxfPT5mCLWugRkeFnwLCr3jJw1aw5nXPEw730ymtaLteD520/mhTc/5qPPx7D/STdx+al7zbf9gvIR4E+n3sKUqb8AMPCiP7PLluvw8LNDGvcDlYl/X3csHdKG4VyH99+co/fdskg1Km8rLdeZ528/GUj+bllrp7+x/W/X5vgL7+HEg7djyw178dxrwzn32kf593XHFrm2RZbhjFyUb52xJHDk3BcRMaZcQnCuNou3ZKM+K3LHo68DMHPWbCb/NI0/7bYJVwx8lhkzZwEw4fufquy72zZ9eejpJOymTZ/JK0M+m3eMdz/5mmU6Ldk4H6JMvfj2J/TothTdu7RnxFfj2WidlQDYbL1V+c/zw4pbuYzbqM9KtGu72Hxlm2+wGk2bVgDQb40ejB3/AwCLt2rBBr1XpEXzRfa6Wr2SVNDDGtWSlHFGjps4mfc+GQ3ATz9P59NR39JlqSX5dNQ4Rnw5vsZ9c/MRmNdQbFrRhObNKgjcq2jl56XBn9Cja0eW7dIeSfP+XUz+6ReW7rhEkWtXGrKajw3WWJTUQ9JHkm6SNFzSM5JaSVpR0lOShkh6WdKq6fYrSnpD0tuSzpX0U1reWtIgSUMlvS9p5/QUFwIrShom6Z/p+T5I93lT0uo5dXlBUl9Ji0u6JT3HOznHWiQt17UDE374iWvP2pcX7zyZK0/fm8VaNmel5TqxYe8VefbWE3n8xr/Qp1f3Kvv+Yet1eOiZwVXK27ZuxbabrMmLb3/SGB+hbD38zBB226YvAKuu0IUnX3ofgEcHDeWbcd8Xs2pl7+7/vMGWG/YqdjVKztxlwbMaho3NGdl4lu3SnrVW6caQ4aPy2r66fHzwqqP47JkL+WnqdB4d9E4D1NIE7H7stWyx/8UMfOTVeeX/evAlNt3nHxx73l38MPnn4lWwzP372aHsunXyd8vfj9uVc655lN47n8nZV/+b04/Ysci1K75CM7KUNXTPYk/g2ohYHfgB2A0YABwTEX2BE4Hr0m2vBK6MiHWB3PFevwB/iIh1gM2BS5V8V08BPo+I3hHx10rnvRfYE0BSF2CZiBgCnA78Lz3H5sA/JS1eudKSDpU0WNLgmDWt8O9CA2laUcHaqyzLLQ++zG/3vYiff5nOcQduTdOKJizZZjG2PugSzrzy39x6wZ/m26/v6ssx7ZeZfPT52PnKKyqa8K/zD+TG+17gy28mNuZHKSszZs7iyZfeZ5ct+wBwzZn7cPMDL7HZfhfx08/Tadasosg1LF+X3vo0FRVN2GPbfsWuSklyY7HeLXIZuajk41yLt2rO7Rf9mVMve2heT0hNFpSPux97LatudxrNmzdl036rNFR1y9p/bzqe528/mfuuOIJbHnyJ194ZwUG7/obBD53FC3ecTOeObTnzykeKXc2yNGPmLJ5+5QN23LI3ALc9/Arn/uUPDHv0XM77yx847oK7i1vBEtGQ+ZheyBs/96JfWnZfekFwmKRRkoal5T0kTct574acffqmFxZHSLpKeZy8oRuLIyNiWPp8CNAD2Ah4IP1ANwJd0vc3BB5In+f+XyfgAknvAc8BXYHOtZz3fmCP9PmeOcf9HXBKeu4XgJZAlW63iBgQEf0iop+alu5CI2PGf8+Y8T8wZPiXADw2aBhrr7Is34z/gf88/y4AQz/8kjkR880B2PV3fXno6aq9ilectheff/UdN9zzQqPUv1w999qHrL3qsnTq0BaAlXsszcPXHM0Ld5zMbr/ry/JdlypyDcvTPf99k2de+YAbzz3ADRtrLItcRi4q+QjJsNGBFx3CA08N5vE0E2uzoHwEmD4judC3/W/XrM9qWqrLUslQxqXat2H7zdZm6PAv6dShLRUVTWjSpAn77bwRQz/8ssi1LE+DXv+QNVfpRqf2yd8t9z3xFjtstjYAO23Zh3f8c2kMtwHb5hZExB/TC4K9gYeAh3PennuxsHdEHJ5Tfj1wKMnFyp6Vj1mdhm4sTs95PhtoD/yQU/neEbFaLcfYB1gK6Jt+M8aRBNgCRcQ3wERJawF/JLmKCkmo7pZz7u4R8dHCf6zSMH7iFL4Z9z0rLdcJgE3XXYVPRn7LEy+8x6brrgzAit070bxZUyb+kMxblMTOW/bhoUqT808/fAfatm7FqZc91Lgfogw9+PRgdvtd33mvv5s0BYA5c+ZwyS1Pc9BuvylW1crWoNc/5Krbn+OuSw5lsZbNi12d0qUCH1aZM7IBXf23ffh01Ldcd/f/8tq+unxcvFVzOqcX9ioqmrD1xr34bNS4BqlvOZs6bfq8nt+p06bzwpsfs9qKXfh2wo/ztvnvi++y6gpdFnQIa0CP5AxBBVi64xK89s4IAF4e/CkrLOuL3ECD5mNEvARMqva0yRXuPYF7aqxeMpKkbUS8HhEB3A7sUtu5G3vVhsnASEl7RMQD6YdbKyLeBd4gGYJzH9A/Z58lgPERMVPS5sDctXmnAG1qONe9wEnAEhHxflr2NHCMpGMiIiT1iYhFevLBSZc8wIBzD6R5swpGfTOBo869k5+nzeCaM/fhtXtPY8bM2Rxx9q+rPm7UZyXGjP9hvmGmy3RakhMP3pZPRn7Li3cmq17ddP+L8xbOsfrz8y8zeOGtj7n8tF9X4nvo6cHc/OBLAOywWW/22XGDYlWvLBxyxq28OnQEE3/4iTV2+BunHLo9Vwx8hukzZrHbMdcCySI3l56S/BrqvctZTJn6CzNnzuKJF9/nwauOLM8/WJTde0iVEGdkPdlg7RXo//v1Gf7ZN7x01ykAnHftYzRv3pSLTtyDju1ac9/lh/P+p9+w+7HJv/vq8nGxVi24+7LDaNGsKU0qmvDy259yy8OvFOUzZdl3k6ZwwEk3ATBr9hx226YfW27YiyPOup0PPhuNJJbt0n7e72VrPD//MoMX3/qYS07+47yyS0/tzxmXP8Ss2XNo2byZfy5QHxnZUVLusIYBETEgz303AcZFxGc5ZctLeockV86IiJdJRp6MztlmdFpWIyUNy/onqQfweESskb4+EWgNDCTpAu0CNAPujYhzJfUE7iRpX/8XODQiukrqCPwn3XYYsDGwXUSMknQ3sBbwJHBtpfN1Br4BzouIc9KyVsAVJMN8BIyKiBrvUdBksU7RYhXfW63UfP/2NcWuglXi+46Vnt9suC5DhwyulxZes6VWjA67XFTQMcbdvMeQiPCEULKRkc7H0jThzauLXQWrxPlYmtq2qqi3TCo0I/PJx8q5kVN+PTAiIi5NX7cAWkfEREl9gX8DqwOrAP+IiK3S7TYBToqIGlcoarCexYgYBayR8/qSnLerGx/7DbBBejWzPzA43W8CyVyN6s6xd6Wi3PONo9Lni4hpwGH5fwozM7P654w0M7NCSWoK7ArMGyccEdNJpzlExBBJnwMrk/QkdsvZvRvzL5hWrVK6eVhf4Jp02M0PwJ9q3tzMzBqTh6EWlTPSzKyEFSkjtwI+joh5w0slLQVMiojZklYgWcjmi4iYJGmKpA2AN4H9gVqHIpRMYzEdS7t2sethZmZVzb2HlBWHM9LMrHQ1dEZKugfYjGRu42jgrIj4F8kc9soL22wKnCtpFsniaYdHxNzFcY4gWVm1FckUhSdrO3fJNBbNzKzEua1oZmZWvQbMyIjYawHlB1ZT9hDJrTSq234wOVMS8uHGopmZ1c6roZqZmVUvwxnZ0PdZNDMzMzMzs0WQexbNzCwvWb1qamZmVqisZqQbi2ZmlpesBqGZmVmhspqRbiyamVl+spmDZmZmhctoRrqxaGZmecnqVVMzM7NCZTUjvcCNmZmZmZmZVeGeRTMzq5XUsDccNjMzW1RlOSPdWDQzs7xkNQjNzMwKldWM9DBUMzPLy9wrp3V95HH8UZLelzRM0uC0rL2kZyV9ln5tl7P9qZJGSPpE0jY55X3T44yQdJWymuBmZlYyGjIfi8mNRTMzKyWbR0TviOiXvj4FGBQRPYFB6Wsk9QL6A6sD2wLXSapI97keOBTomT62bcT6m5mZZYYbi2Zmlh8V+KibnYGB6fOBwC455fdGxPSIGAmMANaT1AVoGxGvR0QAt+fsY2Zm1jAaPx8bhecsmplZXuphqEzHucNLUwMiYkDO6wCekRTAjel7nSNiLEBEjJXUKd22K/BGzr6j07KZ6fPK5WZmZg2m1IeT1pUbi2ZmVjvVSxBOyBleWp2NI2JM2iB8VtLHNdeoiqih3MzMrGHUT0aWJDcWzcysVgIaOgcjYkz6dbykR4D1gHGSuqS9il2A8enmo4Flc3bvBoxJy7tVU25mZtYgGiMji8VzFs3MrOgkLS6pzdznwO+AD4DHgAPSzQ4AHk2fPwb0l9RC0vIkC9m8lQ5ZnSJpg3QV1P1z9jEzM7OF4J5FMzPLQ4Mv790ZeCQ9R1Pg7oh4StLbwP2SDga+AvYAiIjhku4HPgRmAUdFxOz0WEcAtwGtgCfTh5mZWQMp/Vtg1JUbi2ZmlpeGzMGI+AJYu5ryicCWC9jnfOD8asoHA2vUdx3NzMwWJKNtRTcWzcwsP1m9ampmZlaorGakG4tmZlY7ZfeqqZmZWUEynJFe4MbMzMzMzMyqcM+imZnVSkCTJhm9bGpmZlaALGekG4tmZpaXrA6xMTMzK1RWM9KNRTMzy0tWJ++bmZkVKqsZ6TmLZmZmZmZmVoV7Fs3MrHYZXunNzMysIBnOSDcWzcysViK7Q2zMzMwKkeWMdGPRzMzyoMwGoZmZWWGym5Ges2hmZnmRCnuYmZllVUPmo6RbJI2X9EFO2dmSvpE0LH1sn/PeqZJGSPpE0jY55X0lvZ++d5XyaOG6sWhmZmZmZla6bgO2rab88ojonT6eAJDUC+gPrJ7uc52kinT764FDgZ7po7pjzseNRTMzy4ukgh5mZmZZ1ZD5GBEvAZPyrMrOwL0RMT0iRgIjgPUkdQHaRsTrERHA7cAutR3MjUUzM6tdgUNQ3VY0M7PMKl4+Hi3pvXSYaru0rCvwdc42o9OyrunzyuU1cmPRzMxqNXelN/csmpmZza/QjAQ6Shqc8zg0j9NeD6wI9AbGApfmVKeyqKG8Rl4N1czM8uL2npmZWfUKzMgJEdFvYXaIiHG/nls3AY+nL0cDy+Zs2g0Yk5Z3q6a8Ru5ZNDMzMzMzW4SkcxDn+gMwd6XUx4D+klpIWp5kIZu3ImIsMEXSBukqqPsDj9Z2HvcsmplZXjyU1MzMrHoNmZGS7gE2IxmuOho4C9hMUm+SoaSjgMMAImK4pPuBD4FZwFERMTs91BEkK6u2Ap5MHzVyY9HMzPLitqKZmVn1GjIjI2Kvaor/VcP25wPnV1M+GFhjYc7txqKZmdVO7lk0MzOrVoYz0nMWzczMzMzMrAr3LJqZWa2SZcGLXQszM7PSk+WMdGPRzMzy4HslmpmZVS+7GenGYi1WXakrd/37gmJXwyr5bvL0YlfBKmnfunmxq2ANLKM5aHW0yopdGfhQlfUTrMgmT5tZ7CpYJW1a+s/tcpDVjPT/vWZmlpesXjU1MzMrVFYz0gvcmJmZmZmZWRXuWTQzs9opu0NszMzMCpLhjHRj0czMapWs9JbRJDQzMytAljPSjUUzM8tLVoPQzMysUFnNSDcWzcwsLxnNQTMzs4JlNSO9wI2ZmZmZmZlV4Z5FMzPLS1aH2JiZmRUqqxnpxqKZmdUuwyu9mZmZFSTDGenGopmZ1Uoos1dNzczMCpHljPScRTMzMzMzM6vCPYtmZpaXjF40NTMzK1hWM9KNRTMzy0uTrCahmZlZgbKakW4smplZXjKag2ZmZgXLaka6sWhmZrWSsrssuJmZWSGynJFe4MbMzMzMzMyqcGPRzMzy0kSFPfIhqULSO5IeT1+3l/SspM/Sr+1ytj1V0ghJn0jaJqe8r6T30/euUlYv95qZWclo6HwsFjcWzcwsL5IKeuTpL8BHOa9PAQZFRE9gUPoaSb2A/sDqwLbAdZIq0n2uBw4FeqaPbQv97GZmZjVphHwsCjcWzcwsL8mcjLo/aj++ugG/B27OKd4ZGJg+HwjsklN+b0RMj4iRwAhgPUldgLYR8XpEBHB7zj5mZmYNoiHzsZjcWDQzs1JxBXASMCenrHNEjAVIv3ZKy7sCX+dsNzot65o+r1xuZmZmC8mNRTMzq5UAFfgf0FHS4JzHofOOL+0AjI+IIQtRpcqihnIzM7MGUWhGljLfOsPMzPJSD5PwJ0REvwW8tzGwk6TtgZZAW0l3AuMkdYmIsekQ0/Hp9qOBZXP27waMScu7VVNuZmbWYEp9oZq6cs+imZnVrsDFbWqbwB8Rp0ZEt4joQbJwzf8iYl/gMeCAdLMDgEfT548B/SW1kLQ8yUI2b6VDVadI2iBdBXX/nH3MzMzqX+MsAFcU7lk0M7O8FCnPLgTul3Qw8BWwB0BEDJd0P/AhMAs4KiJmp/scAdwGtAKeTB9mZmYNpsTbfHXmxqKZmZWUiHgBeCF9PhHYcgHbnQ+cX035YGCNhquhmZlZ45F0CzB3bv8aadk/gR2BGcDnwEER8YOkHiS3oPok3f2NiDg83acvv15MfQL4S7py+AJ5GKqZmdVKQBOpoIeZmVkWFZqRebiNqvcMfhZYIyLWAj4FTs157/OI6J0+Ds8pX+j7ELuxaGZmeWno+yyamZktqhoyHyPiJWBSpbJnImJW+vIN5l/crZr61e0+xB6GamZmeSn1SfhmZmbFUuSM/BNwX87r5SW9A0wGzoiIl6njfYjdWDQzs1q5d9DMzKx69ZCRHSUNznk9ICIG5HdunU6y0NtdadFYoHtETEznKP5b0urU8T7EC2wsSrq6pgNExLG1HdzMzCyLnJFmZlaParoP8QJJOoBk4Zst5y5UExHTgenp8yGSPgdWpo73Ia6pZ3FwDe+ZmVmZ8SI183FGmpnZPI2dkZK2BU4GfhsRP+eULwVMiojZklYgWcjmi4iYJGmKpA2AN0nuQ3x1bedZYGMxIgZWqtDiETG1bh/HzMwWdW4q/soZaWZmuRoyIyXdA2xGMlx1NHAWyeqnLYBn0/mSc2+RsSlwrqRZwGzg8IiYuzjOQt+HuNY5i5I2BP4FtAa6S1obOCwijlyIz2hmZos4L3BTlTPSzMygYTMyIvaqpvhfC9j2IeChBby30PchzufWGVcA2wAT05O8S9JiNTMzK3dX4Iw0M7OMyms11Ij4ulJreXbDVMfMzEpRcsPhYteiNDkjzczKW5YzMp/G4teSNgJCUnPgWOCjhq2WmZmVFMnDUKvnjDQzK3cZzsh8GouHA1eS3LTxG+Bp4KiGrJSZmZWejOZgoZyRZmaW2YystbEYEROAfRqhLmZmVsKyetW0EM5IMzOD7GZkrQvcSFpB0n8kfSdpvKRH03t2mJmZlTVnpJmZZVk+q6HeDdwPdAGWAR4A7mnISpmZWWmZO3m/kEdGOSPNzMpcoRlZyvJpLCoi7oiIWenjTiAaumJmZlZalE7gr+sjo5yRZmaW2Xxc4JxFSe3Tp89LOgW4lyQA/wj8txHqZmZmJaS046xxOSPNzCxXVjOypgVuhpAE39zPfljOewGc11CVMjOz0iJBkxK/+tnInJFmZgZkOyMX2FiMiOUbsyJmZmaLCmekmZmVg3zus4ikNYBeQMu5ZRFxe0NVyszMSk9GL5oWzBlpZmZZzchaG4uSzgI2IwnCJ4DtgFcAB6GZWRkp9Un4xeCMNDMzyG5G5tOzuDuwNvBORBwkqTNwc8NWy/Jx/tUP8ergj2m3xOLcddVx8713979f5prbnuSJ209nybaL8+Pknzn94rv4aMQ3bL/FOpxw6E5VjnfS+bfzzbhJVY5ldfPF1+M57rw75r3+euxE/nLgthy426YA/Ov+57noxsd54+FzaL9Ea2bMnMWZlz/IB59+jSTOOGoX1u+9UrGqn1nHnncXz7z6AR3bteGVe06b771r7hzE2Vf/m0+e/gcdlmzN0OGjOP4f9wIQEZx0yPb8frO1i1HtkpDRHCyUM3IR8MfD/0mrVi2oaCIqKpow4OKjuH7gk7w2+GOaNq1gmaXbc8rRu9Fm8Va8/e4IBtz5NDNnzaZZ0wqO2H9b1llzxWJ/hMwZM/57Trzgbr6bNIUmTUT/HTbkoN035YfJUznmnDsY/e0kui3dnmvO3p8l2izGv58dwk33Pj9v/4+/GMt/BhxPr55di/gpsu/HKT9z3AX38PEXYxHiyjP2Zt01k1H41941iLOvfpSPn7qADku2LnJNiy+rGZlPY3FaRMyRNEtSW2A8UDI3HJbUA9goIu6uw74/RcQi+3/39lusw+7bb8C5Vz4wX/m4737grWEj6LzUkvPKmjdvyiF7b80XX43ji6/GVTnWC69/QKuWzRu6ymVlhWU78diAEwCYPXsOm/zxXLb+zRoAjB3/Pa8O+ZRlOrWbt/39/30DgMdv/isTv5/Cn0+9mYeu+wtNmuRzhxvLV/8d1ufgPTblqHPumK/8m3Hf8+JbH9Nt6V9/JquuuAzP3fZXmjat4NsJP7LZvheyzW/WoGnTisautpWuks3Ics7H6lxxzsEs2Xbxea/7rb0Sh+z7O5pWVHDDHU9x18Mvcvh+27JEm8X4x6n70bF9W774ahx/Pe9WHrrplCLWPJuaVlRw2pE7s8bK3fjp51/Y6dDL+U2/lXnoqbfZaJ2eHLHPllx/1yCuv3sQpxy2I7ts3Zddtu4LwMdfjOGw029xQ7ERnHb5w2yxwWrc+o+DmTFzFtN+mQEkmfnCW5/Ml5mWTfn8FTpY0pLATSSrvw0F3mrISi2kHsDe1b0hKa85mYuqPqsvT9vWi1Upv/KW/3LUAdvOt4Rvq5bNWbtXD5o3q/ot+XnadO597FUO3HPzBqxteXv9nc/ovkwHunZOVtu/4LrH+OuhO853FWrEl+PYsE9PADq0a0Ob1i15/9PRxahupm3UZyXata367+aMyx/mrKN3nm8YyWItm89rGE6fMRNldmHs2gnRRIU9MqqUM7IHZZqP+Vi3d0+aViT/vnutvCzfTZwMwMorLEPH9m0BWH7ZTsyYMYsZM2cVrZ5Z1alDW9ZYuRsArRdryUrLdeLbCT/y7KsfsNu26wKw27br8uwrH1TZ9z+D3mHHLddp1PqWoylTp/HGOyPYd6cNAWjerClLtEny84wr0sws41zMVWhGlrJawyIijkyf3iDpKaBtRLxX6InTK55Pkszt2Aj4BtgZWAa4FlgK+Bk4JCI+lnQb8HhEPJjuP/eq54XAapKGAQOB74Hfkyw0sLiknYBHgXZAM+CMiHi00PqXqpff+oilOrSl5/Jd8t7nprufY6+df0PL5u5ZbCj/ff4dfr9FHwAGvfYBnTsuwWorLjPfNquuuAyDXvuA32/Rm7Hjf2D4p6P5dvwPrL1q92JUuaw8+dL7dFlqiXl/uOQa8sEojv37XYz+dhLXnb1/+fYqKrtDbArREBnpfGwAEieeeyuS2HHrddnpd+vN9/YTg4awxcZrVdntxTeG03P5Zaq90Gr1Z/TYSQz/7Bt6r7YcEyZNoVOHpLHeqUNbJn7/U5Xt//v8MG78+58au5plZ9Q3E+nQrjXHnHcXw0d8w9qrLMv5x+/Gy29/SpellmQN9+z+KsMZucDffpIWeMlG0joRMbQezt8T2CsiDpF0P7AbcBBweER8Jml94DpgixqOcQpwYkTskNbtQGBDYK2ImJRePf1DREyW1BF4Q9JjERH1UP+S8sv0GQx84HmuODv/X6CffjGG0WMn8peDf8/Ycd83YO3K14yZsxj02nBOOPj3TPtlBtffNYhbLzq0yna7b7ceX3w1nl2PuIKundvRZ/UeVFR4CGpD+/mXGVx+29M8eNVR1b7fd40evHrv6Xw68luOOvcOttywFy1bNGvkWpaGrE7er4tGyEjnYz269vxD6di+Ld//+BMnnHMry3VdirVXT+Zd3fHg81RUNGHrTeefjzzyq3HceMfTXHLmgUWocfmY+vN0jjzrNv529C60WbxlrdsP+/BLWrZoxior5H9R3Opm9uw5vPfJaP5x/O70XaMHp132EP+8+Ulef+dzHrjqyNoPUGaympE1XSq7tIb3gpoDKl8jI2JY+nwIyZCZjYAHcr7hLepw3GcjYlL6XMAFkjYF5gBdgc7AtwvaWdKhwKEAS3ddtg6nL45vxk5izPjv2f+4qwD4buJkDjr+Gm7+55F0aNem2n0++OQrPvn8G3Y95GJmz5nD9z9O5ajTb+La8w9pzKpn2ktvfczqPbvRsX0bPvliLKO/ncROhyb/vL797kf+cPjlPHjtX1iqfVtOO3Lnefv98Zir6NG1Y7GqXTZGjZ7AV2Mm8tt9LwRgzPgf2GL/i3nm1hPpnF7dBlh5+aVZrGULPvpiLH1WK8/eXl+6mE9DZ2Tp5+Myi04+zh1W2m6J1myyfi8+GjGatVdfnqeeH8prQz7h8rP/NN8feuMn/sgZF9/FacfuTtelOxSr2pk3c9ZsjjzrNnbaah223TTp2e3Yvg3jJ06mU4e2jJ84mQ7t5p86+5//eQhqY+nSaUmWWWpJ+q7RA4Adt+jNP29+kq/GTmSzfS8CYMx3P7DlAf/k6VtOmC8zy1FWM3KBjcWIaIwJbNNzns8mCakfIqJ3NdvOIv05KPmNXtOYyak5z/chGbLTNyJmShpFzr2wqhMRA4ABAL3W6rPIXGFdscfSPDHw9Hmvdz3kYm659Kj5JvRXtut2G7DrdhsAMHbc95x4/kA3FOvZ4/97hx3SIairrNCFNx46Z957m+/9dx66/jjaL9Gaab/MICJYrFULXh38CRUVFazUY+liVbts9FppGT5+6h/zXvfZ5Syeu+2vdFiyNV+OmUDXTu1o2rSCr8dOYsRX4+jepX0Ra2ulohEysuTzcbU1F418zP3dOu2XGbz97ggO2GNz3nznU+7+90tcde4htGzx67dsytRpnHL+7Ry6z+9Yc9XliljzbIsITrn4Plbs3ok/77nZvPKtNlqdh556myP22ZKHnnqbrTdeY957c+bM4ckX3uXeq44uQo3LT+cObVmm85KM+HIcKy3XmZff/oS1VunGw9f8+v1fZ5ezefa2E70aaoaV2iD8ycBISXtExANp6K0VEe8Co4C+wP0kczfmjgObAlTfbZZYAhifBuHmQGZ+85956b2888FIfpg8lZ0PvpA/99+KHbfut8Dtdz3kYqZOm86sWbN56c0PueLsg1h+2c6NWOPyM+2XGbw25FPO+7/da9124g8/cfDJA1AT0bnjEvzz1L0aoYbl55AzbuXVoSOY9MNPrLnD3zj50O3nTd6v7M1hX3Dl7c/SrGkFaiL+edKeZRuIIrtDbBYRzsc6+v6Hnzjj4ruAZFjdVpusxfp9Vmbvoy5lxszZnHDuLUCyyM0Jh+3CI0++wTffTuT2B5/n9geTWzVccuZBtFuiPP/tN5TB74/kkWcGs8oKXfj9wZcAcOIh23P43lty9Dm3c/8Tb7JM53Zce/b+8/Z5690vWHqpJei+jHt7G8s/Ttidw8+6nZkzZ7Nc1w5cdcY+xa5SScpyRqpYUxPSCfyPR8Qa6esTgdYkk/CvB7qQBN69EXFueu+qR0mung4CjomI1pKaAU8BHYHbSCbw94uIo9PjdgT+kx5rGLAxsF1EjMpnafBea/WJu/7zYn1+dKsHHdvUZfSVNaT2rb1AUqnZZMN1GTpkcL2kV+eV1oi9Ln2woGNcuctqQyJiwVe0DFh08nG1NfvEwEdfqMdPbvVh2Q6til0Fq6RNy1LrmzGANi0r6i2TCs3IUs7Hov3fGxGjgDVyXl+S8/a21Ww/Dtggp+jUtHwmsGWlzW/L2W8CyYT+6urgy4RmZnlqks2LpiXH+WhmtujJakbWOhdTiX0lnZm+7i5pvdr2MzOz7JCSITaFPLLIGWlmZoVmZCnLZ+Ge60iuPM6dQDWF5D5PZmZm5c4ZaWZmmZXPMNT1I2IdSe8ARMT3kjw5ycyszGR1iE2BnJFmZpbZjMynsThTUgXJfaOQtBTJ/ZjMzKyMlPhImWJxRpqZWWYzMp/G4lXAI0AnSecDuwNnNGitzMyspAhoktUkLIwz0syszGU5I2ttLEbEXZKGkKyoJmCXiPiowWtmZmZW4pyRZmaWZfmshtod+JnkXkyPAVPTMjMzKyNNCnxkkTPSzMygYfNR0i2Sxkv6IKesvaRnJX2Wfm2X896pkkZI+kTSNjnlfSW9n753lfJYijWf+v0XeDz9Ogj4Angyj/3MzCxDkqXB6/7IKGekmZk1dD7eRtX77J4CDIqIniT5c0pSD/UC+gOrp/tcl86tB7geOBTomT6q3Lu3snyGoa6Z+1rSOsBhte1nZmbZISmz8zEK4Yw0M7OGzsiIeElSj0rFOwObpc8HAi8AJ6fl90bEdGCkpBHAepJGAW0j4vW0zrcDu1DLBc6FHhkUEUOBdRd2PzMzW7Q1ZM+ipJaS3pL0rqThks5JyxtlmE19cUaamZWnIoy86RwRYwHSr53S8q7A1znbjU7LuqbPK5fXqNaeRUnH57xsAqwDfFfbfmZmZgthOrBFRPwkqRnwiqQngV1JhtlcKOkUkmE2J1caZrMM8JyklSNiNr8Os3kDeIJkmE2DDA11RpqZWT3oKGlwzusBETGgjseqrvkZNZTXKJ9bZ7TJeT6LZF7GQ3nsZ2ZmGdKQNxyOiAB+Sl82Sx9BIw2zKYAz0szMCs3ICRHRbyH3GSepS0SMldQFGJ+WjwaWzdmuGzAmLe9WTXmNamwsppMhW0fEXxem5mZmli2NcQ+pNHOGACsB10bEm5LmG2YjKXeYzRs5u88dTjOTOgyzKaC+zkgzszJXpPssPgYcAFyYfn00p/xuSZeRjLzpCbwVEbMlTZG0AfAmsD9wdW0nWWBjUVLTiJiVTtY3M7MyVw85WOMwm3QIaW9JSwKPSFqjpupUU1bnYTYLyxlpZma5GrKtKOkeklE2HSWNBs4iaSTeL+lg4CtgD4CIGC7pfuBDkhEvR6X5CnAEycqqrUhG3NQ66qamnsW3SOZeDJP0GPAAMHXumxHxcP4f0czMFmmql2GoeQ2ziYgfJL1AMtewUYbZ1IEz0szMEvWTkQsUEXst4K0tF7D9+cD51ZQPBmq6EFtFPquhtgcmAlsAOwA7pl/NzMzqhaSl0h5FJLUCtgI+5tdhNlB1mE1/SS0kLc+vw2zGAlMkbZCugrp/zj4NwRlpZmaZVVPPYqd0lbcPqDq0p96H9JiZWWlTtSM8600XYGA6D7AJcH9EPC7pdRphmE0dOCPNzGyeBs7IoqmpsVgBtKaR5n+YmVnpSibvN9zxI+I9oE815RNphGE2deCMNDMzoOEzsphqaiyOjYhzG60mZmZW0rIahHXkjDQzs3mympE1zVnM6Ec2MzMrmDPSzMwyr6aexWqH/ZiZWXlS499DqpQ5I83MbJ6sZuQCG4sRMakxK2JmZqUry/Mx6sIZaWZmc2U5I2vqWTQzM0uoYW84bGZmtsjKcEa6sWhmZnlpktUkNDMzK1BWM7KmBW7MzMzMzMysTLln0czMapXl+RhmZmaFyHJGurFoZmZ5yegIGzMzs4JlNSPdWDQzszyIJr61oJmZWTWym5FuLJqZWa1Edq+ampmZFSLLGekFbszMzMzMzKwK9yyamVntlN3J+2ZmZgXJcEa6sWhmZnnJ6j2kzMzMCpXVjHRj0czMapXl+RhmZmaFyHJGes6imZmZmZmZVeGeRTMzy0tWh9iYmZkVKqsZ6caimZnlJaM5aGZmVrCsZqQbi2ZmVivheQtmZmbVyXJGurFoZma1Eyirl03NzMwKkeGMzGoj2MzMzMzMzArgnkUzM8tLNq+ZmpmZFS6rGenGopmZ1Upkd6U3MzOzQmQ5I91YNDOzvGQzBs3MzAqX1Yz0nEUzMzMzMzOrwj2LZmaWl4yOsDEzMytYVjPSPYtmZpYHIRX2MDMzy6aGzUdJq0galvOYLOk4SWdL+ianfPucfU6VNELSJ5K2qesnc89iLZpVNKHzEi2LXQ2rpH3r5sWuglUy6rupxa6CVTJj1px6O1aWbzhsddO8aRO6tm9V7GpYJe0Wdz6Wmm8mTSt2FayBNXRGRsQnQG8ASRXAN8AjwEHA5RFxyXz1kXoB/YHVgWWA5yStHBGzF/bcbiyamVle3DtoZmZWvUbMyC2BzyPiyxrOuTNwb0RMB0ZKGgGsB7y+sCfzhWIzMzMzM7NFQ3/gnpzXR0t6T9ItktqlZV2Br3O2GZ2WLTQ3Fs3MLC8q8GFmZpZVBeZjR0mDcx6HVnsOqTmwE/BAWnQ9sCLJENWxwKU51aks6vK5PAzVzMxqJw9DNTMzq1bhGTkhIvrlsd12wNCIGAcw9yuApJuAx9OXo4Flc/brBoypS8Xcs2hmZrWaO3m/kIeZmVkWFZqRC2EvcoagSuqS894fgA/S548B/SW1kLQ80BN4a+FOlXDPopmZ5cU9i2ZmZtVr6IyUtBiwNXBYTvHFknqTDDEdNfe9iBgu6X7gQ2AWcFRdVkIFNxbNzMzMzMxKWkT8DHSoVLZfDdufD5xf6HndWDQzs7y4X9HMzKx6Wc1INxbNzCwvHoVqZmZWvaxmpBuLZmZWq2TyfkaT0MzMrABZzkgvUGdmZmZmZmZVuGfRzMzyktUhNmZmZoXKaka6sWhmZnkQyugQGzMzs8JkNyM9DNXMzPIiFfao+dhaVtLzkj6SNFzSX9Ly9pKelfRZ+rVdzj6nShoh6RNJ2+SU95X0fvreVfINIs3MrIE1VD4WmxuLZmZWq7mT9wt51GIWcEJErAZsABwlqRdwCjAoInoCg9LXpO/1B1YHtgWuk1SRHut64FCgZ/rYtl6/GWZmZjkKzchS5saimZkVXUSMjYih6fMpwEdAV2BnYGC62UBgl/T5zsC9ETE9IkYCI4D1JHUB2kbE6xERwO05+5iZmdlC8JxFMzOrXf0MlekoaXDO6wERMaDKqaQeQB/gTaBzRIyFpEEpqVO6WVfgjZzdRqdlM9PnlcvNzMwaxiIwnLSu3Fg0M7O81EMQToiIfjWfQ62Bh4DjImJyDdMNq3sjaig3MzNrMG4smplZWWvold4kNSNpKN4VEQ+nxeMkdUl7FbsA49Py0cCyObt3A8ak5d2qKTczM2swXg3VzMzKloAmKuxR4/GTLsR/AR9FxGU5bz0GHJA+PwB4NKe8v6QWkpYnWcjmrXTI6hRJG6TH3D9nHzMzs3pXaEaWMvcsmplZKdgY2A94X9KwtOw04ELgfkkHA18BewBExHBJ9wMfkqykelREzE73OwK4DWgFPJk+zMzMbCG5sWhmZnlpyCE2EfEK1c83BNhyAfucD5xfTflgYI36q52ZmVnNsjoM1Y1FMzPLS1Yn75uZmRUqqxnpxqKZmeUlq1dNzczMCpXVjPQCN2ZmZmZmZlaFexbNzKxWc1d6MzMzs/llOSPdWDQzszwos0NszMzMCpPdjHRj0czMaqfsTt43MzMrSIYz0o1FMzPLS0Zz0MzMrGBZzUgvcGNmZmZmZmZVuGfRzMxqlUzez+p1UzMzs7rLcka6sWhmZnnJZgyamZkVLqsZ6caimZnlJ6tJaGZmVqiMZqQbi2ZmlpesLgtuZmZWqKxmpBe4MTMzMzMzsyrcs2hmZnnJ6Nx9MzOzgmU1I92zaGZmeVGBDzMzs6xq6HyUNErS+5KGSRqclrWX9Kykz9Kv7XK2P1XSCEmfSNqmrp/LjUUzM8uPW4tmZmbVa5x83DwiekdEv/T1KcCgiOgJDEpfI6kX0B9YHdgWuE5SRV0+lhuLZmZmZmZmi56dgYHp84HALjnl90bE9IgYCYwA1qvLCdxYNDOzWiUXPwv7z8zMLIsKzcg8BfCMpCGSDk3LOkfEWID0a6e0vCvwdc6+o9OyheYFbszMrHbK7uR9MzOzghSekR3nzkNMDYiIAZW22TgixkjqBDwr6eOaa1RF1KVibiyamVle3FY0MzOrXoEZOSFnHmK1ImJM+nW8pEdIhpWOk9QlIsZK6gKMTzcfDSybs3s3YExdKuZhqGZmlh8vcGNmZla9BsxHSYtLajP3OfA74APgMeCAdLMDgEfT548B/SW1kLQ80BN4qy4fyz2LZmZmZmZmpasz8IiSsa5Ngbsj4ilJbwP3SzoY+ArYAyAihku6H/gQmAUcFRGz63JiNxbNzCwPXqTGzMyseg2bkRHxBbB2NeUTgS0XsM/5wPmFntuNRTMzy4sXuDEzM6teVjPSjcUMmfzTNE795318OvJbJLjwpP688OZHPPfqBzSR6NCuNRefvBedOy7Bux99yemXPgBARHDsgduwzSZrFfkTZN9aO51J68VaUNGkCU2bNuH520/m/U9Hc8KF9/LTz9Pp3qUDA847gLatWxW7qply9uUP8NJbH9F+ydY8eP3xADz78nvccNezjPz6O+64/GhWX7kbAD9MnspfL7iT4Z+OZqet+nLKkbvMO86Hn43mrMseYPqMmWy87iqcdNhOKKvpUImnHdqiasz47/nrP+5mwqQpSKL/Dhty4O6bcuENj/G/1z6kWbMKui/TgYtO3ou2rVvxyuBP+OeA/zJz1iyaNW3KKYfvyIbr9Cz2x8i00d9+zxFn3874iZNpInHAHzbm8L0258IB/+X2f79GhyVbA/C3o3bidxuvXuTaZtf0GTM54ITrmTFzFrNnz2HrTdbk6P234emX3uW6O57li6/Hc89Vx7DGysvOt9/Y8d+z0yGXcOS+W3PQHpsVp/JFluWMXOQai5IOB36OiNslHQg8M3d1IEk3A5dFxIfFrGOxnHv1I2y63qpce86BzJg5i1+mz6Rnj6U5/k/bAXDbQy9x9e3P8Pfj92Dl5bvw7xv/j6YVFYyfOJnf//kSttxodZpWVBT5U2Tff274y7zgA/jL3+/mvL/8gY379uTOx17n6jsGcfoROxSxhtmz41Z9+eOOG/G3S++bV7bicp259Iz9+fvVD8+3bYvmzThyv98xYtQ4Pv/y2/neu+DaRzjj2F1Za9XuHH3mLbw6+BN+s+6qjfIZSkJWkzAjnI/Va1pRwalH7MwaK3fjp59/YZfDLmfjfiuzcd9VOPGQ39O0ooKLb/wPN9z1HCcdtiPtllicARccTOeOS/DpyLEcdNKNvPrA2cX+GJnWtGkT/n7crqy96rJMmfoLm+9/EZutn/xuPWKvzTlmv62KXMPy0LxZU265+DAWa9WCmbNms//x17LJuquyUo+lueLM/Tnnqoeq3e+iGx5jk3LKwgXJaEYucquhRsQNEXF7+vJAYJmc9/5cjkEIMGXqL7z93hfsuf36QPIPvm3rVrRZvOW8bab9MmNeL0irls3nNQynz5iZ2a7zRcGIr8az0TorAbDZeqvyn+eHFbdCGdR3zRVYos38vbUrdO9Mj25LVdm2Vcvm9Fl9eVo0n/9a2neTJjP15+msvdpySGKHLfvywhvDG7TeZgvD+Vi9Th3askY6cqD1Yi1ZsXsnxk34kU3WXWVeDvbutRzffvcjAKv37EbnjksA0LPH0kyfMYvpM2YVp/JlYumOS7D2qklvVZvFW7Jyj6UZ+90Pxa1UGZLEYq1aADBr1mxmzZ6DJFbs3pnll+1U7T6DXvuAbl06sOJynRuzqtaIGrWxKKmHpI8lDZT0nqQHJS0maUtJ70h6X9Itklqk218o6cN020vSsrMlnShpd6AfcJekYZJaSXpBUj9JR0i6OOe8B0q6On2+r6S30n1ulJSJrrSvx06k/ZKLc9JF97LjIZdy6j/v4+dp0wG45OYn2HjPc3n0uaEcd9C28/YZ9uGXbHvgRWz/p39y3v/t7l7FRiCJXY++hs32u4jbHn4FgFVX6MKTL70PwKODhvLNuO+LWUVbgPETJtMp/QMSoHPHJRg/YXIRa9T4VOB/tmDOx8Yx+ttJfDjiG9Zebbn5yh948i02Xb9qz8hTL71Hr5W6Vrl4ZA3nqzETee+T0fRdvQcANz3wEhvvdQFHn3snP0z+ubiVKwOzZ89htyMuY9M/nsOGfXqy1qrdF7jtz7/M4Jb7n+fIfbduxBqWrqzmYzF6FlcBBkTEWsBk4HjgNuCPEbEmydDYIyS1B/4ArJ5u+/fcg0TEg8BgYJ+I6B0R03LefhDYNef1H4H7JK2WPt84InoDs4F9KldQ0qGSBksaPHHChPr4zA1u1uw5DP/0G/bZaSP+c9MJtGrZnBvu+R8AJ/55e169/0x23mod7njklXn79O61HE/ddjKP3PB/3HD3IKbPmFms6peNp27+P1688xQeuPJIbn7wZV4dOoJrztyHmx94ic32u4iffp5Os2aZ+/ssI6JKSbnMV5xLKuxhtXI+NqCp06Zz1Jm3ccZRu8w36ua6O5+laUUTdt6q73zbfzryWy4e8DjnHb9HY1e1bP3083T2P/lm/nH8brRt3Yo/7bYJ7zxyNi/fdQqdO7bljCserv0gVpCKiiY8dP3xDLrrDN7/5Gs+G/XtAre99van2e8Pm87rjSx3Wc3HYjQWv46IV9Pnd5Is9zoyIj5NywYCm5IE5S/AzZJ2BfK+nBQR3wFfSNpAUgeSAH41PVdf4G1Jw9LXK1Sz/4CI6BcR/Tp07FiXz9jouiy1BEsvtQS9eyVXS7f77doM/3T0fNvstOU6PPXSe1X2XWm5zrRq2ZxPRi74F4LVjy5LLQnAUu3bsMNmazF0+ChW7rE0D19zNC/ccTK7/a4vy3etOjTSiq9TxyUYP+HHea/HTfiRpTq0KWKNGl8h9xsu8SwsFc7HBjJz1myOOvM2dtpqHbbZ9NfF3B5+6m3+9/qHXHb6vvNd/Bn73Q8ceeatXHLK3izXddH5nIuymbNmc8DJN7HHtv3YcYveQDKEuKKiCU2aNOGAXTZmyPAvi1vJMtK2dSvWXXsFXnn74wVu8/7HX3PZv/7L7/a/gDsfeZmb7v0fdz/66gK3z7qs5mMxxlVUvTxf3UYRsyStRxJY/YGjgS0W4jz3AXsCHwOPREQoSYKBEXHqQta55C3Vvi1dOi3JF1+NZ4XunXht6Kes1KMzI0d/x/LpvKznXhvOit2TMedfj51Il05L0rSigm++ncTIr7+j29LtivkRMm/qtOnMmRO0WbwlU6dN539vfMxJf96O7yZNYan2bZgzZw6X3PI0B+32m2JX1aqxVPu2LNaqBe99/CVrrtKdxwcNof9OGxe7WpYtzscGEBGcevF9rLRcJw7ec7N55S++9RE33vs/7r7iKFq1bD6vfPJP0zjklJs48c/b03fN5YtQ4/ITERxz3l2s3GNpjtrn11vGfTvhR5ZOh/8//sK7rLZil2JVsSxM+uEnmjatoG3rVvwyfSZvDB3Bn3L+zVR2+2VHznt+7R3PsFjL5uy9s3Mxa4rRWOwuacOIeB3YC3gOOEzSShExAtgPeFFSa2CxiHhC0hvAiGqONQVY0KX9h4HTgS+Bk9OyQcCjki6PiPHpUJ42EZGJS1VnHbsr/3f+ncycNZtlu3Tg4pP7c+o/7+OLr7+jSRPRtXM7zvu/3QEY/P5Ibrx7EE2bVtCkiTjnuN1ov0TrWs5ghfhu4hT2PekmAGbPms1u2/Zjq416ccM9z3Pzgy8BsMNmvdlnxw2KWc1MOuWiuxny3hf8MHkq2+x3PofvuzVLtFmMi65/lO9/nMqxZ9/KKit04bq//xmA7Q+8kKk//8LMWbN5/vXhXHf+n1mxe2dOO+oPnHX5/UyfPpON+63Cb/qtUuRP1ogWhcufiz7nYwMY8sFI/v3sYFZZoQs7/vkSAE748/ace/UjzJg5mwNPvAFIpmacd/we3PHIK3w5ZiLX3vEs197xLAC3/fMwOrQrr5EEjemNd7/gvifeotdKy7DJ3v8AkttkPPT0YN7/dDSS6N6lPZeftleRa5pt302azOmX3MfsOXOIOcE2m67NZhv04rlX3+cf1z3KpB9/4si/3cKqKy7DgAsOKXZ1S0uGM1IReV3IrJ+TST2AJ4CXgI2Az0jCb0PgEpLG69vAEUB74FGgJcm3/5KIGCjpbOCniLhE0m7ABcC09BhPAidGxOD0fI8DvSJihZw6/BE4lWQI7kzgqIh4Y0F1XrtP33jy+dfr61tg9aR96+a1b2SNatR3U4tdBatk92034YN3h9ZLfK2+9jpx/xMvF3SMNbq1HhIR/eqjPlmzqObjE87HktPB+Vhyvpk0rfaNrNGt1HmxesukQjOylPOxGD2LcyLi8Eplg4A+lcrGAutV3jkizs55/hCQe9OXzSptW+VmdRFxH8kQHDMzy5Mo/Un4GeB8NDNbBGU5I70WtJmZ5SWjOWhmZlawrGZkozYWI2IUsEZjntPMzKzUOR/NzKwUuWfRzMzyk9XLpmZmZoXKaEa6sWhmZnlRVpPQzMysQFnNSDcWzcwsL1mdvG9mZlaorGakG4tmZpaXjOagmZlZwbKakU2KXQEzMzMASbdIGi/pg5yy9pKelfRZ+rVdznunShoh6RNJ2+SU95X0fvreVVJWr/eamZk1LDcWzcwsPyrwUbvbgG0rlZ0CDIqIniT3HDwFQFIvoD+werrPdZIq0n2uBw4FeqaPysc0MzOrXw2bj0XjxqKZmdUqybPC/qtNRLwETKpUvDMwMH0+ENglp/zeiJgeESOBEcB6kroAbSPi9YgI4PacfczMzOpdoRlZyjxn0czMaqeiTd7vHBFjASJirKROaXlX4I2c7UanZTPT55XLzczMGkbxMrLBubFoZmaNpaOkwTmvB0TEgDoeq7pYjhrKzczMbCG5sWhmZnmph4umEyKi30LuM05Sl7RXsQswPi0fDSybs103YExa3q2acjMzswaT0Y5Fz1k0M7M8NfwCN9V5DDggfX4A8GhOeX9JLSQtT7KQzVvpkNUpkjZIV0HdP2cfMzOzhpHRBW7cs2hmZnlo+En4ku4BNiMZrjoaOAu4ELhf0sHAV8AeABExXNL9wIfALOCoiJidHuoIkpVVWwFPpg8zM7MGUvoL1dSVG4tmZpaXhp68HxF7LeCtLRew/fnA+dWUDwbWqMeqmZmZ1SirC9x4GKqZmZmZmZlV4Z5FMzOr1SIwrcLMzKwospyRbiyamVl+spqEZmZmhcpoRnoYqpmZ5UUF/mdmZpZVDZmPkpaV9LykjyQNl/SXtPxsSd9IGpY+ts/Z51RJIyR9Immbun4u9yyamVlesjp538zMrFANnJGzgBMiYqikNsAQSc+m710eEZfMXxf1AvoDqwPLAM9JWjln1fC8uWfRzMzMzMysREXE2IgYmj6fAnwEdK1hl52BeyNiekSMBEYA69Xl3G4smplZXgq537A7Jc3MLMsaKx8l9QD6AG+mRUdLek/SLZLapWVdga9zdhtNzY3LBXJj0czMaqdkiE0hDzMzs0wqPB87Shqc8zi02tNIrYGHgOMiYjJwPbAi0BsYC1z6a42qiLp8NM9ZNDOzPLnFZ2ZmVr2CMnJCRPSr8ehSM5KG4l0R8TBARIzLef8m4PH05Whg2ZzduwFj6lIx9yyamZmZmZmVKEkC/gV8FBGX5ZR3ydnsD8AH6fPHgP6SWkhaHugJvFWXc7tn0czMaiU8lNTMzKw6jZCRGwP7Ae9LGpaWnQbsJak3yRDTUcBhABExXNL9wIckK6keVZeVUMGNRTMzy5PbimZmZtVryIyMiFcWcIonatjnfOD8Qs/txqKZmeXFPYtmZmbVy2pGurFoZmZ5kfsWzczMqpXVjPQCN2ZmZmZmZlaFexbNzCw/2bxoamZmVriMZqQbi2ZmlpeM5qCZmVnBspqRbiyamVmtpOxO3jczMytEljPScxbNzMzMzMysCvcsmplZXrK60puZmVmhspqRbiyamVl+spmDZmZmhctoRrqxaGZmecloDpqZmRUsqxnpxqKZmeUlq5P3zczMCpXVjPQCN2ZmZmZmZlaFexbNzCwPyuzkfTMzs8JkNyPdWDQzs1qJ7A6xMTMzK0SWM9LDUM3MzMzMzKwK9yyamVlesnrV1MzMrFBZzUj3LJqZmZmZmVkV7lk0M7O8ZHXyvpmZWaGympFuLNbivWFDJ3Rt1+LLYtejnnQEJhS7EjYf/0xKU1Z+LsvV25GU3SE2VjfvDRs6oZvz0RqWfy6lJ0s/E2dkHtxYrEVELFXsOtQXSYMjol+x62G/8s+kNPnnUpXSh9lczkdraP65lB7/TKqX5Yz0nEUzMzMzMzOrwj2LZmaWn6xeNjUzMytURjPSjcXyMqDYFbAq/DMpTf65VCOrk/fN8L/5UuWfS+nxz2QBspqRbiyWkYjwP/AS459JafLPpXpZnbxv5n/zpck/l9Ljn8mCZTUj3Vg0M7O8ZDQHzczMCpbVjPQCN2ZmZmZmZlaFexbNzCw/Wb1samZmVqiMZqR7FsuApFaSVil2Pcxs0aYC/zMrNc5HM6svWc1HNxYzTtKOwDDgqfR1b0mPFbVSZUrSFEmTq3lMkTS52PUrZ0rsK+nM9HV3SesVu16lRCST9wt5mJUS52NpcUaWLmdk7QrNyFKmiCh2HawBSRoCbAG8EBF90rL3ImKt4tbMrHRIuh6YA2wREatJagc8ExHrFrlqJUPSU0DHAg8zISK2rY/6mBXK+WiWH2dk7eohI0s2Hz1nMftmRcSPKvXLFmVIUieg5dzXEfFVEatT7taPiHUkvQMQEd9Lal7sSpWSUg0xswI4H0uYM7KkOCNrkeWM9DDU7PtA0t5AhaSekq4GXit2pcqZpJ0kfQaMBF4ERgFPFrVSNlNSBRAAkpYiuYpqZtnlfCxBzsiS5IwsY24sZt8xwOrAdOBu4EfguGJWyDgP2AD4NCKWB7YEXi1ulcreVcAjQCdJ5wOvABcUt0pm1sCcj6XJGVl6nJFlzHMWM05Sn4h4p9j1sF9JGhwR/SS9C/SJiDmS3ooITxYvIkmrkvxRImBQRHxU5CqZWQNyPpYmZ2RpckaWL89ZzL7LJHUBHgDujYjhxa6Q8YOk1sBLwF2SxgOzilynsibpSuC+iLi22HUxs0bjfCxNzsgS44wsb+5ZLAOSlgb2BP4ItCX5B//34taqfElaHJhGMgx8H2AJ4K6ImFjUipUxSQeQ/PtYmWSozX0RMbi4tTKzhuZ8LD3OyNLjjCxvbiyWEUlrAicBf4wIr2JVBOkE8acjYqti18WqktQe2A3oD3SPiJ5FrpKZNQLnY2lwRpY2Z2R58gI3GSdpNUlnS/oAuIZkpbduRa5W2YqI2cDPkpYodl2sWisBqwI9gI+LWxUza0jOx9LjjCx5zsgy5DmL2XcrcA/wu4gYU+zKGAC/AO9LehaYOrcwIo4tXpXKm6SLgF2Bz4H7gfMi4oeiVsrMGprzsTQ5I0uMM7K8ubGYcRGxQbHrYFX8N33k8njw4hoJbBgRE4pdETNrHM7HkuWMLD3OyDLmxmJGSbo/IvaU9D7z/5IVEBGxVpGqZrBkRFyZWyDpL8WqTDmTtGpEfAy8BXSX1D33/YgYWpyamVlDcT6WPGdkiXBGGniBm8yS1CUixkparrr3I+LLxq6TJSQNjYh1KpW9ExF9ilWnciVpQEQcKun5at6OiNii0StlZg3K+VjanJGlwxlp4MZi5km6KCJOrq3MGp6kvYC9gd8AL+e81QaY7dXfikdSy4j4pbYyM8sO52NpcUaWLmdkeXNjMeMWcIXuPQ+zaXzpVezlgX8Ap+S8NQV4LyJ80+EiWcC/kyplZpYdzsfS4owsXc7I8uY5ixkl6QjgSGAFSe/lvNUGeLU4tSpv6dCmL4ENi10XS6Q35O4KtJLUh2TOEiQ3516saBUzswbjfCxNzsjS44w0cM9iZqX3KGpHNVfoImJScWplAJKm8OuiCs2BZsDUiGhbvFqVJ0kHAAcC/YDBOW9NAW6LiIeLUS8zazjOx9LmjCwdzkgDNxbLhqROQMu5ryPiqyJWx3JI2gVYLyJOK3ZdypWk3SLioWLXw8wan/OxtDkji88ZWd7cWMw4STsClwHLAOOB5YCPImL1olbM5iPpDd/zq/FJ2jci7pR0AtXcxysiLitCtcysETgfFx3OyOJwRhp4zmI5+DuwAfBcRPSRtDmwV5HrVNYk7ZrzsgnJ8A5ftSmOxdOvrYtaCzMrBudjCXJGlhRnpLlnMeskDY6IfpLeBfpExBxJb0XEesWuW7mSdGvOy1nAKOCmiBhfnBqZmZUf52NpckaalRb3LGbfD5JaAy8Bd0kaT/LL14okIg4qdh1sfpIuJullmAY8BawNHBcRdxa1YmbWkJyPJcgZWXqckeWtSbErYA1uZ5J/3P9H8g/8c2DHotaozElaWdIgSR+kr9eSdEax61XmfhcRk4EdgNHAysBfi1slM2tgzscS5IwsSc7IMubGYsZFxNSImB0RsyJiYERcFRETi12vMncTcCowEyAi3gP6F7VG1iz9uj1wj5fPN8s+52PJckaWHmdkGfMw1IyrdL+iuX4kuV/OCRHxRePXquwtFhFvScot89Cn4vqPpI9JehmOlLQU8EuR62RmDcj5WLKckaXHGVnG3FjMvsuAMcDdgEiuzi0NfALcAmxWtJqVrwmSViT9I0XS7sDY4lapvEXEKZIuAiZHxGxJU0mGqJlZdjkfS5MzssQ4I8ubV0PNOElvRsT6lcreiIgNJL0bEWsXq27lStIKwABgI+B7YCSwT0R8WdSKlTFJzYAjgE3ToheBGyJiZvFqZWYNyflYmpyRpccZWd48ZzH75kjaU1KT9LFnznu+UlAc3wC3AucD9wLPAgcUtUZ2PdAXuC59rJOWmVl2OR9LkzOy9Dgjy5iHoWbfPsCVJP+4A3gD2FdSK+DoYlasjD0K/AAMJRkCZcW3bqVehP+l914zs+xyPpYmZ2TpcUaWMTcWMy6doL+gpcBfacy62DzdImLbYlfC5jNb0ooR8TnMGwY1u8h1MrMG5HwsWc7I0uOMLGMehppxvl9RSXpN0prFroTN56/A85JekPQC8D/ghOJWycwakvOxZDkjS48zsoy5sZh9vl9R6fkNMETSJ5Lek/S+pPeKXaky9ypwIzAnfdwIvF7UGplZQ3M+liZnZOlxRpYxD0PNPt+vqPRsV+wKWBW3A5OB89LXewF3AHsUrUZm1tCcj6XJGVl6nJFlzI3F7PP9ikqMl/8uSatUmrz/vCfvm2We87EEOSNLkjOyjLmxmH1HkdyvaFVJ35Der6i4VTIrOe9I2iAi3gCQtD7JsBszyy7no1l+nJFlTBG+lVCWSWoB7A70ANqTDCOIiDi3mPUyKyWSPgJWAb5Ki7oDH5HMzYiIWKtYdTOzhuF8NMuPM7K8uWcx+3y/IrPaeZl2s/LjfDTLjzOyjLlnMeMkfRARaxS7HmZmZqXE+WhmVjvfOiP7fL8iMzOzqpyPZma1cM9ixkn6EFiJZOL+dEB4fLmZmZU556OZWe3cWMw4SctVV+6lqc3MrJw5H83MaufGopmZmZmZmVXhOYtmZmZmZmZWhRuLZmZmZmZmVoUbi1ZWJM2WNEzSB5IekLRYAce6TdLu6fObJfWqYdvNJG1Uh3OMktQx3/JK2/y0kOc6W9KJC1tHMzNb9Dkfa9ze+Whly41FKzfTIqJ3em+tGcDhuW9KqqjLQSPizxHxYQ2bbAYsdBiamZk1EuejmVXhxqKVs5eBldKrms9Luht4X1KFpH9KelvSe5IOA1DiGkkfSvov0GnugSS9IKlf+nxbSUMlvStpkKQeJKH7f+lV200kLSXpofQcb0vaON23g6RnJL0j6UaSpdxrJOnfkoZIGi7p0ErvXZrWZZCkpdKyFSU9le7zsqRV6+W7aWZmWeF8dD6aAdC02BUwKwZJTYHtgKfSovWANSJiZBooP0bEupJaAK9KegboA6wCrAl0Bj4Ebql03KWAm4BN02O1j4hJkm4AfoqIS9Lt7gYuj4hXJHUHngZWA84CXomIcyX9Hpgv3BbgT+k5WgFvS3ooIiYCiwNDI+IESWemxz4aGAAcHhGfSVofuA7Yog7fRjMzyxjno/PRLJcbi1ZuWkkalj5/GfgXyfCXtyJiZFr+O2AtpfMtgCWAnsCmwD0RMRsYI+l/1Rx/A+CluceKiEkLqMdWQC9p3oXRtpLapOfYNd33v5K+z+MzHSvpD+nzZdO6TgTmAPel5XcCD0tqnX7eB3LO3SKPc5iZWbY5H52PZlW4sWjlZlpE9M4tSENham4RcExEPF1pu+2B2m5Mqjy2gWQI+IYRMa2auuR981NJm5EE64YR8bOkF4CWC9g80vP+UPl7YGZmZc/56Hw0q8JzFs2qeho4QlIzAEkrS1oceAnon87Z6AJsXs2+rwO/lbR8um/7tHwK0CZnu2dIhryQbtc7ffoSsE9ath3Qrpa6LgF8nwbhqiRXbudqAsy9+rs3yfCdycBISXuk55CktWs5h5mZGTgfzcqOG4tmVd1MMt9iqKQPgBtJeuEfAT4D3geuB16svGNEfEcyj+JhSe/y6zCX/wB/mDuBHzgW6KdkgYAP+XXVuXOATSUNJRnu81UtdX0KaCrpPeA84I2c96YCq0saQjLn4ty0fB/g4LR+w4Gd8/iemJmZOR/Nyowi8u7RNzMzMzMzszLhnkUzMzMzMzOrwo1FMzMzMzMzq8KNRTMzMzMzM6vCjUUzMzMzMzOrwo1FMzMzMzMzq8KNRTMzMzMzM6vCjUUzMzMzMzOrwo1FMzMzMzMzq+L/AcOCTKdZ56y/AAAAAElFTkSuQmCC\n", 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" ] @@ -707,13 +543,13 @@ "text": [ " precision recall f1-score support\n", "\n", - " negative 0.83 0.86 0.84 2306\n", - " neutral 0.56 0.55 0.56 793\n", - " positive 0.68 0.63 0.65 561\n", + " negative 0.74 0.94 0.83 2306\n", + " neutral 0.72 0.26 0.38 793\n", + " positive 0.69 0.56 0.62 561\n", "\n", - " accuracy 0.75 3660\n", - " macro avg 0.69 0.68 0.69 3660\n", - "weighted avg 0.75 0.75 0.75 3660\n", + " accuracy 0.74 3660\n", + " macro avg 0.72 0.59 0.61 3660\n", + "weighted avg 0.73 0.74 0.70 3660\n", "\n", "\n", "\n" @@ -723,46 +559,81 @@ "data": { "text/html": [ "\n", + "
Precision Score Recall Score Accuracy Score F1 Score
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Precision Score Recall Score Accuracy Score F1 Score
Logistic Regression61.96%62.83%70.74%62.34%Logistic Regression62.57%62.77%71.26%62.62%
Nearest Neighbors54.47%43.89%58.55%45.76%
Naive Bayes75.70%61.35%76.01%64.97%
SVM77.34%48.10%70.38%50.36%
Decision Tree60.89%59.32%69.37%59.94%
Naive Bayes69.75%70.93%76.99%70.15%Random Forest71.46%61.13%75.11%64.27%
Decision Tree57.28%58.13%65.46%57.67%Gradient Boost73.62%53.70%71.23%54.53%
Random Forest70.48%65.41%75.74%67.48%AdaBoost71.59%52.37%69.97%49.50%
XGBoost69.26%67.85%75.49%68.52%XGBoost72.06%60.87%74.43%63.11%
CatBoost71.83%58.77%73.61%61.10%
" ], "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -772,21 +643,954 @@ "name": "stdout", "output_type": "stream", "text": [ - "The model with the highest precision score is Random Forest.\n", - "The model with the highest recall score is Naive Bayes.\n", + "The model with the highest precision score is SVM.\n", + "The model with the highest recall score is Logistic Regression.\n", "The model with the highest accuracy score is Naive Bayes.\n", "The model with the highest F1 score is Naive Bayes.\n" ] } ], "source": [ - "models = m(x_train_smote, x_test, y_train_smote, y_test, objects=objects, index=index)" + "models = m(x_train, x_test, y_train, y_test, objects=objects, index=index)" + ] + }, + { + "cell_type": "markdown", + "id": "ab1a3ad2", + "metadata": {}, + "source": [ + "Most of our models display quite a bit of overfitting, which is unsurprising given the class imbalances present in the data. Before tuning a model, we will try a few strategies to combat this." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "96ce5660", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "negative 9178\n", + "neutral 3099\n", + "positive 2363\n", + "Name: airline_sentiment, dtype: int64" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Demonstrate class imbalance\n", + "df['airline_sentiment'].value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "24b42653", + "metadata": {}, + "source": [ + "## Removing Class Imbalance with SMOTE" + ] + }, + { + "cell_type": "markdown", + "id": "3cb7525d", + "metadata": {}, + "source": [ + "I will test three different SMOTE techniques: vanilla SMOTE, KMeansSMOTE, and SVMSMOTE. For efficiency I will test all three on an XGBoost algorithm only, and then run all my models with the best performing method." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "7fdb319e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[11:32:18] WARNING: ..\\src\\learner.cc:1061: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'multi:softprob' was changed from 'merror' to 'mlogloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " negative 0.86 0.79 0.82 2306\n", + " neutral 0.52 0.64 0.57 793\n", + " positive 0.67 0.66 0.67 561\n", + "\n", + " accuracy 0.74 3660\n", + " macro avg 0.68 0.70 0.69 3660\n", + "weighted avg 0.76 0.74 0.74 3660\n", + "\n", + "\n", + "\n" + ] + } + ], + "source": [ + "smote = SMOTE()\n", + "model_1 = XGBClassifier()\n", + "\n", + "x_train_smote, y_train_smote = smote.fit_resample(x_train, y_train)\n", + "\n", + "model_1.fit(x_train_smote, y_train_smote)\n", + "\n", + "metrics(model_1, x_train_smote, y_train_smote, x_test, y_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "a4a2531b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[11:32:31] WARNING: ..\\src\\learner.cc:1061: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'multi:softprob' was changed from 'merror' to 'mlogloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " negative 0.84 0.81 0.82 2306\n", + " neutral 0.51 0.64 0.57 793\n", + " positive 0.70 0.57 0.63 561\n", + "\n", + " accuracy 0.73 3660\n", + " macro avg 0.68 0.67 0.67 3660\n", + "weighted avg 0.75 0.73 0.74 3660\n", + "\n", + "\n", + "\n" + ] + } + ], + "source": [ + "kmeans_smote = KMeansSMOTE()\n", + "model_2 = XGBClassifier()\n", + "\n", + "x_train_ksmote, y_train_ksmote = kmeans_smote.fit_resample(x_train, y_train)\n", + "\n", + "model_2.fit(x_train_ksmote, y_train_ksmote)\n", + "\n", + "metrics(model_2, x_train_ksmote, y_train_ksmote, x_test, y_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "7dcf5b82", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[11:33:47] WARNING: ..\\src\\learner.cc:1061: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'multi:softprob' was changed from 'merror' to 'mlogloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " negative 0.86 0.79 0.83 2306\n", + " neutral 0.52 0.66 0.58 793\n", + " positive 0.68 0.63 0.65 561\n", + "\n", + " accuracy 0.74 3660\n", + " macro avg 0.69 0.69 0.69 3660\n", + "weighted avg 0.76 0.74 0.75 3660\n", + "\n", + "\n", + "\n" + ] + } + ], + "source": [ + "svmsmote = SVMSMOTE()\n", + "model_3 = XGBClassifier()\n", + "\n", + "x_train_svmsmote, y_train_svmsmote = svmsmote.fit_resample(x_train, y_train)\n", + "\n", + "model_3.fit(x_train_svmsmote, y_train_svmsmote)\n", + "\n", + "metrics(model_3, x_train_svmsmote, y_train_svmsmote, x_test, y_test)" + ] + }, + { + "cell_type": "markdown", + "id": "3a9c1ce6", + "metadata": {}, + "source": [ + "SVM SMOTE is the highest performing of the three, so I will use this algorithm wth all the models to ensure I select the best performing model." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "0e0af06b", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Logistic Regression Results:\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " negative 0.84 0.80 0.82 2306\n", + " neutral 0.49 0.52 0.50 793\n", + " positive 0.57 0.64 0.60 561\n", + "\n", + " accuracy 0.71 3660\n", + " macro avg 0.63 0.65 0.64 3660\n", + "weighted avg 0.72 0.71 0.72 3660\n", + "\n", + "\n", + "\n", + "Nearest Neighbors Results:\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " negative 0.79 0.22 0.35 2306\n", + " neutral 0.25 0.64 0.36 793\n", + " positive 0.32 0.57 0.41 561\n", + "\n", + " accuracy 0.37 3660\n", + " macro avg 0.45 0.48 0.37 3660\n", + "weighted avg 0.60 0.37 0.36 3660\n", + "\n", + "\n", + "\n", + "Naive Bayes Results:\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " negative 0.85 0.87 0.86 2306\n", + " neutral 0.63 0.50 0.56 793\n", + " positive 0.60 0.74 0.66 561\n", + "\n", + " accuracy 0.77 3660\n", + " macro avg 0.70 0.70 0.69 3660\n", + "weighted avg 0.77 0.77 0.76 3660\n", + "\n", + "\n", + "\n", + "SVM Results:\n" + ] + }, + { + "data": { + "image/png": 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ZITZmZmYFyXBGurFoZmb5yehVUzMzs4JlNCOz+anMzGyxI2lpSQ9I+lTSJ5I2ldRO0iBJX6Rf2+Zs30/ScEmfSdopp7yXpGHpe9dIGb3ca2ZmVs/cWDQzs/zMHWazqI/aXQ08HRGrAz2BT4BTgecjogfwfPoaSWsCfYC1gJ2BGySVpce5ETgS6JE+dq67b4KZmVk16jcfi8aNRTMzy0N6D6lCHjUdXWoDbAncDBARsyJiIrAnMCDdbACwV/p8T+DeiJgZEV8Dw4GNJHUG2kTEGxERwO05+5iZmdWDAjOyhHnOopmZ5afwq58dJA3Oed0/Ivqnz1cCfgRuldQTGAIcD3SKiNEAETFaUsd0+y7AmznHGpmWzU6fVy03MzOrPyXeQ7io3Fg0M7Paibq4+jkuInov4L1yYAPguIh4S9LVpENOa6hRVVFDuZmZWf2om4wsSdn8VGZmtrgZCYyMiLfS1w+QNB7HpENLSb+Ozdl++Zz9uwKj0vKu1ZSbmZnZQnJj0czM8lC/cxYj4gfgO0mrpUXbAR8DjwJ907K+wCPp80eBPpKaS1qRZCGbt9Mhq5MlbZKugnpIzj5mZmb1wHMWzcyssav/+RjHAXdJagZ8BRxGclFzoKQjgG+BfQEi4iNJA0kalBXAMRFRmR7naOA2oCXwVPowMzOrP56zaGZmjVo9X/2MiKFAdXMat1vA9hcAF1RTPhhYu04rZ2ZmVpMS7yFcVNn8VGZmZmZmZlYQ9yyamVl+MjrExszMrGAZzUg3Fs3MrHZSZofYmJmZFSTDGenGopmZ5SejV03NzMwKltGMdGPRzMzyoowGoZmZWaGympHZ7C81MzMzMzPLAEm3SBor6cOcsvskDU0fIyQNTcu7S5qe896/cvbpJWmYpOGSrlEeLVz3LJqZWa1Edq+ampmZFaIBMvI24Drg9rkFEbH/vPNLlwOTcrb/MiLWq+Y4NwJHAm8CTwI7U8u9iN2zaGZmtVMdPMzMzLKonvMxIl4GJlR76qSVuh9wT41VlDoDbSLijYgIkobnXrWd2z2LZmaWB7ln0czMrFpFzcjfAGMi4oucshUlvQf8DJwREa8AXYCROduMTMtq5MaimZnlxY1FMzOz6hWYkR0kDc553T8i+ue57wH8uldxNNAtIsZL6gX8V9JaVN+HGbUd3I1FMzMzMzOz4hkXEb0XdidJ5cDvgV5zyyJiJjAzfT5E0pfAqiQ9iV1zdu8KjKrtHJ6zaGZmeZFU0MPMzCyripSP2wOfRsS84aWSlpFUlj5fCegBfBURo4HJkjZJ5zkeAjxS2wncs2hmZnlxg8/MzKx69ZmRku4BtiYZrjoSOCsibgb6MP/CNlsC50qqACqBoyJi7uI4R5OsrNqSZBXUGldCBTcWzcwsH17R1MzMrHr1nJERccACyg+tpuxB4MEFbD8YWHthzu1hqGZmZmZmZjYf9yyamVmt5FtnmJmZVSvLGenGopmZ5SWrQWhmZlaorGakG4tmZpaXrAahmZlZobKakW4smplZXrIahGZmZoXKaka6sbiYa7NkS645/QDWWHk5IoLjzr+Ld4aN4E/7bcmf9t2Siso5DHrtI8669hHaLtWKARcdwfprrsA9j7/FKZfdP+84TcvLuPT/9mWLXj2YMyc4/8bHeOyF94v4ybLh+PPvYtDrH9GhbWtevqsfAMM+H8kpl97HjFkVlJc14ZKT92ODtVbg3Y++4aRL7gUgIvi/I3bht1v3LGb1M++Lb8ZwxGm3zns9YtR4+h25KxMmTeWpl4fRRKJDu9Zcf+bBdF5mqSLW1MwWRpdOS3Pj2YfQsX0b5kQw4OHX+Pe9L7J0m1bccuHhdOvcjm9HT+CwfjczafJ0NlhzBa46PVlsUMDFNz3JEy9+8Ktj3n35n+nepT2b9bmwCJ8oe06++B6ef/1j2rddkucG/B2Aj4d/z2mX38/UabPo2rkt1/zjD7ReogVDP/6GUy8bCEAE/O2wndh5y3WLWf1GYUEZ+ZtePTjx4vuYOn0m3Tq359/nHkKbJVsWsaZWnxbbxqKkpYEDI+KG9PVywDURsU9RK9bALj5pb55/8xMO7XcLTcvLaNmiGVv06sGuW67LFgdezKzZFXRouyQAM2dWcOG/n2CNlTuzxkrL/eo4Jx22E+N+msyG+5yHJNq2aVWMj5M5fX67MUfsuyXHnnvnvLJzr3+Ek4/Yhe02XZPnXv+Ic69/hP/e8FdWX7kzg245mfLyMsaMm8Q2h1zCTlusTXl5WRE/Qbb1WKETL991KgCVlXNY67dnsNvWPVmqdUtOP2o3AP5934v88z9PcUW/PsWsavH51hmLlcaekRUVczjjqof44LORLNmqOS/c/ndefOtTDtxtY15+5zOuGjCIE/ruwN/67sjZ1z3CJ1+OYptDLqWycg6d2rfhlbv78fQrH1JZOQeA3bbpydRpM4v8qbJl3503ou/vtuBvF949r+yUS+/jjL/swSbrrcJ9T7zFv+/5Hyf/cVdWW6kzj/c/cV4+7nz4ZWy/2VrOx3q2oIw89NSbOff4vdh8gx7c+egbXHvn8/Mys9HKcEYuzrfOWBr4y9wXETGqsYTgXK2XaMFm66/CHY+8AcDsikp+njKdw/fegqsGDGLW7AoAxv00BYBpM2bx5vtfMWNmxXzHOniPTbjytkFA0qs1YdLUBvoU2bbp+quwdJWGtyQmT50BwM9TZrBsh6THqlWLZvOCb8asCjL7r06Jeumdz+jetQPLd273qyuk06bPyuzQkoUlqaCHNailacQZOWb8z3zw2UgApkybyecjfqDzMkuzy1brcs/jbwFwz+NvsevWSe/U9Jmz5zUMmzdvSkTMO9YSLZtxzIHbctktTzfwp8i2jddbmaXbLPGrsq++HcvGPVcG4De9V+XJl5Le3ZY5+ThzVgX+56Th5WbkF9+OZbP1VwFg641X90i0VFbzsd4ai5K6S/pE0k2SPpL0rKSWklaW9LSkIZJekbR6uv3Kkt6U9I6kcyVNScuXlPS8pHclDZO0Z3qKi4GVJQ2V9M/0fB+m+7wlaa2curwoqZekJSTdkp7jvZxjLZZWWK49436awvVnHsxLd5zC1acfQKsWzVilW0c2XW9lBt1yEo//66+sv0a3Go8z9w/j0476LS/efgq3XnQ4y7Rr3RAfoVE6/4Tfc851j7Denmdy9rX/5fSjd5/33pCPRvCbAy9kq4Mv4p+n7Oerpg3ooUHvsveOvea9Pv+Gx1h7t39w/9OD6ffnXYtYs9Iwd1nwrIZhQ3NGNpzlO7dj3dW6MuSjEXRs15ox438GkgblMm1/ybpea63A6/edzmv3nMaJF987r/F42lG7cd1dzzNtxqyi1L8xWW3Fzgx69UMAnnjxfUaPnTjvvfc+/obtDrmYHQ+7lAtP2tf52MByM3KNlTrz1MvDAHjkufcYNeanYlatJBSakaWsvnsWewDXR8RawERgb6A/cFxE9AJOBm5It70auDoiNgRG5RxjBvC7iNgA2Aa4XMl39VTgy4hYLyL+r8p57wX2A5DUGVguIoYApwP/S8+xDfBPSUtU2RdJR0oaLGlwVEwv/LtQT8rLm9Bzta7c8uArbPWHS5k2fRYn9N2B8rImLN2mJTscfjlnXvMIt150eM3HKWtCl05teev9r9j6kEt5Z9jXnPfXvRrmQzRCtz30Kuce/zuGPnIu5x3/O07IGYLTa63uvHL3aTx7y8lcc/sgZsycXcSaNh6zZlfw9MvD2HO79eeVnfGX3fnw8fPYd+fe3HT/y0WsXelwY7HOLXYZubjk41xLtGzG7Zf8kX5XPDhvRMeCDPnoGzbb/wK263spfzt0R5o3K2ftVbuw0vLLzDd/0erHP0/tw4CHX2XXP17OlGkzaNr0lwbh+muuwPO3n8pj/z6R6+983vnYgKpm5LX/OJD/PPAK2xxyafJzcsMdcM/iovo6Ioamz4cA3YHNgPslDQX+DXRO398UmLviyi9/PSdj8S6U9AHwHNAF6FTLeQcC+6bP98s57o7Aqem5XwRaAPN1u0VE/4joHRG9VV66E3ZHjZ3IqLETGfLRNwA8+r+h9Fxteb4fO3HekIB3P/6GOXPm0H7pJRd4nAmTpjJ1+kweT8PwkefeY93Vl6//D9BI3ffk2+yWLlyzx3br897H38y3zardl6VVy2Z8+tXohq5eo/Tc6x+z7urL07F9m/ne22en3jz2Pw+xsXqx2GXk4pKPkFwIHXDJn7j/6cE8nmbi2AmT6ZT+nndq34Yff5o8336fjxjDtOmzWGPl5dhonRXpuXo33n/kHJ666W+s3K0jj/3r+Ab9HI3JKit04q4rjubJ/5zEnttvwArLdZhvmx7dO9GqZTM++9r52FCqZuSq3ZfloWuP4YXbT2HvHXuzYtf5f06WHfXdWMydDV4JtAMmplc65z7WqOUYBwHLAL0iYj1gDEmALVBEfA+Ml7QusD/JVVRIQnXvnHN3i4hPFv5jlYax4yfz/diJrNKtIwBbbrgqn309midf+oAte68KwMrdlqFZ03LGT5xS47GeeeVDtujVIz3Oanz29Q/1W/lGbNkOS/H6e8MBeGXw56y0/DIAfDNqPBUVlQB8N3oCw78dy/Kd2xWtno3Jg88O+dUQ1C+/HTvv+VMvD6NH99r+9m4kVODDqnJG1qNr/3EQn4/4gRvu/t+8sqdfHsYBu20MwAG7bcxT6Zy4bsu1p6ws+ZNo+WXbssoKnfh21HhuefBV1tz1dHrueRa7/OlKvvx2LLsfdXXDf5hGYlzaeJ8zZw7X3D6Ig/fcDIBvc/Jx5A8T+PLbsSy/rPOxoVTNyB8n/PJzuvyWpzn091sUq2qlJaP52NCrof4MfC1p34i4Px0qs25EvA+8STIE5z4gd9nBpYCxETFb0jbACmn5ZKCmiXX3AqcAS0XEsLTsGeA4ScdFREhaPyLeq7uP1/BO+ef99D+vL83KyxgxajzHnHsn06bP4rp/HMTr9/Rj1uxKjj7nl5U43//v2bReogVNm5az61brsPdfb+Czr3/g7Ose4V/nHMJFf/s94yZO4dhz7yrip8qOP595G6+9O5wJE6fQc49/cMofd+Xyfn0448oHqaicQ4tmTbn81OR/97fe/5Jr73iO8vIymkhccvJ+NfYIW92YNmMWL771KVfmrHZ6zvWPMvybsTRpIpZfth2Xn7p/EWtYIpTde0iVEGdkHdmk50r0+e3GfPTF9/NWczzv+ke5csAgbr3ocA7eY1NGjvmJQ0+9GYBNe67E8YfuSEVFJXPmBCdfcp8Xeqtnx55zO2+8N5yfJk1lo73P5sTDdmbq9Jnc/vBrAOy85Trst+tGALwz7CtuuOt5mqb5eMGJ+9DO+dggqsvIB58dws3p9IzdtunJQbtvUqzqlY4MZ6RyV/yq0wNL3YHHI2Lt9PXJwJLAAOBGkqE1TYF7I+JcST2AO0na108AR0ZEF0kdgMfSbYcCmwO7RMQISXcD6wJPAddXOV8n4HvgvIg4Jy1rCVxFMsxHwIiIqHGt3yatOkbz1f2HYqkZ+7qv7Jaa8rJs/iO5ONt8kw15d8jgOvnBNF1m5Wi/1yUFHWPMf/YdEhG966I+i7ssZGSTVh2j+Wr71dn3xOrGty9fWewqWBVLtlhs71SXaa2aNamzTCo0I0s5H+vt/96IGAGsnfP6spy3d65ml++BTdKrmX2Awel+40jmalR3jgOrFOWebwxVPl9ETAf+nP+nMDMzq3vOSDMzWxyU0qWOXsB16bCbiUDNS3iamVmDyuoQm8WEM9LMrIRlNSNLprEYEa8APYtdDzMzm9/ce0hZcTgjzcxKV5YzsmQai2ZmVuKymYNmZmaFy2hGurFoZma1y/BKb2ZmZgXJcEbW930WzczMzMzMbDHknkUzM8tLVq+ampmZFSqrGenGopmZ5SWrQWhmZlaorGakG4tmZpafbOagmZlZ4TKakW4smplZXrJ61dTMzKxQWc1IL3BjZmZmZmZm83HPopmZ1UrK7g2HzczMCpHljHTPopmZ5WVuGC7qI4/jj5A0TNJQSYPTsnaSBkn6Iv3aNmf7fpKGS/pM0k455b3S4wyXdI2ymuBmZlYy6jMfi8mNRTMzy0t9NxZT20TEehHRO319KvB8RPQAnk9fI2lNoA+wFrAzcIOksnSfG4EjgR7pY+c6+QaYmZktgBuLZmZmDW9PYED6fACwV075vRExMyK+BoYDG0nqDLSJiDciIoDbc/YxMzOzheDGopmZ5UcFPqCDpME5jyOrnCGAZyUNyXmvU0SMBki/dkzLuwDf5ew7Mi3rkj6vWm5mZlZ/CsvHkuUFbszMLC91MFRmXM7w0upsHhGjJHUEBkn6tKbqVFMWNZSbmZnVm1IfTrqo3Fg0M7Paqf6DMCJGpV/HSnoY2AgYI6lzRIxOh5iOTTcfCSyfs3tXYFRa3rWacjMzs/rRABlZLB6GamZmtRIgFfao8fjSEpJaz30O7Ah8CDwK9E036ws8kj5/FOgjqbmkFUkWsnk7Hao6WdIm6Sqoh+TsY2ZmVucKzchS5saimZmVgk7Aq5LeB94GnoiIp4GLgR0kfQHskL4mIj4CBgIfA08Dx0REZXqso4H/kCx68yXwVEN+EDMzs7ok6RZJYyV9mFN2tqTv09tNDZW0a857dXZrKQ9DNTOzPNTv8t4R8RXQs5ry8cB2C9jnAuCCasoHA2vXdR3NzMyqV++3wLgNuI5khe9cV0bEZb+qya9vLbUc8JykVdMLqnNvLfUm8CTJraVqvKDqnkUzM8tLfQ5DNTMzW5zVZz5GxMvAhDyrUqe3lnJj0czM8lLIDYezOvHfzMwMCstIar+11IIcK+mDdJhq27SsTm8t5WGoZmZWO/cOmpmZVa/wjKzt1lLVuRE4j+T2UOcBlwOHU8e3lnLPopmZmZmZ2WIkIsZERGVEzAFuIrndFNTxraXcWDQzs1oJaNJEBT3MzMyyqNCMXKRzJnMQ5/odye2moI5vLeVhqGZmlhcPQzUzM6tefWakpHuArUnmNo4EzgK2lrQeyVDSEcCfIbm1lKS5t5aqYP5bS90GtCRZBbXWW0u5sWhmZnnxIjVmZmbVq+fbSx1QTfHNNWxfZ7eW8jBUMzMzMzMzm497Fs3MrHZeDdXMzKx6Gc5INxbNzKxWwsNQzczMqpPljHRj0czM8qDMBqGZmVlhspuRbiyamVleMpqDZmZmBctqRnqBGzMzMzMzM5uPexbNzCwvWR1iY2ZmVqisZqQbi2ZmVrsMr/RmZmZWkAxnpBuLZmZWqyyv9GZmZlaILGekG4tmZpaXjOagmZlZwbKakV7gxszMzMzMzObjnkUzM8tLVofYmJmZFSqrGenGopmZ5SWjOWhmZlawrGakG4tmZlY7ZfeqqZmZWUEynJGes2hmZmZmZmbzcc+imZnVKlkWvNi1MDMzKz1Zzkg3Fs3MLA/K7BAbMzOzwmQ3I91YrMV6a3Tj1TeuKXY1rIr2Gx9X7CpYFePeurbYVbB6ltEctEW0Zo+uPPDkJcWuhlUxaXpFsatgVbRu2bTYVbAGkNWMdGPRzMzyktWrpmZmZoXKakZ6gRszMzMzMzObj3sWzcysdsruEBszM7OCZDgj3Vg0M7NaJSu9ZTQJzczMCpDljHRj0czM8pLVIDQzMytUVjPSjUUzM8tLRnPQzMysYFnNSC9wY2ZmZmZmZvNxz6KZmeUlq0NszMzMCpXVjHRj0czMapfhld7MzMwKkuGMdGPRzMxqJZTZq6ZmZmaFyHJGes6imZmZmZmZzcc9i2ZmlpeMXjQ1MzMrWFYz0o1FMzPLS5OsJqGZmVmBspqRbiyamVleMpqDZmZmBctqRrqxaGZmtZKyuyy4mZlZIbKckV7gxszMSoakMknvSXo8fd1O0iBJX6Rf2+Zs20/ScEmfSdopp7yXpGHpe9coqwluZmaNgqRbJI2V9GFO2T8lfSrpA0kPS1o6Le8uabqkoenjXzn7LHQ+urFoZmZ5aaLCHnk6Hvgk5/WpwPMR0QN4Pn2NpDWBPsBawM7ADZLK0n1uBI4EeqSPnQv86GZmZjWq53y8jfmzbBCwdkSsC3wO9Mt578uIWC99HJVTvtD56MaimZnlRVJBjzyO3xX4LfCfnOI9gQHp8wHAXjnl90bEzIj4GhgObCSpM9AmIt6IiABuz9nHzMysXtRnPkbEy8CEKmXPRkRF+vJNoGst9VukfHRj0czM8pLMyVj0Rx6uAk4B5uSUdYqI0QDp145peRfgu5ztRqZlXdLnVcvNzMzqTYH52EHS4JzHkQt5+sOBp3Jer5hO6XhJ0m/SskXKRy9wY2ZmDaWDpME5r/tHRH8ASbsBYyNiiKSt8zhWdc3PqKHczMysVI2LiN6LsqOk04EK4K60aDTQLSLGS+oF/FfSWixiPrqxaGZmtRKganNmodQUhpsDe0jaFWgBtJF0JzBGUueIGJ0OoRmbbj8SWD5n/67AqLS8azXlZmZm9aKOMnLhzyv1BXYDtkuHlhIRM4GZ6fMhkr4EVmUR89HDUM3MLC/1ucBNRPSLiK4R0Z1k4Zr/RcTBwKNA33SzvsAj6fNHgT6SmktakWSi/tvpUNXJkjZJV3k7JGcfMzOzetEAC8D9iqSdgb8De0TEtJzyZeYu+CZpJZJ8/GpR89E9i2ZmVrs8J+HXg4uBgZKOAL4F9gWIiI8kDQQ+Jhl+c0xEVKb7HE2yclxLkjkcT1U9qJmZWZ2p54yUdA+wNcl0jpHAWSSrnzYHBqXnfjNd+XRL4FxJFUAlcFREzF0cZ6Hz0Y1FMzPLS0O1FSPiReDF9Pl4YLsFbHcBcEE15YOBteuvhmZmZr9WnxkZEQdUU3zzArZ9EHhwAe8tdD56GKqZmZmZmZnNxz2LZmZWKwFNijMM1czMrKRlOSPdWDQzs7xkNAfNzMwKltWMdGPRzMzyUqQFbszMzEpeVjPSjUUzM6uVlN2rpmZmZoXIckYusLEo6VogFvR+RPy1XmpkZmZW4pyRZmbWGNTUszi4wWphZmYlL6uT9xeRM9LMzObJakYusLEYEQNyX0taIiKm1n+VzMysFGUzBheNM9LMzHJlNSNrvc+ipE0lfQx8kr7uKemGeq+ZmZmVFEkFPbLIGWlmZlBYRpayWhuLwFXATsB4gIh4H9iyHutkZma2uLgKZ6SZmWVUXquhRsR3VVq9lfVTHTMzK0XJDYeLXYvS5Iw0M2vcspyR+TQWv5O0GRCSmgF/JR1uY2ZmjcRiMFSmSJyRZmaNXYYzMp/G4lHA1UAX4HvgGeCY+qyUmZmVnozmYKGckWZmltmMrLWxGBHjgIMaoC5mZlbCsnrVtBDOSDMzg+xmZD6roa4k6TFJP0oaK+kRSSs1ROXMzMxKmTPSzMyyLJ/VUO8GBgKdgeWA+4F76rNSZmZWWuZO3i/kkVHOSDOzRq7QjCxl+TQWFRF3RERF+rgTiPqumJmZlRbfZ7FazkgzM8tsPi5wzqKkdunTFySdCtxLEoD7A080QN3MzKyElHacNSxnpJmZ5cpqRta0wM0QkuCb+9n/nPNeAOfVV6XMzKy0SNCkxK9+NjBnpJmZAdnOyAU2FiNixYasiJmZ2eLCGWlmZo1BPvdZRNLawJpAi7llEXF7fVXKzMxKT0YvmhbMGWlmZlnNyFobi5LOArYmCcIngV2AVwEHoZlZI1Lqk/CLwRlpZmaQ3YzMp2dxH6An8F5EHCapE/Cf+q2WFerGe/7HHY+8gSTWXLkz1/7jYL74ZgwnXXwfM2fNpqysCf88ZT96rdW92FXNnDZLtuSaMw5kjZU7EwHHnXcX7wz7mj/ttxV/2m9LKirnMOjVDznr2kdYvnM73hp4BsO/HQvA4GEjOPHiewHYe8denHjYTkQEo8dN4s//GMCESVOL+dEy4a/n3cWzr31Ih7atefWe0wA465r/8syrw2jWtJzuXTpw7T8OYqnWrQD46IvvOenie5k8dQZNmohBt/4fLZo3LeZHKJqM5mChnJElbuas2Rxxyr+YNbuSyspKtt9iHY4+eEc++3IUF1z3EDNnV1DWpAmnHfM71l5teT787DvOu/ZBACLgqIO2Z9vN1i7yp8iembNmc+hJNzJrdgWVlXPY4TfrcMwhO817/7b7X+Ty/zzBywPPpu1SSwDwn3v/x0NPv01ZWRNOPXpPNu+9WrGq3yh8MWIMh592y7zX34waT78jf0uf327E4afdwrejJ9CtcztuvegIlm7Tqog1LQ1Zzch8GovTI2KOpApJbYCxQMnccFhSd2CziLh7EfadEhFL1n2timvU2In0v+8lXr/3dFq2aMbhp93CQ4OG8OAzQzjljzuz/WZrMei1jzjnukd49Mbji13dzLn4pH14/o2POfTUm2laXkbLFs3YolcPdt1qHbY44CJmza6gQ9tf/rcb8f04tjzo4l8do6ysCRedtA+b7Hc+EyZN5Zzj9uRP+23FJTc92dAfJ3P67LYxR+y7Jcecc8e8sq03Wo1//GV3ysvLOOe6R7hqwCDOOnZPKioqOfrs27nhrD+w9qpdmTBpKk3Ly4pYeytBJZuRzsdEs6bl9L/oSFq1bM7sikoOP/lGNu+9GjfeMYgjD9yeLTZcnVfe+ZSrbnmS/1zyZ1ZeoRN3XX0c5WVl/DjhZ/Y/5iq23HgNysv8u1+XmjUt5+ZL/zzv59L3xOvZYsPV6bnGCvwwdiJvvPcFnTsuPW/7L78Zw1MvDuW//U9m7ISf+dOp/+bxm/9OWVk+d4GzRdGjeydeubsfAJWVc1hz19P57TY9uXLAILbccDX+duiOXHnbs1w54FnOOW6v4lbW6k0+v2GDJS0N3ESy+tu7wNv1WamF1B04sLo3JOU1JzOLKirnMGPmbCoqKpk+YxadOyyFBJOnzgDg5ynTWbbDUkWuZfa0XqIFm62/Mnc88gYAsysq+XnKdA7f+zdcNWAQs2ZXADDupyk1HkckV6iWaNksPW5Lfhg3qV7r3lhstv4qtK1yBXSbTdagPG0E9l67O6PGTgTghbc+Zc1VlmPtVbsC0G6pJRrtHyZCNFFhj4wq5YzsjvMRSbRq2RyAiopKKiorEUKCqdNmAjBl6gyWadcGgJYtms1rGM6aVZHZoWXFNv/PZc687/Wl/36UE4/47a++9y+88RG7bL0ezZqV03XZdnRbrgPDPvu2KHVvjF565zO6d12Gbp3b8dRLH3DAbhsDcMBuG/Pkix8UuXbFV2hGlrJawyIi/pI+/Zekp4E2EVHw/xXpFc+nSOZ2bAZ8D+wJLAdcDywDTAP+FBGfSroNeDwiHkj3n3vV82JgDUlDgQHAT8BvSRYaWELSHsAjQFugKXBGRDxSaP1L2XIdl+bYg7aj555n0qJ5M7bZeHW22WQNluvUln2Pv4Ezr/kvcyJ4+qYTi13VzFmhS3vGTZzC9WcdzNo9ujD0k+/od/kDrLJCRzZdb2XOOHp3Zs6azT+ufpj3Pk5Crtty7Xnpzr8zeeoMLrjxcd4Y+iUVlXM46eL7ePWe05g2YxZfffsjJ196X5E/XeNw12Nvstf2GwDw5bdjEWLfv17PuIlT+N0OvfjrH7Yvcg2LRNkdYlOI+shI52Pdq6ycw4HHX8N3o8az/26bss7q3Tj5yN055h83c+XNTzAngtsu+8u87Yd9+i1nX3U/o8dO5PyT93evYj2prJzD/sdexbejxtNn981Yd/VuvPDGR3TssBSrrbzcr7YdM24S667Rbd7rTh2WYuz4nxu6yo3WQ88OYe+degEwdsLkeR0Oy3ZYih9/mlzMqpWGDGfkAi+RS9qg6gNoB5Snz+tCD+D6iFgLmAjsDfQHjouIXsDJwA21HONU4JWIWC8irkzLNgX6RsS2wAzgdxGxAbANcLkyfplw4s/TePLlD3j34bP56InzmTp9JgOfeodbH3qV80/4PcMeO48LTvg9f73grmJXNXPKy8roudry3PLAK2x18CVMmzGTEw7dgfKyJizduhU7HHYZZ179X2698HAAxoz7mXV2P5OtDr6E0698iJvOP5TWS7SgvKwJh+/zG7Y6+BLW2OV0Phr+PX87dMcif7rsu+LWZygva8K+O/cGkh76t97/kn+d25cn+v+NJ198n5ff+azItSweSQU9sqQBMtL5WIfKyppw33Un8Mztp/Hh598xfMQP3P/km5z0p915+vbTOPlPu3HO1Q/M236d1bvx4L9O4s6rjuWWgS8wc9bsItY+u8rKmvDAjSfy3F1n8OFn3/HZV6O46Z7nOeaQ+fMuiPnKMvk/awmaNbuCp14exl7brV/sqpS0rOZjTT2Ll9fwXgDb1sH5v46IoenzISRDZjYD7s/5xjVfhOMOiogJ6XMBF0raEpgDdAE6AT8saGdJRwJHAizfrduCNitZL73zGSss154ObVsDsNs2PXl72Fc88PRgLjpxbwD23G59jr/gnmJWM5NGjf2JUWMnMuSjbwB49PmhnNB3B74fO5HHXngfgHc//oY5EbRfeknGT5zCrEnJ0NT3P/2Or0eOY+VuHeddnRrx/TgA/vvcu5zQ143F+nTvE2/x7Ksf8tD1x837h3u5jkuz2Qar0H7pZOrW9putxfuffseWGzbORRUa5wDcBarvjCz5fFyuy/KLcPriar1kS3qvsxKvD/mMx58bwil/3gOAHX6zLude/eB826/UrRMtWzRj+IgxrJUOR7e612bJlmzYcyVeeOMjvv9hAvscnVzbGPPjJPY75iruueY4lu2wNGN+/GU6xphxk1imfZtiVblRee71j+m5+vJ0TL/fHdu15odxk1i2w1L8MG4Sy6R/bzZ2Wc3IBX6uiNimhkddNBQBZuY8ryS5KjsxvQo697FG+n7F3PqmVz6b1XDc3CUjDyIZstMrItYDxpBzL6zqRET/iOgdEb07dFhmoT5QKejSqS2DPxzBtBmziAhefudzVu2+LMsusxSvvTscgJcHf87Kyy9+n63UjR0/me/H/MQqK3QEYMsNV+Ozr3/gyRc/YMsNVwVg5W4dada0nPETp9B+6SVp0iT5w2+FLu1ZafllGPH9OEaPncRqKy47r5Gy9car89mIBf79ZgV6/o2Pueb257jzsiNp1eKXf1q23WQNPho+imkzZlFRUcnr733BaisuW8SaWqlogIws+Xxs277DQn2gYpkwaQqTp0wHYMbM2bw1dDjdu3ZkmfZtGDLsKwDefv9LunVJPs/3P0ygorISgFFjfmLEyB9ZrlPb4lQ+wyZMnMLPOT+XN98dzhord+GlgWfzzO2n8cztp9FpmaUYeP0JdGjXhq03WZOnXhzKrFkVjPxhAt98P451Vlv8Lugvjh54ZjB779hr3uudt1yHex5/C4B7Hn+LXbZat1hVswZQahPcfwa+lrRvRNyfht66EfE+MALoBQwkmbsxd+36yUBNlzSWAsZGxGxJ2wAr1FvtS0Tvtbuzx7brsc0hl1BeVsY6q3al716bse6qXTntigepqKykefOmXNGvT7GrmkmnXHY//c89lGZNyxjx/TiOOfdOpk2fxXVnHsTr957GrNmVHH12shLnZuuvQr+jfktlRSWVc4KTLr6XiT9PA+DSm57iif4nUFFRyXc/TOAv59xZzI+VGX8641Zee3c4EyZOYZ3d/sHfj9yVqwc8y8xZFexz3PUA9Fq7O5ef2oel27Ti6AO2ZYdD/4kktt9sTXbconEuoZ8sulTaQ2Uyzvm4iMZNmMyZlw9kzpw5zIlgh9+sy5Ybr0HrJVvwz38/RkXlHJo3LeeM434PwHsfjeDW+1+gvLyMJhKn/eV3827dYHXnxwk/c8Zl91E5Zw4xJ9hxy55stcmaC9x+le7LstOWPdnzyH9SXlbG6cf+rtEuONaQps2YxYtvf8qVpx0wr+xvfXfgsH63cOejb9C1U1tuu/iIItawNGQ5IxUx/xjwBjlxMoH/8YhYO319MrAkyST8G4HOJIF3b0Scm9676hGSq6fPk8zbWFJSU+BpoANwG8kE/t4RcWx63A7AY+mxhgKbA7tExIh8lgbfoFfvePWNd+ryo1sdaL/xccWuglUx7q1ri10Fq+I3m27Iu0MG10l6dVpl7Tjg8gdq37AGV++1xpCI6F0X9cmyxSUf1+65QTzw9Ct1+dGtDpS7AVVyurZrWewqWDVaNlWdZVKhGVnK+Vi0nsWIGAGsnfP6spy3d65m+zHAJjlF/dLy2cB2VTa/LWe/cSQT+qurQybuIWVm1hCaZPOiaclxPpqZLX6ympG1Xn5S4mBJZ6avu0naqP6rZmZmpULyaqjVcUaamVmhGVn78XWLpLGSPswpaydpkKQv0q9tc97rJ2m4pM8k7ZRT3kvSsPS9a/JZATufsQo3kFx5nDtYeTLJfZ7MzMwaO2ekmZnVt9uYf2TJqcDzEdGDZArCqQCS1gT6AGul+9wgae7NYm8kWdG6R/qYb7RKVfk0FjeOiGNI7sdERPxEzSutmZlZBjVRYY+MckaamVm95mNEvAxMqFK8J8lcdtKve+WU3xsRMyPia2A4sJGkzkCbiHgjkkVrbs/ZZ4HymbM4O22NBoCkZUjux2RmZo1IRkeSFsoZaWZmxcjIThExGiAiRkvqmJZ3Ad7M2W5kWjY7fV61vEb5NBavAR4GOkq6ANgHOCOP/czMLCMENHFrsTrOSDOzRq4OMrKDpME5r/tHRP8CqlNV1FBeo1obixFxl6QhJCuqCdgrIj6pbT8zM7Osc0aamVkdGLcIt84YI6lz2qvYGRiblo8Els/ZriswKi3vWk15jfJZDbUbMI3kXkyPAlPTMjMza0SaFPjIImekmZlBUfLxUaBv+rwvyf1255b3kdRc0ookC9m8nQ5ZnSxpk3QV1ENy9lmgfIahPsEvXZctgBWBz0hW2DEzs0bCo1Cr5Yw0M7N6zUhJ9wBbkwxXHQmcBVwMDJR0BPAtsC9ARHwkaSDwMVABHBMRlemhjiZZWbUl8FT6qFE+w1DXqVLZDYA/5/PBzMwsGyTV65xFSS2Al4HmJNn0QEScJakdcB/QHRgB7JeuOIqkfsARQCXw14h4Ji3vxS9h+CRwfLryW51zRpqZWX1nZEQcsIC3tlvA9hcAF1RTPhhYe2HOvdA9nxHxLrDhwu5nZmaLt+Smw4v+qMVMYNuI6AmsB+wsaRMa6D5SdcUZaWbWONVjPhZVrT2Lkk7MedkE2AD4sd5qZGZmjU7a8zclfdk0fQTJ/aK2TssHAC8CfyfnPlLA15Lm3kdqBOl9pAAkzb2PVK1DbRaFM9LMzLIsnzmLrXOeV5DMz3iwfqpjZmalKp8bBxci7RkcAqwCXB8Rb0lqkPtIFcAZaWZm9Z6RxVJjYzEN7iUj4v8aqD5mZlaC6ug+izXeRyqdgL+epKWBhyXVNK+iTu8jtSickWZmBtm+F/ECG4uSyiOiIp2sb2ZmjVwd5GBe95GKiImSXiSZa9gg95FaWM5IMzPLldG2Yo0L3Lydfh0q6VFJf5D0+7mPhqicmZmVCCVDbAp51Hh4aZm0RxFJLYHtgU9poPtILQJnpJmZJeoxH4stnzmL7YDxwLb8MsQngIfqsV5mZta4dAYGpEM7mwADI+JxSW/QAPeRKoAz0szMMqumxmLHdJW3D5l/Hki9zP8wM7PSpWqnA9aNiPgAWL+a8vE0wH2kFoEz0szM5qnPjCymmhqLZcCSNOBiAWZmVpqSyfvFrkVJcUaamRmQ7YysqbE4OiLObbCamJlZSctqEC4iZ6SZmc2T1YysaYGbjH5kMzOzgjkjzcws82rqWax2joiZmTVOyuq64IvGGWlmZvNkNSMX2FiMiAkNWREzMytdWZ6PsSickWZmNleWMzKfW2eYmVljp+zecNjMzKwgGc5INxbNzCwvTbKahGZmZgXKakbWtMCNmZmZmZmZNVLuWTQzs1pleT6GmZlZIbKckW4smplZXjI6wsbMzKxgWc1INxbNzCwPoolvLWhmZlaN7GakG4tmZlYrkd2rpmZmZoXIckZ6gRszMzMzMzObj3sWzcysdsru5H0zM7OCZDgj3Vg0M7O8ZPUeUmZmZoXKaka6sWhmZrXK8nwMMzOzQmQ5Iz1n0czMzMzMzObjnkUzM8tLVofYmJmZFSqrGenGopmZ5SWjOWhmZlawrGakG4tmZlYr4XkLZmZm1clyRrqxaGZmtRMoq5dNzczMCpHhjMxqI9jMzMzMzMwK4J5FMzPLSzavmZqZmRUuqxnpxqKZmdVKZHelNzMzs0JkOSPdWDQzs7xkMwbNzMwKl9WM9JxFMzMzMzOzEiVpNUlDcx4/SzpB0tmSvs8p3zVnn36Shkv6TNJOi3pu9yyamVleMjrCxszMrGD1mZER8RmwXnIelQHfAw8DhwFXRsRlv66L1gT6AGsBywHPSVo1IioX9txuLJqZWR6U2WXBzczMCtOgGbkd8GVEfFPDOfcE7o2ImcDXkoYDGwFvLOzJ3FishYAmTfwHUqn5/tWril0Fq6LDb04pdhWsipmfjqyzY2X5hsO2aMqaiKVbNS12NayKpfwzKTnjp8wqdhWsntVBRnaQNDjndf+I6L+AbfsA9+S8PlbSIcBg4KSI+AnoAryZs83ItGyhubFoZmZ5cc+imZlZ9QrMyHER0TuPczQD9gD6pUU3AucBkX69HDic6tfbiUWpmC8Um5mZmZmZlb5dgHcjYgxARIyJiMqImAPcRDLUFJKexOVz9usKjFqUE7qxaGZmeVGBDzMzs6xqoHw8gJwhqJI657z3O+DD9PmjQB9JzSWtCPQA3l7IjwR4GKqZmeVDHoZqZmZWrQbISEmtgB2AP+cUXyppPZIhpiPmvhcRH0kaCHwMVADHLMpKqODGopmZ5cEL3JiZmVWvITIyIqYB7auU/aGG7S8ALij0vG4smplZXtyzaGZmVr2sZqQvFJuZmZmZmdl83LNoZmZ5yeY1UzMzs8JlNSPdWDQzs7xkdISNmZlZwbKakW4smplZrZLJ+xlNQjMzswJkOSM9Z9HMzMzMzMzm48aimZnlRSrsUfOxtbykFyR9IukjScen5e0kDZL0Rfq1bc4+/SQNl/SZpJ1yyntJGpa+d42yukSdmZmVjPrKx2JzY9HMzPKggv+rRQVwUkSsAWwCHCNpTeBU4PmI6AE8n74mfa8PsBawM3CDpLL0WDcCRwI90sfOdfu9MDMzy1Wv+VhUbiyamVle6rNnMSJGR8S76fPJwCdAF2BPYEC62QBgr/T5nsC9ETEzIr4GhgMbSeoMtImINyIigNtz9jEzM6sXWe1Z9AI3ZmZWq4acvC+pO7A+8BbQKSJGQ9KglNQx3awL8GbObiPTstnp86rlZmZm9SLLC9y4sWhmZg2lg6TBOa/7R0T/3A0kLQk8CJwQET/XMN2wujeihnIzMzNbSG4smplZ7epmqMy4iOi9wFNITUkaindFxENp8RhJndNexc7A2LR8JLB8zu5dgVFpeddqys3MzOrHYjCcdFF5zqKZmeWlnldDFXAz8ElEXJHz1qNA3/R5X+CRnPI+kppLWpFkIZu30yGrkyVtkh7zkJx9zMzM6oXnLJqZWaNWzyu2bQ78ARgmaWhadhpwMTBQ0hHAt8C+ABHxkaSBwMckK6keExGV6X5HA7cBLYGn0oeZmVm9KfVVTReVG4tmZlYrAU3qMQcj4lWqn28IsN0C9rkAuKCa8sHA2nVXOzMzswWr74wsJg9DNTMzMzMzs/m4Z9HMzPKS1SE2ZmZmhcpqRrqxaGZmeSn1SfhmZmbFktWMdGPRzMzyktWrpmZmZoXKakZ6zqKZmZmZmZnNxz2LZmZWqyyv9GZmZlaILGekG4tmZpYHZXaIjZmZWWGym5FuLJqZWe2U3cn7ZmZmBclwRrqxaGZmecloDpqZmRUsqxnpBW7MzMzMzMxsPu5ZNDOzWiWT97N63dTMzGzRZTkj3Vg0M7O8ZDMGzczMCpfVjHRj0czM8pPVJDQzMytURjPSjUUzM8tLVpcFNzMzK1RWM9IL3JiZmZmZmdl83LNoZmZ5yejcfTMzs4JlNSPdWDQzs7xkNAfNzMwKltWM9DBUMzPLjwp8mJmZZVU956OkEZKGSRoqaXBa1k7SIElfpF/b5mzfT9JwSZ9J2mlRP5Ybi2ZmZmZmZqVvm4hYLyJ6p69PBZ6PiB7A8+lrJK0J9AHWAnYGbpBUtigndGPRzMxqlVz8LOw/MzOzLCo0IwuwJzAgfT4A2Cun/N6ImBkRXwPDgY0W5QRuLJqZWe2UTN4v5GFmZpZJDZOPATwraYikI9OyThExGiD92jEt7wJ8l7PvyLRsoXmBGzMzy4vbe2ZmZtUrMCM7zJ2HmOofEf2rbLN5RIyS1BEYJOnThaxOLErF3Fg0M7P8uLVoZmZWvcIyclzOPMRqRcSo9OtYSQ+TDCsdI6lzRIyW1BkYm24+Elg+Z/euwKhFqZiHoZqZmZmZmZUoSUtIaj33ObAj8CHwKNA33awv8Ej6/FGgj6TmklYEegBvL8q53bNoZmZ58CI1ZmZm1av3jOwEPKxkgmM5cHdEPC3pHWCgpCOAb4F9ASLiI0kDgY+BCuCYiKhclBO7sWhmZnnxIjVmZmbVq8+MjIivgJ7VlI8HtlvAPhcAFxR6bjcWM2jkDz9x9Nm3M3b8zzSR6Pu7zTnqgG0A6H/fi9w08GXKy5qwwxZrc+5f9ypuZTNsxszZ7H3stcycVUFl5Rx+u01PTj5iFwBueeBlbn3wFcrLythuszU54y97MGHSVI4841be//Rb9ttlIy44cZ8if4JsabNkC645dV/WWGlZIoLjLryfdz76BoBjD9iK847djZV3PYsJk6ZRXtaEa/rtS89Vu1BW1oT7nh7ClXe8AMBj1x5Fpw6tmTGzAoDfn9CfcROnFu1zNZSFuG+wWUkZNfYnTrrwbn6cMJkmTcQBu23KYftsyYU3Psrzr39M06ZlrLBce/759wNo07rlvP2+H/MTO/a9hOMP3Ykj+2xTxE/QONxw9/+445E3kMSaq3Tmun8czFUDBnHHI6/TfuklAfjHX3Znh83XKnJNs2vU2J/4v4vuZtyEyUiiz26bcug+W3L1bU8z8Ik3abdU8nM46Y+7svUma/Lq4M/4Z/8nmF1RQdPyck49anc23aBHkT9FcWQ5Ixe7xqKko4BpEXG7pEOBZ+dO+JT0H+CKiPi4mHUstvLyJpx/wu/pufryTJ46g20OuYStN16dHydM5smXhvHqPf1o3qwpP06YXOyqZlrzZuUMvPoYlmjVnNkVlfzu6KvZZuM1mDFrNs+88iHPDfg7zZuVM+6n5OfQolk5p/xxVz79ejSffTW6yLXPnotP2JPn3/qMQ8+4g6blZbRs0RSALh2XYusNe/DdDz/N23avbdeledNyNj/kClo2b8qbd53MA4OGztvmyHPuYeinI4vyOYoqq0mYEc7H6pWXlXH6X/Zk7VW7MmXaDHY/8kq26L0qW/RejVP+9FvKy8u4+N+PccPdz3Hqn3eft9/51/+XrTZeo4g1bzxGjZ1I//te4o37Tqdli2Yc1u8WHho0BICjDtiG4w6utuPE6lh5WRn9jv7ld2WvP1/J5r1XBeCwfbbij/v/+qJJ26WWoP+FR9Cpw1J8/vVoDjvl37x2/9lFqHmJyGhGLnYL3ETEvyLi9vTlocByOe/9sTEGYVXLdliKnqsnCyC1XqIFq3ZfltE/TuSWB1/hhL470LxZ8kfyMu1aF7OamSeJJVo1B6CiopLZlXOQ4PaHX+OYg7ejebPkWk2HtsnPoVXL5mzUc6V55VZ3WrdqzmY9V+KOx5K53bMrKvl5ygwALvjrHpx9wxNE/LKidAS0atGMsrImtGjelFmzK5k8dUZR6m6WL+dj9Tq2b8Paq3YFYMlWLVhlhY78MG4SW264GuXlZQCsv+YK/PDjpHn7PPvKMJbv3J5Vu3cqSp0bo4rKOcyYOZuKikqmz5jFsh2WKnaVGp2qvysrd+vImHGTFrj9Wj260in9OfXoviwzZ1Uwc1ZFg9TVGk6DNhYldZf0qaQBkj6Q9ICkVpK2k/SepGGSbpHUPN3+Ykkfp9telpadLelkSfsAvYG7JA2V1FLSi5J6Szpa0qU55z1U0rXp84MlvZ3u829JZQ35PWho344azwefjaTXWt0Z/s1Y3hj6Jdsf+k9+e+RVvJsOwbP6U1k5hx0OvZR1dz+DLXuvygZrdeer78by9gdfsdufrmDvY69l6CffFruambdCl/aMmziF60/fn5duPYGrT92HVi2asssWazL6x0l8OPzXPbmPvPAB02bM4tNH/sGwh07nunteYuLk6fPev/60/Xj5tr9x8qHbN/RHKSoV+J8tmPOxYYwcPYGPv/ie9dZY4VflA598m602Wh2AadNn8q97/sfxfXcqRhUbpeU6Ls2xB2/HunucyRq7nkGbJVuy7SZJr+5/7n+ZLQ68iGPPu4uJP08rck0bj5E/TODj4d/TM/1duePhV/ntEf/k1EvuZdLk+X8OT7/8AWuu0qVRX/DOaj4Wo2dxNZIbTa4L/AycCNwG7B8R65AMjT1aUjvgd8Ba6bbn5x4kIh4ABgMHRcR6ETE95+0HgN/nvN4fuE/SGunzzSNiPaASOKhqBSUdKWmwpME/jvuxLj5zUUyZNpND/v4fLjpxb9os2ZKKyjlMnDyNQbeezLnH78Vhp93yq94Uq3tlZU0YdNspDH7obN775Fs+/Wo0lZVzmDR5Go/1/xtn/GUPjjrzNv8c6ll5WRN6rtqFWx5+na0Ou4pp02dx6hE7cuIh23HRf56db/tea3ajcs4c1tjzPNbb50KOOWBLVliuHQBHnnM3mx9yBbv+5QY27bki++/cq6E/TtFIhT2sVotVPo4fP64uPnODmTptJkefdRv/OHYvWi/RYl75dXcMorysCXvtkPwuX3nrMxy+71bzRoZY/Zv48zSeeukD3vvv2Xz85PlMmz6TgU+9w+F7b8G7D53Fy3f+nWXbt+GMqx8udlUbhanTZ3LMmbdxxjHJ78pBe2zO/+46ncduOoll2rfhohse/dX2n3/9A5f2f5zzTty3SDUuDVnNx2I0Fr+LiNfS53eSrODzdUR8npYNALYkCcoZwH8k/R7I+3JSRPwIfCVpE0ntSQL4tfRcvYB3JA1NX69Uzf79I6J3RPRepsMyi/IZi252RSV9/34T++7cm923XQ+ALh2XZvdteiKJXmt1p4nE+IlTilvRRmKp1q3YbP1VePHNT+i8zNLssuW6SGL9NVegicSERrBASjGNGjuJUT9OYsjH3wHw6IvDWHfVLqywXDteGfA33n+gH8stsxQv3XICHdu1Zp8d1uf5Nz+jonIO4yZO5a0PRrD+6snQnNHjfgaSizEPDHqPXmsuv8DzZo0KfFitFqt8bN++w6J8xqKYXVHJ0Wfdxp7bb8DOW647r/zBp9/hf298zFVnHEy6JD1DP/mGi//1GFvsfx63PPAyN9z1HAMeeqVYVW8UXnz7M7ot154ObVvTtLyM3bbpydsffEXH9m0oK2tCkyZNOGSvzTwiqgHMrqjkmDNvY4/tN2Cn9HelQ7vW834O+++2Ce9/+suIqNE/TuQvZ97KZaceyApdFp9/E+pDVvOxGH3FeXWhRESFpI1IAqsPcCyw7UKc5z5gP+BT4OGICCVJMCAi+i1knRcrEcFx593Fqt2X5ZiDfpkUvuvW6/LyO5+zRa9VGf7NGGbNrpi3wpjVvfE/TaG8vAlLtW7F9JmzeGXw5/zloO1o1ao5r737BZtt0IMvvx3LrIpK2i29RLGrm2ljJ0zm+7ETWaXbMgz/9ke27LUKH3z+PXsd33/eNu8/0I9tjriaCZOmMXLMT/ym1yrc98y7tGrRlN5rrcC/Br5KWVkTllqyxbwVU3fabA1eGvxFET+ZZYzzsR5EBH+/9D5W6daRP+639bzyl976hH/d8z/uvfoYWrZoNq/8/muPm/f8qlufplXL5vT9/W8assqNTtdl2zL4wxFMmzGLls2b8vI7n7PeGt34YdykeXMXH3/xfdZYuXORa5ptEUG/S+9jlRU6ckTO78rY8T/TsX0bIJnPu+qKywLw85Tp/OnUmzj5j7vSa50Vi1FlawDFaCx2k7RpRLwBHAA8B/xZ0ioRMRz4A/CSpCWBVhHxpKQ3geHVHGsysKBVWh4CTge+Af6elj0PPCLpyogYmw7laR0RmbpU9eb7X3Hfk2+z5irL8ZsDLwLgH8fswcF7bMqx597FpvtfQLOmZdx49h/mXUm1ujdm/M+ccMFdzJkzhzlzgt23XY8dNl+LWbMrOOmie9j2DxfTtGk5V51+4Lyfw8b7nMOUqTOZVVHB068M454rjp73j7IV5pQrH6H/WQfQrLycEaPGc8yFAxe47X8eep3rTtuP1+88CSHufvIdPvpyNK1aNOXBK/5E0/IympSJl975ggGPvtWAn6KIFofLn4s/52M9GDzsax5+djCrrdSZXY+4DID/+9OunHPNw8yaXckfTvoXkCxyc8FJjXsYXbH0Xrs7e2y3Htv84RLKyspYd7Wu9P3dZhx/wT0M+3wkkujWuR1X9OtT7Kpm2pAPv+a/g5Lfld3/mPyunPTHXXnsf+/xyfDvkUSXZdtxfjrc9I6HX+WbUeO5/o5BXH/HIABu++efad+2ES6gmOGMVEPOlZLUHXgSeBnYDPiCJPw2BS4jaby+AxwNtAMeAVqQfPsvi4gBks4GpkTEZZL2Bi4EpqfHeAo4OSIGp+d7HFgzIlbKqcP+QD+SIbizgWMi4s0F1blXr97x2luD6+pbYHVk2kyvtlVqumybuQ6Jxd7MD+9gztQf6iS+1uq5QQx8srCheGt3XXJIRPSui/pkzeKYjz3X7xXPvPhGXX0LrI4s1appsatgVUyYOrvYVbBqdG3bvM4yqdCMLOV8LEbP4pyIOKpK2fPA+lXKRgMbVd05Is7Oef4g8GDO21tX2Xa3ava/j2QIjpmZ5UmU/iT8DHA+mpkthrKckY13fVszM1soGc1BMzOzgmU1Ixu0sRgRI4C1G/KcZmZmpc75aGZmpcg9i2Zmlp+sXjY1MzMrVEYz0o1FMzPLi7KahGZmZgXKaka6sWhmZnnJ6uR9MzOzQmU1I5sUuwJmZrZ4UIGPWo8v3SJprKQPc8raSRok6Yv0a9uc9/pJGi7pM0k75ZT3kjQsfe8a+YayZmZWz+ozH4vJjUUzMysVtwE7Vyk7FXg+InqQ3EbiVABJawJ9gLXSfW6QVJbucyNwJNAjfVQ9ppmZmeXBjUUzM8tPPXctRsTLwIQqxXsCA9LnA4C9csrvjYiZEfE1MBzYSFJnoE1EvBERAdyes4+ZmVn9yGjXoucsmplZrZI8KzjROkganPO6f0T0r2WfThExGiAiRkvqmJZ3Ad7M2W5kWjY7fV613MzMrF7UUUaWJDcWzcysdqqTyfvjIqJ3HdQGqr8WGzWUm5mZ1Y+6yciS5GGoZmZWysakQ0tJv45Ny0cCy+ds1xUYlZZ3rabczMzMFpIbi2Zmlpf6Xg11AR4F+qbP+wKP5JT3kdRc0ookC9m8nQ5ZnSxpk3QV1ENy9jEzM6sXGZ2y6GGoZmaWp3pONEn3AFuTzG0cCZwFXAwMlHQE8C2wL0BEfCRpIPAxUAEcExGV6aGOJllZtSXwVPowMzOrP6Xe6ltEbiyamVkeVO+T9yPigAW8td0Ctr8AuKCa8sHA2nVYNTMzsxrUf0YWixuLZmaWl6xO3jczMytUVjPScxbNzMzMzMxsPu5ZNDOzWi0Ok/DNzMyKIcsZ6caimZnlJ6tJaGZmVqiMZqQbi2ZmlpesTt43MzMrVFYz0o1FMzPLS1Yn75uZmRUqqxnpBW7MzMzMzMxsPu5ZNDOzvGT0oqmZmVnBspqRbiyamVntlN0hNmZmZgXJcEZ6GKqZmeVJBT7MzMyyqv7yUdLykl6Q9ImkjyQdn5afLel7SUPTx645+/STNFzSZ5J2WtRP5Z5FMzMzMzOz0lUBnBQR70pqDQyRNCh978qIuCx3Y0lrAn2AtYDlgOckrRoRlQt7YjcWzcysViK7Q2zMzMwKUd8ZGRGjgdHp88mSPgG61LDLnsC9ETET+FrScGAj4I2FPbeHoZqZWV48CNXMzKx6BeZjB0mDcx5HLvA8UndgfeCttOhYSR9IukVS27SsC/Bdzm4jqblxuUDuWTQzs7y4Z9HMzKx6BWbkuIjoXfs5tCTwIHBCRPws6UbgPCDSr5cDh1P9NdpYlIq5sWhmZnmR+wfNzMyqVd8ZKakpSUPxroh4CCAixuS8fxPwePpyJLB8zu5dgVGLcl4PQzUzMzMzMytRkgTcDHwSEVfklHfO2ex3wIfp80eBPpKaS1oR6AG8vSjnds+imZnlxx2LZmZm1avfjNwc+AMwTNLQtOw04ABJ65EMMR0B/BkgIj6SNBD4mGQl1WMWZSVUcGPRzMzy5LaimZlZ9eozIyPi1QWc4ska9rkAuKDQc7uxaGZmtZK8wI2ZmVl1spyRnrNoZmZmZmZm83HPopmZ5cWroZqZmVUvqxnpxqKZmeUnmzloZmZWuIxmpBuLZmaWl4zmoJmZWcGympFuLJqZWV6yOnnfzMysUFnNSC9wY2ZmZmZmZvNxz6KZmeVBmZ28b2ZmVpjsZqQbi2ZmViuR3SE2ZmZmhchyRnoYqpmZmZmZmc3HPYtmZpaXrF41NTMzK1RWM9I9i2ZmZmZmZjYf9yyamVlesjp538zMrFBZzUg3Fmvx7rtDxrVsqm+KXY860gEYV+xK2K/4Z1KasvJzWaHOjqTsDrGxRfPB0HfHdV66ufPR6pN/LqUnSz8TZ2Qe3FisRUQsU+w61BVJgyOid7HrYb/wz6Q0+ecyP6UPs7mcj1bf/HMpPf6ZVC/LGek5i2ZmZmZmZjYf9yyamVl+snrZ1MzMrFAZzUg3FhuX/sWugM3HP5PS5J9LNbI6ed8M/86XKv9cSo9/JguQ1Yx0Y7ERiQj/gpcY/0xKk38u1cvq5H0z/86XJv9cSo9/JguW1Yx0Y9HMzPKS0Rw0MzMrWFYz0gvcmJmZmZmZ2Xzcs2hmZvnJ6mVTMzOzQmU0I92z2AhIailptWLXw8wWbyrwP7NS43w0s7qS1Xx0YzHjJO0ODAWeTl+vJ+nRolaqkZI0WdLP1TwmS/q52PVrzJQ4WNKZ6etukjYqdr1KiUgm7xfyMCslzsfS4owsXc7I2hWakaVMEVHsOlg9kjQE2BZ4MSLWT8s+iIh1i1szs9Ih6UZgDrBtRKwhqS3wbERsWOSqlQxJTwMdCjzMuIjYuS7qY1Yo56NZfpyRtauDjCzZfPScxeyriIhJKvXLFo2QpI5Ai7mvI+LbIlansds4IjaQ9B5ARPwkqVmxK1VKSjXEzArgfCxhzsiS4oysRZYz0sNQs+9DSQcCZZJ6SLoWeL3YlWrMJO0h6Qvga+AlYATwVFErZbMllQEBIGkZkquoZpZdzscS5IwsSc7IRsyNxew7DlgLmAncDUwCTihmhYzzgE2AzyNiRWA74LXiVqnRuwZ4GOgo6QLgVeDC4lbJzOqZ87E0OSNLjzOyEfOcxYyTtH5EvFfsetgvJA2OiN6S3gfWj4g5kt6OCE8WLyJJq5P8USLg+Yj4pMhVMrN65HwsTc7I0uSMbLw8ZzH7rpDUGbgfuDciPip2hYyJkpYEXgbukjQWqChynRo1SVcD90XE9cWui5k1GOdjaXJGlhhnZOPmnsVGQNKywH7A/kAbkl/484tbq8ZL0hLAdJJh4AcBSwF3RcT4olasEZPUl+T3Y1WSoTb3RcTg4tbKzOqb87H0OCNLjzOycXNjsRGRtA5wCrB/RHgVqyJIJ4g/ExHbF7suNj9J7YC9gT5At4joUeQqmVkDcD6WBmdkaXNGNk5e4CbjJK0h6WxJHwLXkaz01rXI1Wq0IqISmCZpqWLXxaq1CrA60B34tLhVMbP65HwsPc7IkueMbIQ8ZzH7bgXuAXaMiFHFrowBMAMYJmkQMHVuYUT8tXhVatwkXQL8HvgSGAicFxETi1opM6tvzsfS5IwsMc7Ixs2NxYyLiE2KXQebzxPpI5fHgxfX18CmETGu2BUxs4bhfCxZzsjS44xsxNxYzChJAyNiP0nD+PU/sgIiItYtUtUMlo6Iq3MLJB1frMo0ZpJWj4hPgbeBbpK65b4fEe8Wp2ZmVl+cjyXPGVkinJEGXuAmsyR1jojRklao7v2I+Kah62QJSe9GxAZVyt6LiPWLVafGSlL/iDhS0gvVvB0RsW2DV8rM6pXzsbQ5I0uHM9LAjcXMk3RJRPy9tjKrf5IOAA4EtgBeyXmrNVDp1d+KR1KLiJhRW5mZZYfzsbQ4I0uXM7Jxc2Mx4xZwhe4DD7NpeOlV7BWBi4BTc96aDHwQEb7pcJEs4PdkvjIzyw7nY2lxRpYuZ2Tj5jmLGSXpaOAvwEqSPsh5qzXwWnFq1bilQ5u+ATYtdl0skd6QuwvQUtL6JHOWILk5d6uiVczM6o3zsTQ5I0uPM9LAPYuZld6jqC3VXKGLiAnFqZUBSJrML4sqNAOaAlMjok3xatU4SeoLHAr0BgbnvDUZuC0iHipGvcys/jgfS5szsnQ4Iw3cWGw0JHUEWsx9HRHfFrE6lkPSXsBGEXFasevSWEnaOyIeLHY9zKzhOR9LmzOy+JyRjZsbixknaXfgCmA5YCywAvBJRKxV1IrZr0h60/f8aniSDo6IOyWdRDX38YqIK4pQLTNrAM7HxYczsjickQaes9gYnA9sAjwXEetL2gY4oMh1atQk/T7nZROS4R2+alMcS6RflyxqLcysGJyPJcgZWVKckeaexayTNDgiekt6H1g/IuZIejsiNip23RorSbfmvKwARgA3RcTY4tTIzKzxcT6WJmekWWlxz2L2TZS0JPAycJeksST/+FqRRMRhxa6D/ZqkS0l6GaYDTwM9gRMi4s6iVszM6pPzsQQ5I0uPM7Jxa1LsCli925Pkl/tvJL/gXwK7F7VGjZykVSU9L+nD9PW6ks4odr0auR0j4mdgN2AksCrwf8WtkpnVM+djCXJGliRnZCPmxmLGRcTUiKiMiIqIGBAR10TE+GLXq5G7CegHzAaIiA+APkWtkTVNv+4K3OPl882yz/lYspyRpccZ2Yh5GGrGVblf0VyTSO6Xc1JEfNXwtWr0WkXE25Jyyzz0qbgek/QpSS/DXyQtA8wocp3MrB45H0uWM7L0OCMbMTcWs+8KYBRwNyCSq3PLAp8BtwBbF61mjdc4SSuT/pEiaR9gdHGr1LhFxKmSLgF+johKSVNJhqiZWXY5H0uTM7LEOCMbN6+GmnGS3oqIjauUvRkRm0h6PyJ6FqtujZWklYD+wGbAT8DXwEER8U1RK9aISWoKHA1smRa9BPwrImYXr1ZmVp+cj6XJGVl6nJGNm+csZt8cSftJapI+9st5z1cKiuN74FbgAuBeYBDQt6g1shuBXsAN6WODtMzMssv5WJqckaXHGdmIeRhq9h0EXE3yyx3Am8DBkloCxxazYo3YI8BE4F2SIVBWfBtW6UX4X3rvNTPLLudjaXJGlh5nZCPmxmLGpRP0F7QU+KsNWRebp2tE7FzsStivVEpaOSK+hHnDoCqLXCczq0fOx5LljCw9zshGzMNQM873KypJr0tap9iVsF/5P+AFSS9KehH4H3BScatkZvXJ+ViynJGlxxnZiLmxmH2+X1Hp2QIYIukzSR9IGibpg2JXqpF7Dfg3MCd9/Bt4o6g1MrP65nwsTc7I0uOMbMQ8DDX7fL+i0rNLsStg87kd+Bk4L319AHAHsG/RamRm9c35WJqckaXHGdmIubGYfb5fUYnx8t8labUqk/df8OR9s8xzPpYgZ2RJckY2Ym4sZt8xJPcrWl3S96T3KypulcxKznuSNomINwEkbUwy7MbMssv5aJYfZ2QjpgjfSijLJDUH9gG6A+1IhhFERJxbzHqZlRJJnwCrAd+mRd2AT0jmZkRErFusuplZ/XA+muXHGdm4uWcx+3y/IrPaeZl2s8bH+WiWH2dkI+aexYyT9GFErF3sepiZmZUS56OZWe1864zs8/2KzMzM5ud8NDOrhXsWM07Sx8AqJBP3ZwLC48vNzKyRcz6amdXOjcWMk7RCdeVemtrMzBoz56OZWe3cWDQzMzMzM7P5eM6imZmZmZmZzceNRTMzMzMzM5uPG4vWqEiqlDRU0oeS7pfUqoBj3SZpn/T5fyStWcO2W0vabBHOMUJSh3zLq2wzZSHPdbakkxe2jmZmtvhzPta4vfPRGi03Fq2xmR4R66X31poFHJX7pqSyRTloRPwxIj6uYZOtgYUOQzMzswbifDSz+bixaI3ZK8Aq6VXNFyTdDQyTVCbpn5LekfSBpD8DKHGdpI8lPQF0nHsgSS9K6p0+31nSu5Lel/S8pO4kofu39KrtbyQtI+nB9BzvSNo83be9pGclvSfp3yRLuddI0n8lDZH0kaQjq7x3eVqX5yUtk5atLOnpdJ9XJK1eJ99NMzPLCuej89EMgPJiV8CsGCSVA7sAT6dFGwFrR8TXaaBMiogNJTUHXpP0LLA+sBqwDtAJ+Bi4pcpxlwFuArZMj9UuIiZI+hcwJSIuS7e7G7gyIl6V1A14BlgDOAt4NSLOlfRb4FfhtgCHp+doCbwj6cGIGA8sAbwbESdJOjM99rFAf+CoiPhC0sbADcC2i/BtNDOzjHE+Oh/NcrmxaI1NS0lD0+evADeTDH95OyK+Tst3BNZVOt8CWAroAWwJ3BMRlcAoSf+r5vibAC/PPVZETFhAPbYH1pTmXRhtI6l1eo7fp/s+IemnPD7TXyX9Ln2+fFrX8cAc4L60/E7gIUlLpp/3/pxzN8/jHGZmlm3OR+ej2XzcWLTGZnpErJdbkIbC1Nwi4LiIeKbKdrsCtd2YVHlsA8kQ8E0jYno1dcn75qeStiYJ1k0jYpqkF4EWC9g80vNOrPo9MDOzRs/56Hw0m4/nLJrN7xngaElNASStKmkJ4GWgTzpnozOwTTX7vgFsJWnFdN92aflkoHXOds+SDHkh3W699OnLwEFp2S5A21rquhTwUxqEq5NcuZ2rCTD36u+BJMN3fga+lrRveg5J6lnLOczMzMD5aNbouLFoNr//kMy3eFfSh8C/SXrhHwa+AIYBNwIvVd0xIn4kmUfxkKT3+WWYy2PA7+ZO4Af+CvRWskDAx/yy6tw5wJaS3iUZ7vNtLXV9GiiX9AFwHvBmzntTgbUkDSGZc3FuWn4QcERav4+APfP4npiZmTkfzRoZReTdo29mZmZmZmaNhHsWzczMzMzMbD5uLJqZmZmZmdl83Fg0MzMzMzOz+bixaGZmZmZmZvNxY9HMzMzMzMzm48aimZmZmZmZzceNRTMzMzMzM5uPG4tmZmZmZmY2n/8Hw/X/dXs/CJUAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " negative 0.77 0.88 0.82 2306\n", + " neutral 0.55 0.43 0.48 793\n", + " positive 0.63 0.45 0.52 561\n", + "\n", + " accuracy 0.72 3660\n", + " macro avg 0.65 0.59 0.61 3660\n", + "weighted avg 0.70 0.72 0.70 3660\n", + "\n", + "\n", + "\n", + "Decision Tree Results:\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " negative 0.80 0.79 0.79 2306\n", + " neutral 0.47 0.46 0.47 793\n", + " positive 0.55 0.58 0.56 561\n", + "\n", + " accuracy 0.69 3660\n", + " macro avg 0.60 0.61 0.61 3660\n", + "weighted avg 0.69 0.69 0.69 3660\n", + "\n", + "\n", + "\n", + "Random Forest Results:\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " negative 0.81 0.87 0.84 2306\n", + " neutral 0.57 0.50 0.53 793\n", + " positive 0.70 0.60 0.65 561\n", + "\n", + " accuracy 0.75 3660\n", + " macro avg 0.69 0.66 0.67 3660\n", + "weighted avg 0.74 0.75 0.74 3660\n", + "\n", + "\n", + "\n", + "Gradient Boost Results:\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " negative 0.88 0.70 0.78 2306\n", + " neutral 0.43 0.71 0.53 793\n", + " positive 0.65 0.60 0.62 561\n", + "\n", + " accuracy 0.68 3660\n", + " macro avg 0.65 0.67 0.65 3660\n", + "weighted avg 0.75 0.68 0.70 3660\n", + "\n", + "\n", + "\n", + "AdaBoost Results:\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " negative 0.87 0.64 0.74 2306\n", + " neutral 0.39 0.68 0.50 793\n", + " positive 0.61 0.64 0.62 561\n", + "\n", + " accuracy 0.65 3660\n", + " macro avg 0.62 0.65 0.62 3660\n", + "weighted avg 0.73 0.65 0.67 3660\n", + "\n", + "\n", + "\n", + "XGBoost Results:\n", + "[11:41:09] WARNING: ..\\src\\learner.cc:1061: Starting in XGBoost 1.3.0, the default evaluation metric used with the objective 'multi:softprob' was changed from 'merror' to 'mlogloss'. Explicitly set eval_metric if you'd like to restore the old behavior.\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " negative 0.86 0.79 0.83 2306\n", + " neutral 0.52 0.66 0.58 793\n", + " positive 0.68 0.63 0.65 561\n", + "\n", + " accuracy 0.74 3660\n", + " macro avg 0.69 0.69 0.69 3660\n", + "weighted avg 0.76 0.74 0.75 3660\n", + "\n", + "\n", + "\n", + "CatBoost Results:\n" + ] + }, + { + "data": { + "image/png": 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Precision Score Recall Score Accuracy Score F1 Score
Logistic Regression63.30%65.06%71.31%64.10%
Nearest Neighbors45.39%47.86%36.64%37.29%
Naive Bayes69.51%70.15%76.78%69.35%
SVM64.96%58.67%71.75%60.94%
Decision Tree60.43%61.16%68.63%60.77%
Random Forest69.20%65.67%75.00%67.20%
Gradient Boost65.32%66.87%68.42%64.50%
AdaBoost62.32%65.19%64.78%61.86%
XGBoost68.59%69.38%73.93%68.62%
CatBoost68.20%70.03%73.72%68.71%
" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The model with the highest precision score is Naive Bayes.\n", + "The model with the highest recall score is Naive Bayes.\n", + "The model with the highest accuracy score is Naive Bayes.\n", + "The model with the highest F1 score is Naive Bayes.\n" + ] + } + ], + "source": [ + "models_smote = m(x_train_svmsmote, x_test, y_train_svmsmote, y_test, objects=objects, index=index)" + ] + }, + { + "cell_type": "markdown", + "id": "cfb852ec", + "metadata": {}, + "source": [ + "Viewing the feature importances for some of our tree-based models can help identify key words that classify the sentiment of a tweet." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "52ac1fbf", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "importances = sorted(list(zip(models_smote[9].feature_importances_, vectorizer.get_feature_names())))[-20:]\n", + "plot = pd.DataFrame(importances, columns=['Importance', 'Feature'])\n", + "\n", + "fig, ax = plt.subplots(figsize=(15, 8))\n", + "sns.barplot(data=plot, y='Feature', x='Importance')\n", + "ax.set_title(f'{index[9]} Feature Importances')\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "814764ca", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "importances = sorted(list(zip(models_smote[8].feature_importances_, vectorizer.get_feature_names())))[-20:]\n", + "plot = pd.DataFrame(importances, columns=['Importance', 'Feature'])\n", + "\n", + "fig, ax = plt.subplots(figsize=(15, 8))\n", + "sns.barplot(data=plot, y='Feature', x='Importance')\n", + "ax.set_title(f'{index[8]} Feature Importances')\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "id": "53dadded", + "metadata": {}, + "source": [ + "## Parameter Tuning" + ] + }, + { + "cell_type": "markdown", + "id": "d44395ba", + "metadata": {}, + "source": [ + "Multinomial Naive Bayes, XGBoost, and CatBoost are the three highest performing algorithms, so we will tune parameters for each of these algorithms to improve performance." + ] + }, + { + "cell_type": "markdown", + "id": "d12b3382", + "metadata": {}, + "source": [ + "### Multinomial Naive Bayes" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "f616ad6d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal Parameters: {'bayes__alpha': 0.01}\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " negative 0.83 0.87 0.85 2306\n", + " neutral 0.60 0.47 0.53 793\n", + " positive 0.59 0.66 0.62 561\n", + "\n", + " accuracy 0.75 3660\n", + " macro avg 0.68 0.67 0.67 3660\n", + "weighted avg 0.74 0.75 0.75 3660\n", + "\n" + ] + } + ], + "source": [ + "mnb = Pipeline([('bz', Binarizer()), ('bayes', MultinomialNB())])\n", + "mnb_params = {'bayes__alpha': [0.01, 0.1, 0.5, 1.0, 10.0]}\n", + "\n", + "#mnb.get_params().keys()\n", + "\n", + "mnb_gridsearch = GridSearchCV(estimator=mnb, param_grid=mnb_params, cv=5)\n", + "mnb_gridsearch.fit(x_train_svmsmote, y_train_svmsmote)\n", + "\n", + "print(f\"Optimal Parameters: {mnb_gridsearch.best_params_}\")\n", + "\n", + "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(15, 6))\n", + "plot_confusion_matrix(mnb_gridsearch.best_estimator_, x_train_svmsmote, y_train_svmsmote, ax=ax[0], cmap=plt.cm.Blues, xticks_rotation='vertical')\n", + "ax[0].set_title('Train Confusion Matrix')\n", + "plot_confusion_matrix(mnb_gridsearch.best_estimator_, x_test, y_test, ax=ax[1], cmap=plt.cm.Blues, xticks_rotation='vertical')\n", + "ax[1].set_title('Test Confusion Matrix')\n", + "plt.show()\n", + "print(classification_report(y_test, mnb_gridsearch.best_estimator_.predict(x_test)))" + ] + }, + { + "cell_type": "markdown", + "id": "3b5b46a8", + "metadata": {}, + "source": [ + "### XGBoost" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "196f91f7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal Parameters: {'gamma': 0, 'max_depth': 5, 'min_child_weight': 0, 'n_estimators': 100, 'subsample': 0.75}\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " negative 0.86 0.78 0.82 2306\n", + " neutral 0.50 0.66 0.57 793\n", + " positive 0.68 0.64 0.66 561\n", + "\n", + " accuracy 0.73 3660\n", + " macro avg 0.68 0.69 0.68 3660\n", + "weighted avg 0.76 0.73 0.74 3660\n", + "\n" + ] + } + ], + "source": [ + "xgb = XGBClassifier(eval_metric='mlogloss')\n", + "xgb_params = {\n", + " 'n_estimators': [10, 50, 100],\n", + " 'max_depth': [3, 4, 5],\n", + " 'gamma': [0, 1, 5],\n", + " 'min_child_weight': [0, 1, 2],\n", + " 'subsample': [0.5, 0.75, 1.0]\n", + "}\n", + "\n", + "\n", + "xgb_gridsearch = GridSearchCV(estimator=xgb, param_grid=xgb_params, cv=5)\n", + "xgb_gridsearch.fit(x_train_svmsmote, y_train_svmsmote)\n", + "\n", + "print(f\"Optimal Parameters: {xgb_gridsearch.best_params_}\")\n", + "\n", + "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(15, 6))\n", + "plot_confusion_matrix(xgb_gridsearch.best_estimator_, x_train_svmsmote, y_train_svmsmote, ax=ax[0], cmap=plt.cm.Blues, xticks_rotation='vertical')\n", + "ax[0].set_title('Train Confusion Matrix')\n", + "plot_confusion_matrix(xgb_gridsearch.best_estimator_, x_test, y_test, ax=ax[1], cmap=plt.cm.Blues, xticks_rotation='vertical')\n", + "ax[1].set_title('Test Confusion Matrix')\n", + "plt.show()\n", + "print(classification_report(y_test, xgb_gridsearch.best_estimator_.predict(x_test)))" + ] + }, + { + "cell_type": "markdown", + "id": "e63e232c", + "metadata": {}, + "source": [ + "Write some analysis" + ] + }, + { + "cell_type": "markdown", + "id": "19ae496a", + "metadata": {}, + "source": [ + "## Productionalizing the Model" + ] + }, + { + "cell_type": "markdown", + "id": "b7cd46c3", + "metadata": {}, + "source": [ + "In order to put this model into production, we will need to build a function that collects tweets, processes them, and categorizes them." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "8d2a316d", + "metadata": {}, + "outputs": [], + "source": [ + "def predict_sentiment(tweet):\n", + " tweet = process(tweet)\n", + " tweet = [tweet]\n", + " tweet = vectorizer.transform(tweet)\n", + " print(xgb_gridsearch.best_estimator_.predict(tweet))" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "a717bb72", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['negative']\n" + ] + } + ], + "source": [ + "test_tweet ='@united They had 1 job...1 job only.. to get my bags from EWR to Akron OHIO... and here we are 1 hour later a cracked luggage that went to war without warning'\n", + "#test tweet link: https://twitter.com/Mc_Lolahstic/status/1437106441165418502?s=20\n", + "\n", + "\n", + "predict_sentiment(test_tweet)" ] }, { "cell_type": "code", "execution_count": null, - "id": "6e296824", + "id": "406ffd6a", "metadata": {}, 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