From 9e0a5769bae0095a84e7ea47ef311b2654b6a8ae Mon Sep 17 00:00:00 2001 From: "Nguyen Hoang Bao Khoi, Khoi" Date: Thu, 27 Jun 2024 21:46:37 +0200 Subject: [PATCH] Clean repo Former-commit-id: c8a89a773de743eeff106990ab5bdf716576439f --- Final_conv_stats.ipynb | 10 +- business_idea_stats_from_wh.ipynb | 548 +------ final_demo copy.ipynb | 175 +- final_demo.ipynb | 2190 ++------------------------ main.py | 2 +- preprocess/tweets_gpu_testing.ipynb | 96 +- sentiment/Load_sentiment_score.ipynb | 78 +- sentiment/roberta_evaluation.ipynb | 542 +------ sentiment/sentiment_analysis.ipynb | 249 +-- sentiment/sentiment_evolution.ipynb | 178 +-- 10 files changed, 442 insertions(+), 3626 deletions(-) diff --git a/Final_conv_stats.ipynb b/Final_conv_stats.ipynb index 0400019..8e959a1 100644 --- a/Final_conv_stats.ipynb +++ b/Final_conv_stats.ipynb @@ -12,11 +12,13 @@ "import seaborn as sns\n", "import numpy as np\n", "\n", + "from config import config\n", + "\n", "connection = mysql.connector.connect(\n", - " host='localhost',\n", - " user='root',\n", - " password='',\n", - " database='jbg030'\n", + " host=config.get('HOST'),\n", + " user=config.get('USERNAME'),\n", + " password=config.get('PASSWORD'),\n", + " database=config.get('DATABASE')\n", ")\n", "\n", "cursor = connection.cursor()" diff --git a/business_idea_stats_from_wh.ipynb b/business_idea_stats_from_wh.ipynb index d9669e9..4c6552b 100644 --- a/business_idea_stats_from_wh.ipynb +++ b/business_idea_stats_from_wh.ipynb @@ -28,27 +28,9 @@ }, { "cell_type": "code", - "execution_count": 105, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "ename": "ProgrammingError", - "evalue": "1045 (28000): Access denied for user 'root'@'localhost' (using password: NO)", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mProgrammingError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[1;32mIn[105], line 9\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mseaborn\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01msns\u001b[39;00m\n\u001b[0;32m 7\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[1;32m----> 9\u001b[0m connection \u001b[38;5;241m=\u001b[39m \u001b[43mmysql\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconnector\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconnect\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 10\u001b[0m \u001b[43m \u001b[49m\u001b[43mhost\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mlocalhost\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[0;32m 11\u001b[0m \u001b[43m \u001b[49m\u001b[43muser\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mroot\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[0;32m 12\u001b[0m \u001b[43m \u001b[49m\u001b[43mpassword\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[0;32m 13\u001b[0m \u001b[43m \u001b[49m\u001b[43mdatabase\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mjbg030\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\n\u001b[0;32m 14\u001b[0m \u001b[43m)\u001b[49m\n\u001b[0;32m 16\u001b[0m cursor \u001b[38;5;241m=\u001b[39m connection\u001b[38;5;241m.\u001b[39mcursor()\n", - "File \u001b[1;32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python312\\site-packages\\mysql\\connector\\pooling.py:294\u001b[0m, in \u001b[0;36mconnect\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 292\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m CMySQLConnection \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m use_pure:\n\u001b[0;32m 293\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m CMySQLConnection(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m--> 294\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mMySQLConnection\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[1;32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python312\\site-packages\\mysql\\connector\\connection.py:164\u001b[0m, in \u001b[0;36mMySQLConnection.__init__\u001b[1;34m(self, **kwargs)\u001b[0m\n\u001b[0;32m 162\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m kwargs:\n\u001b[0;32m 163\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 164\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconnect\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 165\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m:\n\u001b[0;32m 166\u001b[0m \u001b[38;5;66;03m# Tidy-up underlying socket on failure\u001b[39;00m\n\u001b[0;32m 167\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mclose()\n", - "File \u001b[1;32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python312\\site-packages\\mysql\\connector\\abstracts.py:1181\u001b[0m, in \u001b[0;36mMySQLConnectionAbstract.connect\u001b[1;34m(self, **kwargs)\u001b[0m\n\u001b[0;32m 1178\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconfig(\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 1180\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdisconnect()\n\u001b[1;32m-> 1181\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_open_connection\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1182\u001b[0m \u001b[38;5;66;03m# Server does not allow to run any other statement different from ALTER\u001b[39;00m\n\u001b[0;32m 1183\u001b[0m \u001b[38;5;66;03m# when user's password has been expired.\u001b[39;00m\n\u001b[0;32m 1184\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_client_flags \u001b[38;5;241m&\u001b[39m ClientFlag\u001b[38;5;241m.\u001b[39mCAN_HANDLE_EXPIRED_PASSWORDS:\n", - "File \u001b[1;32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python312\\site-packages\\mysql\\connector\\connection.py:572\u001b[0m, in \u001b[0;36mMySQLConnection._open_connection\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 570\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_socket\u001b[38;5;241m.\u001b[39mopen_connection()\n\u001b[0;32m 571\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_do_handshake()\n\u001b[1;32m--> 572\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_do_auth\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 573\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_user\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 574\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_password\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 575\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_database\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 576\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_client_flags\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 577\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_charset_id\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 578\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_ssl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 579\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_conn_attrs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 580\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 581\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mset_converter_class(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_converter_class)\n\u001b[0;32m 582\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_client_flags \u001b[38;5;241m&\u001b[39m ClientFlag\u001b[38;5;241m.\u001b[39mCOMPRESS:\n", - "File \u001b[1;32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python312\\site-packages\\mysql\\connector\\connection.py:309\u001b[0m, in \u001b[0;36mMySQLConnection._do_auth\u001b[1;34m(self, username, password, database, client_flags, charset, ssl_options, conn_attrs)\u001b[0m\n\u001b[0;32m 296\u001b[0m packet \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_protocol\u001b[38;5;241m.\u001b[39mmake_auth(\n\u001b[0;32m 297\u001b[0m handshake\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_handshake,\n\u001b[0;32m 298\u001b[0m username\u001b[38;5;241m=\u001b[39musername,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 306\u001b[0m auth_plugin_class\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_auth_plugin_class,\n\u001b[0;32m 307\u001b[0m )\n\u001b[0;32m 308\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_socket\u001b[38;5;241m.\u001b[39msend(packet)\n\u001b[1;32m--> 309\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_auth_switch_request\u001b[49m\u001b[43m(\u001b[49m\u001b[43musername\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpassword\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 311\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m (client_flags \u001b[38;5;241m&\u001b[39m ClientFlag\u001b[38;5;241m.\u001b[39mCONNECT_WITH_DB) \u001b[38;5;129;01mand\u001b[39;00m database:\n\u001b[0;32m 312\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcmd_init_db(database)\n", - "File \u001b[1;32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.12_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python312\\site-packages\\mysql\\connector\\connection.py:366\u001b[0m, in \u001b[0;36mMySQLConnection._auth_switch_request\u001b[1;34m(self, username, password)\u001b[0m\n\u001b[0;32m 364\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_handle_mfa(packet)\n\u001b[0;32m 365\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m packet[\u001b[38;5;241m4\u001b[39m] \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m255\u001b[39m:\n\u001b[1;32m--> 366\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m get_exception(packet)\n\u001b[0;32m 367\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n", - "\u001b[1;31mProgrammingError\u001b[0m: 1045 (28000): Access denied for user 'root'@'localhost' (using password: NO)" - ] - } - ], + "outputs": [], "source": [ "# Imports and setting up MySQL\n", "\n", @@ -57,12 +39,13 @@ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import numpy as np\n", + "from config import config\n", "\n", "connection = mysql.connector.connect(\n", - " host='localhost',\n", - " user='root',\n", - " password='',\n", - " database='jbg030'\n", + " host=config.get('HOST'),\n", + " user=config.get('USERNAME'),\n", + " password=config.get('PASSWORD'),\n", + " database=config.get('DATABASE')\n", ")\n", "\n", "cursor = connection.cursor()" @@ -77,7 +60,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -99,20 +82,9 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\3038341243.py:17: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", - " df_topics1 = pd.read_sql(conv_topics1, connection)\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\3038341243.py:18: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", - " df_topics2 = pd.read_sql(conv_topics2, connection)\n" - ] - } - ], + "outputs": [], "source": [ "conv_topics1 = \"\"\"\n", " SELECT text, id, staff, baggage, delay_and_cancellation, money, timestamp_ms\n", @@ -148,7 +120,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -158,7 +130,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -177,20 +149,9 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\3362364312.py:18: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", - " df_ba1 = pd.read_sql(conv_ba1, connection)\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\3362364312.py:19: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", - " df_ba2 = pd.read_sql(conv_ba2, connection)\n" - ] - } - ], + "outputs": [], "source": [ "# Creates the Dataframe for British Airways\n", "\n", @@ -222,20 +183,9 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\2474775066.py:18: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", - " df_af1 = pd.read_sql(conv_af1, connection)\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\2474775066.py:19: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", - " df_af2 = pd.read_sql(conv_af2, connection)\n" - ] - } - ], + "outputs": [], "source": [ "# Creates the dataframe for AirFrance\n", "\n", @@ -267,20 +217,9 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\2117588957.py:18: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", - " df_klm1 = pd.read_sql(conv_klm1, connection)\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\2117588957.py:19: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", - " df_klm2 = pd.read_sql(conv_klm2, connection)\n" - ] - } - ], + "outputs": [], "source": [ "# Creates the dataframe for KLM\n", "\n", @@ -312,20 +251,9 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\269955520.py:18: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", - " df_lh1 = pd.read_sql(conv_lh1, connection)\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\269955520.py:19: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", - " df_lh2 = pd.read_sql(conv_lh2, connection)\n" - ] - } - ], + "outputs": [], "source": [ "# Creates the dataframe for Lufthansa\n", "\n", @@ -357,7 +285,7 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -371,7 +299,7 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -385,7 +313,7 @@ }, { "cell_type": "code", - "execution_count": 85, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -413,31 +341,9 @@ }, { "cell_type": "code", - "execution_count": 104, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "staff 29117\n", - "baggage 10811\n", - "delay_and_cancellation 66103\n", - "money 65012\n", - "dtype: int64\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "counts_topics = df_topics_time.apply(lambda col: col.value_counts().get(1, 0))\n", "print(counts_topics)\n", @@ -460,30 +366,9 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " staff baggage delay_and_cancellation money\n", - "47308 0 0 0 0\n", - "47309 0 0 0 0\n", - "47310 0 0 0 0\n", - "47311 0 0 0 0\n", - "47312 0 0 0 0\n", - "... ... ... ... ...\n", - "117204 0 0 0 0\n", - "117205 0 0 0 0\n", - "117209 0 0 0 0\n", - "117211 0 0 0 0\n", - "117212 0 0 0 0\n", - "\n", - "[61023 rows x 4 columns]\n" - ] - } - ], + "outputs": [], "source": [ "# Get the number of tweets per airline that have a topic\n", "\n", @@ -500,29 +385,9 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "combined_counts = pd.DataFrame({\n", " 'Airline': ['British_Airways', 'AirFrance', 'KLM', 'Lufthansa'],\n", @@ -556,7 +421,7 @@ }, { "cell_type": "code", - "execution_count": 88, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -565,20 +430,9 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure(figsize=(10,6))\n", "counts_ba.plot(kind='bar', color=colors)\n", @@ -598,20 +452,9 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure(figsize=(10,6))\n", "counts_af.plot(kind='bar', color=colors)\n", @@ -631,20 +474,9 @@ }, { "cell_type": "code", - "execution_count": 91, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure(figsize=(10,6))\n", "counts_klm.plot(kind='bar', color=colors)\n", @@ -664,20 +496,9 @@ }, { "cell_type": "code", - "execution_count": 92, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure(figsize=(10,6))\n", "counts_lh.plot(kind='bar', color=colors)\n", @@ -697,7 +518,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -718,43 +539,9 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\2961402507.py:1: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " per_staff_ba = percentages_ba[0]\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\2961402507.py:2: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " per_staff_af = percentages_af[0]\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\2961402507.py:3: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " per_staff_klm = percentages_klm[0]\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\2961402507.py:4: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " per_staff_lh = percentages_lh[0]\n" - ] - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "per_staff_ba = percentages_ba[0]\n", "per_staff_af = percentages_af[0]\n", @@ -787,43 +574,9 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\967707322.py:1: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " per_bagg_ba = percentages_ba[1]\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\967707322.py:2: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " per_bagg_af = percentages_af[1]\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\967707322.py:3: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " per_bagg_klm = percentages_klm[1]\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\967707322.py:4: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " per_bagg_lh = percentages_lh[1]\n" - ] - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "per_bagg_ba = percentages_ba[1]\n", "per_bagg_af = percentages_af[1]\n", @@ -855,43 +608,9 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\685534939.py:1: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " per_delay_ba = percentages_ba[2]\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\685534939.py:2: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " per_delay_af = percentages_af[2]\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\685534939.py:3: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " per_delay_klm = percentages_klm[2]\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\685534939.py:4: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " per_delay_lh = percentages_lh[2]\n" - ] - }, - { - "data": { - "text/plain": [ - "
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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "per_delay_ba = percentages_ba[2]\n", "per_delay_af = percentages_af[2]\n", @@ -923,43 +642,9 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\1615527902.py:1: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " per_money_ba = percentages_ba[3]\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\1615527902.py:2: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " per_money_af = percentages_af[3]\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\1615527902.py:3: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " per_money_klm = percentages_klm[3]\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\1615527902.py:4: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " per_money_lh = percentages_lh[3]\n" - ] - }, - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "per_money_ba = percentages_ba[3]\n", "per_money_af = percentages_af[3]\n", @@ -991,34 +676,9 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\259348465.py:8: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " 'Staff': [percentages_ba[0], percentages_af[0], percentages_klm[0], percentages_lh[0]],\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\259348465.py:9: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " 'Baggage': [percentages_ba[1], percentages_af[1], percentages_klm[1], percentages_lh[1]],\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\259348465.py:10: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " 'Delay and Cancellation': [percentages_ba[2], percentages_af[2], percentages_klm[2], percentages_lh[2]],\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\259348465.py:11: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " 'Money': [percentages_ba[3], percentages_af[3], percentages_klm[3], percentages_lh[3]]\n" - ] - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "percentages_ba = round((counts_ba / counts_ba_sum) * 100, 2)\n", "percentages_af = round((counts_af / counts_af_sum) * 100, 2)\n", @@ -1064,28 +724,9 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\2442011583.py:1: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " count_bdc = df_topics_time[(df_topics_time['baggage'] == 1) & (df_topics_time['delay_and_cancellation'] == 1) & (df_topics_time['money'] == 0) & (df_topics_time['staff'] == 0)].count()[0]\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\2442011583.py:2: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " count_bm = df_topics_time[(df_topics_time['baggage'] == 1) & (df_topics_time['money'] == 1) & (df_topics_time['staff'] == 0) & (df_topics_time['delay_and_cancellation'] == 0)].count()[0]\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\2442011583.py:3: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " count_bs = df_topics_time[(df_topics_time['baggage'] == 1) & (df_topics_time['staff'] == 1) & (df_topics_time['money'] == 0) & (df_topics_time['delay_and_cancellation'] == 0)].count()[0]\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\2442011583.py:4: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " count_mdc = df_topics_time[(df_topics_time['money'] == 1) & (df_topics_time['delay_and_cancellation'] == 1) & (df_topics_time['staff'] == 0) & (df_topics_time['baggage'] == 0)].count()[0]\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\2442011583.py:5: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " count_ms = df_topics_time[(df_topics_time['money'] == 1) & (df_topics_time['staff'] == 1) & (df_topics_time['delay_and_cancellation'] == 0) & (df_topics_time['baggage'] == 0)].count()[0]\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\2442011583.py:6: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " count_sdc = df_topics_time[(df_topics_time['delay_and_cancellation'] == 1) & (df_topics_time['staff'] == 1) & (df_topics_time['money'] == 0) & (df_topics_time['baggage'] == 0)].count()[0]\n" - ] - } - ], + "outputs": [], "source": [ "count_bdc = df_topics_time[(df_topics_time['baggage'] == 1) & (df_topics_time['delay_and_cancellation'] == 1) & (df_topics_time['money'] == 0) & (df_topics_time['staff'] == 0)].count()[0]\n", "count_bm = df_topics_time[(df_topics_time['baggage'] == 1) & (df_topics_time['money'] == 1) & (df_topics_time['staff'] == 0) & (df_topics_time['delay_and_cancellation'] == 0)].count()[0]\n", @@ -1097,29 +738,9 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "counts_two_topics = pd.DataFrame({\n", " 'Topics': ['baggage - delay and cancellation','baggage - money', 'baggage - staff', 'money - delay and cancellation', 'money - staff', 'staff - delay and cancellation'],\n", @@ -1144,24 +765,9 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\996657003.py:1: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " count_bdcs = df_topics_time[(df_topics_time['baggage'] == 1) & (df_topics_time['delay_and_cancellation'] == 1) & (df_topics_time['staff'] == 1) & (df_topics_time['money'] == 0)].count()[0]\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\996657003.py:2: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " count_bdcm = df_topics_time[(df_topics_time['baggage'] == 1) & (df_topics_time['delay_and_cancellation'] == 1)& (df_topics_time['money'] == 1) & (df_topics_time['staff'] == 0)].count()[0]\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\996657003.py:3: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " count_bsm = df_topics_time[(df_topics_time['baggage'] == 1) & (df_topics_time['staff'] == 1) & (df_topics_time['money'] == 1) & (df_topics_time['delay_and_cancellation'] == 0)].count()[0]\n", - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\996657003.py:4: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " count_dcsm = df_topics_time[(df_topics_time['baggage'] == 0) & (df_topics_time['delay_and_cancellation'] == 1) & (df_topics_time['staff'] == 1) & (df_topics_time['money'] == 1)].count()[0]\n" - ] - } - ], + "outputs": [], "source": [ "count_bdcs = df_topics_time[(df_topics_time['baggage'] == 1) & (df_topics_time['delay_and_cancellation'] == 1) & (df_topics_time['staff'] == 1) & (df_topics_time['money'] == 0)].count()[0]\n", "count_bdcm = df_topics_time[(df_topics_time['baggage'] == 1) & (df_topics_time['delay_and_cancellation'] == 1)& (df_topics_time['money'] == 1) & (df_topics_time['staff'] == 0)].count()[0]\n", @@ -1171,29 +777,9 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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T4enpiVevXiEyMhKHDx+Go6Mj1q5dmyn3wYMHUbduXejr68PDwwNv3ryBt7c3fvzxR7i5ucHa2hpRUVFISEgAgBwdxkpJSUGnTp0wdOhQXL9+Xekbcps2bQAA3bp1w65duwAAPXr0wC+//AJXV1ckJCQgIiIC+/btQ/PmzTFlypQcvDOZ/dd7pQpdu3bFxIkT8fjxYyxcuFBs//xcs5LT9/rfz+XPP/+Ej48PDAwMUKVKlW9mk3J/aNKkCYoUKYIXL17g8uXLGDp0KFq0aIH9+/eLxYulpSUaN26cabunT5+Gn58fGjdujM2bNyMmJgbApx64GjVqfDVPkyZNYGVlhfj4eERFRaFJkyYYOnQo9PX1cfr0aRQpUgRjxozBpk2bsGLFCrRt2xbOzs4wNTXFsWPHxO3k5P88ZSGPxgZRAfXvAcqfpaWlCSVLllQaGPnlAOVDhw4pLQMgFCpUSOl3vjZPyGdfO2vky1Nfe/XqJbZ/OXjT1dU10+MbGRkJd+7cEdf/1qnnn2+f5WagpCB8OtW2Tp06X93+l6fa5vZxwsLCxDOuvrx9OWj036dVfx5QGRQUpNQ+depUpW2/fPnym6cj//t9/Nap5/9+vxISEgQ9Pb0st/fo0aNvbuffp43/25f/dxwdHQUTE5NM2/jpp5+Ufudbp57/+/342gD8732v/mu7/zVA2cLCQihevHim7Tdu3Fg8w+5r+1VO3+svzx7Kav/NSn7YH3bu3JmrU8+/9tqsX79eXP9rg6P379+f5f/1L5/X+vXrv/nab9q0KVvPn7LGw1iUK9ra2hg/fvxXlzdp0gQLFy5E8eLFoaenh2rVquHQoUOoVatWnuRbunQpxo4dC1tbW+jp6aF27doICQlBmTJlxHUqVaqEa9euYeDAgXBxcYGuri7MzMzg7u6OgQMHIjg4+Ltz6Onp4ciRI5gzZw48PT1hYGAg9l7Mnj0bhw8fhq6u7nc9hoeHB9atW4eyZct+tXfgy3E7Ojo64rfvzz08n/17vI6ZmRnOnTuHX3/9FeXLl4eBgQEMDQ3h6uqKH374AZs2bVL6Vjt9+nTs3bsXzZo1Q5EiRaCjo4NixYqhdu3amDNnjtLlISwtLbFz505UrFgRBgYGSo9rYWGBKVOmoF69erC1tYWOjg4MDAzg6emJGTNmYMmSJdl+fZycnHDixAnUr18fBgYGsLGxwYQJE7B8+XKl9YKCgrBu3TrUq1cPpqam0NXVhYODAxo1aoTFixdj8ODB2X7Mr8nOe/U9jI2NcerUKbRq1QqFCxeGhYUFBg4ciO3bt//nYbGcvtcDBgzA2LFj4eDgoHTo6Fvyw/7Qpk0bnDt3Dj/88AOsrKxQqFAhFC1aFO3bt8fZs2fRunXrLLfbvn17bNmyBeXKlYOuri5Kly6N9evXf7OH+7PmzZvjypUr6NGjB4oXLw4dHR0UKVIE9evXF/c5Ly8vjBgxApUqVYKlpSW0tbVhamqKOnXqYMuWLejcufN3vS6aTiEI2RzhSURUQERHR4vje+rVq5frK4QXFJ8LGUdHR/HinPT9AgMD0adPHwDAlClTMHXqVGkDUa6xZ4eIiIhkjcUOERERyRqLHSIiIpI1jtkhIiIiWWPPDhEREckaix0iIiKSNc6gjE9Tij99+hTGxsb54hotRERE9N8EQcCbN29gZ2f3zfmeWOwAePr0Kezt7aWOQURERLnw6NEjFC9e/KvLWezg06yjwKcX62tX1yYiIqL8JSkpCfb29uLf8a9hsYP/m33UxMSExQ4REVEB819DUDhAmYiIiGSNxQ4RERHJGosdIiIikjUWO0RERCRrLHaIiIhI1ljsEBERkayx2CEiIiJZY7FDREREssZih4iIiGSNxQ4RERHJGosdIiIikjUWO0RERCRrLHaIiIhI1ljsEBERkawVkjoAERGRXNzupZA6giTcggSpI3wTe3aIiIhI1ljsEBERkayx2CEiIiJZY7FDREREssZih4iIiGSNxQ4RERHJGosdIiIikjUWO0RERCRrLHaIiIhI1ljsEBERkayx2CEiIiJZY7FDREREssZih4iIiGSNxQ4RERHJGosdIiIikjUWO0RERCRrLHaIiIhI1ljsEBERkayx2CEiIiJZY7FDREREssZih4iIiGSNxQ4RERHJGosdIiIikjUWO0RERCRrLHaIiIhI1ljsEBERkaxJWuzMnj0bVatWhbGxMaysrNC2bVvcvXtXaZ369etDoVAo3QYOHKi0TkxMDFq0aAFDQ0NYWVlhzJgxSEtLy8unQkRERPlUISkf/MSJExgyZAiqVq2KtLQ0TJgwAU2aNMHt27dRuHBhcb3+/ftj+vTp4n1DQ0Px5/T0dLRo0QI2NjY4e/YsYmNj0bNnT+jo6GDWrFl5+nyIiIgo/5G02Dl48KDS/cDAQFhZWeHKlSuoW7eu2G5oaAgbG5sst3H48GHcvn0bR48ehbW1NSpUqIBff/0VY8eOxdSpU6Grq6vW50BERET5W74as/P69WsAgIWFhVL7hg0bYGlpCXd3d4wfPx6pqanisnPnzsHDwwPW1tZiW9OmTZGUlIRbt25l+Tjv379HUlKS0o2IiIjkSdKenS9lZGRg5MiRqFWrFtzd3cX2rl27wtHREXZ2dggLC8PYsWNx9+5dbN++HQAQFxenVOgAEO/HxcVl+VizZ8/GtGnT1PRMiIiIKD/JN8XOkCFDcPPmTZw+fVqp/eeffxZ/9vDwgK2tLRo1aoTIyEiUKFEiV481fvx4+Pn5ifeTkpJgb2+fu+BERESUr+WLw1hDhw7F3r17ERISguLFi39z3erVqwMA7t+/DwCwsbHBs2fPlNb5fP9r43z09PRgYmKidCMiIiJ5krTYEQQBQ4cOxY4dO3Ds2DE4Ozv/5+9cu3YNAGBrawsA8PLywo0bNxAfHy+uc+TIEZiYmMDNzU0tuYmIiKjgkPQw1pAhQ7Bx40bs2rULxsbG4hgbU1NTGBgYIDIyEhs3boSPjw+KFCmCsLAw+Pr6om7duvD09AQANGnSBG5ubujRowf8/f0RFxeHiRMnYsiQIdDT05Py6REREVE+IGnPzvLly/H69WvUr18ftra24m3Lli0AAF1dXRw9ehRNmjRBmTJlMGrUKHTo0AF79uwRt6GtrY29e/dCW1sbXl5e6N69O3r27Kk0Lw8RERFpLkl7dgRB+OZye3t7nDhx4j+34+joiP3796sqFhEREclIvhigTERERKQuLHaIiIhI1ljsEBERkayx2CEiIiJZY7FDREREssZih4iIiGSNxQ4RERHJGosdIiIikjUWO0RERCRrLHaIiIhI1ljsEBERkayx2CEiIiJZY7FDREREssZih4iIiGSNxQ4RERHJGosdIiIikjUWO0RERCRrLHaIiIhI1ljsEBERkayx2CEiIiJZY7FDREREssZih4iIiGSNxQ4RERHJGosdIiIikjUWO0RERCRrLHaIiIhI1ljsEBERkayx2CEiIiJZY7FDREREssZih4iIiGSNxQ4RERHJGosdIiIikjUWO0RERCRrLHaIiIhI1ljsEBERkayx2CEiIiJZY7FDREREssZih4iIiGSNxQ4RERHJGosdIiIikjUWO0RERCRrLHaIiIhI1ljsEBERkayx2CEiIiJZY7FDREREssZih4iIiGSNxQ4RERHJGosdIiIikjUWO0RERCRrLHaIiIhI1ljsEBERkayx2CEiIiJZY7FDREREsiZpsTN79mxUrVoVxsbGsLKyQtu2bXH37l2ldd69e4chQ4agSJEiMDIyQocOHfDs2TOldWJiYtCiRQsYGhrCysoKY8aMQVpaWl4+FSIiIsqnJC12Tpw4gSFDhuD8+fM4cuQIPn78iCZNmiAlJUVcx9fXF3v27ME///yDEydO4OnTp2jfvr24PD09HS1atMCHDx9w9uxZBAUFITAwEJMnT5biKREREVE+oxAEQZA6xGcJCQmwsrLCiRMnULduXbx+/RpFixbFxo0b8cMPPwAAwsPDUbZsWZw7dw41atTAgQMH0LJlSzx9+hTW1tYAgBUrVmDs2LFISEiArq7ufz5uUlISTE1N8fr1a5iYmKj1ORIRkXzd7qWQOoIk3IKkKSWy+/c7X43Zef36NQDAwsICAHDlyhV8/PgR3t7e4jplypSBg4MDzp07BwA4d+4cPDw8xEIHAJo2bYqkpCTcunUrD9MTERFRflRI6gCfZWRkYOTIkahVqxbc3d0BAHFxcdDV1YWZmZnSutbW1oiLixPX+bLQ+bz887KsvH//Hu/fvxfvJyUlqeppEBERUT6Tb3p2hgwZgps3b2Lz5s1qf6zZs2fD1NRUvNnb26v9MYmIiEga+aLYGTp0KPbu3YuQkBAUL15cbLexscGHDx/w6tUrpfWfPXsGGxsbcZ1/n531+f7ndf5t/PjxeP36tXh79OiRCp8NERER5SeSFjuCIGDo0KHYsWMHjh07BmdnZ6XllStXho6ODoKDg8W2u3fvIiYmBl5eXgAALy8v3LhxA/Hx8eI6R44cgYmJCdzc3LJ8XD09PZiYmCjdiIiISJ4kHbMzZMgQbNy4Ebt27YKxsbE4xsbU1BQGBgYwNTVFv3794OfnBwsLC5iYmGDYsGHw8vJCjRo1AABNmjSBm5sbevToAX9/f8TFxWHixIkYMmQI9PT0pHx6RERElA9IWuwsX74cAFC/fn2l9oCAAPTu3RsAsGDBAmhpaaFDhw54//49mjZtij/++ENcV1tbG3v37sWgQYPg5eWFwoULo1evXpg+fXpePQ0iIiLKx/LVPDtS4Tw7RESkCpxnJ28VyHl2iIiIiFSNxQ4RERHJGosdIiIikjUWO0RERCRrLHaIiIhI1nJc7Bw8eBCnT58W7y9btgwVKlRA165d8fLlS5WGIyIiIvpeOS52xowZI14488aNGxg1ahR8fHwQFRUFPz8/lQckIiIi+h45nlQwKipKvAzDtm3b0LJlS8yaNQtXr16Fj4+PygMSERERfY8c9+zo6uoiNTUVAHD06FE0adIEAGBhYSH2+BARERHlFznu2alduzb8/PxQq1YtXLx4EVu2bAEA3Lt3T+mK5URERET5QY57dpYuXYpChQph69atWL58OYoVKwYAOHDgAJo1a6bygERERETfg9fGAq+NRUREqsFrY+UttV0bS1tbG/Hx8ZnaX7x4AW1t7ZxujoiIiEitclzsfK0j6P3799DV1f3uQERERESqlO0ByosXLwYAKBQKrF69GkZGRuKy9PR0nDx5EmXKlFF9QiIiIqLvkO1iZ8GCBQA+9eysWLFC6ZCVrq4unJycsGLFCtUnJCIiIvoO2S52oqKiAAANGjTA9u3bYW5urrZQRERERKqS4zE7ISEhMDc3x4cPH3D37l2kpaWpIxcRERGRSuS42Hn79i369esHQ0NDlCtXDjExMQCAYcOGYc6cOSoPSERERPQ9clzsjBs3DtevX8fx48ehr68vtnt7e4uzKRMRERHlFzm+XMTOnTuxZcsW1KhRAwrF/02eVK5cOURGRqo0HBEREdH3ynHPTkJCAqysrDK1p6SkKBU/RERERPlBjoudKlWqYN++feL9zwXO6tWr4eXlpbpkRERERCqQ48NYs2bNQvPmzXH79m2kpaVh0aJFuH37Ns6ePYsTJ06oIyMRERFRruW4Z6d27dq4du0a0tLS4OHhgcOHD8PKygrnzp1D5cqV1ZGRiIiIKNdy3LMDACVKlMCff/6p6ixEREREKpfjnh0AiIyMxMSJE9G1a1fxCugHDhzArVu3VBqOiIiI6HvluNg5ceIEPDw8cOHCBWzbtg3JyckAgOvXr2PKlCkqD0hERET0PXI1qeCMGTNw5MgR6Orqiu0NGzbE+fPnVRqOiIiI6HvluNi5ceMG2rVrl6ndysoKz58/V0koIiIiIlXJcbFjZmaG2NjYTO2hoaEoVqyYSkIRERERqUqOi53OnTtj7NixiIuLg0KhQEZGBs6cOYPRo0ejZ8+e6shIRERElGs5LnZmzZqFMmXKwN7eHsnJyXBzc0PdunVRs2ZNTJw4UR0ZiYiIiHItx/Ps6Orq4s8//8SkSZNw8+ZNJCcno2LFinB1dVVHPiIiIqLvkuNi58GDB3BxcYGDgwMcHBzUkYmIiIhIZXJc7JQsWRLFixdHvXr1UL9+fdSrVw8lS5ZURzYiIiKi75bjMTuPHj3C7NmzYWBgAH9/f5QqVQrFixdHt27dsHr1anVkJCIiIso1hSAIwvdsICIiAjNnzsSGDRuQkZGB9PR0VWXLM0lJSTA1NcXr169hYmIidRwiIiqgbvdSSB1BEm5B31VK5Fp2/37n+DBWamoqTp8+jePHj+P48eMIDQ1FmTJlMHToUNSvX/97MhMRERGpXI6LHTMzM5ibm6Nbt24YN24c6tSpA3Nzc3VkIyIiIvpuOS52fHx8cPr0aWzevBlxcXGIi4tD/fr1UapUKXXkIyIiIvouOR6gvHPnTjx//hwHDx6El5cXDh8+jDp16qBYsWLo1q2bOjISERER5VqOe3Y+8/DwQFpaGj58+IB3797h0KFD2LJlCzZs2KDKfERERETfJcc9O/Pnz0fr1q1RpEgRVK9eHZs2bUKpUqWwbds2JCQkqCMjERERUa7luGdn06ZNqFevHn7++WfUqVMHpqam6shFREREpBI5Lna2bduG4sWLQ0tLuVNIEAQ8evSIl5AgIiKifCXHh7GcnZ3x/PnzTO2JiYlwdnZWSSgiIiIiVclxsfO1CZeTk5Ohr6//3YGIiIiIVCnbh7H8/PwAAAqFApMnT4ahoaG4LD09HRcuXECFChVUHpCIiIjoe2S72AkNDQXwqWfnxo0b0NXVFZfp6uqifPnyGD16tOoTEhEREX2HbBc7ISEhAIA+ffpg0aJFvGAmERERFQg5PhsrICBAHTmIiIiI1CLHA5SJiIiIChIWO0RERCRrkhY7J0+eRKtWrWBnZweFQoGdO3cqLe/duzcUCoXSrVmzZkrrJCYmolu3bjAxMYGZmRn69euH5OTkPHwWRERElJ9lq9ipVKkSXr58CQCYPn06UlNTVfLgKSkpKF++PJYtW/bVdZo1a4bY2FjxtmnTJqXl3bp1w61bt3DkyBHs3bsXJ0+exM8//6ySfERERFTwZWuA8p07d5CSkgJzc3NMmzYNAwcOVJpnJ7eaN2+O5s2bf3MdPT092NjYfDXXwYMHcenSJVSpUgUAsGTJEvj4+GDu3Lmws7P77oxERERUsGWr2KlQoQL69OmD2rVrQxAEzJ07F0ZGRlmuO3nyZJUGPH78OKysrGBubo6GDRtixowZKFKkCADg3LlzMDMzEwsdAPD29oaWlhYuXLiAdu3aZbnN9+/f4/379+L9pKQklWYmIiKi/CNbxU5gYCCmTJmCvXv3QqFQ4MCBAyhUKPOvfp5dWVWaNWuG9u3bw9nZGZGRkZgwYQKaN2+Oc+fOQVtbG3FxcbCyslL6nUKFCsHCwgJxcXFf3e7s2bMxbdo0leUkIiKi/CtbxU7p0qWxefNmAICWlhaCg4MzFRnq0LlzZ/FnDw8PeHp6okSJEjh+/DgaNWqU6+2OHz9evPwF8Klnx97e/ruyEhERUf6U40kFMzIy1JEjW1xcXGBpaYn79++jUaNGsLGxQXx8vNI6aWlpSExM/Oo4H+DTOCA9PT11xyUiIqJ8IFennkdGRmLYsGHw9vaGt7c3hg8fjsjISFVny+Tx48d48eIFbG1tAQBeXl549eoVrly5Iq5z7NgxZGRkoHr16mrPQ0RERPlfjoudQ4cOwc3NDRcvXoSnpyc8PT1x4cIFlCtXDkeOHMnRtpKTk3Ht2jVcu3YNABAVFYVr164hJiYGycnJGDNmDM6fP4/o6GgEBwejTZs2KFmyJJo2bQoAKFu2LJo1a4b+/fvj4sWLOHPmDIYOHYrOnTvzTCwiIiICACgEQRBy8gsVK1ZE06ZNMWfOHKX2cePG4fDhw7h69Wq2t3X8+HE0aNAgU3uvXr2wfPlytG3bFqGhoXj16hXs7OzQpEkT/Prrr7C2thbXTUxMxNChQ7Fnzx5oaWmhQ4cOWLx48VfPFstKUlISTE1N8fr1a17glIiIcu12L4XUESThFpSjUkJlsvv3O8fFjr6+Pm7cuAFXV1el9nv37sHT0xPv3r3LXWIJsdghIiJVYLGTt7L79zvHh7GKFi0qHnb60rVr1/LkDC0iIiKinMjx2Vj9+/fHzz//jAcPHqBmzZoAgDNnzuC3335TOp2biIiIKD/IcbEzadIkGBsbY968eRg/fjwAwM7ODlOnTsXw4cNVHpCIiIjoe+R4zM6X3rx5AwAwNjZWWSApcMwOERGpAsfs5K3s/v3Occ/Olwp6kUNERETyl6tJBYmIiIgKChY7REREJGssdoiIiEjWclTsfPz4EY0aNUJERIS68hARERGpVI6KHR0dHYSFhakrCxEREZHK5fgwVvfu3bFmzRp1ZCEiIiJSuRyfep6Wloa1a9fi6NGjqFy5MgoXLqy0fP78+SoLR0RERPS9clzs3Lx5E5UqVQLw6eKfX1IoNHMyJSIiIsq/clzshISEqCMHERERkVrk+tTz+/fv49ChQ3j79i0A4DuuOkFERESkNjkudl68eIFGjRqhVKlS8PHxQWxsLACgX79+GDVqlMoDEhEREX2PHBc7vr6+0NHRQUxMDAwNDcX2Tp064eDBgyoNR0RERPS9cjxm5/Dhwzh06BCKFy+u1O7q6oqHDx+qLBgRERGRKuS4ZyclJUWpR+ezxMRE6OnpqSQUERERkarkuNipU6cO1q1bJ95XKBTIyMiAv78/GjRooNJwRERERN8rx4ex/P390ahRI1y+fBkfPnzA//73P9y6dQuJiYk4c+aMOjISERER5VqOe3bc3d1x79491K5dG23atEFKSgrat2+P0NBQlChRQh0ZiYiIiHItxz07AGBqaopffvlF1VmIiIiIVC5Xxc7Lly+xZs0a3LlzBwDg5uaGPn36wMLCQqXhiIiIiL5Xjg9jnTx5Ek5OTli8eDFevnyJly9fYvHixXB2dsbJkyfVkZGIiIgo13LcszNkyBB06tQJy5cvh7a2NgAgPT0dgwcPxpAhQ3Djxg2VhyQiIiLKrRz37Ny/fx+jRo0SCx0A0NbWhp+fH+7fv6/ScERERETfK8fFTqVKlcSxOl+6c+cOypcvr5JQRERERKqSrcNYYWFh4s/Dhw/HiBEjcP/+fdSoUQMAcP78eSxbtgxz5sxRT0oiIiKiXFIIgiD810paWlpQKBT4r1UVCgXS09NVFi6vJCUlwdTUFK9fv4aJiYnUcYiIqIC63UshdQRJuAX9ZymhFtn9+52tnp2oqCiVBSMiIiLKS9kqdhwdHdWdg4iIiEgtcjWp4NOnT3H69GnEx8cjIyNDadnw4cNVEoyIiIhIFXJc7AQGBmLAgAHQ1dVFkSJFoFD83/FJhULBYoeIiIjylRwXO5MmTcLkyZMxfvx4aGnl+Mx1IiIiojyV42olNTUVnTt3ZqFDREREBUKOK5Z+/frhn3/+UUcWIiIiIpXL8WGs2bNno2XLljh48CA8PDygo6OjtHz+/PkqC0dERET0vXJV7Bw6dAilS5cGgEwDlImIiIjykxwXO/PmzcPatWvRu3dvNcQhIiIiUq0cj9nR09NDrVq11JGFiIiISOVyXOyMGDECS5YsUUcWIiIiIpXL8WGsixcv4tixY9i7dy/KlSuXaYDy9u3bVRaOiIiI6HvluNgxMzND+/bt1ZGFiIiISOVyXOwEBASoIwcRERGRWnAaZCIiIpK1HPfsODs7f3M+nQcPHnxXICIiIiJVynGxM3LkSKX7Hz9+RGhoKA4ePIgxY8aoKhcRERGRSuS42BkxYkSW7cuWLcPly5e/OxARERGRKqlszE7z5s2xbds2VW2OiIiISCVUVuxs3boVFhYWqtocERERkUrk+DBWxYoVlQYoC4KAuLg4JCQk4I8//lBpOCIiIqLvleNip23btkr3tbS0ULRoUdSvXx9lypRRVS4iIiIilchxsTNlyhSVPfjJkyfx+++/48qVK4iNjcWOHTuUiilBEDBlyhT8+eefePXqFWrVqoXly5fD1dVVXCcxMRHDhg3Dnj17oKWlhQ4dOmDRokUwMjJSWU4iIiIquCSdVDAlJQXly5fHsmXLslzu7++PxYsXY8WKFbhw4QIKFy6Mpk2b4t27d+I63bp1w61bt3DkyBHs3bsXJ0+exM8//5xXT4GIiIjyOYUgCEJ2VtTS0vrmZIIAoFAokJaWlrsgCoVSz44gCLCzs8OoUaMwevRoAMDr169hbW2NwMBAdO7cGXfu3IGbmxsuXbqEKlWqAAAOHjwIHx8fPH78GHZ2dtl67KSkJJiamuL169cwMTHJVX4iIqLbvb79d1Ku3IKyVUqoXHb/fmf7MNaOHTu+uuzcuXNYvHgxMjIycpbyG6KiohAXFwdvb2+xzdTUFNWrV8e5c+fQuXNnnDt3DmZmZmKhAwDe3t7Q0tLChQsX0K5duyy3/f79e7x//168n5SUpLLcRERElL9ku9hp06ZNpra7d+9i3Lhx2LNnD7p164bp06erLFhcXBwAwNraWqnd2tpaXBYXFwcrKyul5YUKFYKFhYW4TlZmz56NadOmqSwrERER5V+5GrPz9OlT9O/fHx4eHkhLS8O1a9cQFBQER0dHVedTi/Hjx+P169fi7dGjR1JHIiIiIjXJUbHz+vVrjB07FiVLlsStW7cQHByMPXv2wN3dXeXBbGxsAADPnj1Tan/27Jm4zMbGBvHx8UrL09LSkJiYKK6TFT09PZiYmCjdiIiISJ6yXez4+/vDxcUFe/fuxaZNm3D27FnUqVNHbcGcnZ1hY2OD4OBgsS0pKQkXLlyAl5cXAMDLywuvXr3ClStXxHWOHTuGjIwMVK9eXW3ZiIiIqODI9pidcePGwcDAACVLlkRQUBCCgoKyXG/79u3ZfvDk5GTcv39fvB8VFYVr167BwsICDg4OGDlyJGbMmAFXV1c4Oztj0qRJsLOzE8/YKlu2LJo1a4b+/ftjxYoV+PjxI4YOHYrOnTtn+0wsIiIikrdsFzs9e/b8z1PPc+ry5cto0KCBeN/Pzw8A0KtXLwQGBuJ///sfUlJS8PPPP+PVq1eoXbs2Dh48CH19ffF3NmzYgKFDh6JRo0bipIKLFy9WaU4iIiIquLI9z46ccZ4dIiJSBc6zk7ey+/db0hmUiYiIiNSNxQ4RERHJGosdIiIikjUWO0RERCRrLHaIiIhI1ljsEBERkayx2CEiIiJZy/akgkSkGlELdaWOIAnnkR+kjkBEGoo9O0RERCRrLHaIiIhI1ngYKx/QGr1H6giSyJjbSuoIRESkAdizQ0RERLLGYoeIiIhkjcUOERERyRqLHSIiIpI1FjtEREQkayx2iIiISNZY7BAREZGssdghIiIiWWOxQ0RERLLGYoeIiIhkjcUOERERyRqLHSIiIpI1FjtEREQkayx2iIiISNZY7BAREZGssdghIiIiWWOxQ0RERLLGYoeIiIhkjcUOERERyRqLHSIiIpI1FjtEREQkayx2iIiISNZY7BAREZGssdghIiIiWWOxQ0RERLLGYoeIiIhkjcUOERERyRqLHSIiIpI1FjtEREQkayx2iIiISNZY7BAREZGssdghIiIiWWOxQ0RERLLGYoeIiIhkjcUOERERyRqLHSIiIpI1FjtEREQkayx2iIiISNZY7BAREZGssdghIiIiWWOxQ0RERLLGYoeIiIhkLV8XO1OnToVCoVC6lSlTRlz+7t07DBkyBEWKFIGRkRE6dOiAZ8+eSZiYiIiI8pt8XewAQLly5RAbGyveTp8+LS7z9fXFnj178M8//+DEiRN4+vQp2rdvL2FaIiIiym8KSR3gvxQqVAg2NjaZ2l+/fo01a9Zg48aNaNiwIQAgICAAZcuWxfnz51GjRo28jkpERET5UL7v2YmIiICdnR1cXFzQrVs3xMTEAACuXLmCjx8/wtvbW1y3TJkycHBwwLlz5765zffv3yMpKUnpRkRERPKUr4ud6tWrIzAwEAcPHsTy5csRFRWFOnXq4M2bN4iLi4Ouri7MzMyUfsfa2hpxcXHf3O7s2bNhamoq3uzt7dX4LIiIiEhK+fowVvPmzcWfPT09Ub16dTg6OuLvv/+GgYFBrrc7fvx4+Pn5ifeTkpJY8BAREclUvu7Z+TczMzOUKlUK9+/fh42NDT58+IBXr14prfPs2bMsx/h8SU9PDyYmJko3IiIikqcCVewkJycjMjIStra2qFy5MnR0dBAcHCwuv3v3LmJiYuDl5SVhSiIiIspP8vVhrNGjR6NVq1ZwdHTE06dPMWXKFGhra6NLly4wNTVFv3794OfnBwsLC5iYmGDYsGHw8vLimVhEREQkytfFzuPHj9GlSxe8ePECRYsWRe3atXH+/HkULVoUALBgwQJoaWmhQ4cOeP/+PZo2bYo//vhD4tRERESUn+TrYmfz5s3fXK6vr49ly5Zh2bJleZSIiIiICpoCNWaHiIiIKKdY7BAREZGssdghIiIiWWOxQ0RERLLGYoeIiIhkjcUOERERyRqLHSIiIpI1FjtEREQkayx2iIiISNZY7BAREZGssdghIiIiWWOxQ0RERLLGYoeIiIhkjcUOERERyRqLHSIiIpI1FjtEREQkayx2iIiISNZY7BAREZGssdghIiIiWWOxQ0RERLLGYoeIiIhkjcUOERERyRqLHSIiIpI1FjtEREQkayx2iIiISNZY7BAREZGssdghIiIiWWOxQ0RERLLGYoeIiIhkjcUOERERyRqLHSIiIpI1FjtEREQkayx2iIiISNZY7BAREZGssdghIiIiWWOxQ0RERLLGYoeIiIhkjcUOERERyRqLHSIiIpI1FjtEREQkayx2iIiISNZY7BAREZGssdghIiIiWWOxQ0RERLLGYoeIiIhkjcUOERERyRqLHSIiIpI1FjtEREQkayx2iIiISNZY7BAREZGssdghIiIiWWOxQ0RERLLGYoeIiIhkTTbFzrJly+Dk5AR9fX1Ur14dFy9elDoSERER5QOyKHa2bNkCPz8/TJkyBVevXkX58uXRtGlTxMfHSx2NiIiIJFZI6gCqMH/+fPTv3x99+vQBAKxYsQL79u3D2rVrMW7cOInTEZEm0w4YLXUESaT3mSt1BCJRgS92Pnz4gCtXrmD8+PFim5aWFry9vXHu3Lksf+f9+/d4//69eP/169cAgKSkJPWG/Qrhfaokjys1qV5vqb15J0gdQRKa+n4Lb9//90oypKnvd/IHqRNIQ6r3+/PjCsK3P1cLfLHz/PlzpKenw9raWqnd2toa4eHhWf7O7NmzMW3atEzt9vb2aslIWTNdKnUCylPjTaVOQHnIdAh3cI2yWdr9+82bNzA1/XqGAl/s5Mb48ePh5+cn3s/IyEBiYiKKFCkChUIhYbK8lZSUBHt7ezx69AgmJiZSxyE14/utWfh+axZNfb8FQcCbN29gZ2f3zfUKfLFjaWkJbW1tPHv2TKn92bNnsLGxyfJ39PT0oKenp9RmZmamroj5nomJiUbtHJqO77dm4futWTTx/f5Wj85nBf5sLF1dXVSuXBnBwcFiW0ZGBoKDg+Hl5SVhMiIiIsoPCnzPDgD4+fmhV69eqFKlCqpVq4aFCxciJSVFPDuLiIiINJcsip1OnTohISEBkydPRlxcHCpUqICDBw9mGrRMyvT09DBlypRMh/RInvh+axa+35qF7/e3KYT/Ol+LiIiIqAAr8GN2iIiIiL6FxQ4RERHJGosdIiIikjUWO0RERCRrLHaIZGTx4sV49+4dACAmJuY/rxdDRAUH9+/c49lYGqRXr17o168f6tatK3UUUpNChQrh6dOnsLKygra2NmJjY2FlZSV1LCJSAe7fuSeLeXYoe16/fg1vb284OjqiT58+6NWrF4oVKyZ1LFIhOzs7bNu2DT4+PhAEAY8fPxa/Cf6bg4NDHqcjdUpJScGcOXMQHByM+Ph4ZGRkKC1/8OCBRMlIVbh/5x57djRMQkIC1q9fj6CgINy+fRve3t7o168f2rRpAx0dHanj0XdatWoVhg0bhrS0tK+uIwgCFAoF0tPT8zAZqVuXLl1w4sQJ9OjRA7a2tpkuajxixAiJkpGqcP/OPRY7Guzq1asICAjA6tWrYWRkhO7du2Pw4MFwdXWVOhp9hzdv3uDhw4fw9PTE0aNHUaRIkSzXK1++fB4nI3UyMzPDvn37UKtWLamjkBpx/84dHsbSULGxsThy5AiOHDkCbW1t+Pj44MaNG3Bzc4O/vz98fX2ljki5sHjxYvz8889wd3dHQEAAvLy8YGBgIHUsygPm5uawsLCQOgapEffv3GPPjgb5+PEjdu/ejYCAABw+fBienp746aef0LVrV5iYmAAAduzYgb59++Lly5cSp6Xc4ABGzfXXX39h165dCAoKgqGhodRxSA24f+cee3Y0iK2tLTIyMtClSxdcvHgRFSpUyLROgwYNYGZmlufZSDU4gFFzzZs3D5GRkbC2toaTk1OmMXhXr16VKBmpCvfv3GPPjgZZv349OnbsCH19famjkJpwAKPmmjZt2jeXT5kyJY+SkLpw/849Fjsa6P79+4iMjETdunVhYGAg7hwkDxzASCRf3L9zh8WOBnnx4gV+/PFHhISEQKFQICIiAi4uLujbty/Mzc0xb948qSOSCgUFBaFz587Q09OTOgrloStXruDOnTsAgHLlyqFixYoSJyJ14P6dMyx2NEjPnj0RHx+P1atXo2zZsrh+/TpcXFxw6NAh+Pn54datW1JHJKJcio+PR+fOnXH8+HFx3N2rV6/QoEEDbN68GUWLFpU2IJGEeG0sDXL48GH89ttvKF68uFK7q6srHj58KFEqUpf09HTMnTsX1apVg42NDSwsLJRuJC/Dhg3DmzdvcOvWLSQmJiIxMRE3b95EUlIShg8fLnU8UjHu3znDYkeDpKSkZHlKamJiIrtCZWjatGmYP38+OnXqhNevX8PPzw/t27eHlpYWpk6dKnU8UrGDBw/ijz/+QNmyZcU2Nzc3LFu2DAcOHJAwGakD9++cYbGjQerUqYN169aJ9xUKBTIyMuDv748GDRpImIzUYcOGDfjzzz8xatQoFCpUCF26dMHq1asxefJknD9/Xup4pGIZGRlZXvJFR0cn03WyqODj/p0zLHY0iL+/P1atWoXmzZvjw4cP+N///gd3d3ecPHkSv/32m9TxSMXi4uLg4eEBADAyMsLr168BAC1btsS+ffukjEZq0LBhQ4wYMQJPnz4V2548eQJfX180atRIwmSkDty/c4bFjgZxd3fHvXv3ULt2bbRp0wYpKSlo3749QkNDUaJECanjkYoVL14csbGxAIASJUrg8OHDAIBLly7xsKUMLV26FElJSXByckKJEiVQokQJODs7IykpCUuWLJE6HqkY9++c4dlYRDI1btw4mJiYYMKECdiyZQu6d+8OJycnxMTEwNfXF3PmzJE6IqmYIAg4evQowsPDAQBly5aFt7e3xKlIHbh/5wyLHQ3z6tUrXLx4EfHx8ZmO4/fs2VOiVJQXzp8/j7Nnz8LV1RWtWrWSOg4RqRD3729jsaNB9uzZg27duiE5ORkmJiZKsyYrFAokJiZKmI5U7eTJk6hZsyYKFVK+BF5aWhrOnj2LunXrSpSMVOXzVbD19fWxePHib67L08/lhft3zrDY0SClSpWCj48PZs2axasia4CvXRX5xYsXsLKy4rVzZMDZ2RmXL19GkSJF4Ozs/NX1FAoFHjx4kIfJSN24f+cMr3quQZ48eYLhw4ez0NEQX7vm2YsXL1C4cGEJEpGqRUVFZfkzyR/375xhsaNBmjZtisuXL8PFxUXqKKRG7du3B/Dp23zv3r2VzsxIT09HWFgYatasKVU8UpPp06dj9OjRmb7MvH37Fr///jsmT54sUTJSJe7fucNiR4O0aNECY8aMwe3bt+Hh4ZFpArLWrVtLlIxUydTUFMCnb37GxsYwMDAQl+nq6qJGjRro37+/VPFITaZNm4aBAwdmKnZSU1Mxbdo0Fjsywf07dzhmR4NoaX19WiWFQsFjvDIzbdo0jB49ml3aGkJLSwvPnj3LdMHPY8eOoVOnTkhISJAoGakD9++cYbFDJFNv376FIAjiN/2HDx9ix44dcHNzQ5MmTSROR6pibm4OhUKB169fZzrLMj09HcnJyRg4cCCWLVsmYUpSNe7fOcNih0immjRpgvbt22PgwIF49eoVSpcuDV1dXTx//hzz58/HoEGDpI5IKhAUFARBENC3b18sXLhQPMwBfDqs4eTkBC8vLwkTkjpw/84ZFjsa5sSJE5g7dy7u3LkD4NNVkceMGYM6depInIxUzdLSEidOnEC5cuWwevVqLFmyBKGhodi2bRsmT54s/h8geThx4gRq1qyZ5cVASX64f+cMr42lQf766y94e3vD0NAQw4cPx/Dhw2FgYIBGjRph48aNUscjFUtNTYWxsTEA4PDhw2jfvj20tLRQo0YNPHz4UOJ0pGr16tUTC513794hKSlJ6Ubywv07Z1jsaJCZM2fC398fW7ZsEYudLVu2YM6cOfj111+ljkcqVrJkSezcuROPHj3CoUOHxOP48fHxMDExkTgdqVpqaiqGDh0KKysrFC5cGObm5ko3khfu3znDYkeDPHjwIMtrprRu3ZoTksnQ5MmTMXr0aDg5OaF69eriuI3Dhw+jYsWKEqcjVRszZgyOHTuG5cuXQ09PD6tXr8a0adNgZ2eHdevWSR2PVIz7d85wzI4GKVmyJMaMGYMBAwYota9YsQLz5s1DRESERMlIXeLi4hAbG4vy5cuLUw9cvHgRJiYmKFOmjMTpSJUcHBywbt061K9fHyYmJrh69SpKliyJ9evXY9OmTdi/f7/UEUnFuH9nHycV1CCjRo3C8OHDce3aNXGGzTNnziAwMBCLFi2SOB2pg42NDWxsbJTaqlWrJlEaUqfExERxdnQTExPxwr61a9fmmTkyxf07+1jsaJBBgwbBxsYG8+bNw99//w0AKFu2LLZs2YI2bdpInI6IvoeLiwuioqLg4OCAMmXK4O+//0a1atWwZ88emJmZSR2PSFI8jEVEJAMLFiyAtrY2hg8fjqNHj6JVq1YQBAEfP37E/PnzMWLECKkjEkmGxY6GSk5ORkZGhlIbR/ATycfDhw9x5coVlCxZEp6enlLHIZIUix0NEhUVhaFDh+L48eN49+6d2C4IAq+NRUREssUxOxqke/fuEAQBa9euhbW1tdI1dEjeTExMcO3aNXEAK8nD4sWLs73u8OHD1ZiEpMT9+7+xZ0eDGBkZ4cqVKyhdurTUUSiPGRsb4/r16/wwlBlnZ+dsradQKPDgwQM1pyGpcP/+b+zZ0SBVq1bFo0ePWOwQyQQnAyXKHhY7GmT16tUYOHAgnjx5And390wXDOQgRvnq3r07B6ATyRT37//Gw1ga5Pz58+jatSuio6PFNoVCwQHKRAWUn59fttedP3++GpMQ5W/s2dEgffv2RcWKFbFp0yYOUCaSgdDQ0Gytx32dNB17djRI4cKFcf36dZQsWVLqKERERHmGVz3XIA0bNsT169eljkFEanT//n0cOnQIb9++BfBpHi0iTcfDWBqkVatW8PX1xY0bN+Dh4ZFpgHLr1q0lSkZE3+vFixf48ccfERISAoVCgYiICLi4uKBfv34wNzfHvHnzpI5IJBkextIgWlpf78jjAGX5qVevHvr164eOHTvCwMBA6jikZj179kR8fDxWr16NsmXLivOuHDp0CH5+frh165bUEUnFMjIycP/+fcTHx2e6/E/dunUlSpU/sWdHg/x7ZyB5q1ixIkaPHo1hw4bhxx9/RL9+/VCjRg2pY5GaHD58GIcOHULx4sWV2l1dXfHw4UOJUpG6fD679uHDh5kOVfLLa2Ycs0MkUwsXLsTTp08REBCA+Ph41K1bF25ubpg7dy6ePXsmdTxSsZSUFBgaGmZqT0xMhJ6engSJSJ0GDhyIKlWq4ObNm0hMTMTLly/FW2JiotTx8h0exiLSEPHx8Vi1ahVmzpyJ9PR0+Pj4YPjw4WjYsKHU0UgFfHx8ULlyZfz6668wNjZGWFgYHB0d0blzZ2RkZGDr1q1SRyQV4tm1OcPDWEQa4OLFiwgICMDmzZthZWWF3r1748mTJ2jZsiUGDx6MuXPnSh2RvpO/vz8aNWqEy5cv48OHD/jf//6HW7duITExEWfOnJE6HqlY9erVcf/+fRY72cSeHSKZio+Px/r16xEQEICIiAi0atUKP/30E5o2bSpOMnf69Gk0a9YMycnJEqclVXj9+jWWLl2K69evIzk5GZUqVcKQIUNga2srdTRSsR07dmDixIkYM2ZMlmfX8vI/yljsEMmUrq4uSpQogb59+6J3794oWrRopnWSkpLQpk0bhISESJCQiHIrq7Nrefmfr2Oxo6FatGiB1atX8xufjJ06dQp16tSROgblkYCAABgZGaFjx45K7f/88w9SU1PRq1cviZKROvzXGXaOjo55lKRgYLGjoYyNjcV5OEi+0tLScPz4cURGRqJr164wNjbG06dPYWJiAiMjI6njkQqVKlUKK1euRIMGDZTaT5w4gZ9//hl3796VKBmR9DhAmUimHj58iGbNmiEmJgbv379H48aNYWxsjN9++w3v37/HihUrpI5IKhQTEwNnZ+dM7Y6OjoiJiZEgEalbZGQkFi5ciDt37gAA3NzcMGLECJQoUULiZPkP59nRUI6OjpkGtJG8jBgxAlWqVMHLly+VZlBu164dgoODJUxG6mBlZYWwsLBM7devX0eRIkUkSETqdOjQIbi5ueHixYvw9PSEp6cnLly4gHLlyuHIkSNSx8t32LOjoW7evCl1BFKzU6dO4ezZs9DV1VVqd3JywpMnTyRKRerSpUsXDB8+HMbGxuKlAk6cOIERI0agc+fOEqcjVRs3bhx8fX0xZ86cTO1jx45F48aNJUqWP7HYIZKpjIyMLM/IePz4MYyNjSVIROr066+/Ijo6Go0aNUKhQp8+2jMyMtCzZ0/MmjVL4nSkanfu3MHff/+dqb1v375YuHBh3gfK53gYi0immjRpovShp1AokJycjClTpsDHx0e6YKQWurq62LJlC8LDw7FhwwZs374dkZGRWLt2babePSr4ihYtimvXrmVqv3btGqysrPI+UD7Hnh0imZo3bx6aNm0KNzc3vHv3Dl27dkVERAQsLS2xadMmqeORmpQqVQqlSpWSOgapWf/+/fHzzz/jwYMHqFmzJgDgzJkz+O233+Dn5ydxuvyHp54TyVhaWho2b96MsLAwcUbdbt26KQ1YJnlIT09HYGAggoODER8fj4yMDKXlx44dkygZqYMgCFi4cCHmzZuHp0+fAgDs7OwwZswYDB8+XJwlnT5hsUNEJANDhw5FYGAgWrRoAVtb20x/7BYsWCBRMlK3N2/eAADH4n0Dix0N8uzZM4wePVr85vfvt57Ti8tPREQEQkJCsvymP3nyZIlSkTpYWlpi3bp1HI9FlAWO2dEgvXv3RkxMDCZNmpTlNz+Slz///BODBg2CpaUlbGxslN5vhULBYkdmdHV1eQVsmatUqRKCg4Nhbm6OihUrfvMz/OrVq3mYLP9jsaNBTp8+jVOnTqFChQpSR6E8MGPGDMycORNjx46VOgrlgVGjRmHRokVYunQpv8jIVJs2baCnpyf+zPc5+3gYS4O4ublhw4YNqFixotRRKA+YmJjg2rVrvP6ZhmjXrh1CQkJgYWGBcuXKZZohffv27RIlI5Ie59nRIAsXLsS4ceMQHR0tdRTKAx07dsThw4eljkF5xMzMDO3atUO9evVgaWkJU1NTpRvJi4uLC168eJGp/dWrV/yCkwX27GgQc3NzpKamIi0tDYaGhpm++SUmJkqUjNRh9uzZmD9/Plq0aAEPD49M7/fw4cMlSkZE30tLSwtxcXGZJhB89uwZ7O3t8eHDB4mS5U8sdjRIUFDQN5f36tUrj5JQXsjqCtifKRQKPHjwIA/TEJEq7N69GwDQtm1bBAUFKfXapaenIzg4GEeOHMHdu3elipgvsdghIpKJrVu34u+//0ZMTEymb/Y8O0cetLQ+jT5RKBSZpg/R0dGBk5MT5s2bh5YtW0oRL9/i2VgaJj09HTt37sSdO3cAAOXKlUPr1q2hra0tcTJSp88fijx7Q74WL16MX375Bb1798auXbvQp08fREZG4tKlSxgyZIjU8UhFPs+X5ezsjEuXLsHS0lLiRAUDe3Y0yP379+Hj44MnT56gdOnSAIC7d+/C3t4e+/btQ4kSJSROSKq2bt06/P7774iIiADw6bpJY8aMQY8ePSRORqpWpkwZTJkyBV26dIGxsTGuX78OFxcXTJ48GYmJiVi6dKnUEYkkw2JHg/j4+EAQBGzYsAEWFhYAgBcvXqB79+7Q0tLCvn37JE5IqjR//nxMmjQJQ4cORa1atQB8mmtp2bJlmDFjBnx9fSVOSKpkaGiIO3fuwNHREVZWVjhy5AjKly+PiIgI1KhRI8szd6hgS0lJwYkTJ7I8bMkTEJTxMJYGOXHiBM6fPy8WOgBQpEgRzJkzR/xjSPKxZMkSLF++HD179hTbWrdujXLlymHq1KksdmTGxsYGiYmJcHR0hIODA86fP4/y5csjKioq09gOKvhCQ0Ph4+OD1NRUpKSkwMLCAs+fP4ehoSGsrKxY7PwL59nRIHp6euIF476UnJwMXV1dCRKROsXGxqJmzZqZ2mvWrInY2FgJEpE6NWzYUDxTp0+fPvD19UXjxo3RqVMntGvXTuJ0pGq+vr5o1aoVXr58CQMDA5w/fx4PHz5E5cqVMXfuXKnj5Ts8jKVBevbsiatXr2LNmjWoVq0aAODChQvo378/KleujMDAQGkDkkq5u7uja9eumDBhglL7jBkzsGXLFty4cUOiZKQOGRkZyMjIQKFCnzrsN2/ejLNnz8LV1RUDBgzgFxqZMTMzw4ULF1C6dGmYmZnh3LlzKFu2LC5cuIBevXohPDxc6oj5Cg9jaZDFixejV69e8PLyEieYS0tLQ+vWrbFo0SKJ05GqTZs2DZ06dcLJkyfFw5RnzpxBcHAw/v77b4nTkappaWmJpyUDQOfOndG5c2cJE5E66ejoiO+3lZUVYmJiULZsWZiamuLRo0cSp8t/WOxoEDMzM+zatQsRERFi1V+2bFleKVmmOnTogAsXLmDBggXYuXMngE/v98WLF3l9NBkKCAiAkZEROnbsqNT+zz//IDU1lZOGykzFihVx6dIluLq6ol69epg8eTKeP3+O9evXw93dXep4+Q4PYxERyUCpUqWwcuVKNGjQQKn9xIkT+PnnnzmjrsxcvnwZb968QYMGDRAfH4+ePXuKhy3Xrl2L8uXLSx0xX2GxI3N+fn749ddfUbhwYfj5+X1z3fnz5+dRKspL8fHxiI+PFycj+8zT01OiRKQO+vr6CA8Ph5OTk1J7dHQ0ypYti7dv30oTjCgf4GEsmQsNDcXHjx/Fn0lzXLlyBb169cKdO3cynXqsUCiQnp4uUTJSBysrK4SFhWUqdq5fv44iRYpIE4oon2CxI3MhISFZ/kzy17dvX5QqVQpr1qyBtbU1LxUhc126dMHw4cNhbGyMunXrAvh0CGvEiBEcqCwTFStWzPZ+zGuhKWOxo0H69u2LRYsWwdjYWKk9JSUFw4YNw9q1ayVKRurw4MEDbNu2jQPQNcSvv/6K6OhoNGrUSDz9PCMjAz179sSsWbMkTkeq0LZtW6kjFFgcs6NBtLW1ERsbCysrK6X258+fw8bGBmlpaRIlI3Vo27YtevTogQ4dOkgdhfJQREQErl27BgMDA3h4eMDR0VHqSESSY8+OBkhKSoIgCBAEAW/evIG+vr64LD09Hfv3789UAFHBt3r1avTq1Qs3b96Eu7u7OLfSZ61bt5YoGamTq6srXF1dpY5BlK+w2NEAZmZmUCgUUCgUKFWqVKblCoUC06ZNkyAZqdO5c+dw5swZHDhwINMyDlAmKnjMzc2zPWYnMTFRzWkKFh7G0gAnTpyAIAho2LAhtm3bpnQhUF1dXTg6OsLOzk7ChKQOTk5OaNmyJSZNmgRra2up4xDRdwoKCsr2upxEUhmLHQ3y8OFD2NvbK00pT/JlbGyMa9euoUSJElJHISKSFA9jaZDPAxVTU1MRExODDx8+KC3nJHPy0r59e4SEhLDYIZKpyMhIBAQEIDIyEosWLYKVlRUOHDgABwcHlCtXTup4+QqLHQ2SkJCAPn36ZDmGAwDHcMhMqVKlMH78eJw+fRoeHh6ZBigPHz5comSkKmFhYdlel19m5OXEiRNo3rw5atWqhZMnT2LmzJmwsrLC9evXsWbNGmzdulXqiPkKD2NpkG7duuHhw4dYuHAh6tevjx07duDZs2eYMWMG5s2bhxYtWkgdkVTI2dn5q8sUCgUePHiQh2lIHbS0tKBQKCAIwn8OXOWXGXnx8vJCx44d4efnB2NjY1y/fh0uLi64ePEi2rdvj8ePH0sdMV9hz44GOXbsGHbt2oUqVapAS0sLjo6OaNy4MUxMTDB79mwWOzITFRUldQRSsy/f49DQUIwePRpjxoyBl5cXgE9n5M2bNw/+/v5SRSQ1uXHjBjZu3Jip3crKCs+fP5cgUf7GYkeDpKSkiPPpmJubIyEhAaVKlYKHhwenFicqgL6cMLBjx45YvHgxfHx8xDZPT0/Y29tj0qRJnH1XZszMzBAbG5upBzc0NBTFihWTKFX+xdNyNEjp0qVx9+5dAED58uWxcuVKPHnyBCtWrICtra3E6Yjoe9y4cSPLQ5fOzs64ffu2BIlInTp37oyxY8ciLi4OCoUCGRkZOHPmDEaPHo2ePXtKHS/f4ZgdDfLXX38hLS0NvXv3xpUrV9CsWTMkJiZCV1cXgYGB6NSpk9QRiSiXKlWqBHd3d6xevRq6uroAgA8fPuCnn37CzZs32XsrMx8+fMCQIUMQGBiI9PR0FCpUCOnp6ejatSsCAwOhra0tdcR8hcWOBktNTUV4eDgcHBxgaWkpdRwi+g4XL15Eq1atIAiCeOZVWFgYFAoF9uzZg2rVqkmckNTh0aNHuHHjBpKTk1GxYkVeKuQrWOwQEclESkoKNmzYgPDwcABA2bJl0bVrVxQuXFjiZETSYrEjc35+ftled/78+WpMQlLy8PDA/v37YW9vL3UUIlKBDh06oFq1ahg7dqxSu7+/Py5duoR//vlHomT5E8/GkrnQ0NBsrZfdi8tRwRQdHY2PHz9KHYPULCIiAiEhIYiPj0dGRobSssmTJ0uUitTh5MmTmDp1aqb25s2bY968eXkfKJ9jsSNzISEhUkcgojzw559/YtCgQbC0tISNjY3SFxiFQsFiR2aSk5PFgehf0tHRQVJSkgSJ8jcWO0QaoE6dOjAwMJA6BqnRjBkzMHPmzEyHNUiePDw8sGXLlkxF7ObNm+Hm5iZRqvyLxY7MtW/fPtvrbt++XY1JSEr79++XOgKp2cuXL9GxY0epY1AemTRpEtq3b4/IyEg0bNgQABAcHIxNmzZxvE4WWOzInKmpqdQRiCgPdOzYEYcPH8bAgQOljkJ5oFWrVti5cydmzZqFrVu3wsDAAJ6enjh69Cjq1asndbx8h2djERHJwOzZszF//ny0aNGCV7kn+hcWOxomLS0Nx48fR2RkJLp27QpjY2M8ffoUJiYmMDIykjoeEeUSr3KvmT58+JDl2XcODg4SJcqfWOxokIcPH6JZs2aIiYnB+/fvce/ePbi4uGDEiBF4//49VqxYIXVEIiLKhoiICPTt2xdnz55VahcEAQqFAunp6RIly584ZkeDjBgxAlWqVMH169dRpEgRsb1du3bo37+/hMlIXV69eoWtW7ciMjISY8aMgYWFBa5evQpra2teGZmoAOvduzcKFSqEvXv3wtbWlnOl/QcWOxrk1KlTOHv2bKa5GZycnPDkyROJUpG6hIWFwdvbG6ampoiOjkb//v1hYWGB7du3IyYmBuvWrZM6IqnY48ePsXv3bsTExODDhw9KyzhDurxcu3YNV65cQZkyZaSOUiCw2NEgGRkZWXZtPn78GMbGxhIkInXy8/ND79694e/vr/T++vj4oGvXrhImI3UIDg5G69at4eLigvDwcLi7uyM6OhqCIKBSpUpSxyMVc3Nzw/Pnz6WOUWBoSR2A8k6TJk2wcOFC8b5CoUBycjKmTJkCHx8f6YKRWly6dAkDBgzI1F6sWDHExcVJkIjUafz48Rg9ejRu3LgBfX19bNu2DY8ePUK9evU4/44M/fbbb/jf//6H48eP48WLF0hKSlK6kTIOUNYgjx8/RtOmTSEIAiIiIlClShVERETA0tISJ0+ehJWVldQRSYWsrKxw6NAhVKxYEcbGxrh+/TpcXFxw5MgR9O3bF48ePZI6IqmQsbExrl27hhIlSsDc3BynT59GuXLlcP36dbRp0wbR0dFSRyQV0tL61Ffx77E6HKCcNR7G0iDFixfH9evXsWXLFly/fh3Jycno168funXrxksJyFDr1q0xffp0/P333wA+fSjGxMRg7Nix6NChg8TpSNUKFy4sjtOxtbVFZGQkypUrBwA83CFDvO5hzrBnh0imXr9+jR9++AGXL1/GmzdvYGdnh7i4OHh5eWH//v0oXLiw1BFJhdq2bYsWLVqgf//+GD16NHbt2oXevXtj+/btMDc3x9GjR6WOSCQZFjsaZPbs2bC2tkbfvn2V2teuXYuEhAReQFCmTp8+jbCwMCQnJ6NSpUrw9vaWOhKpwYMHD5CcnAxPT0+kpKRg1KhROHv2LFxdXTF//nw4OjpKHZHUIDU1Ncuz7zw9PSVKlD+x2NEgTk5O2LhxI2rWrKnUfuHCBXTu3BlRUVESJSMiopxISEhAnz59cODAgSyXc8yOMo7Z0SBxcXGwtbXN1F60aFHExsZKkIjUafHixVm2KxQK6Ovro2TJkqhbty60tbXzOBkRfa+RI0fi1atXuHDhAurXr48dO3bg2bNnmDFjBubNmyd1vHyHxY4Gsbe3x5kzZzJdQ+fMmTOws7OTKBWpy4IFC5CQkIDU1FSYm5sDAF6+fAlDQ0MYGRkhPj4eLi4uCAkJgb29vcRpiSgnjh07hl27dqFKlSrQ0tKCo6MjGjduDBMTE8yePRstWrSQOmK+wnl2NEj//v0xcuRIBAQE4OHDh3j48CHWrl0LX19fXi5ChmbNmoWqVasiIiICL168wIsXL3Dv3j1Ur14dixYtQkxMDGxsbODr6yt1VCLKoZSUFHG6EHNzcyQkJAAAPDw8cPXqVSmj5Uvs2dEgY8aMwYsXLzB48GBxMJu+vj7Gjh2L8ePHS5yOVG3ixInYtm0bSpQoIbaVLFkSc+fORYcOHfDgwQP4+/vzNHSiAqh06dK4e/cunJycUL58eaxcuRJOTk5YsWJFlsMVNB2LHQ2iUCjw22+/YdKkSbhz5w4MDAzg6uoKPT09qaORGsTGxiItLS1Te1pamjiDsp2dHd68eZPX0UgNQkJC0KBBA6ljUB4ZMWKEONZyypQpaNasGTZs2ABdXV0EBgZKGy4f4tlYRDLVokULxMXFYfXq1ahYsSIAIDQ0FP3794eNjQ327t2LPXv2YMKECbhx44bEael76enpoXjx4ujTpw969erFcVgaJjU1FeHh4XBwcIClpaXUcfIdFjsaJCUlBXPmzEFwcDDi4+ORkZGhtPzBgwcSJSN1iIuLQ48ePRAcHAwdHR0An3p1GjVqhPXr18Pa2hohISH4+PEjmjRpInFa+l7Pnz/H+vXrERQUhFu3bqFhw4bo168f2rZtC11dXanjEUmKxY4G6dKlC06cOIEePXrA1tY20zVVRowYIVEyUqfw8HDcu3cPwKfj/KVLl5Y4Eanb1atXERAQgE2bNgEAunbtin79+qF8+fISJyNV6dChA6pVq5ZpMlh/f39cunQJ//zzj0TJ8icWOxrEzMwM+/btQ61ataSOQkRq9vTpU6xatQpz5sxBoUKF8O7dO3h5eWHFihXiNbOo4CpatCiOHTsGDw8PpfYbN27A29sbz549kyhZ/sQByhrE3NwcFhYWUsegPPT48WPs3r07y+nk58+fL1EqUpePHz9i165dWLt2LY4cOYIqVapg6dKl6NKlCxISEjBx4kR07NgRt2/fljoqfafk5OQsD0/q6OggKSlJgkT5G3t2NMhff/2FXbt2ISgoCIaGhlLHITULDg5G69at4eLigvDwcLi7uyM6OhqCIKBSpUo4duyY1BFJhYYNG4ZNmzZBEAT06NEDP/30E9zd3ZXWiYuLg52dXabxelTwVKtWDS1btsTkyZOV2qdOnYo9e/bgypUrEiXLn9izo0HmzZuHyMhIWFtbw8nJSRy0+hknopKX8ePHY/To0Zg2bRqMjY2xbds2WFlZoVu3bmjWrJnU8UjFbt++jSVLlqB9+/ZfnU7C0tISISEheZyM1GHSpElo3749IiMj0bBhQwCfvuBs2rSJ43WywJ4dDTJt2rRvLp8yZUoeJaG8YGxsjGvXrqFEiRIwNzfH6dOnUa5cOVy/fh1t2rRBdHS01BGJ6Dvs27cPs2bNwrVr12BgYABPT09MmTIF9erVkzpavsOeHQ3CYkazFC5cWBynY2tri8jISHFg6vPnz6WMRmp0+/btLMdotW7dWqJEpC4tWrTgNbCyicUOkUzVqFEDp0+fRtmyZeHj44NRo0bhxo0b2L59O2rUqCF1PFKxBw8eoF27drhx4wYUCgU+d9p/nmIiPT1dynhEkuKFQDVIeno65s6di2rVqsHGxgYWFhZKN5KX+fPno3r16gA+HcJs1KgRtmzZAicnJ6xZs0bidKRqI0aMgLOzM+Lj42FoaIhbt27h5MmTqFKlCo4fPy51PCJJccyOBpk8eTJWr16NUaNGYeLEifjll18QHR2NnTt3YvLkyRg+fLjUEYkolywtLXHs2DF4enrC1NQUFy9eROnSpXHs2DGMGjUKoaGhUkckkgx7djTIhg0b8Oeff2LUqFEoVKgQunTpgtWrV2Py5Mk4f/681PGI6Dukp6fD2NgYwKfC5+nTpwAAR0dH3L17V8poRJLjmB0NEhcXJ862aWRkhNevXwMAWrZsiUmTJkkZjdTA3Nw80yVBgE9jOPT19VGyZEn07t0bffr0kSAdqZq7uzuuX78OZ2dnVK9eHf7+/tDV1cWqVavg4uIidTwiSbHY0SDFixdHbGwsHBwcUKJECRw+fBiVKlXCpUuXvjovBxVckydPxsyZM9G8eXNUq1YNAHDx4kUcPHgQQ4YMQVRUFAYNGoS0tDT0799f4rT0vSZOnIiUlBQAwPTp09GyZUvUqVMHRYoUwZYtWyROR6rg5+eX7XU5Q7oyjtnRIOPGjYOJiQkmTJiALVu2oHv37nByckJMTAx8fX0xZ84cqSOSCnXo0AGNGzfGwIEDldpXrlyJw4cPY9u2bViyZAlWrVqFGzduSJSS1CkxMfGrPXxU8DRo0EDp/tWrV5GWliZe3PfevXvQ1tZG5cqVOUP6v7DY0WDnz5/H2bNn4erqilatWkkdh1TMyMgI165dQ8mSJZXa79+/jwoVKiA5ORmRkZHw9PQUewSIqGCYP38+jh8/jqCgIJibmwMAXr58iT59+qBOnToYNWqUxAnzFxY7RDLl4OAAX19f+Pr6KrUvWLAACxYsQExMDMLCwtCkSRPExcVJlJK+R/v27bO97vbt29WYhPJasWLFcPjw4UxXsL958yaaNGkiDlCnTzhmR4PMnj0b1tbW6Nu3r1L72rVrkZCQgLFjx0qUjNRh0qRJGDRoEEJCQsQxO5cuXcL+/fuxYsUKAMCRI0c4tXwBZmpqKnUEkkhSUhISEhIytSckJODNmzcSJMrf2LOjQZycnLBx40bUrFlTqf3ChQvo3LkzoqKiJEpG6nLmzBksXbpUPPW4dOnSGDZsWKb/A0RUsPTs2ROnTp3CvHnzxC8zFy5cwJgxY1CnTh0EBQVJnDB/YbGjQfT19XHnzh04OzsrtT948ABubm549+6dRMmISBXS0tJw/PhxREZGomvXrjA2NsbTp09hYmICIyMjqeORCqWmpmL06NFYu3YtPn78CAAoVKgQ+vXrh99//x2FCxeWOGH+wsNYGsTe3h5nzpzJVOycOXMGdnZ2EqUidUlKSsqyXaFQQE9PD7q6unmciNTp4cOHaNasGWJiYvD+/Xs0btwYxsbG+O233/D+/Xvx0CXJg6GhIf744w/8/vvviIyMBACUKFGCRc5XsNjRIP3798fIkSPx8eNHNGzYEAAQHByM//3vfxy5L0NmZmbfPOW4ePHi6N27N6ZMmQItLU6mXtCNGDECVapUwfXr11GkSBGxvV27dpxHScYKFy4MT09PqWPkeyx2NMiYMWPw4sULDB48GB8+fADw6dDW2LFjMX78eInTkaoFBgbil19+Qe/evZUmFQwKCsLEiRORkJCAuXPnQk9PDxMmTJA4LX2vU6dO4ezZs5l67JycnPDkyROJUpG6pKSkYM6cOQgODkZ8fDwyMjKUlj948ECiZPkTix0NolAo8Ntvv2HSpEm4c+cODAwM4OrqytmTZSooKAjz5s3Djz/+KLa1atUKHh4eWLlyJYKDg+Hg4ICZM2ey2JGBjIwMpKenZ2p//PixeM0sko+ffvoJJ06cQI8ePWBra8uJI/8DBygTyZSBgQHCwsLg6uqq1B4REYHy5csjNTUVUVFRKFeuHFJTUyVKSarSqVMnmJqaYtWqVTA2NkZYWBiKFi2KNm3awMHBAQEBAVJHJBUyMzPDvn37UKtWLamjFAg8UE8kU/b29lizZk2m9jVr1sDe3h4A8OLFC3H2VSrY5s2bhzNnzohnVnbt2lU8hPXbb79JHY9UzNzcHBYWFlLHKDDYs0MkU7t370bHjh1RpkwZVK1aFQBw+fJlhIeHY+vWrWjZsiWWL1+OiIgIXjRQJtLS0rB582aEhYUhOTkZlSpVQrdu3WBgYCB1NFKxv/76C7t27UJQUBAMDQ2ljpPvsdghkrHo6GisXLlSaVLBAQMGwMnJSdpgRPRdKlasiMjISAiCACcnJ+jo6Cgtv3r1qkTJ8icOUCaSMScnJ8yePVvqGKQmu3fvzva6rVu3VmMSymtt27aVOkKBwp4dmeOHIaWmpiImJkacbuAzzs1R8P17fiSFQoF/f6R/PksnqzO1iDQFix2Z+68Pwy9PV+SHobwkJCSgT58+OHDgQJbL+X7Ly9GjRzF27FjMmjULXl5eAIBz585h4sSJmDVrFho3bixxQiLp8GwsmcvIyBBvhw8fRoUKFXDgwAG8evUKr169wv79+1GpUiUcPHhQ6qikYiNHjsSrV69w4cIFGBgY4ODBgwgKCoKrq2uOevyoYBg5ciQWLVqEpk2bwsTEBCYmJmjatCnmz5+P4cOHSx2PVCw9PR1z585FtWrVYGNjAwsLC6UbKeOYHQ0ycuRIrFixArVr1xbbmjZtCkNDQ/z888+4c+eOhOlI1Y4dO4Zdu3ahSpUq0NLSgqOjIxo3bgwTExPMnj0bLVq0kDoiqVBkZCTMzMwytZuamiI6OjrP85B6TZs2DatXr8aoUaMwceJE/PLLL4iOjsbOnTsxefJkqePlO+zZ0SD8MNQsKSkpsLKyAvBpTo6EhAQAgIeHB8/UkKGqVavCz88Pz549E9uePXuGMWPGiJcLIfnYsGED/vzzT4waNQqFChVCly5dsHr1akyePBnnz5+XOl6+w2JHg/DDULOULl1aPOW8fPnyWLlyJZ48eYIVK1bA1tZW4nSkamvXrkVsbCwcHBxQsmRJlCxZEg4ODnjy5EmWk0tSwRYXFwcPDw8AgJGREV6/fg0AaNmyJfbt2ydltHyJh7E0yNq1a9GuXTs4ODiIM+g+evQIrq6u2Llzp7ThSOVGjBiB2NhYAMCUKVPQrFkzbNiwAbq6uggMDJQ2HKlcyZIlERYWhiNHjiA8PBwAULZsWXh7e/O6STJUvHhxsbgtUaIEDh8+jEqVKuHSpUu83mEWeDaWhhEEgR+GGio1NRXh4eFwcHCApaWl1HGI6DuMGzcOJiYmmDBhArZs2YLu3bvDyckJMTEx8PX1xZw5c6SOmK+w2CHSAJ93cxa1RPJ0/vx5nD17Fq6urmjVqpXUcfIdFjsaJjg4GMHBwYiPj0dGRobSsrVr10qUitRlzZo1WLBgASIiIgAArq6uGDlyJH766SeJkxER5R2O2dEg06ZNw/Tp01GlShXY2tryW77MTZ48GfPnz8ewYcOUJpnz9fVFTEwMpk+fLnFCIqK8wZ4dDWJrawt/f3/06NFD6iiUB4oWLYrFixejS5cuSu2bNm3CsGHD8Pz5c4mSERHlLZ56rkE+fPiAmjVrSh2D8sjHjx9RpUqVTO2VK1dGWlqaBIkor7Ro0UI8E4+IWOxolJ9++gkbN26UOgblkR49emD58uWZ2letWoVu3bpJkIjyysmTJ/H27VupYxDlGxyzo0HevXuHVatW4ejRo/D09ISOjo7S8vnz50uUjFTFz89P/FmhUGD16tU4fPgwatSoAQC4cOECYmJi0LNnT6kiEpEK9OrVC/369UPdunWljlIgsNjRIGFhYahQoQIA4ObNm0rLOFhZHkJDQ5XuV65cGcCnS4UAgKWlJSwtLXHr1q08z0Z5x9HRMdOXGZKX169fw9vbG46OjujTpw969eqFYsWKSR0r3+IAZSIiogIoISEB69evR1BQEG7fvg1vb2/069cPbdq0YbH7Lyx2iIiICrirV68iICAAq1evhpGREbp3747BgwfD1dVV6mj5Ag9jaZjLly/j77//RkxMDD58+KC0bPv27RKlIiKi3IqNjcWRI0dw5MgRaGtrw8fHBzdu3ICbmxv8/f3h6+srdUTJ8WwsDbJ582bUrFkTd+7cwY4dO/Dx40fcunULx44dg6mpqdTxiIgomz5+/Iht27ahZcuWcHR0xD///IORI0fi6dOnCAoKwtGjR/H3339z8tD/jz07GmTWrFlYsGABhgwZAmNjYyxatAjOzs4YMGAAbG1tpY5HRDm0e/duNG/enOMzNJCtrS0yMjLQpUsXXLx4UTz55EsNGjSAmZlZnmfLjzhmR4MULlwYt27dgpOTE4oUKYLjx4/Dw8MDd+7cQcOGDTkJGVEBo62tjbi4OBQtWhTa2tqIjY2FlZWV1LEoD6xfvx4dO3aEvr6+1FEKBB7G0iDm5uZ48+YNAKBYsWLi6eevXr1CamqqlNGIKBeKFi2K8+fPA/h0ZXtOIaE5evTowUInB3gYS4PUrVsXR44cgYeHBzp27IgRI0bg2LFjOHLkCBo1aiR1PCLKoYEDB6JNmzZQKBRQKBSwsbH56rrp6el5mIzyAk84yT4extIgiYmJePfuHezs7JCRkQF/f3+cPXsWrq6umDhxIszNzaWOSEQ5FB4ejvv376N169YICAj46hiNNm3a5G0wUqvNmzejZ8+eaNq0KQ4fPowmTZrg3r17ePbsGdq1a4eAgACpI+YrLHaIiAqoLwcoT5s2DWPGjIGhoaHUsSgPeHp6YsCAAeIJJ9evX1c64WTatGlSR8xXWOwQERVQHKCsuXjCSc5wgDIRUQHFAcqaiyec5AwHKBMRFVAcoKy5eMJJzvAwFhFRAcYBypqJJ5zkDIsdDRIQEIBOnTpxACORDHGAMtHXsdjRINbW1nj79i06duyIfv36oWbNmlJHIiKibEpKSsr2uiYmJmpMUvCw2NEgaWlp2LNnDwIDA3HgwAG4uLigT58+6NWr1zeP9RNRwbB169avTjJ39epViVKRqmhpaf3nIPTPA9U5RksZix0N9ezZM/z1118ICgpCeHg4mjVrhn79+qFVq1bQ0uJJekQFzeLFi/HLL7+gd+/eWLVqFfr06YPIyEhcunQJQ4YMwcyZM6WOSN/pxIkT2V63Xr16akxS8LDY0WAXLlzA2rVrERQUBFtbW7x8+RLm5uYICAhA/fr1pY5HRDlQpkwZTJkyBV26dBEnmXNxccHkyZORmJiIpUuXSh2RSDL8Cq9hnj17hrlz56JcuXKoX78+kpKSsHfvXkRFReHJkyf48ccf0atXL6ljElEOxcTEiOPwDAwMxDlYevTogU2bNkkZjdTk1KlT6N69O2rWrIknT54A+HQ19NOnT0ucLP9hsaNBWrVqBXt7ewQGBqJ///548uQJNm3aBG9vbwCfZuQcNWoUHj16JHFSIsopGxsbJCYmAgAcHBzEyQajoqLADnz52bZtG5o2bQoDAwNcvXoV79+/BwC8fv0as2bNkjhd/sNiR4NYWVnhxIkTuHnzJkaOHAkLC4tM6xQtWhRRUVESpCOi79GwYUPs3r0bANCnTx/4+vqicePG6NSpE9q1aydxOlK1GTNmYMWKFfjzzz+ho6MjtteqVYuD0bPAMTtERDKQkZGBjIwMFCr0aWL8zZs3i5PMDRgwALq6uhInJFUyNDTE7du34eTkpDRG68GDB3Bzc8O7d++kjpiv8HIRGiYlJQUnTpzI8tTU4cOHS5SKiL7X48ePYW9vL97v3LkzOnfuDEEQ8OjRIzg4OEiYjlTNxsYG9+/fh5OTk1L76dOn4eLiIk2ofIzFjgYJDQ2Fj48PUlNTkZKSAgsLCzx//hyGhoawsrJisUNUgDk7O2d51fPExEQ4Oztz3hWZ6d+/P0aMGIG1a9dCoVDg6dOnOHfuHEaPHo1JkyZJHS/fYbGjQXx9fdGqVSusWLECpqamOH/+PHR0dNC9e3eMGDFC6nhE9B2+dtXz5ORk6OvrS5CI1GncuHHIyMhAo0aNkJqairp160JPTw+jR4/GsGHDpI6X73DMjgYxMzPDhQsXULp0aZiZmeHcuXMoW7YsLly4gF69eiE8PFzqiESUQ35+fgCARYsWoX///krXxkpPT8eFCxegra2NM2fOSBWR1OjDhw+4f/8+kpOT4ebmBiMjI6kj5Uvs2dEgOjo64uzIVlZWiImJQdmyZWFqasrTzYkKqNDQUACfenZu3LihNBBZV1cX5cuXx+jRo6WKR2qmq6sLNzc3qWPkeyx2NEjFihVx6dIluLq6ol69epg8eTKeP3+O9evXw93dXep4RJQLISEhAD6dbr5o0SJeAFLG2rdvn+11t2/frsYkBQ/n2dEgs2bNgq2tLQBg5syZMDc3x6BBg5CQkIBVq1ZJnI6IvkdAQIBSoZOUlISdO3fy8LSMmJqaijcTExMEBwfj8uXL4vIrV64gODgYpqamEqbMnzhmh4hIBn788UfUrVsXQ4cOxdu3b1G+fHlER0dDEARs3rwZHTp0kDoiqdDYsWORmJiIFStWQFtbG8CnMVqDBw+GiYkJfv/9d4kT5i/s2SEikoGTJ0+iTp06AIAdO3ZAEAS8evUKixcvxowZMyROR6q2du1ajB49Wix0AEBbWxt+fn5Yu3athMnyJ47ZkbmKFStmeTpqVjjFOFHB9fr1a/ESMAcPHkSHDh1gaGiIFi1aYMyYMRKnI1VLS0tDeHg4SpcurdQeHh6OjIwMiVLlXyx2ZK5t27ZSRyCiPGBvb49z587BwsICBw8exObNmwEAL1++5Dw7MtSnTx/069cPkZGRqFatGgDgwoULmDNnDvr06SNxuvyHY3aIiGTgjz/+wIgRI2BkZARHR0dcvXoVWlpaWLJkCbZv3y6etUXykJGRgblz52LRokWIjY0FANja2mLEiBEYNWqU0uEtYrGjcV69eoWtW7ciMjISY8aMgYWFBa5evQpra2sUK1ZM6nhE9B2uXLmCmJgYNG7cWJxcbt++fTAzM0OtWrUkTkfqkpSUBACcduAbWOxokLCwMHh7e8PU1BTR0dG4e/cuXFxcMHHiRMTExGDdunVSRyQiIlI5no2lQfz8/NC7d29EREQoHcP38fHByZMnJUxGRESkPix2NMilS5cwYMCATO3FihVDXFycBImIiIjUj8WOBtHT0xOP7X7p3r17KFq0qASJiIiI1I/FjgZp3bo1pk+fjo8fPwIAFAoFYmJiMHbsWM6uSkRUQD1+/Jhz6/wHFjsaZN68eUhOToaVlRXevn2LevXqoWTJkjA2NsbMmTOljkdEKuLh4YFHjx5JHYPyiJubG6Kjo6WOka9xUkENYmpqiiNHjuD06dMICwtDcnIyKlWqBG9vb6mjEZEKRUdHiz24JH88qfq/sdjRQLVr10bt2rWljkFERJQnWOzI3OLFi7O97vDhw9WYhIjySp06dWBgYCB1DMojEyZMEK+LRlnjpIIy5+zsrHQ/ISEBqampMDMzA/BpRmVDQ0NYWVnhwYMHEiQkIiJSLw5QlrmoqCjxNnPmTFSoUAF37txBYmIiEhMTcefOHVSqVAm//vqr1FGJiIjUgj07GqREiRLYunUrKlasqNR+5coV/PDDD4iKipIoGRERkfqwZ0eDxMbGIi0tLVN7eno6nj17JkEiIiIi9WOxo0EaNWqEAQMG4OrVq2LblStXMGjQIJ5+TkREssViR4OsXbsWNjY2qFKlCvT09KCnp4dq1arB2toaq1evljoeEX2nV69eYfXq1Rg/fjwSExMBAFevXsWTJ08kTkaq5uTkhOnTpyMmJkbqKAUCx+xooIiICNy5cwcAUKZMGZQqVUriRET0vcLCwuDt7Q1TU1NER0fj7t27cHFxwcSJExETE4N169ZJHZFUaOHChQgMDMTNmzfRoEED9OvXD+3atYOenp7U0fIlFjtERDLg7e2NSpUqwd/fH8bGxrh+/TpcXFxw9uxZdO3alZcTkKmrV68iMDAQmzZtQnp6Orp27Yq+ffuiUqVKUkfLV1jsEBHJgKmpKa5evYoSJUooFTsPHz5E6dKl8e7dO6kjkhp9/PgRf/zxB8aOHYuPHz/Cw8MDw4cPR58+faBQKKSOJznOoExEJAN6enpISkrK1H7v3j0ULVpUgkSUFz5+/IgdO3YgICAAR44cQY0aNdCvXz88fvwYEyZMwNGjR7Fx40apY0qOPTtERDLw008/4cWLF/j7779hYWGBsLAwaGtro23btqhbty4WLlwodURSoatXryIgIACbNm2ClpYWevbsiZ9++gllypQR17l58yaqVq2Kt2/fSpg0f2CxQ0QkA69fv8YPP/yAy5cv482bN7Czs0NcXBy8vLywf/9+FC5cWOqIpELa2tpo3Lgx+vXrh7Zt20JHRyfTOikpKRg6dCgCAgIkSJi/sNjRUB4eHti/fz/s7e2ljkJEKnT69GmEhYUhOTkZlSpV4hxaMvXw4UM4OjpKHaPAYLGjob4cwEhERAXPq1evsHXrVkRGRmLMmDGwsLDA1atXYW1tjWLFikkdL1/hAGUiIhlYvHhxlu0KhQL6+vooWbIk6tatC21t7TxORuoQFhaGRo0awczMDNHR0ejfvz8sLCywfft2zquUBRY7GqpOnTowMDCQOgYRqciCBQuQkJCA1NRUmJubAwBevnwJQ0NDGBkZIT4+Hi4uLggJCeHhaxnw9fVFnz59xHmVPvPx8UHXrl0lTJY/8XIRGmr//v2wtbWVOgYRqcisWbNQtWpVRERE4MWLF3jx4gXu3buH6tWrY9GiRYiJiYGNjQ18fX2ljkoqcPnyZQwYMCBTe7FixRAXFydBovyNPTtERDIwceJEbNu2DSVKlBDbSpYsiblz56JDhw548OAB/P390aFDBwlTkqpwXqWcYc8OEZEMxMbGIi0tLVN7Wlqa+E3fzs4Ob968yetopAatW7fG9OnT8fHjRwCfxmbFxMRg7NixLGizwGKHiEgGGjRogAEDBiA0NFRsCw0NxaBBg9CwYUMAwI0bN+Ds7CxVRFKhefPmITk5GVZWVnj79i3q1auHkiVLwtjYGDNnzpQ6Xr7DU8+JiGQgLi4OPXr0QHBwsDjBXFpaGho1aoT169fD2toaISEh+PjxI5o0aSJxWlIVzquUPSx2NAznZSCSt/DwcNy7dw8AULp0aZQuXVriRETSY7GjQcLCwuDt7Q1TU1NER0fj7t27cHFxwcSJEzkvAxFRARMcHIzg4GDEx8cjIyNDadnatWslSpU/8WwsDeLn54fevXtzXgYimXr8+DF2796NmJgYfPjwQWnZ/PnzJUpF6jBt2jRMnz4dVapUga2tLRQKhdSR8jUWOxrk0qVLWLlyZaZ2zstAVPAFBwejdevWcHFxQXh4ONzd3REdHQ1BEFCpUiWp45GKrVixAoGBgejRo4fUUQoEno2lQTgvA5F8jR8/HqNHj8aNGzegr6+Pbdu24dGjR6hXrx46duwodTxSsQ8fPqBmzZpSxygwWOxoEM7LQCRfd+7cQc+ePQEAhQoVwtu3b2FkZITp06fjt99+kzgdqdpPP/2EjRs3Sh2jwOBhLA0yb948/PDDD0rzMsTFxcHLy4vzMhAVcIULFxbH6dja2iIyMhLlypUDADx//lzKaKQG7969w6pVq3D06FF4enqK0w18xjFayljsaBBTU1McOXKE8zIQyVCNGjVw+vRplC1bFj4+Phg1ahRu3LiB7du3o0aNGlLHIxULCwtDhQoVAAA3b95UWsbBypnx1HMiIhl48OABkpOT4enpiZSUFIwaNQpnz56Fq6sr5s+fD0dHR6kjEkmGxY4GWbx4cZbtCoUC+vr6KFmyJOrWrQttbe08TkZERLn1+PFjAEDx4sUlTpJ/sdjRIM7OzkhISEBqairMzc0BAC9fvoShoSGMjIwQHx8PFxcXhISEwN7eXuK0RET0NRkZGZgxY4Z4jSwAMDY2xqhRo/DLL79AS4vnH32Jr4YGmTVrFqpWrYqIiAi8ePECL168wL1791C9enUsWrQIMTExsLGxga+vr9RRiSiHzM3NYWFhkelWpEgRFCtWDPXq1UNAQIDUMUlFfvnlFyxduhRz5sxBaGgoQkNDMWvWLCxZsgSTJk2SOl6+w54dDVKiRAls27ZNHNT2WWhoKDp06IAHDx7g7Nmz6NChA2JjY6UJSUS5smDBAsycORPNmzdHtWrVAAAXL17EwYMH4evri6ioKKxfvx5LlixB//79JU5L38vOzg4rVqxA69atldp37dqFwYMH48mTJxIly594NpYGiY2NRVpaWqb2tLQ0cQZlOzs7vHnzJq+jEdF3On36NGbMmIGBAwcqta9cuRKHDx/Gtm3b4OnpicWLF7PYkYHExESUKVMmU3uZMmWQmJgoQaL8jYexNEiDBg0wYMAAhIaGim2hoaEYNGgQGjZsCAC4ceMGnJ2dpYpIRLl06NChLKeRaNSoEQ4dOgTg03XwHjx4kNfRSA3Kly+PpUuXZmpfunQpypcvL0Gi/I09OxpkzZo16NGjBypXrixOQJWWloZGjRphzZo1AAAjIyPMmzdPyphElAsWFhbYs2dPpjF3e/bsgYWFBQAgJSVF6SLAVHD5+/ujRYsWOHr0KLy8vAAA586dw6NHj7B//36J0+U/HLOjgcLDw3Hv3j0AQOnSpVG6dGmJExHR9/rzzz8xaNAg+Pj4iGN2Ll26hP3792PFihXo168f5s2bh4sXL2LLli0SpyVVePr0KZYtW4bw8HAAQNmyZTF48GDY2dlJnCz/YbFDRCQTZ86cwdKlS3H37l0An77MDBs2jBeMJI3HYkfDPH78GLt370ZMTIx4HZ3PeC0VIqKC4927dwgLC0N8fDwyMjKUlv37LC1NxzE7GiQ4OBitW7eGi4sLwsPD4e7ujujoaAiCgEqVKkkdj4i+Q1JSUpbtCoUCenp60NXVzeNEpE4HDx5Ez549s7zIq0KhQHp6ugSp8i+ejaVBxo8fj9GjR+PGjRvQ19fHtm3b8OjRI9SrVw8dO3aUOh4RfQczMzOYm5tnupmZmcHAwACOjo6YMmVKph4AKpiGDRuGjh07IjY2FhkZGUo3FjqZ8TCWBjE2Nsa1a9dQokQJmJub4/Tp0yhXrhyuX7+ONm3aIDo6WuqIRJRL69atwy+//ILevXsrTSoYFBSEiRMnIiEhAXPnzsWYMWMwYcIEidPS9zIxMUFoaChKlCghdZQCgYexNEjhwoXFcTq2traIjIxEuXLlACDLrlAiKjiCgoIwb948/Pjjj2Jbq1at4OHhgZUrVyI4OBgODg6YOXMmix0Z+OGHH3D8+HEWO9nEnh0N0rZtW7Ro0QL9+/fH6NGjsWvXLvTu3Rvbt2+Hubk5jh49KnVEIsolAwMDhIWFwdXVVak9IiIC5cuXR2pqKqKiolCuXDmkpqZKlJJUJTU1FR07dkTRokXh4eEhzp322fDhwyVKlj+xZ0eDzJ8/X7w67rRp05CcnIwtW7bA1dWVZ2IRFXD29vZYs2YN5syZo9S+Zs0a2NvbAwBevHgBc3NzKeKRim3atAmHDx+Gvr4+jh8/DoVCIS5TKBQsdv6FPTtERDKwe/dudOzYEWXKlEHVqlUBAJcvX0Z4eDi2bt2Kli1bYvny5YiIiOCXGxmwsbHB8OHDMW7cOGhp8Vyj/8Jih4hIJqKjo7Fy5UqlSQUHDBgAJycnaYORyllYWODSpUscs5NNLHY0iLm5uVJX52cKhQL6+vooWbIkevfujT59+kiQjoiIssvX1xdFixblYPNs4pgdDTJ58mTMnDkTzZs3Vzo19eDBgxgyZAiioqIwaNAgpKWloX///hKnJaLcSE1NzXKGdE9PT4kSkTqkp6fD398fhw4dgqenZ6YByjxUqYw9OxqkQ4cOaNy4MQYOHKjUvnLlShw+fBjbtm3DkiVLsGrVKty4cUOilESUGwkJCejTpw8OHDiQ5XJONCcvDRo0+OoyhUKBY8eO5WGa/I/FjgYxMjLCtWvXULJkSaX2+/fvo0KFCkhOTkZkZCQ8PT2RkpIiUUoiyo1u3brh4cOHWLhwIerXr48dO3bg2bNnmDFjBubNm4cWLVpIHZFIMhzCrUEsLCywZ8+eTO179uyBhYUFACAlJQXGxsZ5HY2IvtOxY8cwf/58VKlSBVpaWnB0dET37t3h7++P2bNnSx2PSFIcs6NBJk2ahEGDBiEkJEQcs3Pp0iXs378fK1asAAAcOXIE9erVkzImEeVCSkoKrKysAHw6GSEhIQGlSpWCh4cHrl69KnE6Immx2NEg/fv3h5ubG5YuXYrt27cD+HRq6okTJ1CzZk0AwKhRo6SMSES5VLp0ady9exdOTk4oX748Vq5cCScnJ6xYsQK2trZSxyOSFMfsEBHJwF9//YW0tDT07t0bV65cQbNmzZCYmAhdXV0EBgaiU6dOUkckkgyLHQ2SlJSUZbtCoYCenh50dXXzOBERqUtqairCw8Ph4OAAS0tLqeMQSYrFjgbR0tLKclLBz4oXL47evXtjypQpnH6cqAD7/LH+rf2dSJPwL5oGCQwMhJ2dHSZMmICdO3di586dmDBhAooVK4bly5fj559/xuLFizNdSJCICoY1a9bA3d0d+vr60NfXh7u7O1avXi11LCLJsWdHgzRq1AgDBgzAjz/+qNT+999/Y+XKlQgODsb69esxc+ZMhIeHS5SSiHJj8uTJmD9/PoYNGwYvLy8AwLlz57B06VL4+vpi+vTpEickkg6LHQ1iYGCAsLAwuLq6KrVHRESgfPnySE1NRVRUFMqVK4fU1FSJUhJRbhQtWhSLFy9Gly5dlNo3bdqEYcOG4fnz5xIlI5IeD2NpEHt7e6xZsyZT+5o1a2Bvbw8AePHiBczNzfM6GhF9p48fP6JKlSqZ2itXroy0tDQJEhHlH5xnR4PMnTsXHTt2xIEDB1C1alUAwOXLlxEeHo6tW7cC+DTJIE9RJSp4evTogeXLl2e6AOSqVavQrVs3iVIR5Q88jKVhoqOjsXLlSty9exfAp4nIBgwYACcnJ2mDEVGO+fn5iT+npaUhMDAQDg4OqFGjBgDgwoULiImJQc+ePbFkyRKpYhJJjsUOEVEB9a0rX3+JV8EmTcdiRwOlpqYiJiYGHz58UGr39PSUKBEREZH6cMyOBklISECfPn1w4MCBLJenp6fncSIiIiL149lYGmTkyJF49eoVLly4AAMDAxw8eBBBQUFwdXXF7t27pY5HRESkFuzZ0SDHjh3Drl27UKVKFWhpacHR0RGNGzeGiYkJZs+ejRYtWkgdkYiISOXYs6NBUlJSYGVlBQAwNzdHQkICAMDDwwNXr16VMhoREZHasNjRIKVLlxZPOS9fvjxWrlyJJ0+eYMWKFbC1tZU4HRERkXrwbCwN8tdffyEtLQ29e/fGlStX0KxZMyQmJkJXVxeBgYGcTJCIiGSJxY4GS01NRXh4OBwcHGBpaSl1HCIiIrVgsaOhPr/tCoVC4iRERETqxTE7GmbNmjVwd3eHvr4+9PX14e7ujtWrV0sdi4iISG146rkGmTx5MubPn49hw4bBy8sLAHDu3Dn4+voiJiYG06dPlzghERGR6vEwlgYpWrQoFi9ejC5duii1b9q0CcOGDcPz588lSkZERKQ+PIylQT5+/IgqVapkaq9cuTLS0tIkSERERKR+LHY0SI8ePbB8+fJM7atWrUK3bt0kSERERKR+HLMjc35+fuLPCoUCq1evxuHDh1GjRg0AwIULFxATE4OePXtKFZGIiEitOGZH5ho0aJCt9RQKBY4dO6bmNERERHmPxQ4RERHJGsfsEBERkayx2CEiIiJZY7FDREREssZih4iIiGSNxQ4R5YpCocDOnTu/ujw6OhoKhQLXrl1Te5bAwECYmZmp/XGyY+fOnShZsiS0tbUxcuTIPH3svHzNiQoSFjtEBVhcXByGDRsGFxcX6Onpwd7eHq1atUJwcLDU0WBvb4/Y2Fi4u7urdLtOTk5YuHChUlunTp1w7949lT5Obg0YMAA//PADHj16hF9//TXLdf6rUMwtdb3mRAUdJxUkKqCio6NRq1YtmJmZ4ffff4eHhwc+fvyIQ4cOYciQIQgPD5c0n7a2NmxsbPLksQwMDGBgYJAnj/UtycnJiI+PR9OmTWFnZ5fnj5+XrzlRQcKeHaICavDgwVAoFLh48SI6dOiAUqVKoVy5cvDz88P58+fF9WJiYtCmTRsYGRnBxMQEP/74I549eyYunzp1KipUqIC1a9fCwcEBRkZGGDx4MNLT0+Hv7w8bGxtYWVlh5syZmTLExsaiefPmMDD4f+3dXUiT7xsH8O/zM1fOmWYHJSUu84VZWpElzcSKahTlMgqi95OgyIpgHQiS0EEdVfRiBoGLBKEXJwgRiNaozJeiJjHXtsTW20RcRhSRtb7/gz8+tJalGZTj+hz53Pe967nu+8Bd7LnYYpCamopr166pc98/UrHb7VAUBU1NTcjNzYVWq4XRaITb7VZf09XVBbPZjClTpkCn02HBggVobGxU55csWQKfz4eDBw9CURQoigLgx4+xKisrMXPmTGg0GmRmZqK6ujpkfvAbxYuLi6HVapGeno76+vqfnnl/fz+2b9+OSZMmQavVYtWqVfB6ver+4uLiAADLli2Doiiw2+1hMfR6PQCguLgYiqKo18PNubKycthnDgBOpxNr1qzBxIkTERcXh4KCAnR1dak5L1y4ELGxsUhISEB+fj58Pt9Pz0CIMYlCiDEnEAhQURQePXr0p+uCwSDnzp3LxYsX88GDB2xtbeX8+fNZWFiorikvL6dOp+OGDRvodDpZX19PjUZDk8nEffv28cmTJ6yqqiIAtra2qq8DwMmTJ/PChQt0u90sKytjVFQUOzs7SZLd3d0EwEePHpEkb926RQDMy8uj3W6n0+lkQUEBjUajGtPhcPD8+fN8/PgxPR4Py8rKOGHCBPp8PnXf06dP55EjR+j3++n3+0mSVquV8fHxahybzcbo6GhWVFTQ7Xbz+PHjjIqK4s2bN0Pynz59Omtqauj1erl//37qdDoGAoEhz7OoqIgGg4G3b9+mw+GgyWRiWloaBwYG+OnTJ7rdbgJgbW0t/X4/P336FBajt7eXAGi1Wun3+9nb2zuinEdy5i9fvmRiYiLXr1/P+/fv0+12s6qqik+ePOHnz58ZHx9Pi8XCp0+fsrOzkxcvXlTPWohIIsWOEGNQW1sbAdBms/10XUNDA6Oiovj8+XN1zOl0EgDb29tJ/r/Y0Wq1fPfunbrGZDJRr9czGAyqY5mZmTx27Jh6DYC7d+8OuV9eXh737NlDcuhip7GxUV1//fp1AuDHjx+H3MOsWbN45swZ9TolJYUnT54MWfN9sWM0Grlr166QNRs3buTq1atD8i8rK1Ov379/TwC8cePGD/PweDwEwObmZnWsr6+PMTExvHLlCkmyv7+fAHjr1q0h9zN477q6upCx4eY8kjMvLS3ljBkzODAwEJZDIBAgANrt9p/mKkQkkMdYQoxBHOavvLhcLiQnJyM5OVkdy8rKQkJCAlwulzqm1+vVRzAAMGXKFGRlZeG///4LGevt7Q2Jv2jRorDrb+P+SE5Ojvp3UlISAKhx379/D4vFAoPBgISEBOh0OrhcLjx//nxY+x3kcrmQn58fMpafnx+W27e5xMbGYuLEiWF7/DbmuHHjkJeXp45NnjwZmZmZv9zzn8x5JGfucDhQUFCA6OjosLnExETs3LkTJpMJa9euxalTp+D3+0e5CyH+TVLsCDEGpaenQ1GUP9aE/P2boaIoPxz7+vXrH73XYM/NYFyLxYK6ujocPXoUd+7cgcPhQHZ2NgYGBkZ931/lMpjPn9jjv+JXTdtWqxUtLS0wGo24fPkyMjIyQvq9hIgUUuwIMQYlJibCZDKhoqICHz58CJt/+/YtAMBgMODFixd48eKFOtfZ2Ym3b98iKytr1Hl8/8bY2toKg8Hw2/Gam5uxc+dOFBcXIzs7G1OnTsWzZ89C1mg0GgSDwZ/GMRgMaG5uDos9mj0bDAZ8+fIFbW1t6lggEIDb7R5x3Ojo6LA9DDfnkZx5Tk4O7ty5g8+fPw+Zy7x581BaWop79+5h9uzZqKmpGclWhBgTpNgRYoyqqKhAMBjEwoULUVtbC6/XC5fLhdOnT6uPOpYvX47s7Gxs2bIFDx8+RHt7O7Zv347CwkLk5uaOOoerV6+iqqoKHo8H5eXlaG9vR0lJyW/HS09Ph81mg8PhQEdHBzZv3hz2SYter8ft27fx6tUr9PX1/TDOoUOHcPHiRVRWVsLr9eLEiROw2WywWCyjys1sNmPXrl24e/cuOjo6sHXrVkybNg1ms3lEsfR6PZqamtDT04P+/v4R5TySMy8pKcG7d++wadMmPHjwAF6vF9XV1XC73eju7kZpaSlaWlrg8/nQ0NAAr9c7qmJViH/W324aEkL8vtevX3Pv3r1MSUmhRqPhtGnTWFRUFNIg6/P5WFRUxNjYWMbFxXHjxo3s6elR58vLyzlnzpyQuDt27KDZbA4ZKyws5IEDB9RrAKyoqOCKFSs4fvx46vV6Xr58WZ0fqkG5v79fXfPo0SMCYHd3t/qapUuXMiYmhsnJyTx79mzYfVtaWpiTk8Px48dz8F/Y9w3KJHnu3DmmpqYyOjqaGRkZvHTpUsg8ftAkHB8fT6vVyqG8efOG27ZtY3x8PGNiYmgymejxeNT54TYo19fXMy0tjePGjWNKSsqIch7JmZNkR0cHV65cSa1Wy7i4OBYUFLCrq4s9PT1ct24dk5KSqNFomJKSwsOHD4c0pQsRKRRymJ2OQggh/ipFUVBXV4d169b97VSEGFPkMZYQQgghIpoUO0IIIYSIaPLbWEIIMUZI14EQv0c+2RFCCCFERJNiRwghhBARTYodIYQQQkQ0KXaEEEIIEdGk2BFCCCFERJNiRwghhBARTYodIYQQQkQ0KXaEEEIIEdGk2BFCCCFERPsfLzDd9pMtKf4AAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "counts_three_topics = pd.DataFrame({\n", " 'Topics': ['baggage - delay and cancellation - money','baggage - money - staff', 'baggage - staff - delay and cancellation', 'money - delay and cancellation - staff'],\n", @@ -1218,25 +804,9 @@ }, { "cell_type": "code", - "execution_count": 103, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\20233498\\AppData\\Local\\Temp\\ipykernel_26700\\1606429020.py:1: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " count_all = df_topics_time[(df_topics_time['baggage'] == 1) & (df_topics_time['delay_and_cancellation'] == 1) & (df_topics_time['money'] == 1) & (df_topics_time['staff'] == 1)].count()[0]\n" - ] - } - ], + "outputs": [], "source": [ "count_all = df_topics_time[(df_topics_time['baggage'] == 1) & (df_topics_time['delay_and_cancellation'] == 1) & (df_topics_time['money'] == 1) & (df_topics_time['staff'] == 1)].count()[0]\n", "print(count_all)" diff --git a/final_demo copy.ipynb b/final_demo copy.ipynb index 864f403..97fa5cc 100644 --- a/final_demo copy.ipynb +++ b/final_demo copy.ipynb @@ -1,12 +1,5 @@ { "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Clear all outputs before pulling and pushing to avoid much conflicts!" - ] - }, { "cell_type": "code", "execution_count": null, @@ -22,12 +15,13 @@ "import numpy as np\n", "import datetime\n", "import plotly.graph_objects as go\n", + "from config import config\n", "\n", "connection = mysql.connector.connect(\n", - " host='localhost',\n", - " user='root',\n", - " password='4ADhj130!',\n", - " database='jbg030'\n", + " host=config.get('HOST'),\n", + " user=config.get('USERNAME'),\n", + " password=config.get('PASSWORD'),\n", + " database=config.get('DATABASE')\n", ")\n", "\n", "cursor = connection.cursor()" @@ -1249,6 +1243,165 @@ "plt.show()" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_ba = df[df['mentioned_airlines'].apply(lambda x: 'AirFrance' in x) | df['user_mentions'].apply(lambda x: '106062176' in x)]\n", + "\n", + "categories = ['baggage', 'money', 'staff', 'delay_and_cancellation']\n", + "sentiments = ['positive', 'neutral', 'negative']\n", + "sentiment_colors = sns.color_palette(\"muted\", 3)\n", + "\n", + "# Calculate sentiment percentages for each category\n", + "sentiment_percentages = {category: [] for category in categories}\n", + "total_counts = {category: 0 for category in categories}\n", + "\n", + "for category in categories:\n", + " category_data = df_ba[df_ba[category] == 1]\n", + " total_count = category_data.shape[0]\n", + " total_counts[category] = total_count\n", + " for sentiment in sentiments:\n", + " sentiment_count = category_data[category_data['label'] == sentiment].shape[0]\n", + " sentiment_percentage = (sentiment_count / total_count) * 100 if total_count > 0 else 0\n", + " sentiment_percentages[category].append(sentiment_percentage)\n", + "\n", + "# Custom color palette\n", + "custom_colors = ['#0D2859', '#D83B33', '#A7A9AC']\n", + "\n", + "# Prepare the DataFrame for plotting\n", + "plot_data = pd.DataFrame(sentiment_percentages, index=sentiments).T\n", + "\n", + "# Plot the horizontal stacked bar chart\n", + "fig, ax = plt.subplots(figsize=(20, 10))\n", + "bottoms = [0] * len(categories)\n", + "\n", + "for sentiment, color in zip(sentiments, custom_colors):\n", + " ax.barh(categories, plot_data[sentiment], left=bottoms, label=sentiment.capitalize(), color=color)\n", + " bottoms = [i + j for i, j in zip(bottoms, plot_data[sentiment])]\n", + "\n", + " # Annotate percentages on the bars\n", + " for i, (percent, total) in enumerate(zip(plot_data[sentiment], total_counts.values())):\n", + " if total > 0:\n", + " ax.text(bottoms[i] - percent / 2, i, f'{percent:.1f}%', va='center', ha='center', fontsize=12, color='white', weight='bold')\n", + "\n", + "ax.set_xlabel('Percentage', fontsize=14)\n", + "ax.set_title('Sentiment Analysis for Different Categories in AirFrance', fontsize=20, weight='bold')\n", + "ax.legend(title='Sentiment', bbox_to_anchor=(1.05, 1), loc='upper left', prop={'size': 15})\n", + "ax.set_yticklabels([category.capitalize().replace('_', ' ') for category in categories])\n", + "ax.tick_params(axis='both', which='major', labelsize=13)\n", + "plt.tight_layout(rect=[0, 0, 0.85, 1])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_ba = df[df['mentioned_airlines'].apply(lambda x: 'KLM' in x) | df['user_mentions'].apply(lambda x: '56377143' in x)]\n", + "\n", + "categories = ['baggage', 'money', 'staff', 'delay_and_cancellation']\n", + "sentiments = ['positive', 'neutral', 'negative']\n", + "sentiment_colors = sns.color_palette(\"muted\", 3)\n", + "\n", + "# Calculate sentiment percentages for each category\n", + "sentiment_percentages = {category: [] for category in categories}\n", + "total_counts = {category: 0 for category in categories}\n", + "\n", + "for category in categories:\n", + " category_data = df_ba[df_ba[category] == 1]\n", + " total_count = category_data.shape[0]\n", + " total_counts[category] = total_count\n", + " for sentiment in sentiments:\n", + " sentiment_count = category_data[category_data['label'] == sentiment].shape[0]\n", + " sentiment_percentage = (sentiment_count / total_count) * 100 if total_count > 0 else 0\n", + " sentiment_percentages[category].append(sentiment_percentage)\n", + "\n", + "# Custom color palette\n", + "custom_colors = ['#0D2859', '#D83B33', '#A7A9AC']\n", + "\n", + "# Prepare the DataFrame for plotting\n", + "plot_data = pd.DataFrame(sentiment_percentages, index=sentiments).T\n", + "\n", + "# Plot the horizontal stacked bar chart\n", + "fig, ax = plt.subplots(figsize=(20, 10))\n", + "bottoms = [0] * len(categories)\n", + "\n", + "for sentiment, color in zip(sentiments, custom_colors):\n", + " ax.barh(categories, plot_data[sentiment], left=bottoms, label=sentiment.capitalize(), color=color)\n", + " bottoms = [i + j for i, j in zip(bottoms, plot_data[sentiment])]\n", + "\n", + " # Annotate percentages on the bars\n", + " for i, (percent, total) in enumerate(zip(plot_data[sentiment], total_counts.values())):\n", + " if total > 0:\n", + " ax.text(bottoms[i] - percent / 2, i, f'{percent:.1f}%', va='center', ha='center', fontsize=12, color='white', weight='bold')\n", + "\n", + "ax.set_xlabel('Percentage', fontsize=14)\n", + "ax.set_title('Sentiment Analysis for Different Categories in KLM', fontsize=20, weight='bold')\n", + "ax.legend(title='Sentiment', bbox_to_anchor=(1.05, 1), loc='upper left', prop={'size': 15})\n", + "ax.set_yticklabels([category.capitalize().replace('_', ' ') for category in categories])\n", + "ax.tick_params(axis='both', which='major', labelsize=13)\n", + "plt.tight_layout(rect=[0, 0, 0.85, 1])\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_ba = df[df['mentioned_airlines'].apply(lambda x: 'Lufthansa' in x) | df['user_mentions'].apply(lambda x: '124476322' in x)]\n", + "\n", + "categories = ['baggage', 'money', 'staff', 'delay_and_cancellation']\n", + "sentiments = ['positive', 'neutral', 'negative']\n", + "sentiment_colors = sns.color_palette(\"muted\", 3)\n", + "\n", + "# Calculate sentiment percentages for each category\n", + "sentiment_percentages = {category: [] for category in categories}\n", + "total_counts = {category: 0 for category in categories}\n", + "\n", + "for category in categories:\n", + " category_data = df_ba[df_ba[category] == 1]\n", + " total_count = category_data.shape[0]\n", + " total_counts[category] = total_count\n", + " for sentiment in sentiments:\n", + " sentiment_count = category_data[category_data['label'] == sentiment].shape[0]\n", + " sentiment_percentage = (sentiment_count / total_count) * 100 if total_count > 0 else 0\n", + " sentiment_percentages[category].append(sentiment_percentage)\n", + "\n", + "# Custom color palette\n", + "custom_colors = ['#0D2859', '#D83B33', '#A7A9AC']\n", + "\n", + "# Prepare the DataFrame for plotting\n", + "plot_data = pd.DataFrame(sentiment_percentages, index=sentiments).T\n", + "\n", + "# Plot the horizontal stacked bar chart\n", + "fig, ax = plt.subplots(figsize=(20, 10))\n", + "bottoms = [0] * len(categories)\n", + "\n", + "for sentiment, color in zip(sentiments, custom_colors):\n", + " ax.barh(categories, plot_data[sentiment], left=bottoms, label=sentiment.capitalize(), color=color)\n", + " bottoms = [i + j for i, j in zip(bottoms, plot_data[sentiment])]\n", + "\n", + " # Annotate percentages on the bars\n", + " for i, (percent, total) in enumerate(zip(plot_data[sentiment], total_counts.values())):\n", + " if total > 0:\n", + " ax.text(bottoms[i] - percent / 2, i, f'{percent:.1f}%', va='center', ha='center', fontsize=12, color='white', weight='bold')\n", + "\n", + "ax.set_xlabel('Percentage', fontsize=14)\n", + "ax.set_title('Sentiment Analysis for Different Categories in Lufthansa', fontsize=20, weight='bold')\n", + "ax.legend(title='Sentiment', bbox_to_anchor=(1.05, 1), loc='upper left', prop={'size': 15})\n", + "ax.set_yticklabels([category.capitalize().replace('_', ' ') for category in categories])\n", + "ax.tick_params(axis='both', which='major', labelsize=13)\n", + "plt.tight_layout(rect=[0, 0, 0.85, 1])\n", + "plt.show()" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/final_demo.ipynb b/final_demo.ipynb index 8bdd56f..7733416 100644 --- a/final_demo.ipynb +++ b/final_demo.ipynb @@ -1,15 +1,8 @@ { "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Clear all outputs before pulling and pushing to avoid much conflicts!" - ] - }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -22,12 +15,13 @@ "import numpy as np\n", "import datetime\n", "import plotly.graph_objects as go\n", + "from config import config\n", "\n", "connection = mysql.connector.connect(\n", - " host='localhost',\n", - " user='root',\n", - " password='',\n", - " database='jbg030'\n", + " host=config.get('HOST'),\n", + " user=config.get('USERNAME'),\n", + " password=config.get('PASSWORD'),\n", + " database=config.get('DATABASE')\n", ")\n", "\n", "cursor = connection.cursor()" @@ -35,18 +29,9 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Start date: 2019-05-01 00:00:00\n", - "End date: 2020-03-31 23:59:59\n" - ] - } - ], + "outputs": [], "source": [ "# 0s\n", "\n", @@ -78,7 +63,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -100,7 +85,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -240,7 +225,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -265,20 +250,9 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Percentage of Positive, Neutral, and Negative Sentiments per Airline- 2s\n", "\n", @@ -447,20 +401,91 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Create a DataFrame with sentiment percentages for each airline\n", + "asdf = pd.DataFrame(data, columns=sentiments, index=airlines_2)\n", + "\n", + "# Display the DataFrame as a table\n", + "asdf" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import classification_report\n", + "\n", + "# Assuming y_true and y_pred are your true and predicted labels respectively\n", + "y_true = ['negative', 'positive', 'neutral', 'negative', 'negative', 'negative', 'negative', 'negative', 'neutral', 'negative', 'negative', 'neutral', 'neutral', 'neutral', 'neutral', 'positive', 'negative', 'negative', 'neutral', 'positive', 'neutral', 'neutral', 'neutral', 'positive', 'neutral', 'negative', 'neutral', 'negative', 'negative', 'neutral', 'neutral', 'neutral', 'neutral', 'neutral', 'neutral', 'neutral', 'neutral', 'positive', 'negative', 'neutral', 'positive', 'positive', 'positive', 'positive', 'positive', 'neutral', 'positive', 'negative', 'negative', 'neutral', 'neutral', 'neutral', 'negative', 'positive', 'negative', 'neutral', 'negative', 'negative', 'neutral', 'neutral', 'positive', 'positive', 'negative', 'negative', 'positive', 'neutral', 'neutral', 'negative', 'negative', 'neutral', 'neutral', 'negative', 'negative', 'neutral', 'neutral', 'negative', 'neutral', 'positive', 'neutral', 'positive', 'positive', 'negative', 'positive', 'positive', 'neutral', 'negative', 'positive', 'negative', 'neutral', 'neutral', 'neutral', 'neutral', 'neutral', 'neutral', 'negative', 'negative', 'positive', 'neutral', 'neutral', 'neutral']\n", + "y_pred = ['neutral', 'positive', 'neutral', 'negative', 'positive', 'negative', 'negative', 'negative', 'neutral', 'negative', 'negative', 'positive', 'positive', 'neutral', 'neutral', 'positive', 'negative', 'negative', 'neutral', 'positive', 'neutral', 'positive', 'positive', 'positive', 'neutral', 'negative', 'neutral', 'negative', 'negative', 'neutral', 'negative', 'negative', 'positive', 'neutral', 'neutral', 'neutral', 'neutral', 'neutral', 'negative', 'positive', 'positive', 'positive', 'neutral', 'positive', 'positive', 'neutral', 'positive', 'negative', 'neutral', 'neutral', 'positive', 'neutral', 'negative', 'positive', 'negative', 'neutral', 'neutral', 'negative', 'neutral', 'neutral', 'positive', 'positive', 'negative', 'negative', 'positive', 'neutral', 'neutral', 'neutral', 'negative', 'neutral', 'neutral', 'negative', 'negative', 'neutral', 'neutral', 'negative', 'neutral', 'positive', 'negative', 'positive', 'neutral', 'negative', 'positive', 'positive', 'neutral', 'neutral', 'positive', 'negative', 'neutral', 'negative', 'neutral', 'neutral', 'positive', 'negative', 'neutral', 'neutral', 'neutral', 'neutral', 'neutral', 'neutral']\n", + "\n", + "\n", + "# Generate classification report\n", + "report = classification_report(y_true, y_pred, target_names=[\"negative\", \"positive\", \"neutral\"])\n", + "\n", + "print(report)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import scipy.stats as stats\n", + "\n", + "# Convert percentages to counts (assuming 1000 tweets per airline)\n", + "counts = np.array([\n", + " [162, 447, 391],\n", + " [144, 446, 411],\n", + " [170, 452, 377],\n", + " [174, 346, 479]\n", + "])\n", + "\n", + "# Perform Chi-Square Test for Independence\n", + "chi2, p, dof, expected = stats.chi2_contingency(counts)\n", + "\n", + "chi2, p" + ] + }, + { + "cell_type": "code", + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/_1/64lzdpgn2472v4xdvl_3y1l40000gn/T/ipykernel_38022/549450961.py:24: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", - " df_ba1 = pd.read_sql(conv_ba1, connection)\n", - "/var/folders/_1/64lzdpgn2472v4xdvl_3y1l40000gn/T/ipykernel_38022/549450961.py:25: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", - " df_ba2 = pd.read_sql(conv_ba2, connection)\n" - ] - } - ], + "outputs": [], + "source": [ + "import scipy.stats as stats\n", + "\n", + "# Function to calculate confidence interval\n", + "def confidence_interval(proportion, n, confidence=0.95):\n", + " z = stats.norm.ppf(1 - (1 - confidence) / 2)\n", + " se = np.sqrt(proportion * (1 - proportion) / n)\n", + " return proportion - z * se, proportion + z * se\n", + "\n", + "# Calculate confidence intervals for British Airways\n", + "n = 191530 # Assuming 1000 tweets\n", + "positive_ba = 0.1743\n", + "neutral_ba = 0.3463\n", + "negative_ba = 0.4794\n", + "\n", + "ci_positive_ba = confidence_interval(positive_ba, n)\n", + "ci_neutral_ba = confidence_interval(neutral_ba, n)\n", + "ci_negative_ba = confidence_interval(negative_ba, n)\n", + "\n", + "ci_positive_ba, ci_neutral_ba, ci_negative_ba" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Creates the Dataframe for British Airways- 17 s\n", "\n", @@ -496,20 +521,9 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/_1/64lzdpgn2472v4xdvl_3y1l40000gn/T/ipykernel_38022/1428863750.py:24: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", - " df_af1 = pd.read_sql(conv_af1, connection)\n", - "/var/folders/_1/64lzdpgn2472v4xdvl_3y1l40000gn/T/ipykernel_38022/1428863750.py:25: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", - " df_af2 = pd.read_sql(conv_af2, connection)\n" - ] - } - ], + "outputs": [], "source": [ "# Creates the dataframe for AirFrance- 6s\n", "\n", @@ -545,20 +559,9 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/_1/64lzdpgn2472v4xdvl_3y1l40000gn/T/ipykernel_38022/2903821447.py:24: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", - " df_klm1 = pd.read_sql(conv_klm1, connection)\n", - "/var/folders/_1/64lzdpgn2472v4xdvl_3y1l40000gn/T/ipykernel_38022/2903821447.py:25: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", - " df_klm2 = pd.read_sql(conv_klm2, connection)\n" - ] - } - ], + "outputs": [], "source": [ "# Creates the dataframe for KLM- 7s\n", "\n", @@ -594,20 +597,9 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/_1/64lzdpgn2472v4xdvl_3y1l40000gn/T/ipykernel_38022/3401460410.py:24: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", - " df_lh1 = pd.read_sql(conv_lh1, connection)\n", - "/var/folders/_1/64lzdpgn2472v4xdvl_3y1l40000gn/T/ipykernel_38022/3401460410.py:25: UserWarning: pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", - " df_lh2 = pd.read_sql(conv_lh2, connection)\n" - ] - } - ], + "outputs": [], "source": [ "# Creates the dataframe for Lufthansa- 7s\n", "\n", @@ -643,7 +635,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -659,34 +651,9 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/_1/64lzdpgn2472v4xdvl_3y1l40000gn/T/ipykernel_38022/4002035344.py:20: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " 'Staff': [percentages_ba[0], percentages_af[0], percentages_klm[0], percentages_lh[0]],\n", - "/var/folders/_1/64lzdpgn2472v4xdvl_3y1l40000gn/T/ipykernel_38022/4002035344.py:21: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " 'Baggage': [percentages_ba[1], percentages_af[1], percentages_klm[1], percentages_lh[1]],\n", - "/var/folders/_1/64lzdpgn2472v4xdvl_3y1l40000gn/T/ipykernel_38022/4002035344.py:22: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " 'Delay and Cancellation': [percentages_ba[2], percentages_af[2], percentages_klm[2], percentages_lh[2]],\n", - "/var/folders/_1/64lzdpgn2472v4xdvl_3y1l40000gn/T/ipykernel_38022/4002035344.py:23: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", - " 'Money': [percentages_ba[3], percentages_af[3], percentages_klm[3], percentages_lh[3]]\n" - ] - }, - { - "data": { - "image/png": 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n08lXX30FgMVi4corrwSgb9++hIaGkpGRwU8//VSrRRt9fHy46KKLavZCa+BYf+Mqvofr1q1z+b2rKDk5mbPOOsttcYmIyOlJQ8RFaqF8+OzixYtZv349WVlZfPbZZy4f2mqiqkWdTsYK01UdNyQkxHhc8XY6zhoOh/z++++N5LpNmzZ89dVXlYbxlicNFZlMphrHfSxVva6acGcMNXH++ecbj5ctW8ayZcuwWCxce+21hIeHs2bNGpdFn6r7oF+d2p6HmtafPHky77//PpdddhktWrTAbrezbt06nn/+ef7973/X6pgVHe/5Ly0txWazVSo/Wau01zbuk32d1SaG8mHiAP/973+N4eEWi6VG7+3ixYuN33+73U54eDgmkwlPT08yMjKAsqkeP/74Y41jDQ8Pr3HdmjjRv3HljvfvjIiInFmUYIvUQvmq0D179qRDhw74+vq6bG/UqJHxYc5qtZKbm4vT6XT5sdvtVfYoVvUBuFWrVsbjuXPnUlxcXGVcFeuNHj260jGdTif5+fmVeshrymz++0/FP5Pl/fv3G4/vvvturrnmGnr16uUyt7hcixYtjMdr167Fbrcbz8t7c6t7XcOHD6/2dfXv37/a2Cu2sXbtWpeVnCvOn61Yr6507drVuGamTZvG3r17ad++PVarle7du2Oz2XjvvfeM+hUT8orx7dq1q8pzUT5Hu7bXw9HeXyhLSm677TZ+/PFHduzYQWZmJj169ABg9uzZNU48MjIyjLm64Hr+mzdvXin2yZMnVxt7VaM53JnItmzZ0mhv586dpKenVxl3VdfN1q1bycnJqbJ++eus7pjl78WuXbuq7amviZqcayi7Jjt06ACUrQRePj+7fC71sfzz3tfVqWo18eqc7C8kKr6HF1xwQbXX3O23335S4xIRkYZJQ8RF3MhsNjN06FDeffdd8vLyuPjii7n33ntp1KgRf/75J3/88QfTpk3jk08+cbmlTHUuvvhiwsPDSUtLIyUlhYsvvph77rkHHx8fFi9eTFhYGI888gj/+te/eOyxx7DZbLzyyiuYTCa6d+9OQUEBKSkpzJ8/n8LCQubMmXNcr6tiD9B3331HfHw8np6enH322cTGxhrbPvnkE5o3b86OHTt44YUXKrXTpUsXYmJi2LdvHwcOHODGG29k2LBhzJo1q9LwcICLLrqIxo0bc/jwYT799FNCQ0O56KKLsNvt7N69myVLlrB+/Xo2b95cbeydOnUiMTGR5ORkDh48yLBhwxgxYgTLly/n+++/B8qG+g8ZMuS4zk1teHp6cu655zJ//nxjIbzu3bsb//74449s3boVKPsyouI9mIcNG2YsBDd48GBGjRpF06ZNOXjwIFu2bOHHH3/koYceYsSIEbW+Hiq+v4sXL2bGjBnGrbjCw8Np0aIFQ4YMoWPHjkRHRxvXI5T1AtpsthoP/73uuut46qmn+PPPP5kwYYJRfvnllxvb33zzTaBsQcCMjAw6dOhAVlYWO3fuZPbs2cTGxvLJJ5/U+vzXRlhYGP3792fmzJnYbDauueYaHnjgAXbu3Mm7775r1KtqGHV+fj7//ve/ueeee1i/fr1Lcln+OqsSGhrKwIED+fnnn7Hb7QwcOJCnnnqKmJgYNm3axJo1a/jss89q/BqOda7L3XLLLdx3330uiy/WZHh4aWkp3377LVCWFL/22mt4eXm51Hn88cfJy8tj1qxZZGZmulxrp4qOHTuSlJTEH3/8wcKFC7nxxhu5+uqr8fT0ZPfu3axYsYLvv/++0u0ORUREqlRns7tFThNHW7SqKpmZmUe9TRcVFvapboGeio52m6qa3qbrn+1Xt8jQ5MmTq2x7w4YNVd5aKyUlxZmTk+OMioqqtK1nz55VnrfqbtNV8ZxVXEjt559/rvb1A87Y2Nhjvic1vU1Xubpa5MzpdDqfeeYZl+N/+umnTqfT6Vy4cKFL+YgRI1z2s9lsR71N1z/PW22uh5KSkipvR1XensViqbad/v37H/OclNet7tZRF110kdPhcBj1j3abrn+e1xN5r/4Z3z/b2Llz53Hdpis2NtYZGBhYqf7IkSON+tUtLLdnz54qz9HR/kZU9VqCgoKcjRs3Pua5djrLFler+Dvm5eXlzMzMPOaxKi5kdtZZZ1VZ54orrjDqfPTRR06n89iLnFX3O328i5xV/L2o7rwf7TZd5T8iIiI1oSHiIm4WHBzMsmXLeP755+nYsSO+vr74+fmRkJDAv/71L/73v/9x7rnn1ri9gQMHsnr1am644QaaNm2Kp6cnYWFh9O7d22WO7siRI/ntt9+46qqriIiIwMPDg4iICLp168bTTz/t0utWW+3bt+fTTz8lMTGx0tDcgIAA5syZw4UXXojVaqVJkyaMGTOGMWPGVNnWVVddxddff03btm3x8vIiMTGRL774gr59+xp1ym8pBGW3Olu1apXL62/UqBGdOnXiwQcf5Jtvvjlm/N26dWP16tUMHz6cJk2a4OHhQUhICAMGDGD27Nnceeedx3lmaq/isG/4uwe7a9euLvND/zn/2svLi5kzZzJx4kS6detGQEAAPj4+xMfHc8kll/Dxxx8bC0xB7a4HDw8Ppk+fTq9evQgICKgU80svvUT//v1p2rQp3t7eeHt707p1ax555JEanf9yAQEBLFq0iEsvvRR/f39CQ0O54447mDZtmsuw4DFjxvDTTz8xYMAAwsLC8PT0pEmTJvTq1YtXXnmF5557rsbHPBHNmzdnzZo13HPPPcaojcDAQM4//3y++uorXnnllSr3i4uLY+HChfTu3RtfX18iIyN54oknXIb/V6dZs2asXbuWUaNG0aZNG3x8fLBarXTq1Il//etfNY49ODiYRYsWMWDAgKOeayjrOS+/rRaU/c0JDg4+5jEqDg+/7LLLqqxTceG52gwTP9m6dOnCunXruOOOO2jevDleXl4EBweTlJTEHXfcYUy/EBERORaT06kbO4rIyeN0OqucY3nuueca80TXrFlD586dT3ZoUkfK3+/Y2Fh2795dv8HUkd27dxMfHw+UzeOtuFhdQ/Dpp58yfPhwAL766qtqV6oXERGRo1MPtoicVIsWLWLo0KHMmjWLPXv2sH79eu6++24juW7dujUdO3as5yhFzgwFBQXs27fPWHgxODjYrbc7ExEROdNokTMROakcDgdffvlllcNFAwICmDJlisuq1iJSd9q2bcuePXuM54888kiluyOIiIhIzelTrIicVM2bN+f666+nRYsW+Pn54e3tTcuWLbnzzjtZv359reani4h7REVF8eSTT/LYY4/VdygiIiINmuZgi4iIiIiIiLiBerBFRERERERE3EAJtoiIiIiIiIgbaJEzyhZdOnDgAAEBAVXePkhERERE5J+cTie5ublER0drgU4RAZRgA3DgwAFiYmLqOwwRERERaYD27dtH06ZN6zsMETkFKMGm7NZAUPbHMTAwsJ6jEREREZGGICcnh5iYGOOzpIiIEmwwhoUHBgYqwRYRERGRWtEUQxEpp8kiIiIiIiIiIm6gBFtERERERETEDZRgi4iIiIiIiLiB5mCLiIiIiJzm7HY7JSUl9R2GSIPj6emJxWKpcX0l2CIiIiIipymn00lqaipZWVn1HYpIgxUcHExkZGSNFjRUgi0iIiIicpoqT67Dw8Px8/PTiuciteB0OikoKCAtLQ2AqKioY+6jBFtERERE5DRkt9uN5DosLKy+wxFpkHx9fQFIS0sjPDz8mMPFtciZiIiIiMhpqHzOtZ+fXz1HItKwlf8O1WQdAyXYIiIiIiKnMQ0LFzkxtfkdUoItIiIiIiIi4gZKsEVERERERE4BCxYswGQyadX3BkwJtoiIiIiISA2YTKaj/jz77LMn1H6PHj04ePAgQUFB7glYTjqtIi4iIiIiIlIDBw8eNB5/9dVXPPPMM2zdutUos1qtJ9S+l5cXkZGRJ9SG1C/1YIuIiIiIiNRAZGSk8RMUFITJZDKeh4eH8/rrr9O0aVO8vb3p1KkTM2fONPbdvXs3JpOJL7/8kh49euDj40NSUhILFy406lQ1RHzJkiX07t0bPz8/QkJC6N+/P5mZmQB8++23tG/fHl9fX8LCwujXrx/5+fkn7XxIZUqwRURERERETtCbb77J+PHjee2119iwYQP9+/fnsssuY/v27S71HnnkER566CHWrl1L9+7dufTSS0lPT6+yzXXr1tG3b1/atm3LsmXLWLx4MZdeeil2u52DBw8ydOhQbr75ZpKTk1mwYAFXXXUVTqfzZLxcqYaGiIuIiIiIiJyg1157jUcffZRrr70WgLFjxzJ//nwmTJjAO++8Y9S75557GDJkCADvvfceM2fO5OOPP2bUqFGV2hw3bhxdu3bl3XffNcratWsHwJo1aygtLeWqq64iNjYWgPbt29fZ65OaUQ+2iIiIiIjICcjJyeHAgQP07NnTpbxnz54kJye7lHXv3t147OHhQdeuXSvVKVfeg12Vjh070rdvX9q3b8/VV1/Nhx9+aAwdl/pTrwn2b7/9xqWXXkp0dDQmk4kffvjBZbvT6eSZZ54hKioKX19f+vXrV2mIRUZGBsOGDSMwMJDg4GBuueUW8vLyTuKrEBERERERcT9fX99qt1ksFubMmcOMGTNo27Ytb731Fq1btyYlJeUkRij/VK8Jdn5+Ph07dnQZMlHRuHHjmDhxIpMmTWL58uX4+/vTv39/ioqKjDrDhg1j06ZNzJkzh59++onffvuN22677WS9BBEREREROcMFBgYSHR3NkiVLXMqXLFlC27ZtXcp+//1343FpaSmrV68mMTGxynY7dOjAvHnzqj2uyWSiZ8+ePPfcc6xduxYvLy++//77E3glcqLqdQ72wIEDGThwYJXbnE4nEyZM4KmnnuLyyy8H4NNPPyUiIoIffviBa6+9luTkZGbOnMnKlSvp2rUrAG+99RaDBg3itddeIzo6+qS9FhEREREROXM98sgjjB49mhYtWtCpUycmT57MunXr+Pzzz13qvfPOOyQkJJCYmMgbb7xBZmYmN998c5VtPv7447Rv35677rqLO+64Ay8vL+bPn8/VV1/Nzp07mTdvHhdffDHh4eEsX76cw4cPV5usy8lxyi5ylpKSQmpqKv369TPKgoKCOOecc1i2bBnXXnsty5YtIzg42EiuAfr164fZbGb58uVceeWVVbZts9mw2WzG85ycnLp7ISIiIiIictq79957yc7O5qGHHiItLY22bdsyffp0EhISXOq98sorvPLKK6xbt46WLVsyffp0GjVqVGWbrVq1Yvbs2TzxxBN069YNX19fzjnnHIYOHUpgYCC//fYbEyZMICcnh9jYWMaPH19tB6acHKdsgp2amgpARESES3lERISxLTU1lfDwcJftHh4ehIaGGnWq8vLLL/Pcc8+5OeK6N3tdRn2HcFq4uFNofYdwWtD16B66Ht1D16P76Jp0D12T7qHrUU5lI0aMYMSIEcZzs9nM6NGjGT169FH3S0xMZPny5VVu6927d6XbbF1wwQWVhp4DBAcHu9xnW04NZ+Qq4o8//jjZ2dnGz759++o7JBEREREREWngTtkEOzIyEoBDhw65lB86dMjYFhkZSVpamsv20tJSMjIyjDpV8fb2JjAw0OVHRERERERE5EScsgl2fHw8kZGRLqvm5eTksHz5cuPecd27dycrK4vVq1cbdX799VccDgfnnHPOSY9ZRERERESkKnFxcTidTjp16lTfoUgdqtc52Hl5eezYscN4npKSwrp16wgNDaVZs2bcf//9vPDCCyQkJBAfH8/TTz9NdHQ0V1xxBVA2f2HAgAHceuutTJo0iZKSEu655x6uvfZarSAuIiIiIiIiJ1W9JtirVq2iT58+xvMHH3wQgOHDhzNlyhRGjRpFfn4+t912G1lZWfTq1YuZM2fi4+Nj7PP5559zzz330LdvX8xmM0OGDGHixIkn/bWIiIiIiIjIma1eE+yqVsmryGQyMWbMGMaMGVNtndDQUL744ou6CE9ERERERESkxk7ZOdgiIiIiIiIiDYkSbBERERERERE3UIItIiIiIiIi4gZKsEVERERE5IxQUFDAkCFDCAwMxGQykZWVVWWZyPGq10XORERERETk5DK3veGkHs+x+bNa73P48GGeeeYZfv75Zw4dOkRISAgdO3bkmWeeoWfPnphMJr7//nvj9r01NXXqVBYtWsTSpUtp1KgRQUFBTJo0qVKZyPFSgi0iIiIiIqeUIUOGUFxczNSpU2nevDmHDh1i3rx5pKenn1C7O3fuJDExkaSkpKOWiRwvJdgiIiIiInLKyMrKYtGiRSxYsIALLrgAgNjYWLp16wZAXFwcAFdeeaWxbffu3ezcuZMHH3yQ33//nfz8fBITE3n55Zfp168fUHaL4IULFwJltwMub/ufZQsWLDhZL1VOQ5qDLSIiIiIipwyr1YrVauWHH37AZrNV2r5y5UoAJk+ezMGDB43neXl5DBo0iHnz5rF27VoGDBjApZdeyt69ewGYNm0at956K927d+fgwYNMmzatyjKRE6EEW0REREREThkeHh5MmTKFqVOnEhwcTM+ePXniiSfYsGEDAI0bNwYgODiYyMhI43nHjh25/fbbSUpKIiEhgeeff54WLVowffp0AEJDQ/Hz88PLy4vIyEhCQ0OrLBM5EUqwRURERETklDJkyBAOHDjA9OnTGTBgAAsWLKBLly5MmTKl2n3y8vJ4+OGHSUxMJDg4GKvVSnJystGDLXIyKMEWEREREZFTjo+PDxdddBFPP/00S5cuZcSIEYwePbra+g8//DDff/89L730EosWLWLdunW0b9+e4uLikxi1nOmUYIuIiIiIyCmvbdu25OfnA+Dp6YndbnfZvmTJEkaMGMGVV15J+/btiYyMZPfu3fUQqZzJlGCLiIiIiMgpIz09nQsvvJD//ve/bNiwgZSUFL755hvGjRvH5ZdfDpStJD5v3jxSU1PJzMwEICEhgWnTprFu3TrWr1/Pddddh8PhqM+XImcgJdgiIiIiInLKsFqtnHPOObzxxhucf/75JCUl8fTTT3Prrbfy9ttvAzB+/HjmzJlDTEwMnTt3BuD1118nJCSEHj16cOmll9K/f3+6dOlSny9FzkAmp9PprO8g6ltOTg5BQUFkZ2cTGBhY3+FUa/a6jPoO4bRwcSetDukOuh7dQ9eje+h6dB9dk+6ha9I9TvXr8VT/DFlUVERKSgrx8fH4+PjUdzgiDVZtfpfUgy0iIiIiIiLiBkqwRURERERERNxACbaIiIiIiIiIGyjBFhEREREREXEDJdgiIiIiIiIibqAEW0RERERERMQNlGCLiIiIiIiIuIESbBERERERERE3UIItIiIiIiIi4gZKsEVERERERETcwKO+AxARERERkZPnSIvWJ/V4jXZurfU+I0aMYOrUqcbz0NBQzj77bMaNG0eHDh3cGZ6IW6kHW0RERERETjkDBgzg4MGDHDx4kHnz5uHh4cHgwYPrOyyRo1KCLSIiIiIipxxvb28iIyOJjIykU6dOPPbYY+zbt4/Dhw8D8Oijj9KqVSv8/Pxo3rw5Tz/9NCUlJS5tvPDCC4SHhxMQEMDIkSN57LHH6NSpk7G9tLSUe++9l+DgYMLCwnj00UcZPnw4V1xxhVFn5syZ9OrVy6gzePBgdu7c6XKcpUuX0qlTJ3x8fOjatSs//PADJpOJdevWGXX++OMPBg4ciNVqJSIightuuIEjR464/bxJ/VKCLSIiIiIip7S8vDz++9//0rJlS8LCwgAICAhgypQpbN68mTfffJMPP/yQN954w9jn888/58UXX2Ts2LGsXr2aZs2a8d5777m0O3bsWD7//HMmT57MkiVLyMnJ4YcffnCpk5+fz4MPPsiqVauYN28eZrOZK6+8EofDAUBOTg6XXnop7du3Z82aNTz//PM8+uijLm1kZWVx4YUX0rlzZ1atWsXMmTM5dOgQ11xzTR2cLalPmoMtIiIiIiKnnJ9++gmr1QqUJblRUVH89NNPmM1lfYRPPfWUUTcuLo6HH36YL7/8klGjRgHw1ltvccstt3DTTTcB8MwzzzB79mzy8vKM/d566y0ef/xxrrzySgDefvttfvnlF5c4hgwZ4vL8k08+oXHjxmzevJmkpCS++OILTCYTH374IT4+PrRt25b9+/dz6623Gvu8/fbbdO7cmZdeesmlnZiYGLZt20arVq1O+HzJqUE92CIiIiIicsrp06cP69atY926daxYsYL+/fszcOBA9uzZA8BXX31Fz549iYyMxGq18tRTT7F3715j/61bt9KtWzeXNis+z87O5tChQy5lFouFs846y2Wf7du3M3ToUJo3b05gYCBxcXEAxrG2bt1Khw4d8PHxqfI4AOvXr2f+/PlYrVbjp02bNgCVhptLw6YebBEREREROeX4+/vTsmVL4/lHH31EUFAQH374IZdccgnDhg3jueeeo3///gQFBfHll18yfvx4t8dx6aWXEhsby4cffkh0dDQOh4OkpCSKi4tr3EZeXh6XXnopY8eOrbQtKirKneFKPVMPtoiIiIiInPJMJhNms5nCwkKWLl1KbGwsTz75JF27diUhIcHo2S7XunVrVq5c6VJW8XlQUBAREREuZXa7nTVr1hjP09PT2bp1K0899RR9+/YlMTGRzMzMSsfZuHEjNputyuMAdOnShU2bNhEXF0fLli1dfvz9/Y//pMgpRwm2iIiIiIiccmw2G6mpqaSmppKcnMx//vMfoyc4ISGBvXv38uWXX7Jz504mTpzI999/77L/f/7zHz7++GOmTp3K9u3beeGFF9iwYQMmk8mlzssvv8yPP/7I1q1bue+++8jMzDTqhISEEBYWxgcffMCOHTv49ddfefDBB12Oc9111+FwOLjttttITk5m1qxZvPbaawBGO3fffTcZGRkMHTqUlStXsnPnTmbNmsVNN92E3W6vy9MoJ5kSbBEREREROeXMnDmTqKgooqKiOOecc1i5ciXffPMNvXv35rLLLuOBBx7gnnvuoVOnTixdupSnn37aZf9hw4bx+OOP8/DDD9OlSxdSUlIYMWKEy1zpRx99lKFDh3LjjTfSvXt3rFYr/fv3N+qYzWa+/PJLVq9eTVJSEg888ACvvvqqy3ECAwP5v//7P9atW0enTp148skneeaZZwCMdqKjo1myZAl2u52LL76Y9u3bc//99xMcHGws2ianB5PT6XTWdxD1LScnh6CgILKzswkMDKzvcKo1e11GfYdwWri4U2h9h3Ba0PXoHroe3UPXo/vomnQPXZPucapfj6f6Z8iioiJSUlKIj493SSrPZBdddBGRkZF89tlnVW53OBwkJiZyzTXX8Pzzzx/3cT7//HNuuukmsrOz8fX1Pe525NRQm98lLXImIiIiIiKnnYKCAiZNmkT//v2xWCz873//Y+7cucyZM8eos2fPHmbPns0FF1yAzWbj7bffJiUlheuuu65Wx/r0009p3rw5TZo0Yf369Tz66KNcc801Sq7PQEqwRURERETktGMymfjll1948cUXKSoqonXr1nz33Xf069fPqGM2m5kyZQoPP/wwTqeTpKQk5s6dS2JiYq2OlZqayjPPPENqaipRUVFcffXVvPjii+5+SdIAKMEWEREREZHTjq+vL3Pnzj1qnZiYGJYsWXLCxxo1ahSjRo064Xak4dOMehERERERERE3UIItIiIiIiIi4gZKsEVERERERETcQAm2iIiIiIiIiBsowRYRERERERFxAyXYIiIiIiIiIm6gBFtERERERE5Lzz77LJ06darvMI6byWTihx9+qO8w3OKf78WIESO44oorTrhdd7XjLroPtoiIiIjIGeTLr787qce79pohtao/YsQIpk6dCoCHhwehoaF06NCBoUOHMmLECMxm9RFWlJqayosvvsjPP//M/v37CQ8Pp1OnTtx///307du3vsNzm927dxMfH8/atWtdEvU333wTp9NZf4H9g65OERERERE5pQwYMICDBw+ye/duZsyYQZ8+fbjvvvsYPHgwpaWl9R3eKWP37t2cddZZ/Prrr7z66qts3LiRmTNn0qdPH+6+++76Du+kCAoKIjg4uL7DMCjBFhERERGRU4q3tzeRkZE0adKELl268MQTT/Djjz8yY8YMpkyZYtTLyspi5MiRNG7cmMDAQC688ELWr19fbbsrV67koosuolGjRgQFBXHBBRewZs0aY/vNN9/M4MGDXfYpKSkhPDycjz/+uMo209PTGTp0KE2aNMHPz4/27dvzv//9z6VO7969uffeexk1ahShoaFERkby7LPPutTZvn07559/Pj4+PrRt25Y5c+Yc8zzdddddmEwmVqxYwZAhQ2jVqhXt2rXjwQcf5Pfffzfqvf7667Rv3x5/f39iYmK46667yMvLM7ZPmTKF4OBgZs2aRWJiIlar1fiSo6JPPvmEdu3a4e3tTVRUFPfcc4+xrbbvxT/NnDmTXr16ERwcTFhYGIMHD2bnzp3G9vj4eAA6d+6MyWSid+/eQOUh4jabjXvvvZfw8HB8fHzo1asXK1euNLYvWLAAk8nEvHnz6Nq1K35+fvTo0YOtW7fWONajUYItIiIiIiKnvAsvvJCOHTsybdo0o+zqq68mLS2NGTNmsHr1arp06ULfvn3JyMioso3c3FyGDx/O4sWL+f3330lISGDQoEHk5uYCMHLkSGbOnOmSWP70008UFBTw73//u8o2i4qKOOuss/j555/5448/uO2227jhhhtYsWKFS72pU6fi7+/P8uXLGTduHGPGjDGSaIfDwVVXXYWXlxfLly9n0qRJPProo0c9HxkZGcycOZO7774bf3//Stsr9uqazWYmTpzIpk2bmDp1Kr/++iujRo1yqV9QUMBrr73GZ599xm+//cbevXt5+OGHje3vvfced999N7fddhsbN25k+vTptGzZ0the2/fin/Lz83nwwQdZtWoV8+bNw2w2c+WVV+JwOACM8zl37lwOHjzoch1UNGrUKL777jumTp3KmjVraNmyJf37968Ux5NPPsn48eNZtWoVHh4e3HzzzTWK81g0B1tERERERBqENm3asGHDBgAWL17MihUrSEtLw9vbG4DXXnuNH374gW+//Zbbbrut0v4XXnihy/MPPviA4OBgFi5cyODBg+nRowetW7fms88+MxLQyZMnc/XVV2O1WquMqUmTJi6J6H/+8x9mzZrF119/Tbdu3YzyDh06MHr0aAASEhJ4++23mTdvHhdddBFz585ly5YtzJo1i+joaABeeuklBg4cWO252LFjB06nkzZt2hzzvN1///3G47i4OF544QXuuOMO3n33XaO8pKSESZMm0aJFCwDuuecexowZY2x/4YUXeOihh7jvvvuMsrPPPhs4vvfin4YMcZ2r/8knn9C4cWM2b95MUlISjRs3BiAsLIzIyMgq28jPz+e9995jypQpxrn78MMPmTNnDh9//DGPPPKIUffFF1/kggsuAOCxxx7jkksuoaioCB8fn2PGejTqwRYRERERkQbB6XRiMpkAWL9+PXl5eYSFhWG1Wo2flJQUl6HFFR06dIhbb72VhIQEgoKCCAwMJC8vj7179xp1Ro4cyeTJk436M2bMOGrvpt1u5/nnn6d9+/aEhoZitVqZNWuWS5tQlmBXFBUVRVpaGgDJycnExMQYyTVA9+7dj3kuamru3Ln07duXJk2aEBAQwA033EB6ejoFBQVGHT8/PyO5/md8aWlpHDhwoNpF047nvfin7du3M3ToUJo3b05gYCBxcXEAlc7j0ezcuZOSkhJ69uxplHl6etKtWzeSk5Nd6lZ8P6KioozXeaLUgy0iIiIiIg1CcnKyMRc3Ly+PqKgoFixYUKledYteDR8+nPT0dN58801iY2Px9vame/fuFBcXG3VuvPFGHnvsMZYtW8bSpUuJj4/nvPPOqzamV199lTfffJMJEyYY85zvv/9+lzahLNGryGQyGcOfj0dCQgImk4ktW7Yctd7u3bsZPHgwd955Jy+++CKhoaEsXryYW265heLiYvz8/KqNrzyJ9/X1Peoxjue9+KdLL72U2NhYPvzwQ6Kjo3E4HCQlJVU6j+5S8fWWf2lzIu9HOSXYIiIiIiJyyvv111/ZuHEjDzzwAABdunQhNTUVDw8Po7fzWJYsWcK7777LoEGDANi3bx9HjhxxqRMWFsYVV1zB5MmTWbZsGTfddNMx27z88su5/vrrgbIkbdu2bbRt27bGry0xMZF9+/Zx8OBBoze14iJlVQkNDaV///6888473HvvvZXmYWdlZREcHMzq1atxOByMHz/euMXZ119/XePYAAICAoiLi2PevHn06dOn0vbjeS8qSk9PZ+vWrXz44YfGlxmLFy92qePl5QWUjRioTosWLfDy8mLJkiXExsYCZUPfV65c6TJMvi5piLiIiIiIiJxSbDYbqamp7N+/nzVr1vDSSy9x+eWXM3jwYG688UYA+vXrR/fu3bniiiuYPXs2u3fvZunSpTz55JOsWrWqynYTEhL47LPPSE5OZvny5QwbNqzK3tmRI0cydepUkpOTGT58+FFjTUhIYM6cOSxdupTk5GRuv/12Dh06VKvX269fP1q1asXw4cNZv349ixYt4sknnzzmfu+88w52u51u3brx3XffsX37dpKTk5k4caIxxLxly5aUlJTw1ltvsWvXLj777DMmTZpUq/gAnn32WcaPH8/EiRPZvn07a9as4a233jLir+17UVFISAhhYWF88MEH7Nixg19//ZUHH3zQpU54eDi+vr7MnDmTQ4cOkZ2dXakdf39/7rzzTh555BFmzpzJ5s2bufXWWykoKOCWW26p9Ws+HkqwRURERETklDJz5kyioqKIi4tjwIABzJ8/n4kTJ/Ljjz9isViAsmG9v/zyC+effz433XQTrVq14tprr2XPnj1ERERU2e7HH39MZmYmXbp04YYbbjBu5/RP/fr1Iyoqiv79+7vMi67KU089RZcuXejfvz+9e/cmMjLS5bZRNWE2m/n+++8pLCykW7dujBw5khdffPGY+zVv3pw1a9bQp08fHnroIZKSkrjooouYN28e7733HgAdO3bk9ddfZ+zYsSQlJfH555/z8ssv1yo+KBteP2HCBN59913atWvH4MGD2b59O3B878U/X/+XX37J6tWrSUpK4oEHHuDVV191qePh4cHEiRN5//33iY6O5vLLL6+yrVdeeYUhQ4Zwww030KVLF3bs2MGsWbMICQmp9Ws+HiZnbWbHn6ZycnIICgoiOzubwMDA+g6nWrPX1WyJezm6izuF1ncIpwVdj+6h69E9dD26j65J99A16R6n+vV4qn+GLCoqIiUlhfj4+BNeGflMk5eXR5MmTZg8eTJXXXVVfYcj9aw2v0uagy0iIiIiIkLZ/OkjR44wfvx4goODueyyy+o7JGlglGCLiIiIiIhQdkuo+Ph4mjZtypQpU/DwULoktaMrRkREREREBIiLi6vV/aVF/kmLnImIiIiIiIi4gRJsERERERERETdQgi0iIiIiIiLiBpqDLSIiInKKaNbYmyah3vh4mbGYTBSXOskqKGVXaiF5RXYA4iN8CA/0IsDXgtlsAmDu+gwcx5g2ajZB+1grgX4WvDzMOJ1QVOIgLauYXYcKXfZvGuZN0zBvfL3MmM0mbCUOjuSUsCO1kFJ7WcX4cB9iGvngYTGRkVfC5n35FJeWbTMB57YOJDu/lM1/Frj9PImInKqUYIvISVWXHx5bRPrSItK32u2/bc6iqNjhUhbTyJvEpv4A2EocLNyUZWzTh8fT36lyPSqZkXIh/p54epgptDkwm034e5uJDPYi1OrBos1Z2B0QEeyFr5eZ4lInPl6mGrdtNptoHOhJYYmDvCI7Pp5mrD4WrJG+eHqYSP7r2okO9aJtTNnfxcJiO/YSB1ZfD5o1tuDtaWb97jxCrR4kRPuxM7WQ1Ewb3dsE0Traj4178wGIC/fB08PMtgOF7j9JIiKnMCXYInJS1eWHx6JiB1n5pS5lft5mvDzM2B1OSktdMyJ/bzOtov2qbEsfHs8Mp8L1qGRGKtq4J8/ly5vyL2q8PMz4eVvILbSzdlcuthLnMb/E+adSu5N5GzMpXyDZBPRMDMLP20Kw/98fCcsfl9qdLN6cjRPo2jKAUKsnPl5lswsDfcvqZOaVkG9zUFzqJMDXAoCfl5nmkb5s3JNH6bG+iRIROc0owRaRk6ouPzzuz7CxP8NmPDeb4Py2wQAczLC5fNAzmaB9nBW7w0lWfilhAZ4ubenD45nhVLgelcxIRQ4nhAd5Ehfui4el7EsfgOISBwW2slEVtpLjf5+dTmgb40eAjwfeXmZ8PMvar/hlUFZeKU3DwMNiolfbIOx2J1ZfDwptdrbuL+vlziksqx9i9cRW4sDLw0Rmbll8bWP8OZJTQlp2yXHHKSLSUCnBFpGTqq4/PFYUHeqNl6cZp9PJ7sNFLtsSonwJ9PVgXUoujYO8Ku2rD49nhlPhelQyI//k5WF26VEusNlZm5KH3XGUnWrB6uNBUIX2D2TY2FJhasGBzGIslnxaN/HD18tilOfb7Ma0hoy8UrYfKCCmkQ+xjX04klPC1gMFNAn1JsDPwvJtObSL8adxkCeldic7Uws5mFnsnhcgJ2z2uoyTeryLO4XWep8RI0YwdepUbr/9diZNmuSy7e677+bdd99l+PDhTJkyxU1RiriHEmwROenq+sNjudjGPgAczimhwPZ346FWD2Ib+/BnehFp2SVVJtj68HjmqO/rUcmM/NOf6Tb+TLfh42kmIdqXqBBvOsb6s3x7jluuyxXbczCZIMjPgw6xVqJDvSksdrAztWyKQajVg4QoP0rtTlbuyKG4xEGneCuNAr3oFG/m9205AKSkFZGS9veXRV4eJlpF+7LtQCFNQr1pEubNH3vzaBzoRVIzf3IK7eT/tbaBSE3ExMTw5Zdf8sYbb+DrWzaCqKioiC+++IJmzZrVc3QiVdNtukTkpPsz3cbsdRn8timLg5k2/LwtdIz1x+LGv0jhQZ74+5QlK7srfAC0mCGpmZUCm8Olx6YqKWlF/LY5i183ZrIuJQ+g0ofHbQcKyC20k9TM3zieNCz1eT2CazKzZEs28zdmkplX8lcyYzXq6Xo88xSVOEg5VHa9WH09iAzxdlvbTmfZsPDUrLIvYuIjfPhrDT9aRJaN6MjKLyW/yE6J3cmh7LJ6gX4eeFqqXosgsak/uUV29qfbCAvwpLjUwYGMYg5k2DCZTIRa1a8jtdOlSxdiYmKYNm2aUTZt2jSaNWtG586djTKbzca9995LeHg4Pj4+9OrVi5UrVxrbFyxYgMlkYt68eXTt2hU/Pz969OjB1q1bXY73448/0qVLF3x8fGjevDnPPfccpaVlI4huvvlmBg8e7FK/pKSE8PBwPv7447p4+dJAKcEWkXpTlx8ey3sLs/JLXeYWenqY8fEy4+tlpndSCBe2DyEqpKwH28vDxIXtQ2gU6Fllm/rweHqrj+sRlMzI3zwtJqJCvDBVeMsr/j2qzZc+gX4WerYJomebIAL9yr5sCbV6GHP3y9sL+es6MZtMxir55dec1cdiJN3l6wA4nU4czsrTJhoHetIo0JPN+/KNsvJqWhpATsTNN9/M5MmTjeeffPIJN910k0udUaNG8d133zF16lTWrFlDy5Yt6d+/PxkZrkPhn3zyScaPH8+qVavw8PDg5ptvNrYtWrSIG2+8kfvuu4/Nmzfz/vvvM2XKFF588UUARo4cycyZMzl48KCxz08//URBQQH//ve/6+KlSwOlBFtETpq6/vBYLsjPgxBrWbu706peVdlsNuFhKfsx/xWQyVT23FRFPqMPj6efU+V6VDIj5SwWE+1jrVzYPoTurQM5r22QcaeDUruTtKyyefbtm/nTKzGIZo3+/hKoR5sgeiUGER5Udq1ZzCb8fSz4+1iw/HVhhVg96d46iN7tgjm3dSAXtAshyK/sWkvLLjZuCXfor/n8ft4WzmsbTM/EIKJDy451KKu40jB1i7nsC59dqYXG9If03BK8Pc0E+FpoFOiJ0+kkM8/1yyWRmrj++utZvHgxe/bsYc+ePSxZsoTrr7/e2J6fn897773Hq6++ysCBA2nbti0ffvghvr6+lXqWX3zxRS644ALatm3LY489xtKlSykqKvti9bnnnuOxxx5j+PDhNG/enIsuuojnn3+e999/H4AePXrQunVrPvvsM6O9yZMnc/XVV2O1WhEpp6+3ReSkKf/w2DbGSYHNjofFZMw5/eeHxyB/1567Hm2CANh2oIC07BLjwyNgfHgsFxde1luYb7NXWvipqNhRaXGXds38aRLqXek+2Ebc1Xx4jI/w1YfHBuxUuB6hLJmx+noYyUypw4m/d1lbtUlmdD02fKV2JwczbQT5lV0PJlPZrdsy80pJOVRIUUnZ++3tVbbKfUXlzz2qGfEAZSMoMnJL8PexYPWx4HCULaCXllXsMnVhZ2ohxaUOmoSW3Zvdx8NMXpGd1ExbpSkOAK2i/SixO1y27TpUiLenma4tAyi1O9m0L9+4t7xIbTRu3JhLLrmEKVOm4HQ6ueSSS2jUqJGxfefOnZSUlNCzZ0+jzNPTk27dupGcnOzSVocOHYzHUVFRAKSlpdGsWTPWr1/PkiVLjB5rALvdTlFREQUFBfj5+TFy5Eg++OADRo0axaFDh5gxYwa//vprXb10aaCUYIvISVPXHx4BfL3MRg/O3io+CB4PfXg8PZ0q16OSGSlXaneycU/+Meut2pF7zDqZeaWVvkxMzy0hPbdmq83vO2Jj3xHbsSsCyVWsZ2F3wB97j/1aRGri5ptv5p577gHgnXfeOe52PD3/HqVk+mv4ksNR9rc+Ly+P5557jquuuqrSfj4+ZV+U3njjjTz22GMsW7aMpUuXEh8fz3nnnXfc8cjpSQm2iJw0df3hEaCw2MGc9Zm1imvT3nw2HeWDoD48np5OpetRyYyISPUGDBhAcXExJpOJ/v37u2xr0aIFXl5eLFmyhNjYWKBs8bGVK1dy//331/gYXbp0YevWrbRs2bLaOmFhYVxxxRVMnjyZZcuWVZoLLgJKsEVERERE5BRmsViM4d4Wi+uIIn9/f+68804eeeQRQkNDadasGePGjaOgoIBbbrmlxsd45plnGDx4MM2aNeNf//oXZrOZ9evX88cff/DCCy8Y9UaOHMngwYOx2+0MHz7cPS9QTitKsEVERERE5JQWGBhY7bZXXnkFh8PBDTfcQG5uLl27dmXWrFmEhITUuP3+/fvz008/MWbMGMaOHYunpydt2rRh5MiRLvX69etHVFQU7dq1Izo6+rhfj5y+lGCLiIiIiJxBLu4UWt8hHNOUKVOOuv2HH34wHvv4+DBx4kQmTpxYZd3evXvj/McdGTp16lSprH///pWGoP9Tfn4+mZmZteodlzOLEuwzQLPG3jQJ9cbHy4zFZKK41ElWQSm7UgvJK7LTItKXFpG+1e7/2+YsioodVW4rX325OuVzEv19LLSM9CXIzwMfr7J736QcKmT7Qddb1rRu4kdUcNltcw7nlJD8Z76xgq6H2USPxCD2HS4ixU2LV4mIiIiIHIvD4eDIkSOMHz+e4OBgLrvssvoOSU5RSrDPACH+nnh6mCm0OTCbTfh7m4kM9iLU6sGiv5LnrHzX27n4eZvx8jBjdzgpLa3+pqqFNnulfa0+FjwsJmwlfyflft5lK+nm26pO1AGahHoT29iHP/bmUVTsoGvLQIqKHexILUvCW0X7UlLqqHJVXRERERGRurJ3717i4+Np2rQpU6ZMwcNDaZRUTVfGGWDjnjwcFXLk8h5rL4+yW8/sz7CxP+Pv1WvNJji/bTAABzNslDqqT7B3HSpi16G/E15vDxPn/bXv3sN/l2fmlvLrxkzsjuqHJQX4li1akZVXSuFfyXl5WYi/B9Fh3qzYlkP10YiIiIiIuF9cXFylIeUiVVGCfQZwOCE8yJO4cF88LGU92ADFJQ4KbJXvkxod6o2Xpxmn08nuw7XrLW7W2Aez2USp3cm+9L+T9qMl6eVyC8tiCbZ64PPXkPTcQjsmE7SN8WfvYRs5hbqvq4iIiIiInJqUYJ8hvDzMBPv//XYX2OysTckz5jdXFNvYByibA11wlCHd/2QxQ9OwsvnY+zNslNpr9y3f/gwbVl8LraL9MAEHMmykpBXSIsIXswn2HSmiY5yVUKsHRSUOth0oJD23pFbHEBERETnTqOdV5MTU5ndICfYZ4s90G3+m2/DxNJMQ7UtUiDcdY/1Zvj3HJckOD/LE36dsWHZt5zo3CfPG08OMw+lkTy17vstt3V/A1v0FxnOrj4W4cB/WpuSSEOVL4yBP1qfkERfuQ8c4K4s2Z1FSy0ReRERE5Ezg6ekJQEFBAb6+1S9oKyJHV1BQlp+U/04djRLsM0xRiYOUQ0VEhXhj9fUgMsSb/RWGcpf3Xmfll1ZavOxoTBX2PZRVXO2q47XVLsaf1Kxi0nNLaR9rJa/QzuGcEny8zIRYPQn29+BwjnqxRURERP7JYrEQHBxMWloaAH5+fphMpnqOSqThcDqdFBQUkJaWRnBwMBaL5Zj7nNIJtt1u59lnn+W///0vqampREdHM2LECJ566injj4PT6WT06NF8+OGHZGVl0bNnT9577z0SEhLqOfpTg6fFRKNAT1Kziikf2dAo8O9vXizmv+sG+XkQYi3btjvN9fZZUNa7nRDlB8CqnTnYSv7uOY4I9sLX6/h6vqvTrJE3vl5m1uzKBcqS+PKp3BrpJCIiInJskZGRAEaSLSK1FxwcbPwuHcspnWCPHTuW9957j6lTp9KuXTtWrVrFTTfdRFBQEPfeey8A48aNY+LEiUydOpX4+Hiefvpp+vfvz+bNm/Hx8annV1D/LBYT7WOttI1xUmCz42ExGYlwqd1JWtbfvb9x4WXnK99mJy27cq+wh8VkDB8v+4LDWWnfjNwSY7GyioL8LLSPtbqUNQ3zJiLYi6ISB6t25Lps8/E00zLKj8378o0h4Om5JTQK9MLHy0xYgCeldifZBTXvZRcRERE505hMJqKioggPD6ekRKP+RGrL09OzRj3X5U7pBHvp0qVcfvnlXHLJJUDZ8vj/+9//WLFiBVDWez1hwgSeeuopLr/8cgA+/fRTIiIi+OGHH7j22mvrLfZTRandycFMG0F+Hvh5WzCZoLDYTmZeKSmHCin663ZYvl5l96kG2FvLHuhQqweBfmWXUnW912azCT9v1wvT08OMpwdUNVIpMcaPzLwSUrOKjbIt+wtoZzbRo3UQthIHG/bkUXyUe3SLiIiISBmLxVKrJEFEjs8pnWD36NGDDz74gG3bttGqVSvWr1/P4sWLef311wFISUkhNTWVfv36GfsEBQVxzjnnsGzZsmoTbJvNhs3297zjnJycun0h9ajU7mTjnvxj1issdjBnfeZR6xzIKOZARkal8oy8Umavq1xeUWYN6lS0dldepbLiUidrUyqXi4iIiIiInApO6QT7scceIycnhzZt2mCxWLDb7bz44osMGzYMgNTUVAAiIiJc9ouIiDC2VeXll1/mueeeq7vARURERERE5IxjPnaV+vP111/z+eef88UXX7BmzRqmTp3Ka6+9xtSpU0+o3ccff5zs7GzjZ9++fW6KWERERERERM5Up3QP9iOPPMJjjz1mDPVu3749e/bs4eWXX2b48OHGSm6HDh0iKirK2O/QoUN06tSp2na9vb3x9vau09hFRERERETkzHJK92AXFBRgNruGaLFYcDjKFuaKj48nMjKSefPmGdtzcnJYvnw53bt3P6mxioiIiIiIyJntlO7BvvTSS3nxxRdp1qwZ7dq1Y+3atbz++uvcfPPNQNltB+6//35eeOEFEhISjNt0RUdHc8UVV9Rv8CIiIiIiInJGOaUT7Lfeeounn36au+66i7S0NKKjo7n99tt55plnjDqjRo0iPz+f2267jaysLHr16sXMmTN1D2wRERERERE5qUxOp/OMv5FwTk4OQUFBZGdnExgYWN/hVKs2t7mS6l3cKbS+Qzgt6Hp0D12P7qHr0X10TbqHrkn3ONWvx4byGVJETp5Teg62iIiIiIiISEOhBFtERERERETEDZRgi4iIiIiIiLiBEmwRERERERERN1CCLSIiIiIiIuIGSrBFRERERERE3EAJtoiIiIiIiIgbKMEWERERERERcQMl2CIiIiIiIiJuoARbRERERERExA2UYIuIiIiIiIi4gRJsERERERERETdQgi0iIiIiIiLiBkqwRURERERERNxACbaIiIiIiIiIGyjBFhEREREREXEDJdgiIiIiIiIibqAEW0RERERERMQNlGCLiIiIiIiIuIESbBERERERERE3UIItIiIiIiIi4gZKsEVERERERETcQAm2iIiIiIiIiBsowRYRERERERFxAyXYIiIiIiIiIm6gBFtERERERETEDZRgi4iIiIiIiLiBEmwRERERERERN1CCLSIiIiIiIuIGSrBFRERERERE3EAJtoiIiIiIiIgbKMEWERERERERcQMl2CIiIiIiIiJuoARbRERERERExA2UYIuIiIiIiIi4gRJsERERERERETdQgi0iIiIiIiLiBkqwRURERERERNxACbaIiIiIiIiIGyjBFhEREREREXEDJdgiIiIiIiIibqAEW0RERERERMQNlGCLiIiIiIiIuIESbBERERERERE3UIItIiIiIiIi4gZKsEVERERERETcQAm2iIiIiIiIiBsowRYRERERERFxA4/6DkBERETkdJOxbX59h3B66DSkviMQEakV9WCLiIiIiIiIuIF6sEXkuKh3xk3UO+MWuh7dSNekiIjIcVMPtoiIiIiIiIgbuCXBzsrKckczIiIiIiIiIg1WrRPssWPH8tVXXxnPr7nmGsLCwmjSpAnr1693a3AiIiIiIiIiDUWtE+xJkyYRExMDwJw5c5gzZw4zZsxg4MCBPPLII24PUERERERERKQhqPUiZ6mpqUaC/dNPP3HNNddw8cUXExcXxznnnOP2AEVEREREREQaglr3YIeEhLBv3z4AZs6cSb9+/QBwOp3Y7Xb3RiciIiIiIiLSQNS6B/uqq67iuuuuIyEhgfT0dAYOHAjA2rVradmypdsDFBEREREREWkIap1gv/HGG8TFxbFv3z7GjRuH1WoF4ODBg9x1111uD1BERERERESkIah1gr1s2TLuv/9+PDxcd/3Pf/7D0qVL3RaYiIiIiIiISENS6znYffr0ISMjo1J5dnY2ffr0cUtQIiIiIiIiIg1NrRNsp9OJyWSqVJ6eno6/v79bghIRERERERFpaGo8RPyqq64CwGQyMWLECLy9vY1tdrudDRs20KNHD/dHKCIiIiIiItIA1DjBDgoKAsp6sAMCAvD19TW2eXl5ce6553Lrrbe6P0IRERERERGRBqDGCfbkyZMBiIuL4+GHH9ZwcBEREREREZEKaj0He/To0Xh7ezN37lzef/99cnNzAThw4AB5eXluD1BERERERESkIaj1bbr27NnDgAED2Lt3LzabjYsuuoiAgADGjh2LzWZj0qRJdRGniIiIiIiIyCmt1j3Y9913H127diUzM9NlHvaVV17JvHnz3BqciIiIiIiISENR6x7sRYsWsXTpUry8vFzK4+Li2L9/v9sCExEREREREWlIat2D7XA4sNvtlcr//PNPAgIC3BKUiIiIiIiISENT6wT74osvZsKECcZzk8lEXl4eo0ePZtCgQe6MTURERERERKTBqPUQ8fHjx9O/f3/atm1LUVER1113Hdu3b6dRo0b873//q4sYRURERERERE55tU6wmzZtyvr16/nyyy/ZsGEDeXl53HLLLQwbNsxl0TMRERERERGRM0mtE2wADw8Prr/+enfHIiIiIiIiItJg1XoONsBnn31Gr169iI6OZs+ePQC88cYb/Pjjj24NTkRERERERKShqHWC/d577/Hggw8ycOBAMjMzjRXFQ0JCXBY/ExERERERETmT1DrBfuutt/jwww958skn8fD4e4R5165d2bhxo1uDExEREREREWkoap1gp6Sk0Llz50rl3t7e5OfnuyUoERERERERkYam1oucxcfHs27dOmJjY13KZ86cSWJiotsCk8oyts2v7xBOD52G1HcEIiIiIiJyGqp1gv3ggw9y9913U1RUhNPpZMWKFfzvf//j5Zdf5qOPPqqLGEVEREREREROebVOsEeOHImvry9PPfUUBQUFXHfddURHR/Pmm29y7bXX1kWMIiIiIiIiIqe847oP9rBhwxg2bBgFBQXk5eURHh7u7rhEREREREREGpRaL3L2ySefkJKSAoCfn5+SaxERERERERGOI8F++eWXadmyJc2aNeOGG27go48+YseOHXURm4iIiIiIiEiDUesEe/v27ezdu5eXX34ZPz8/XnvtNVq3bk3Tpk25/vrr6yJGERERERERkVNerRNsgCZNmjBs2DDeeOMN3nzzTW644QYOHTrEl19+6e742L9/P9dffz1hYWH4+vrSvn17Vq1aZWx3Op0888wzREVF4evrS79+/di+fbvb4xARERERERE5mlon2LNnz+aJJ56gR48ehIWF8fjjjxMSEsK3337L4cOH3RpcZmYmPXv2xNPTkxkzZrB582bGjx9PSEiIUWfcuHFMnDiRSZMmsXz5cvz9/enfvz9FRUVujUVERERERETkaGq9iviAAQNo3LgxDz30EL/88gvBwcF1EFaZsWPHEhMTw+TJk42y+Ph447HT6WTChAk89dRTXH755QB8+umnRERE8MMPP+i2YSIiIiIiInLS1LoH+/XXX6dnz56MGzeOdu3acd111/HBBx+wbds2twc3ffp0unbtytVXX014eDidO3fmww8/NLanpKSQmppKv379jLKgoCDOOeccli1bVm27NpuNnJwclx8RERERERGRE1HrBPv+++9n2rRpHDlyhJkzZ9KjRw9mzpxJUlISTZs2dWtwu3bt4r333iMhIYFZs2Zx5513cu+99zJ16lQAUlNTAYiIiHDZLyIiwthWlZdffpmgoCDjJyYmxq1xi4iIiIiIyJnnuBY5czqdrFmzhjlz5jBr1izmz5+Pw+GgcePGbg3O4XDQpUsXXnrpJTp37sxtt93GrbfeyqRJk06o3ccff5zs7GzjZ9++fW6KWERERERERM5UNU6wLRYLaWlpXHrppYSFhdGtWzc+//xzWrVqxdSpUzly5Ahr1651a3BRUVG0bdvWpSwxMZG9e/cCEBkZCcChQ4dc6hw6dMjYVhVvb28CAwNdfkRERERERERORI0XOXM6nQC0adOG22+/nfPOO4+goKA6CwygZ8+ebN261aVs27ZtxMbGAmULnkVGRjJv3jw6deoEQE5ODsuXL+fOO++s09hEREREREREKqr1KuKvvvpqXcRRpQceeIAePXrw0ksvcc0117BixQo++OADPvjgAwBMJhP3338/L7zwAgkJCcTHx/P0008THR3NFVdccdLiFBEREREREalVgv3RRx9htVqPWufee+89oYAqOvvss/n+++95/PHHGTNmDPHx8UyYMIFhw4YZdUaNGkV+fj633XYbWVlZ9OrVi5kzZ+Lj4+O2OERERERERESOpVYJ9qRJk7BYLNVuN5lMbk2wAQYPHszgwYOPeswxY8YwZswYtx5XREREREREpDZqlWCvWrWK8PDwuopFREREREREpMGq8SriJpOpLuMQERERERERadBqnGCXryIuIiIiIiIiIpXVOMEePXr0MRc4ExERERERETlT1XgO9ujRo+syDhEREREREZEGrcY92CIiIiIiIiJSPSXYIiIiIiIiIm5QowR7+vTplJSU1HUsIiIiIiIiIg1WjRLsK6+8kqysLAAsFgtpaWl1GZOIiIiIiIhIg1OjBLtx48b8/vvvQNntunRPbBERERERERFXNVpF/I477uDyyy/HZDJhMpmIjIystq7dbndbcCIiIiIiIiINRY0S7GeffZZrr72WHTt2cNlllzF58mSCg4PrODQRERERERGRhqPG98Fu06YNbdq0YfTo0Vx99dX4+fnVZVwiIiIiIiIiDUqNE+xyo0ePBuDw4cNs3boVgNatW9O4cWP3RiYiIiIiIiLSgNT6PtgFBQXcfPPNREdHc/7553P++ecTHR3NLbfcQkFBQV3EKCIiIiIiInLKq3WC/cADD7Bw4UKmT59OVlYWWVlZ/PjjjyxcuJCHHnqoLmIUEREREREROeXVeoj4d999x7fffkvv3r2NskGDBuHr68s111zDe++95874RERERERERBqE4xoiHhERUak8PDxcQ8RFRERERETkjFXrBLt79+6MHj2aoqIio6ywsJDnnnuO7t27uzU4ERERERERkYai1kPE33zzTfr370/Tpk3p2LEjAOvXr8fHx4dZs2a5PUARERERERGRhqDWCXZSUhLbt2/n888/Z8uWLQAMHTqUYcOG4evr6/YARURERERERBqCWifYAH5+ftx6663ujkVERERERESkwar1HGwRERERERERqUwJtoiIiIiIiIgbKMEWERERERERcQMl2CIiIiIiIiJucFyLnGVlZfHtt9+yc+dOHnnkEUJDQ1mzZg0RERE0adLE3TGKiIjUiVYJLYmPj8Xfzw+LxYLNZuNIegabNieTnZ2Dr68v7dq2oVFYGH5+vphMZvIL8knZvYdt23bgdDprdBxfX18GXNwPb28vABb8tpjU1EMA+Pv5cenggVXut2Llanal7AYgPi6Wdm0T8fb2JiMzg1Wr1pKbl2fUPb9XD0xmMwt/W3wCZ0RERERORK17sDds2ECrVq0YO3Ysr732GllZWQBMmzaNxx9/3N3xiYiI1Jnwxo3w8fYmLz+fvLx8fHx8aRbTlAt7n4/FYiHA6k/LFs3x9/cjP78Ap9NJcFAQnTt2oEvnjjU+zrnduhrJ9dEcSU93+Smy2QAICAjg7K5nkXb4MD/PmEVwUBDdup1l7BfbLIbw8MasWr2m9idBRERE3KbWPdgPPvggI0aMYNy4cQQEBBjlgwYN4rrrrnNrcCIiInVp6e8rcDgcxvP2SW2NXuLAwABsxcWsWLma3Xv24nA48PT0pP9FfbFa/Ylt1ozVa9Yd8xht2rQiIiKcvXv30axZzFHrzp23oMry4KBAzGZTWdJdVERubh7BQcEAeHl50blTBzb+sZn8/IKavnQRERGpA7VOsFeuXMn7779fqbxJkyakpqa6JSgREZGTweFw0KRJNIltWuHp4Wl8cVyexJaWlpKdnWPULykpITs7G6vVH4fDfsz2Q4KDad+uHfv3H2DHzl3HTLCvuGwwFouFvLw8duzcxc5dKQBkZefgcDhpFBbGgQOpBARYycrOAqBzpw7k5xewbfv24zwLIiIi4i61TrC9vb3JycmpVL5t2zYaN27slqBEREROFh8fbxqFhRnP8/Ly+W3xEkpLSyvVDQiwEh4eDsDOXbuP2q7FYqH7ud0oLraxfOVqgoMCj1q/qKiIwqIirP5WQkKCObtrF6xWf9Zv+IPc3FxWrlpNu7aJDB7Un4yMTFauXkNEeDjNYmKY++t8OnZoT2yzGBwOJ9t37mTLlm21PxkiIiJyQmqdYF922WWMGTOGr7/+GgCTycTevXt59NFHGTJkiNsDFBERqUs7d6awc2cKfn6+RpLao/s5zJ23wCXJDg0J4bxePfD09GDfn/v5Y9Pmo7bboX0SAQFWFvy2mOLi4mrrFdlszJg1x+gp9/LypG+f3gQFBZLQsgUb/9iEw+EkZfceUnbvMfazWCxccF5Ptm7bRlhoKG1at2LDxj/w8fGlU4f2ZGVlGwupiYiIyMlR60XOxo8fT15eHuHh4RQWFnLBBRfQsmVLAgICePHFF+siRhERkTpXUFDI5uQtAAQHBRFbYTh3k+goLuxzPr6+PuzYuYuly34/5griIcFBAPTq0Z0hV17O+ef1Mrb16tGd7ud2A8But7sMQy8uLuHgX1OuPDw88PLyrrL99kltcTic/LEpmYiIsl71bdt3snPXLgAi/yoTERGRk6fWPdhBQUHMmTOHxYsXs2HDBvLy8ujSpQv9+vWri/hERETqhJeXF9FRkezdtw+HoyxZjo6KNLZbPCxA2a28OnXsgMkE69ZvZMvWykOvQ0NDOLfb2QD8vmIlGRmZQNkoL0/Pyv/VenhYsFjK2m8SHYXdbif1UBoAnp6eREZGAFBSUortr5XEKwoJDqZVQkvmL1zkskibw+EwXouIiIicfMd1H2yAXr160atXr2NXFBEROQV5enhw7jln0/WszuTl5ePp6Ym/vx9QtpjZn38eICws1LgdV0lJCU2bRtO0abTRxuIlv1NUVISHxUJgYNkCaR5/Jc6/LvjN5XjhjRtxYZ8LANf7YIeEBJPUri3FxcXkFxRg9ffH09MTgC1bt1bqKTeZTJx9dhdSUvZw+PARAA4dSiOmaROioiKx+vv/VXbYfSdLREREaqTWCfbEiROrLDeZTPj4+NCyZUvOP/9845t5EZGKWiW0JD4+Fn8/PywWCzabjSPpGWzanOwyTLZxo0a0TWxNWFgoFouFoqIi/tx/kLXr1lfbdmBgAImtWxEWFoavrw9OJ8ZqzLtSdhv1oqOiaN48jpDgILy9fSgtLSErK5tNyVuMhAUgsU1rElo2x9PTk0Nph1m1eg1FRWW9iSaTiYsvupCM9LLFpqThKS4pYc/efYSFhmC1+mM2m8nPL+Dw4cNsTt5KQUEB1r8SbijrWa64GBqAxVzrmVaV7D9wEH8/Pxo1akSA1YrdbufwkSNs27aDfX/ur1S/dasEfH18mL9hg1G2c1cKAQEBdOvaBYfDwYaNfxjDzEVEROTkqXWC/cYbb3D48GEKCgoICQkBIDMzEz8/P6xWK2lpaTRv3pz58+cTE3P025GIyJknvHEjfLy9ycvPx2K2EBAQQLOYpkSEN2b6TzOw2+3ENG1C93O7YTabsdlsZOfk4OVZNpz3aAl2WGgo8fFx2GzF5OXlExBgJTQ0hG6hZ+Hl5WUM7Y1pGk3TJtEUFBSQl5dHUFAgkZERhIc3Zt78haSnZxAREU7HDkn8sWkze/f+yYD+/ejUsQO/L18JQGKbVvh4e7OuQpIjDUtJSQnLfl9x1Dpph4/w5dffHbOtmtSrrk5mZhbLV64+5jHKbdm6rdIwdafTydp164/6+yEiIiJ1r9YJ9ksvvcQHH3zARx99RIsWLQDYsWMHt99+O7fddhs9e/bk2muv5YEHHuDbb791e8Ai0rAt/X2Fy5zR9kltadc2EW9vbwIDA8jJyaXrWZ0xm80kb9nKho2bjCGyHh5H/5OVX1DA4qW/s3//fpxO8PPzY8DFffHy8iI2NsZISg4fSWf7zl3GPNkm0VGc16sHZrOZZjExpKdnEBIcbNTNyc3FZrMR/NeiVVarlbaJify+fAUlJZVv5SQiIiIiZ6ZaJ9hPPfUU3333nZFcA7Rs2ZLXXnuNIUOGsGvXLsaNG6dbdolIlRwOB02aRJPYphWeHp4EBJTNWy0qKiI3N4/IiHC8vctWTfbx9uaywYMwm00cOZLO2vUbyMurPqFNS3Odc1pQUEBBQSFeXl447H8n9RWHiwMcPvL3sHCHww5AZlYWAI0bhVFYUIi3tzeH/mr/7K6dOZiayp/7DxzfSRARqUZNptGEBAfTrl0iYaEheHl5UVJSQkZmFsnJWzh8JL3ati0WM+ee043QkGC8vX1wOh0UFBby558H2LQ52eXLT5PJROtWCcTFNiMgwIrd7iAvL4+NmzZz8GAqJhN06tiB2GYxmExmDhw8yOo1ayktLfsb6unpwaABF7N9x042J2+t25MmInIKqXWCffDgQZf7gpYrLS0l9a/5XtHR0eTm5p54dCJyWvLx8XaZy5qXl89vi5dQWlpqJNwAcXGxZOfkYPX3p0mTaEJCgpkxa06Ne40bN2pEYGAgADtTUqqt1/KvLwztdju7d+8FyhaNWr/hDxJatqB1qwQOHkxl3foNNI+PIyQ4mDlz59Pt7LOIjoqipKSETZuT2b1nb63PhYhIRceaRmM2m+nT+zwjsc7OySEwIIDoqMi/6vyCzVb1fdfNZgvRUVEUFBSQk5ODr68PQYGBBLUNxNvbi1Wr1xp1e/Y4l6ZNyhb0y83No7S0FH9/f0KCgzl4MJX4+Dhat0pg+cpVFBQU0ueC8ygoKGTjH5sA6NShA0U2G8lbKq+6LyJyOqt1gt2nTx9uv/12PvroIzp37gzA2rVrufPOO7nwwgsB2LhxI/Hx8e6NVEROGzt3prBzZwp+fr507NCe2GYx9Oh+DnPnLcBsNhn1Nv6xmc3JW2jcKIy+F/bGz8+Ppk2akLJ7zzGPERUZSY/u3TCbTWzdtoNdu3ZXWa9d2za0T2qH3e7g9+Uryc75e6G15C1bSd7yd8+Lj483nTq2Z/2GP2jePI7m8XEsX7GK6Ogoup3dlYzMTHJy9OWiiBy/Y02jsVgseHl5AbBi1Rr27fuT+LhYzunWFYvFgo+3T7UJdklJCd99/4NxKzeTycQlA/tjtfq7fOnZLKYpTZtEU1JSyoLfFpGenmFs8/jr9nXGNJrD6RQU5AMY02gaN2pEfHwsc+ctOOb94kVETje1TrA//vhjbrjhBs466yzjNiKlpaX07duXjz/+GCibnzh+/Hj3Rioip52CgkI2J28htlkMwUFBxDaLoaCg0NhePkc6/a9/AeM2SkfTskVzunTuiNlsZuMfm9i0eUulOiaTibO7dqF5fBwlJSUsXbacg3/dNqk6Z3XuRFZWNjt3pXBxvwux2Wyk7N6DzVZMTNMmRISHK8EWkRNyrGk0JpMJm60Yb28vunXtQmLrVgQGBlBaWsrWbTtcviSsun0nZ3ftQnBQEH5+vvj6+gK4DC1vFtMUgPz8fDq0b0doSAg2m43de/ayObns76kxjaZxGAUFZX+Xs7KyMZvNnN21C9u27yQjMxMRkTNNrRPsyMhI5syZw5YtW9i2rWzYT+vWrWndurVRp0+fPu6LUEROG15eZSuB7923z+hBiY6KNLZbPCwcPJiKw+HEbDYRGhpM6qFDhP51xwIoG6oI0KRJNB3bJwEwf+FvFBYWAdCxQxKJbVpjt9tZ9vsK9uzdVykOT08PevboTmREOAUFBfy2eClZWdlHjb1JdBRRUVHMmj23rMCE0cvkcDqOsqeISO0cbRoNwLz5Czi/Vw+s1rI7JUBZMpz1V9J7LEFBgYSFhRrPd+/Zy5q164zn5Ul9cHAQxcUlFBYWERgYQFK7tnh5ebNm7TpSUnYTFBhIx/btMZtNpOzeQ/KWLbRr2waz2cz2HTvp1eNcGjduTGFhIes2bDTu/S4icjqrdYJdrk2bNrRp08adsYjIac7Tw4Nzzzmbrmd1Ji8vH09PT6NHuqSkhD//PEBBYSHbd+ykdauWtE9qR7OYGKxWfwCys3OM+wJ7eXoSGFj2IdBsKrsXcbOYpiS2af1Xe6UkJLQgIeHvBRnnzlsAQMcO7YmMCAfKkuSuZ3U26mRmZrF6zTqXuD08PDirSyc2JyeTm1eW4B86lEZim9aEhAQTHRWJw+GstMiaiMjxONo0GqfTyTndumK1Wlm7bgM7du6iZYvmdO7UgR7dz2HWnHnH/MKwbDqOmdDQEHqcew5xsc3Iy8vnj02bATD9NVXH4XAwa/Zc8gsK6Na1C82bx9OieTxr163/69ZwG1i77u9bFQYFBdKmdWsWLV5Cx/btiI6OYvHS30ls04qe3c/hp19mVjt8XUTkdHFcCfaff/7J9OnT2bt3L8XFrn8oX3/9dbcEJiKnn+KSEvbs3UdYaAhWqz9ms5n8/AIOHz7M5uStFBQUALB23XoKiwppER9PQICVwsIiDhzczcY/NrvMTfwni8ViPPbx8cbHx7vqemaz8dhqtWK1Wo3nFVcbL9exQxK24mKXxXo2bd6Cr68vfS44j5KSElauXn3MoZkiIrVR1TQaJ07CQst6n3el7MZut7MrZTedO3XAZDIRERF+zAQbypLnI0fS2bvvT9q0TqBtYmuSt2zFbrdTWFhIYEAANpuN/L/+LqdnZNK8eTwWixk/X1+jvKJuXc9i7759pB5Ko/u53cjKyubAgYP4+/nRuEsjwkLDOHDwoHtPkojIKabWCfa8efO47LLLaN68OVu2bCEpKYndu3fjdDrp0qVLXcQoIqeJkpISlv2+okZ1t2zZxpajrD6bsntPpcXOqiqryvKVq1m+cnWN4gAq9WhD2doTvy9fWeM2RESOpSbTaEymvxeCDA0N4dChNGOYOID9r9tkhYaGcG63swH4fcVKMjIyiQhvTHFxiTF/2sPDQnjjRgCYzWYsFjN2u51Dh9KICC+7ZaKfnx8FBQXGMUpKSiksKqoUe6uElvj7+7Fw0ZK/SkyaRiMiZ6RaJ9iPP/44Dz/8MM899xwBAQF89913hIeHM2zYMAYMGFAXMYqIiIic9moyjcZisdAhqR0Wi4Xze/UgNzePgICyUTjFxcX8uf8AAB4WizGNxuOv0T2NGzciqV1bioqKKCwswmr1Nxas3b//AMXFJQBs37GLFs3j8ff3Z8DFfSksKiLor1sebtm6tdJIIj8/X9ontWXV6rXGyMZDaWlERUbi7+dHVEQEJSWlpGdkICJyujMfu4qr5ORkbrzxRqBsXmJhYSFWq5UxY8YwduxYtwcoIiIiciYon0ZTVFSW/Pr6+pCfX8Du3XuYM3c+BQUF5Obm8uv83/hz/wFstmICAqzYbDb27N3H3F8XUFRF73K5I+kZHEpLA8rmS4OJzMwsNv6xiSXLlhv1SkpKmPfrQvbs2YvT6cTP14+MjEyW/b6iyrsydD2rC4cPH3FZVHLN2nWkHT7MgP79CAwMZOnvy7HZbO47WSIip6ha92D7+/sb305GRUWxc+dO2rVrB8CRI0fcG52IiIjIGaKm02jSMzJYvGTZUeukHT7Cl19/51KWmnqoxit5FxQWsqyG02B+M4aF/62oyMaixUtrtL+IyOmk1gn2ueeey+LFi0lMTGTQoEE89NBDbNy4kWnTpnHuuefWRYwiIiIiIiIip7xaJ9ivv/46eX/dpua5554jLy+Pr776ioSEBK0gLiIiIiIiImesWifYzZs3Nx77+/szadIktwYkIiIiIiIi0hDVepGz5s2bk56eXqk8KyvLJfkWEREREREROZPUOsHevXs3dru9UrnNZmP//v1uCUpERERERESkoanxEPHp06cbj2fNmkVQUJDx3G63M2/ePOLi4twanIiIiIiIiEhDUeME+4orrgDAZDIxfPhwl22enp7ExcUxfvx4twYnIiIiIiIi0lDUOMF2OBwAxMfHs3LlSho1alRnQYmIiIiIiIg0NLVeRTwlJaUu4hARERERERFp0GqdYAPMmzePefPmkZaWZvRsl/vkk0/cEpiIiIiIiIhIQ1LrBPu5555jzJgxdO3alaioKEwmU13EJSIiIiIiItKg1DrBnjRpElOmTOGGG26oi3hEREREREREGqRa3we7uLiYHj161EUsIiIiIiIiIg1WrRPskSNH8sUXX9RFLCIiIiIiIiINVq2HiBcVFfHBBx8wd+5cOnTogKenp8v2119/3W3BiYiIiIiIiDQUtU6wN2zYQKdOnQD4448/XLZpwTMRERERERE5U9U6wZ4/f35dxCEiIiIiIiLSoNV6Dna5HTt2MGvWLAoLCwFwOp1uC0pERERERESkoal1gp2enk7fvn1p1aoVgwYN4uDBgwDccsstPPTQQ24PUERERERERKQhqHWC/cADD+Dp6cnevXvx8/Mzyv/9738zc+ZMtwYnIiIiIiIi0lDUeg727NmzmTVrFk2bNnUpT0hIYM+ePW4LTERERERERKQhqXWCnZ+f79JzXS4jIwNvb2+3BCXu1SqhJfHxsfj7+WGxWLDZbBxJz2DT5mSys3MACAkOpl27RMJCQ/Dy8qKkpISMzCySk7dw+Ej6Uduv6b4xTZvQqlVLAgMC8PDwwGazcehQGhs3baagoGwuf3xcLO3aJuLt7U1GZgarVq0lNy/PaOP8Xj0wmc0s/G1xHZwpERERERGR41frIeLnnXcen376qfHcZDLhcDgYN24cffr0cWtw4h7hjRvh4+1NXn4+eXn5+Pj40iymKRf2Ph+LxYKnpyd9ep9H0ybReHh4kJ2Tg4eHB9FRkfS+4Dy8vb2qbbum+4Y3bkyP7ufQuFEjHA4HObm5+Pj4Eh8fR68e3QEICAjg7K5nkXb4MD/PmEVwUBDdup1lHCu2WQzh4Y1ZtXpN3Z4wERERERGR41DrHuxx48bRt29fVq1aRXFxMaNGjWLTpk1kZGSwZMmSuohRTtDS31fgcDiM5+2T2hq9xIGBAVgsFry8yhLhFavWsG/fn8THxXJOt65YLBZ8vH2w2YqrbDsoKLBG+zZqFGbcJ33m7HnYbDbO6daV+LhY/P3LRkQEBwViNps4kp5OUVERubl5BAcFA+Dl5UXnTh3Y+Mdm8vML6upUiYiIiIiIHLdaJ9hJSUls27aNt99+m4CAAPLy8rjqqqu4++67iYqKqosY5QQ5HA6aNIkmsU0rPD08CQgIADCSWJPJhM1WjLe3F926diGxdSsCAwMoLS1l67YdZOfkVNt2dnZOjfY9cuQITqcTk8nEgIv7UmSzERQYRFFREatWrwUgKzsHh8NJo7AwDhxIJSDASlZ2FgCdO3UgP7+Abdu31+3JEhEREREROU61TrABgoKCePLJJ90di9QhHx9vGoWFGc/z8vL5bfESSktLAZg3fwHn9+qB1WolNDQEKJtvn5WVddR2S0pKarRv2uEjLFn6O+d0OxtfX198fX2NOPLy8gHIzc1l5arVtGubyOBB/cnIyGTl6jVEhIfTLCaGub/Op2OH9sQ2i8HhcLJ95062bNnmrlMkIiIiIiJyQmqdYE+ePBmr1crVV1/tUv7NN99QUFDA8OHD3RacuM/OnSns3JmCn5+vkaT26H4Oc+ctwOl0ck63rlitVtau28COnbto2aI5nTt1oEf3c5g1Zx5ZWdlVtmuxWGq0b1BQIF3P6ozZbGberwvIzMqm29ln0SymKRec35OffpmJ3e4gZfceUnbvcWn/gvN6snXbNsJCQ2nTuhUbNv6Bj48vnTq0Jysrm9TUQyfrNIqIiIiIiFSr1oucvfzyyzRq1KhSeXh4OC+99JJbgpK6U1BQyObkLQAEBwUR2yyG2NgYwkJDAdiVshu73c6ulN1A2SJ2ERHh1bZX030T27TGx8eHnNwcDh9Jp7S0lD179wHg6+tLYGBgle23T2qLw+Hkj03JRlvbtu9k565dAEQeJTYREREREZGTqdYJ9t69e4mPj69UHhsby969e90SlLiPl5cXcbHNMJtNRll0VKTx2OJRtop4ufIh3uX/AthL7UbZoAEXM2jAxcb2mu5bXs/fz89YFC00pHK9ikKCg2mV0JKVq9e4LNLmcDhwOJw1OwEiIiIiIiInSa2HiIeHh7Nhwwbi4uJcytevX09YhTm+cmrw9PDg3HPOputZncnLy8fT09NYtbukpIQ//zyAxWKhQ1I7LBYL5/fqQW5uHgEBVgCKi4v5c/8BADwsFgIDA4zHAAcOpNZo3z//3E+T6Ci8vLwYPKg/hYVFBAWV9Vqnp2eQk5vrErfJZOLss7uQkrKHw4ePAHDoUBoxTZsQFRWJ1d//r7LDdXbuREREREREaqPWCfbQoUO59957CQgI4Pzzzwdg4cKF3HfffVx77bVuD1BOTHFJCXv27iMsNASr1R+z2Ux+fgGHDx9mc/JWCgrKbnn16/zfSExsTWhICAEBVmw2G4ePpLNpczJFRUXVtp+bm1ujfVN278HhcNCyRXMCAgLw9/cjJzeXAwcOsjl5a6V2W7dKwNfHh/kbNhhlO3elEBAQQLeuXXA4HGzY+AcHU1PdfMZERERERESOT60T7Oeff57du3fTt29fPDzKdnc4HNx4442ag30KKikpYdnvK45ZLz0jg8VLlh21TtrhI3z59XfHtS/Anr37jHnXx7Jl6za2bHVdIdzpdLJ23XrWrltfozZEREREREROplol2E6nk9TUVKZMmcILL7zAunXr8PX1pX379sTGxtZVjCIiIiIiIiKnvFon2C1btmTTpk0kJCSQkJBQV3GJiIiIiIiINCi1WkXcbDaTkJBAenp6XcUjIiIiIiIi0iDV+jZdr7zyCo888gh//PFHXcQjIiIiIiIi0iDVOsG+8cYbWbFiBR07dsTX15fQ0FCXn7r0yiuvYDKZuP/++42yoqIi7r77bsLCwrBarQwZMoRDhw7VaRwiIiIiIiIi/1TrVcQnTJhQB2Ec28qVK3n//ffp0KGDS/kDDzzAzz//zDfffENQUBD33HMPV111FUuWLKmXOEVEREREROTMVOsEe/jw4XURx1Hl5eUxbNgwPvzwQ1544QWjPDs7m48//pgvvviCCy+8EIDJkyeTmJjI77//zrnnnnvSYxUREREREZEzU62HiAPs3LmTp556iqFDh5KWlgbAjBkz2LRpk1uDK3f33XdzySWX0K9fP5fy1atXU1JS4lLepk0bmjVrxrJlx74vs4iIiIiIiIi71DrBXrhwIe3bt2f58uVMmzaNvLw8ANavX8/o0aPdHuCXX37JmjVrePnllyttS01NxcvLi+DgYJfyiIgIUlNTq23TZrORk5Pj8iMiIiIiIiJyImqdYD/22GO88MILzJkzBy8vL6P8wgsv5Pfff3drcPv27eO+++7j888/x8fHx23tvvzyywQFBRk/MTExbmtbREREREREzky1TrA3btzIlVdeWak8PDycI0eOuCWocqtXryYtLY0uXbrg4eGBh4cHCxcuZOLEiXh4eBAREUFxcTFZWVku+x06dIjIyMhq23388cfJzs42fvbt2+fWuEVEREREROTMU+tFzoKDgzl48CDx8fEu5WvXrqVJkyZuCwygb9++bNy40aXspptuok2bNjz66KPExMTg6enJvHnzGDJkCABbt25l7969dO/evdp2vb298fb2dmusIiIiIiIicmardYJ97bXX8uijj/LNN99gMplwOBwsWbKEhx9+mBtvvNGtwQUEBJCUlORS5u/vT1hYmFF+yy238OCDDxIaGkpgYCD/+c9/6N69u1YQFxERERERkZOq1gn2Sy+9xN13301MTAx2u522bdtit9u57rrreOqpp+oixqN64403MJvNDBkyBJvNRv/+/Xn33XdPehwiIiIiIiJyZqt1gu3l5cWHH37IM888w8aNG8nLy6Nz584kJCTURXyVLFiwwOW5j48P77zzDu+8885JOb6IiIiIiIhIVWqcYDscDl599VWmT59OcXExffv2ZfTo0fj6+tZlfCIiIiIiIiINQo1XEX/xxRd54oknsFqtNGnShDfffJO77767LmMTERERERERaTBqnGB/+umnvPvuu8yaNYsffviB//u//+Pzzz/H4XDUZXwiIiIiIiIiDUKNE+y9e/cyaNAg43m/fv0wmUwcOHCgTgITERERERERaUhqnGCXlpbi4+PjUubp6UlJSYnbgxIRERERERFpaGq8yJnT6WTEiBF4e3sbZUVFRdxxxx34+/sbZdOmTXNvhCIiIiIiIiINQI0T7OHDh1cqu/76690ajIiIiIiIiEhDVeMEe/LkyXUZh4iIiIiIiEiDVuM52CIiIiIiIiJSPSXYIiIiIiIiIm6gBFtERERERETEDZRgi4iIiIiIiLiBEmwRERERERERN1CCLSIiIiIiIuIGNb5Nl4iIyKmq3+NP1HcIp49rhtR3BCIiIg2WerBFRERERERE3EAJtoiIiIiIiIgbKMEWERERERERcQMl2CIiIiIiIiJuoARbRERERERExA2UYIuIiIiIiIi4gRJsERERERERETdQgi0iIiIiIiLiBkqwRURERERERNxACbaIiIiIiIiIGyjBFhEREREREXEDJdgiIiIiIiIibqAEW0RERERERMQNlGCLiIiIiIiIuIESbBERERERERE3UIItIiIiIiIi4gZKsEVERERERETcwKO+AxCRhqnf40/Udwinh2uG1HcEIiIiIuIm6sEWERERERERcQMl2CIiIiIiIiJuoARbRERERERExA2UYIuIiIiIiIi4gRJsERERERERETdQgi0iIiIiIiLiBkqwRURERERERNxA98EWERERcbN+jz9R3yGcHq4ZUt8RiIjUinqwRURERERERNxACbaIiIiIiIiIGyjBFhEREREREXEDJdgiIiIiIiIibqAEW0RERERERMQNlGCLiIiIiIiIuIESbBERERERERE3UIItIiIiIiIi4gZKsEVERERERETcQAm2iIiIiIiIiBsowRYRkTOWx9ldCfz4A0JXLKPRzq002rkVn6HXutQxN4vBOv5VQhYvIGzzRkJX/k7QF5/h1a9vDQ7gge9/7iZk/lzCkjcSsngh/k8+Dn5+rseIbUbA228Suno5YZvWE/zjNLwuGehSx/eO2whZvJDQdasJmPQupkaN/t5osRD8049YXxxz3OdCRERETpwSbBEROWN5tGuHZ88eOLKzq60TNHUyPldchjk0FPv27WAx43lONwLeextLm9ZHbd/6ykv4338v5ibR2Pf9iTksFN+bRxD04SQwmQAwNW5M8Nf/w3vgALBYcKQdxiOpHYETJ+D9ryEAePbsgf8jD2H75luyh1yNV58L8H/iMeM4vreNxBQaSv7L49xwVkREROR4KcEWEZEzlu2HH0nveBY5I26pcrs5MgJLsxgACia8RdblV5F7138AMJnNmKOiqm3b0q4tPldeDkD+8y+SdfFAcu++FwDPc8/B66J+APjdeRvmRo1w5OaRdfEgMvv0wzZjJgD+ox4GT0882iYCULJqNfadu3CkZ+CRWJbcm+Ni8bvnLvKfHYMzL+9ET4mIiIicACXYIiJyxnJmZYHNVu12R9ph7Lt3A+B3/38I/nEaAe++hbOkhKKvv6Vk4W/V7ut1wfnGY9vM2QAUz1+As6jor+3nudQrXbsWR1paWb1ZcwAwh4Xi0T6J0s3JAHh2PQtLi+aYw0IpTd4KgPXF5yle+BvFs+fU9uWLiIiImynBFhERqY7DQfawGynZ+Acmb288ktphDgrCmZND6aZN4HBUu2vF3m1nevpfD5w4MjPLtkdHu9RzpGf8fdj0I3+3Ex1FyZKl5L86Hu9rribou28oXvAb+S+9gvc1/8KjbSL548ZjHfsSoSuWEfLrbLz/6jkXERGRk0sJtoiISHVMJqzPP4dn+yQKJ0/lSFIncu6+F3NYGNbnRuN1UQ0WOqvc6HHVKZz0AZk9zyej01nk3n4nAP6PjSJ/7Kv4XPMvfP41hPyxr1KavAXr2JexJLQ8jthERETkRCjBFhERqYZnj+54XdgHgKJp30NhIcUzZ+HIzf1re49q93UcPGg8NoWF/fXAhDkkuGz7gQMu9cxhoUZ9c3l9wHHg73Yqsj77NPYtW7F9+TVePbvjyMzE9t00bN99j8liwbP7ubV8tSIiInKilGCLiIhUwxQQYDz2aJ8EgDkuDpO/PwDOwsKysohwgmfPIHj2DLwuLlu8rPi3Rca+3gMuBsCrT29MPj5l2xcucqnn0bkz5vDwsnr9LwLKho2XbvyjUlxe/fri1ac3uU88XR4plJSUxVRaekKvWURERI6fR30HICIiUl+8Lr4I/8ceAYvFKPN74F58b72ZknUbyB/zAo6sLMzBwViffw7f4TdgadoUk9mMs7gY2//9VLaThyceLZoDfyfl9j82UTT9//C57FL8n34Sn+uHGSuSl6xYSfGcuUDZ0G/vSy7BHBZK8OxfcGZmGfXyx79uJM7lTFZ//J99hoK338Xx1wJsxUuX4XfbSCxJ7fDqfT5Ou52S35fX2XkTERGRqinBFhGRM5YpwIolNtalzBwWBmFhOA6m4szKIvuaofjedSeeZ5+FJS4OZ3Y2JStWUvDOe9iTtxy1/bxHHsOxew/eV16Bpdn/t3fncTaW/x/HX+ec2VdmGGNfsu97UXYZS0JEQtb8Em0oKoV8rUWEFgwi2bIkSSIzVITJUETZ933MZtZz7t8fw8kxxlKHWbyfj8c8Oue+r+u6P/fdZeZ8znXd110Y26Uoktd+z5VJk8EwALCdPcfljp3xfn0grnXrYM4XROqevSTMDP0ngb+O1+uDMS5fJmHGLPu2hGkfYw4Kwn/+XIyYGOLeegfrX3//9wskIiIid8VkGFf/wj/AYmJi8Pf3Jzo6Gj8/v8wOJ0OLlizL7BByhGc6ts/sEHKECw+VyewQcoQ8B/dndgg5gvqj86hPOof6pHNk9f6YXT5Disj9o3uwRURERERERJxACbaIiIiIiIiIEyjBFhEREREREXECLXImIiIikgW41KqJ1wt9calUyf5c9Lhhw0lcuAgAk7c3Xq+9gmutGpgLFMTk5Ynt9GmSvv2OhBmzMOLjb9m+/4J5uD7ycLrtKTsiiO70LAA+E8bi0f6pDNu4dm+5e/un8BrwIubAAFJ+/4O4t9+1r2oP4DfrM7BYiOnZ566ugYhIdqcEW0RERCQLcKlQAddH62I9fsKeYF/PlCsXnj27YyQlYT14CHO+fFiKF8drwIu4VKxATO++d3Qc69Fj2C5dsr9P/fufFeetx46TsjPSMa7SpTB5e2M7dw4AS4kS+Iz9H0krVnJl4mRyrVmF74SxRHfsDIB76ydwfbg2US1a3+0lEBHJ9pRgi4iIiGQBSSu/JnHhIsx58hCw6cd0+42kJOLHjidx4eK00Wo3t7RR6erVcGvYAJOfH0ZMzG2Pc2X6xyQtW3HTfQnTPiZh2sf29+agIHKHbUjbN+8LACxlSmOyWEj5bSe2c+ewHj6MS9m0kW1Trlx4v/MW8R9OwXbixF1fAxGR7E73YIuIiIhkAcbly5CUlPH+CxdImDX7n6ngycmk/v572j6rFazWOzqO99tvErj3d3JvXI/P6PcwBQZmWNajezdM7m4Y8fEkLlgIgHX/XxhWK67Vq2EOCsJSvDip+/ZfbXso1hMnSZw7745iERHJaZRgi4iIiGRDpsAA3EJCAEhavea292ADGAkJ2M6exXbpEpYihfF4phO5vloMnp7pC3t54dG5EwCJS5fZR8ethw4R9+YwXGvXJveG77Hu/4u4IW/hWrcO7k+0Iu7dEXgPeZ2ALZvJvXkjnn2fd95Ji4hkcZoiLiIiIpLNmIsUxn/2TCzB+UjZEUH8O8NvWydu9FisBw5AcgoAXoNew+vFF7AUKYx7s8dJ+nqVQ3mPTk9j9vfHSE0lYfZch31Jy5aTtGz5dYU98AudQcKs2bhWroxnn17EfzAJc1AQ3kMGk7pvHymbNv/n8xYRyeo0gi0iIiKSjbhUq0qur5ZgKV6cpPU/Et291x2NXlv3/mlPrgGSvlltf20ukN+xsMWCZ8/uACR/txbbyZO3bNvrtZcxrFauTJ2O66N1AEic9wWJCxcD4PZo3Ts6NxGR7E4JtoiIiEg24dY8BP8vPsccGEDC5/OIfeFFSEx0KGPOF0Sudd+Ra913uDVrCqRNJ/fo1QOTt7e9nHurlvbXthOOCbR7yxZYChYE4Mqs2beMyVKhPJ7dnyPu7XcgORlMJgCMlGRITf33Jysikg1ping20vTNtzI7hJyhY/vMjkBERCQdt2aP4z30dbBY7Nu8XnsZz+d7kRK5myvjJuA7dTImsxkjKRmXypXxX7rIXjZu+Eise/aCiysuD5UAwOTrm/ZfD0983n4T7zcGYz16DJOXJ5YCBQBI/fsASd+vc4jFs09PAJK3bMX6x56Mg7ZY8B3zP5KWLSd123YAUn7egntIM9waNsBSuPDVdrb8x6sjIpI9KMEWERERyQJMvj5YihZ12GYODITAQGynz4CrKyZz2uRDk7sbrtWqOpb18SGjdcRtly5xZfonuD72KJYihTF5eJB64CDJP6wnYcastJHnq1zrPIJLxYoAJMwKvWXMnr17Ysqbl/ixE+zbEhctxlKiOD6j/wepKcRP/JCUsE13eBVERLI3k2EYRmYHkdliYmLw9/cnOjoaPz+/zA4nQxceKpPZIeQIeQ7uz+wQcoR/0x89e/fErXEjLCWKY/LPhe3CeVJ+3caVj6ZhO371eakuLnj2+z88nmqHOTgftouXSP5uLfEfToErVzJs2xycD8/+L+Jaoxrm4GBMLi5YT54kadkKEubOc5im6Na4EZ59+2ApVRKTqyspu3/nyqTJpP62859YX+iLR9cumHx8SNn6K3HD3sW4cCFtp8VCrq+Xk7prF3Fvv3vX1+F66o/Ood+PzqM+6Rzqk86R1ftjdvkMKSL3j+7BFpH7xuO5rrjUroUtJhbb2bNYChbE46l25FqyEJNP2n2BPuPG4P3qy5gLFsB6/ATmwAA8e/XAf+an9vv6bsZStCiezz6DuWAhbCdOYthsuJQujfebQ/B+5217Off27fCb+SmutWpixMVhuxSFW51H8P9iHi5VKgPg+mhdvF8fRNLSr4hu/zRujRrg/dZQexuefftgCghwGLEREREREVGCLSL3TeLipUTVb8zlkJZENWpqf+yLOSgI17p1sFQoj0e7NgDEjxrN5WYtiO3/MgCujzyM2+NNM2zbdjma2Dff5lKth7n8ZDui6jfGeuw4AO5tWtvLeXR5FoCUyF1ENWhCVMMmpGzfgcndDa/XXgHApXy5tDI7IrAePITt4iVcyqWNRpmLFcVrwIvEj3gPIy7OiVdHRERERLI7Jdgict8kfPwpttOn7e9Ttu+wvzaSk3FrUN/+Pmlt2oI7yRvDMK6ukOvWoF6GbVv37ydpyVf2R9AYMTGk/vV32s7r7i3k6v2LXH93zNXXrrVrg4sLqXv/THtfswaWh0pgDgwg9c+0aYo+o0eRHL6J5HU/3M2pi4iIiMgDQAm2iGQOsxmPzp0AsB49RsovWzDn/+c5rMbFi1dfGNiiotKqXF3x9k5YihfHrc7DACQuXmLfnrzmOwBcq1Uld9gGcm9cj2vtWkDaokGm3LlJ+fkX4t+fiHvHp/FftpTksE3EjxmHe8cOuJQvR/yEifiMH0PAti3k/nEd7ldH3UVERETkwaYEW0TuP09PfD+Zjlv9etjOnSOm7wv2keeby/je65txqVQJ/4XzMXl7k7T2e65MnmrflzBjFvFjxpF68BDmPIEYSUkk/bDhn8pXF0NL+HQGUY/W51LVGsT+Xz8AvIe+Qfz49/Ho2AGPDu2JH/8+qX/uw2f8WCylSt5VjCIiIiKS8yjBFpH7ypQnD/4Lv8C9aWNSDx3mcsfOWA8cBHCYPm4KDLz6woQ5d660/adO3bZ9t6ZN8P9yHua8eUlYuIjYl14Fq+ODaxJC53C5WQsuVqzK5eatsF04n9b+pSiMq6PlN/IZ8Q7WfftJWrQEt0frYIuKImnZcpKWrcBkseBa55G7vBIiIiIiktMowRaR+8ZSqiS5li3GtVJFUrZtJ7pDp38ezwUkb9psf+3evBkAbo0aYvLwSNsfnrbfpXIlcq37jlzrvsOlciV7HY8ez+H78VTw8CB+/PvEDxsONptDDKbAACwlH7K/d6lVE4+n2gGQ9O2am8bt1rQJbo0aEvvWO9dagZSr93pf9/gvEREREXmwuWR2ACLy4PD9eBqWQoUAMHl74xc6w74vcclSkpZ8ReKqb/B4sjXe77yNR9cuWIoUBiBl23aSf1ifVtfTE5eHSthfA7hUq4rP1cdx2WLjcGv2OG7NHre3H9NvAMb581gKFCDXymVYj5+A1BTMRYtiMpuxHj3KlQ+npIvZ5OON94h3uTLtY2xHjgCQ/MsWvPr2wVKxAm4N62NYraRs/dXJV0tEREREshsl2CJy35jcXO2vXSqUd9iXcnX0Ou71odiOHMW9XVssRQpjuxRF8trvuTJpsuPK3+nadrO/Nvv6YK5WNd1+A7BduEjy1l9xKVMak48PtjNnSF6/gStTp2NER6dr1+v1wRiXL5MwY5Z9W8K0jzEHBeE/fy5GTAxxb72D9dqK5SIiIiLywDIZxi0+sWaysWPHsnz5cvbt24enpyd169Zl/PjxlClTxl4mMTGRQYMGsWjRIpKSkggJCeHjjz8mX758d3ycmJgY/P39iY6Oxs/P716cilNceKjM7QvJbeU5uD+zQ8gR1B+dQ/3ROdQfnUd90jnUJ50jq/fH7PIZUkTunyx9D3Z4eDj9+/dn69at/PDDD6SkpNCsWTPi4+PtZV577TW++eYbli5dSnh4OKdOneKpp57KxKhFRERERETkQZSlp4ivXbvW4f3cuXMJCgoiIiKC+vXrEx0dTWhoKF9++SWNGzcGYM6cOZQrV46tW7fyyCNa1TdDnp54vTwA92ZNMefLh5Gaiu3kKZJWfk3CzNBbVnV7oiVez/fBUvIhjMREUrZsJX7CB9iOHbeXyR2+wX6v7fUSV64ibtDrALhUrYL38HdwKVUS6/ETxI9/n5Sw8H9C7NsHz149iGrWEiMmxkknLiIiIiIicm9k6RHsG0VfvT8yICAAgIiICFJSUmjatKm9TNmyZSlSpAhbtmzJlBizC5+R76Yt0lSsGNbjxzHi4nApWwbvoW/g8VzXDOu5P90Bvykf4lKxArZz58Fiwb1Fc3ItXYQpT5505VP/PkDKzkj7j+3oUfs+32kfYfL05NKjDbBdvIjfRx9i8vUFwFykMF4vDyDuvdFKrkVEREREJFvI0iPY17PZbLz66qs8+uijVKxYEYAzZ87g5uZGrly5HMrmy5ePM2fOZNhWUlISSUlJ9vcxD2AC51qzBgDJ4ZuI6fU8uLsT+Ns2TB4emAsWyKCSK96vDwIg6bu1xA54BXNQELnWfYc5Tx68Xvw/4t8b7VAlfvhIUn7dlq4pU0BuLPmDSfz6G4zoaFJ3RuJW5xEsxYqS+vsf+PzvPZJ/3kLymu+ce+IiIiIiIiL3SLZJsPv3788ff/zBTz/99J/bGjt2LCNHjnRCVNlXyvYdWIoWxa1BfXJ99w0mX19MHh6kbNtOwqw5N63jUrkS5sC02QNJ368DwHbuHKmRkbjVewy3+vWIv6GO7/SPMHl5YTt1iqQfNpAw/WOMuHiMS1FYT5/BpXw5TP7+uFSrihEfj/XIUdzbP4VL5Upcbt7qXl4CERERERERp8oWU8QHDBjA6tWr2bhxI4Wuu683ODiY5ORkLl++7FD+7NmzBAcHZ9jem2++SXR0tP3n+PHjGZbNqeLeGU7i8hUAuJQujSV/foykZFL37b/po4oAzPn/uabGxYv217YLaa/NBRxHvm2xcdjOnsOIjcVSvDheffvgNycUTCYAYge8jJGYSMDP4Zjz5CHm5dfAzRXvN9/gyvuTcK3zCLl/XEfAti34jB8DXl5OvQYiIiIiIiLOlKVHsA3D4KWXXmLFihWEhYVRvHhxh/01atTA1dWVDRs20L59ewD279/PsWPHqFOnTobturu74+7ufk9jz+o8e/bAvW0bUnZEENOvP+aAAPwXLsDzua5gtRL/vzF33tjVhPl6sQNeIXXPXrDZwGLBZ/wYPNq1xbV6NVyqVyc1IoLUyF1Et23vUM93yiSsBw+Rsn0HuVavJHn9BpI3bMR3wlhsFy5y5f2J//XURURERERE7oksPYLdv39/vvjiC7788kt8fX05c+YMZ86cISEhAQB/f3969+7NwIED2bhxIxEREfTs2ZM6depoBfFb8fDA67VXMJnNJK39Pm269oGDpET8BoDrozf/csJ2+p/72k2BgfbX16aN206dsm9L/f2PtOQawGol6dt/7qW2FMh/0/ZdGzbA7fGmxL01DNdHamOyWEj6ajlJy5Zji4rC7bG6/+58RURERERE7oMsnWB/8sknREdH07BhQ/Lnz2//Wbx4sb3Mhx9+yBNPPEH79u2pX78+wcHBLF++PBOjzvpMnp6YXF0BcLm6YBxubriULgmAcSXtCwy/+XPJte47vAYPBCB19+/YLkUB4B7SDABzUBAuVasCkLxpMwCWUiVxf7oDuKUdA7MZ9xYh9uNbT55MH5SXFz6jRnDl48+wHjxkHxU3UlLS9qemOuHMRURERERE7p0sP0X8djw8PJg+fTrTp0+/DxHlDEZUFCm/bsP14dp4tH0S16qVMXl7Y86bF4Ck5SsBsBQpjKVQIVKD0raTkkL8xEn4jh6Fe4vmuGxcjyl3Lsy+PtguXiLh05kAmAMC8B03Gp+R72I9ehRz7tz2tpN/2ULqbzvTxeT9+kCMuDgSPv0s7VBbtmJYrbjVr4dxORpz3rwkrvj6Hl8ZERERERGRfy9LJ9hy78S80B/PF/ri9nhTLMH5MJKTSdkZSeK8L0ha9U2G9ZIWLYErCXj26YWl5EMYSUkkrf2e+PcnYjt3DoDUAwdJmDUb10frpj3yy2whdd9+klZ9Q8LceenadKlaBY/OzxD9TBf7SLX1r7+Je+sdvF56EfcOT5G4chUJ0z6+NxdDRERERETECUzGnQwT53AxMTH4+/sTHR2Nn59fZoeToQsPlcnsEHKEPAf3Z3YIOYL6o3OoPzqH+qPzqE86h/qkc2T1/phdPkOKyP2Tpe/BFhEREREREckulGCLiIiIiIiIOIHuwRYRkWwvyL12ZoeQY9gyOwAREZFsTAm2iIiIiJPpSx/n0Bc+IpLdaIq4iIiIiIiIiBMowRYRERERERFxAiXYIiIiIiIiIk6gBFtERERERETECZRgi4iIiIiIiDiBEmwRERERERERJ1CCLSIiIiIiIuIESrBFREREREREnEAJtoiIiIiIiIgTKMEWERERERERcQKXzA5A7lyQe+3MDiFHsGV2ACIiIiIikiNpBFtERERERETECZRgi4iIiIiIiDiBEmwRERERERERJ1CCLSIiIiIiIuIESrBFREREREREnEAJtoiIiIiIiIgTKMEWERERERERcQIl2CIiIiIiIiJOoARbRERERERExAmUYIuIiIiIiIg4gRJsERERERERESdQgi0iIiIiIiLiBEqwRURERERERJxACbaIiIiIiIiIEyjBFhEREREREXECJdgiIiIiIiIiTuCS2QGISPYU5F47s0PIEWyZHYCIiIiIOI1GsEVEREREREScQAm2iIiIiIiIiBMowRYRERERERFxAiXYIiIiIiIiIk6gBFtERERERETECZRgi4iIiIiIiDiBEmwRERERERERJ9BzsEVE5IFVr0YZhjzfmloVi5M3wA+AfiPn8NniHwHo3rYec8b0zbB+o+6jCd++76b7hvdvx/D+T2VYt3jT1zh66gIAFouZ17o3p9uTj1GqaD6SklM5cOwsw6cuY82mXZjNJia+8SydW9XFxcXM6rBI+o+aS/yVJAD8fDzZu3o807/8gbEzvvlX10KyhnvZJ68/xpt9n+Thyg/h6eHKmQvRrPrxN14d+4W9TPe29ej/bFNKF8uPzWZj0479vPnhYv48eApAfVJEJANKsEVE5IFVvXwxHq9TgUMnztuTmeudvxTD1l0HHLYVyR9IgaDcAJy5EJ1h2yfOXEpXt1TRfATm8iUxKZmomHj79q+mvEybxjUAOHDsLHFXEileKC/VyhVjzaZd9HqqAa8815zew2Zy/PQl1oUO4cSZiwyb8hUA7w/uzPlLsUwI/fbfXQjJMu5lnwR4unltFkx4ERcXCxeiYtl78BS5/bxpUb+KPcG+/suh/YdP4+vtwZONq1OvRhmqtx/G0VMX1CdFRDKgBFtERB5Y81f9zGdLfiRfoD+H13+Ybv+aTbtYs2mXw7bIFaMpEJSbdT//zv7DpzNsO3RZOKHLwu3vPdxdObJ+ctpxv/6ZmLgEADq1eIQ2jWsQdyWRkD4T2BL5t72Ot5c7AFXLFgVgc8R++6h35TJFgLTRyB7t6vFol/ewWm13ewkki7mXfdLL052P3+2Bi4uFCbNW8/aUpfY+4+PlYS/X75mmACz9fhudXpuKq6uFfd++T/FCeXmr75P834jZ6pMiIhlQgi0iIg+sS9Fxd1U+5LFK9iTig9lr7qpu97b1CAr0w2azMXHuP3U7tngYgEPHz/G/VzpQs2Jxzl2MYcHqXxj92dcARO47CqQlLsUK5AVg9/5juLm68NnIXkxb8AM7/jh8V/FI1nQv+2TTOhUIzOULQFCgP8c3TsHVxcLPv/3NoAkLiDuWCKRN/waw2dKSY8MAwzAAaFKnAqA+KSKSESXYIiIid2hwr1ZAWnKxfssfd1zPZDLxWvfmAHwTtpO/jpyx7ytTPD+QNvoXHXuFk2ejKFuiAO++2I5Afx9eGj2P2cvDqVCyIOMGdsLFYmHe1z8xduY3vNOvLe5urkz78geWffQKDWqV5eTZKN74YCHf//S7E89csqq76ZNliuW3v36uzaPsPXiKEoXy8mTj6lQvX4yKTw4lJi6BpWt/pV/npnRq8QhVyhTB19uDgvkCACiYL20quvqkiMjNaRVxERGRO1C1XFGaPJI2ejdxzt2NXrdpXJ3SV5ObG0cZXSxpf4pTU61Ubfc25Z8YwuyrU8uf79gIFxcLNpvBa+MWkO+x/gTWeYEeb35G8YJ5eb13K14YMZsxr3XkiQZV6fnWDGLiEljy4Uvkye37X09Zsri77ZMuLv987Bs+dTmV27xJ874TACgUHEC7pjUBGDj+S8Z89jWHjp+jSP5ATp+/zIatewBISbUCqE+KiGRACXYOV69GGVZ/OpizP03Htnc+tr3z+b9OjR3K/Dj3Lfu+6382zR922/ZD/9eH/d+9T8yOmcTumMXfaz9gylvdyO3vna5s7/YN+HXxSGJ3zCJmx0x2fz2WHu3q2fcPfb41x36cwuVtM1gx7VXy5fG377NYzOxcPprPRvT6D1dDROTfG9SzJQDHTl9g0Zqt/6rulsi/+fm3vxz2nTwbBcD5qFj7vazbfj8IgJurCwWvLl51PZPJxMxRfVi0Zis//PIHTetUYPdfx/lm404Wf7cVX29PHqlS8u5OULKdu+2T1/oawPY/DgGwbfch+7ZiBfMAkJScwrApX1EyZBA+NfpQu+NwUq8m1hnd460+KSKSRgl2DndtNdJL0fG3LXvw2Fm27jpg/9l78ORt6zzZuDoWs5l9h05x4XIsDxXJx0tdm7FgwosO5T56uxszR/WhVqUSXLgcy99Hz5A3ty+PVisNQNM6FRnzWkdmLw/nkWdG0Kp+VT5441l7/Td6tyJvgC+vf7DwLq+AiMh/Vzh/IB1DagPw0fx16RZuqlWpBHtXj2fv6vHUqlTCYV+dqqV4tHra77qbjTJeGxnMm9uXIgUCAahZoTgAcVcSOX3+cro6L3V5nOIF8zJw3AIgLblJTkkF/hlhlJzt3/TJH3/day9Xs2Jxh/8C/H30LADFCua190WAjs0fJuSxygAs/u7mibz6pIhIGt2DncPdbjXS6/3v06/5fOXmu2q/UMNXSEpOsb8Pnz+MejXK8Gj1UvZtj1QpyYAuzbBabTz96kes3BBh33dt1dKq5dIWaPkp4i/2HTrFuUsxVLm6aEvJovkY9kJbur7xiX3VXRERZ2jXtCbjBz9jn6YNMHJAewb1bMmvuw/S7Y1PAHi1Wwiuri5cjolnxpKN6drx8nCjbIkC9tfXG9SzBQB/Hz3DivUR6epO/3I9fTo0pFjBvEQuH83p85cp91BBACbMWm1PUq4pnD+QUa904IURc+wLYq3fsoeW9atQtEAemj1aibgrify6++C/vSySie5lnzxx5hLTv/yBl7uF8N5L7enU4hFKFAoCYM+BE3z1/TYAalQoxqKJAzh4/CyuLi4UL5S2iNnWXQf4aP66dMdSnxQR+YcS7BzublYjnTSkC5+O6MnJs1Fs2LKHd6Z+xbmLMbesk5ScwnsvtefxRyuRL9CPYgXT/gj/dN0UyI7N01bIPXnuEj2fasCcMX2JjrvCqh9/4+3JSwGI/PMYAI/VKM2Js5cICvBj47Y/AfhsRC++27yLFet33PmJi4jcAT8fT0oWyeewLSjQj6BAP06cuWQv07tDQwBmLg0j7kriHbf/UJEg+/OtJ3++1r4S8/WiY69Qv9v/GDewEyGPVaJw/kAi9hxm8ry1LPjml3TlPxnek0079rPw2y32ba+MmY+Xhxu7vx7DybNRPDNwGucv3fr3t2RN97pPvjZuAafORdG7Q0NKFwvm5Nko1qyI5N2py+xf5hw6fo5tvx+kXIkCeHm6c+DYWZZ8t5UxM75J94UPqE+KiFzPZNzsr/0DJiYmBn9/f6Kjo/Hz88vscDJkLt/tX9ctWiCPfQS738g5fLb4R/u+H+e+Re1KJTh04jy5fL0oFJy2Uuih4+eo3PYtriQk3bLtLz/ozzMtH7G//+GXP2j/8hT7H/zVnw6mZf0qAFxJSOLQifOUf6gAZrOZbzbupE3/SUDaPdj9n22Kr7cnYdv+5P9GzOaJBlV5//XOPNxpBEP7tuaJBlWJjktg1McrmL/q5391LWx75/+reuLov/RH+Yf6o3OoPzqP+qRzqE86R1bvj9nlM6SI3D+6B1sYOH4BAY+8QOU2b1Kk8SuMnbEKgBKFg2jXtMZt6z87eDpulXtQ7am3+f2v4zxetyLT3ulu33/9NLeQ5ydQuc2bjJi2HIDWjapRtEDaoirjZn5D4UavkKt2X9oOSPsyYMLgzgyZuJje7RvQs119hkxcxK59x5g9ui/lSxZ02jUQERERERH5r5RgC5F/HnWY8vXl6n+meBXJH3izKumkplrZte8Ys74KA+C5No9RqmgwACfPXbdq6e9XVy39Pf2qpTea+vZz7P7rODOXbqRJnQpcvBzL3BWb+XzlZiwWM40fLn9nJygiIiIiInIfKMF+wOUN8OO17s3ti40BdGrxsP31kZNpj4wpEJTbvhpp2yZpo9o1KxanQa2y9rKurhb78zgBvL3cAdiwZY99242rltpsNg4cO5suricbV6dVg6r0fTcUuLYaadoqpCmp6e//EhERERERyWxa5CyHu91qpMMmL2XikC6MG9iJA8fO4u3lTpH8aSPKew+eZPkPaQuLubpY7KuR+vt6AVChZCHmjOnLpeg4jp2+SOHgAAJz+QKw888j7NqXtnDZkrW/8kq3EGpVKsH3M4dw6MQ5Klyd3j13xWaH53IC+Hp7MG1Yd/736Ur+PnoGSEvSX+/diurli9GyflWsVhsbf/3zXl02ERERERGRu6YEO4e73Wqk56NiGf3p1zxetyIPFQnC092NPw+e5Osff2NC6GqHR3Dd6I+/T/Dd5l1UKVOE8g8VxGq1sffgSdaERzJmxir7armpqVZCnh/P2Nc68mTjGpQsko89B04S+lUY0778IV274wZ24uLlOCaEfmvfNuqTleQPysX62UO5HHuFvsND2XPghJOuktxP9WqUYcjzralVsTh5A9IWhLlx4b2+HRvRtfWjVCtXzD4TolyrN9h/+PQt2+7eth5zxvTNcH+j7qMJ377PYdG/Gz3/zixCl4UD0KNdPYa90JagQD+2/36IF0bMsX/pA/DNJ4NwsZhp0ff9Ozt5EREREcnRlGDncJ+v3HzbZ1u/89FXvPPRV7csc/TUhXQrokbsOUyr//vgjuK4HHOFfiPn0m/k3NuW7T/q83Tb4q4k8tyQT+/oWJK1VS9fjMfrVODQifP2BPtGzetVoVq5YpyPisHbK+8dt33+Ugxbdx1w2FYkfyAFgnIDcOZCdLo6N5Y/d/UxMmWK52fme32Yt+onhk1eyu6vxzB79PPU6zoKgM6t6tCwVjkqtXnzjuMTERERkZxNCbaI3FfzV/3MZ0t+JF+gf4ajyP3fm8vZi9F0e/KxW45I32jNpl2s2bTLYVvkitEUCMrNup9/v+kIeN3OI2/aVqXShbFYzGzZ+Tenz19m/+EzVClbBIAAfx8+HNqVd6d+xZGT5+84PhERERHJ2bTImYjcV5ei40hMyvjWA4DT5y9jsxn/+Vghj1Wicpm0pPiD2WtuWubsT9OJ2TGTiGWjeP7pRphMJgB+/+s4VquNOtVKkT9vLsoUD7avKzBxyLMcOXmeKfO//88xioiIiEjOoQRbRHKswb1aARC57yjrt/yRbv/ZC9GcOncZgGrlivHZyF6Mfa0jAPsPn+b5d2fRoGZZ/vruA37/6wS9h82kSZ0KdG5Vhxffm8uEwc9wMnwqRzZ8yBu9W9238xIRERGRrElTxEUkR6parqj9sXET5ziOXp+PiqVymzf54++0hfJy+3uzaf4wKpQsxIAuj/PO1K9ISbEyd8Vm5q74Zw0DTw83vv10MBPnrKF2pYcY2KMlb09eQoG8uRk36Bl27T/G9z/9fv9OUkRERESyFI1gi0iONKhnSwCOnb7AojVbHfZdSUiyJ9cAUdHxrN28GwAvT3fyXH3c3I3ee6k9qVYb7328kiZ10pL3qV/8wGdL0lZAf7xuRaefh4iIiIhkH0qwRSRbKhCUm72rx7N39XjaNqnhsK9w/kA6htQG4KP567BabQ77n2xc3SEZ9vf1IuSxykDaivXno2LTHa9auaK83LUZ/zd8NknJKVy9VZvklFRSUq3OPDURERERyaY0RVxE7qt2TWsyfvAzuFj++X5v5ID2DOrZkl93H6TbG58wbmAnnmpWC18vD3uZtTPfICXVytQv1jH1i3W4ulgoW6IAkJYgX+/VbiG4urpwOSaeGUs2pouhWrmiDO//FJdj4jl66iIlCufF19sTgPdDvyX1hoTZYjEzc1Qf5q7YzKYd+wDYsGUPTz1ei5b1q1CicFDatq17nXCFRERERCS7UoItIveVn48nJYvkc9gWFOhHUKAfJ85cuvreP12ZogXyABDg733b9nt3aAjAzKVhxF1JTFfmm407KVogL49WL0XJIvlISEpm9/6/+OiL71m6dlu68gO7tyA4jz+vf7DQvm3G0o2UKZ6fGe/1JiXVyrApS/nuhkeEiYiIiMiDxWQYxn9/Fk42FxMTg7+/P9HR0fj5+WV2OBkyl++W2SHkCLa98zM7hBxB/dE51B+dQ/3RedQnnUN90jmyen/MLp8hReT+0T3YIiIiIiIiIk6gBFtERERERETECZRgi4iIiIiIiDiBEmwRERERERERJ1CCLSIiIiIiIuIESrBFREREREREnEAJtoiIiIiIiIgTKMEWERERERERcQIl2CIiIiIiIiJOoARbRERERERExAmUYIuIiIiIiIg4gRJsERERERERESdQgi0iIiIiIiLiBEqwRURERERERJxACbaIiIiIiIiIEyjBFhEREREREXECJdgiIiIiIiIiTqAEW0RERERERMQJckyCPX36dIoVK4aHhwcPP/ww27Zty+yQRERERERE5AGSIxLsxYsXM3DgQIYPH85vv/1GlSpVCAkJ4dy5c5kdmoiIiIiIiDwgckSCPWnSJJ5//nl69uxJ+fLl+fTTT/Hy8mL27NmZHZqIiIiIiIg8ILJ9gp2cnExERARNmza1bzObzTRt2pQtW7ZkYmQiIiIiIiLyIHHJ7AD+qwsXLmC1WsmXL5/D9nz58rFv376b1klKSiIpKcn+Pjo6GoCYmJh7F6gTGNbkzA4hR8jq/5+zC/VH51B/dA71R+dRn3QO9UnnyOr98Vp8hmFkciQiklVk+wT73xg7diwjR45Mt71w4cKZEI3cb/7+SzI7BBE79UfJatQnJSvJLv0xNjYWf3//zA5DRLKAbJ9g58mTB4vFwtmzZx22nz17luDg4JvWefPNNxk4cKD9vc1m49KlSwQGBmIyme5pvDlZTEwMhQsX5vjx4/j5+WV2OPKAU3+UrEZ9UrIS9UfnMAyD2NhYChQokNmhiEgWke0TbDc3N2rUqMGGDRto27YtkJYwb9iwgQEDBty0jru7O+7u7g7bcuXKdY8jfXD4+fnpj7VkGeqPktWoT0pWov7432nkWkSul+0TbICBAwfSvXt3atasSe3atZk8eTLx8fH07Nkzs0MTERERERGRB0SOSLA7derE+fPneffddzlz5gxVq1Zl7dq16RY+ExEREREREblXckSCDTBgwIAMp4TL/eHu7s7w4cPTTb8XyQzqj5LVqE9KVqL+KCJyb5gMPVdARERERERE5D8zZ3YAIiIiIiIiIjmBEmwRERERERERJ1CCnc3NnTv3jh4xZjKZWLly5R21eTdl78adxioPlrCwMEwmE5cvX87sUEREso0ZM2ZQuHBhzGYzkydPvmkZ/X4VEbn/lGBnAT169MBkMtl/AgMDad68Obt3775t3U6dOvHXX3/Z348YMYKqVaumK3f69GlatGjhzLBvauHChVgsFvr3759u342xyoNly5YtWCwWWrVq5bC9bt26nD59+rbPER0xYoTDv5NrP+vXr7+XYYtkqEePHrRt29Zh21dffYWHhwcTJ0686f7rFStWDJPJxKJFi9Ltq1ChAiaTiblz5zo3aMkybtc/biUmJoYBAwYwZMgQTp48Sd++fWnYsCGvvvqqU2MUEZG7pwQ7i2jevDmnT5/m9OnTbNiwARcXF5544olb1klJScHT05OgoKDbth8cHHxfVgoNDQ3ljTfeYOHChSQmJjrsu12sycnJ9zo8yUShoaG89NJLbNq0iVOnTtm3u7m5ERwcjMlkumk9q9WKzWYD0pKOa/9Orv3Ur18/XR31JckMs2bNokuXLnzyyScMGjTojuoULlyYOXPmOGzbunUrZ86cwdvb+16EKTnAsWPHSElJoVWrVuTPnx8vL6/MDklERK5Sgp1FuLu7ExwcTHBwMFWrVmXo0KEcP36c8+fPA3DkyBFMJhOLFy+mQYMGeHh4sGDBAodp13PnzmXkyJHs2rXLPrp3bfTj+mnfycnJDBgwgPz58+Ph4UHRokUZO3asQzwXLlygXbt2eHl5UapUKVatWnXbczh8+DC//PILQ4cOpXTp0ixfvtxh/41TxK+Nts+aNYvixYvj4eHB6tWryZUrF1arFYDIyEhMJhNDhw611+vTpw9du3YF4OLFi3Tu3JmCBQvi5eVFpUqVWLhwob3svHnzCAwMJCkpySGWtm3b0q1bNwB27dpFo0aN8PX1xc/Pjxo1arBjx47bnq/cubi4OBYvXky/fv1o1aqVw6jcjVMYr/WTVatWUb58edzd3Tl27BgALi4u9n8n137c3NzsI0GjR4+mQIEClClTBoD58+dTs2ZNfH19CQ4O5tlnn+XcuXPpjr1hwwZq1qyJl5cXdevWZf/+/Q7xf/PNN9SqVQsPDw/y5MlDu3bt7PuSkpIYPHgwBQsWxNvbm4cffpiwsLB7cyEly5owYQIvvfQSixYtomfPnndcr0uXLoSHh3P8+HH7ttmzZ9OlSxdcXHLMkzTlLtzsdqqVK1fav4ScO3culSpVAqBEiRKYTCZ69OhBeHg4U6ZMsf/9P3LkiL1+REREhr/jDh48SJs2bciXLx8+Pj7UqlUr3cygYsWKMWbMGHr16oWvry9FihRhxowZ9v23+1wxadIkKlWqhLe3N4ULF+bFF18kLi7OWZdMRCRLUYKdBcXFxfHFF19QsmRJAgMDHfYNHTqUV155hT///JOQkBCHfZ06dWLQoEEOo3ydOnVK1/5HH33EqlWrWLJkCfv372fBggUUK1bMoczIkSPp2LEju3fvpmXLlnTp0oVLly7dMu45c+bQqlUr/P396dq1K6Ghobc91wMHDrBs2TKWL19OZGQk9erVIzY2lp07dwIQHh5Onjx5HBKW8PBwGjZsCEBiYiI1atTg22+/5Y8//qBv375069aNbdu2AfD0009jtVodviA4d+4c3377Lb169QLSPuAWKlSI7du3ExERwdChQ3F1db1t7HLnlixZQtmyZSlTpgxdu3Zl9uzZ3OoJgVeuXGH8+PHMmjWLPXv23NEsjQ0bNrB//35++OEHVq9eDaTN8hg1ahS7du1i5cqVHDlyhB49eqSr+/bbbzNx4kR27NiBi4uLvW8AfPvtt7Rr146WLVuyc+dONmzYQO3ate37BwwYwJYtW1i0aBG7d+/m6aefpnnz5vz99993cYUkOxsyZAijRo1i9erVDl++3Il8+fIREhLC559/DqT1/cWLFzv0QZHrderUyZ4Ab9u2jdOnTzNlyhTq1KnD888/b//7X7hwYXudW/2Oi4uLo2XLlmzYsIGdO3fSvHlzWrdubf9i85qJEydSs2ZNdu7cyYsvvki/fv3sifrtPleYzWY++ugj9uzZw+eff86PP/7IG2+8cQ+vkohIJjIk03Xv3t2wWCyGt7e34e3tbQBG/vz5jYiICHuZw4cPG4AxefJkh7pz5swx/P397e+HDx9uVKlSJd0xAGPFihWGYRjGSy+9ZDRu3Niw2Ww3jQcwhg0bZn8fFxdnAMZ3332X4TlYrVajcOHCxsqVKw3DMIzz588bbm5uxqFDh24Zq6urq3Hu3DmHtqpXr268//77hmEYRtu2bY3Ro0cbbm5uRmxsrHHixAkDMP76668MY2nVqpUxaNAg+/t+/foZLVq0sL+fOHGiUaJECfv5+/r6GnPnzs2wPfnv6tata++7KSkpRp48eYyNGzcahmEYGzduNAAjKirKMIy0fgIYkZGRDm0MHz7cMJvN9n8n3t7eRq1atQzDSPs3lC9fPiMpKemWcWzfvt0AjNjYWIdjr1+/3l7m22+/NQAjISHBMAzDqFOnjtGlS5ebtnf06FHDYrEYJ0+edNjepEkT480337yDKyPZWffu3Q03NzcDMDZs2HDT/W3atMmwftGiRY0PP/zQWLlypfHQQw8ZNpvN+Pzzz41q1aoZhmEY/v7+xpw5c+5R9JLZMuofN/6tNAzDWLFihXH9R7adO3cagHH48GH7tgYNGhivvPKKQ707+R13MxUqVDCmTp1qf1+0aFGja9eu9vc2m80ICgoyPvnkE8Mwbv+54kZLly41AgMD76isiEh2oxHsLKJRo0ZERkYSGRnJtm3bCAkJoUWLFhw9etShXM2aNf/zsXr06EFkZCRlypTh5ZdfZt26denKVK5c2f7a29sbPz8/h6m1N/rhhx+Ij4+nZcuWAOTJk4fHH3+c2bNn3zKWokWLkjdvXodtDRo0ICwsDMMw2Lx5M0899RTlypXjp59+Ijw8nAIFClCqVCkg7f7cUaNGUalSJQICAvDx8eH77793+Ob9+eefZ926dZw8eRJIm153bWE5gIEDB9KnTx+aNm3KuHHjOHjw4C1jlruzf/9+tm3bRufOnYG0ad6dOnW65QwHNzc3hz54TZkyZez/TiIjI1m2bJl9X6VKlXBzc3MoHxERQevWrSlSpAi+vr40aNAAIN3IzPXHyp8/P4C9v0dGRtKkSZObxvn7779jtVopXbo0Pj4+9p/w8HD1owdE5cqVKVasGMOHD//XU15btWpFXFwcmzZtYvbs2Rq9Fqe71e+4uLg4Bg8eTLly5ciVKxc+Pj78+eeft/w9aTKZCA4Otrdxu88V69evp0mTJhQsWBBfX1+6devGxYsXuXLlyj05XxGRzKQEO4vw9vamZMmSlCxZklq1ajFr1izi4+OZOXNmunL/VfXq1Tl8+DCjRo0iISGBjh070qFDB4cyN06RNplM9oWmbiY0NJRLly7h6emJi4sLLi4urFmzhs8///yW9W52Pg0bNuSnn35i165duLq6UrZsWRo2bEhYWBjh4eH2JAng/fffZ8qUKQwZMoSNGzcSGRlJSEiIwyJX1apVo0qVKsybN4+IiAj27NnjME14xIgR7Nmzh1atWvHjjz9Svnx5VqxYkWHMcndCQ0NJTU2lQIEC9r7xySefsGzZMqKjo29ax9PT86aLnrm5udn/nZQsWdJhCuSNfSk+Pp6QkBD8/PxYsGAB27dvt/9/vXERtOv7+7XjXuu3np6eGZ5bXFwcFouFiIgIh8T/zz//ZMqUKbe6LJJDFCxYkLCwME6ePEnz5s2JjY296zZcXFzo1q0bw4cP59dff6VLly73IFLJLsxmc7pbaFJSUv5Tm7f6HTd48GBWrFjBmDFj2Lx5M5GRkVSqVOmWvyevtXOtjVt9rjhy5AhPPPEElStXZtmyZURERDB9+nRAC1KKSM6kFVSyKJPJhNlsJiEh4a7qubm52RcIuxU/Pz86depEp06d6NChA82bN+fSpUsEBATcdawXL17k66+/ZtGiRVSoUMG+3Wq18thjj7Fu3TqaN29+x+1duw/7ww8/tCfTDRs2ZNy4cURFRTmszvvzzz/Tpk0b+6JnNpuNv/76i/Llyzu02adPHyZPnszJkydp2rSpQ2IGULp0aUqXLs1rr71G586dmTNnzl3fSynppaamMm/ePCZOnEizZs0c9rVt25aFCxdStmzZe3Lsffv2cfHiRcaNG2f///1vFq+rXLkyGzZsuOnCVdWqVcNqtXLu3Dnq1av3n2OW7Klo0aKEh4fTqFEjmjdvztq1a/H19b2rNnr16sUHH3xAp06dyJ079z2KVLKDvHnzEhsbS3x8vP2Lw8jIyNvWu9O//zf6+eef6dGjh/1vXlxcnMMCaXcqo88VERER2Gw2Jk6ciNmcNq6zZMmSu25fRCS7UIKdRSQlJXHmzBkAoqKimDZtGnFxcbRu3fqu2ilWrBiHDx8mMjKSQoUK4evrm+7xXJMmTSJ//vxUq1YNs9nM0qVLCQ4OTrdq6Z2aP38+gYGBdOzYMd2oY8uWLQkNDb2rBDt37txUrlyZBQsWMG3aNADq169Px44dSUlJcRjBLlWqFF999RW//PILuXPnZtKkSZw9ezZdgv3ss88yePBgZs6cybx58+zbExISeP311+nQoQPFixfnxIkTbN++nfbt2/+bSyE3WL16NVFRUfTu3Tvdc67bt29PaGgo77///j05dpEiRXBzc2Pq1Km88MIL/PHHH4waNequ2xk+fDhNmjThoYce4plnniE1NZU1a9YwZMgQSpcuTZcuXXjuueeYOHEi1apV4/z582zYsIHKlSune+a35FyFCxcmLCyMRo0aERISwtq1awGIjo5OlxwFBgam+5KvXLlyXLhwQY9besDcrH+UL18eLy8v3nrrLV5++WV+/fXXO3oeerFixfj11185cuQIPj4+d/yFealSpVi+fDmtW7fGZDLxzjvv3HLm2c3c6nNFyZIlSUlJYerUqbRu3Zqff/6ZTz/99K7aFxHJTjRFPItYu3Yt+fPnJ3/+/Dz88MNs376dpUuX2lfLvlPt27enefPmNGrUiLx58zo8suoaX19fJkyYQM2aNalVqxZHjhxhzZo19m+W79bs2bNp167dTaf0tm/fnlWrVnHhwoW7arNBgwZYrVb7+QcEBFC+fHmCg4Ptj2ACGDZsGNWrVyckJISGDRsSHBxM27Zt07Xn7+9P+/bt8fHxcdhvsVi4ePEizz33HKVLl6Zjx460aNGCkSNH3lW8cnOhoaE0bdo0XXINaX1jx44d7N69+54cO2/evMydO5elS5dSvnx5xo0bxwcffHDX7TRs2JClS5eyatUqqlatSuPGje2r1EPa6vnPPfccgwYNokyZMrRt25bt27dTpEgRZ56OZAOFChUiLCyMCxcuEBISQkxMDGFhYVSrVs3hJ6PfL4GBgbe8JUFynpv1j1GjRvHFF1+wZs0a+6MnR4wYcdu2Bg8ejMVioXz58uTNmzfdPdQZmTRpErlz56Zu3bq0bt2akJAQqlevflfncavPFVWqVGHSpEmMHz+eihUrsmDBgnSPBhURyUlMxo03+ojkUE2aNKFChQp89NFHmR2KiIiIiIjkQEqwJceLiooiLCyMDh06sHfvXocRcBEREREREWfRPdiS41WrVo2oqCjGjx+v5FpERERERO4ZjWCLiIiIiIiIOIEWORMRERERERFxAiXYIiIiIiIiIk6gBFtERERERETECZRgi4iIiIiIiDiBEmwRERERERERJ1CCLSLyAAkLC8NkMnH58uVbluvRowdt27a1v2/YsCGvvvrqPY1NREREJLtTgi0ikgNt2bIFi8VCq1atHLbXrVuX06dP4+/vf1ftLV++nFGjRjkzRBEREZEcRwm2iEgOFBoayksvvcSmTZs4deqUfbubmxvBwcGYTKab1rNardhstnTbAwIC8PX1vWfxioiIiOQESrBFRHKYuLg4Fi9eTL9+/WjVqhVz586177txivjcuXPJlSsXq1atonz58ri7u3Ps2LF0bd44RbxYsWKMGTOGXr164evrS5EiRZgxY4ZDnePHj9OxY0dy5cpFQEAAbdq04ciRI/fgjEVERESyBiXYIiI5zJIlSyhbtixlypSha9euzJ49G8MwMix/5coVxo8fz6xZs9izZw9BQUF3dJyJEydSs2ZNdu7cyYsvvki/fv3Yv38/ACkpKYSEhODr68vmzZv5+eef8fHxoXnz5iQnJzvlPEVERESyGiXYIiI5TGhoKF27dgWgefPmREdHEx4enmH5lJQUPv74Y+rWrUuZMmXw8vK6o+O0bNmSF198kZIlSzJkyBDy5MnDxo0bAVi8eDE2m41Zs2ZRqVIlypUrx5w5czh27BhhYWH/+RxFREREsiIl2CIiOcj+/fvZtm0bnTt3BsDFxYVOnToRGhqaYR03NzcqV65818e6vo7JZCI4OJhz584BsGvXLg4cOICvry8+Pj74+PgQEBBAYmIiBw8evOtjiYiIiGQHLpkdgIiIOE9oaCipqakUKFDAvs0wDNzd3Zk2bdpN63h6ema46NmtuLq6Orw3mUz2BdLi4uKoUaMGCxYsSFcvb968d30sERERkexACbaISA6RmprKvHnzmDhxIs2aNXPY17ZtWxYuXEjZsmXvSyzVq1dn8eLFBAUF4efnd1+OKSIiIpLZNEVcRCSHWL16NVFRUfTu3ZuKFSs6/LRv3/6W08SdrUuXLuTJk4c2bdqwefNmDh8+TFhYGC+//DInTpy4b3GIiIiI3E9KsEVEcojQ0FCaNm2Kv79/un3t27dnx44d7N69+77E4uXlxaZNmyhSpAhPPfUU5cqVo3fv3iQmJmpEW0RERHIsk3GrZ7eIiIiIiIiIyB3RCLaIiIiIiIiIEyjBFhEREREREXECJdgiIiIiIiIiTqAEW0RERERERMQJlGCLiIiIiIiIOIESbBEREREREREnUIItIiIiIiIi4gRKsEVEREREREScQAm2iIiIiIiIiBMowRYRERERERFxAiXYIiIiIiIiIk6gBFtERERERETECf4fm2Ifza49dc8AAAAASUVORK5CYII=", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "df_ba = df[df['mentioned_airlines'].apply(lambda x: 'British_Airways' in x) | df['user_mentions'].apply(lambda x: '18332190' in x)]\n", "\n", @@ -806,961 +754,9 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/_1/64lzdpgn2472v4xdvl_3y1l40000gn/T/ipykernel_38022/2574758610.py:18: UserWarning:\n", - "\n", - "pandas only supports SQLAlchemy connectable (engine/connection) or database string URI or sqlite3 DBAPI2 connection. Other DBAPI2 objects are not tested. Please consider using SQLAlchemy.\n", - "\n" - ] - }, - { - "data": { - "application/vnd.plotly.v1+json": { - "config": { - "plotlyServerURL": "https://plot.ly" - }, - "data": [ - { - "link": { - "color": [ - "rgba(214, 39, 40, 0.4)", - "rgba(214, 39, 40, 0.4)", - "rgba(255, 165, 0, 0.4)", - "rgba(255, 165, 0, 0.4)", - "rgba(214, 39, 40, 0.4)", - "rgba(44, 160, 44, 0.4)", - "rgba(255, 165, 0, 0.4)", - "rgba(44, 160, 44, 0.4)", - "rgba(44, 160, 44, 0.4)" - ], - "customdata": [ - "negative to negative: 1078 (62.75%)", - "negative to neutral: 320 (18.63%)", - "neutral to negative: 140 (8.15%)", - "neutral to neutral: 61 (3.55%)", - "negative to positive: 60 (3.49%)", - "positive to negative: 24 (1.4%)", - "neutral to positive: 20 (1.16%)", - "positive to neutral: 9 (0.52%)", - "positive to positive: 6 (0.35%)" - ], - "hovertemplate": "%{customdata}", - "label": [ - "negative to negative: 1078 (62.75%)", - "negative to neutral: 320 (18.63%)", - "neutral to negative: 140 (8.15%)", - "neutral to neutral: 61 (3.55%)", - 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"gridcolor": "white", - "linecolor": "white", - "ticks": "" - } - }, - "title": { - "x": 0.05 - }, - "xaxis": { - "automargin": true, - "gridcolor": "white", - "linecolor": "white", - "ticks": "", - "title": { - "standoff": 15 - }, - "zerolinecolor": "white", - "zerolinewidth": 2 - }, - "yaxis": { - "automargin": true, - "gridcolor": "white", - "linecolor": "white", - "ticks": "", - "title": { - "standoff": 15 - }, - "zerolinecolor": "white", - "zerolinewidth": 2 - } - } - }, - "title": { - "text": "Sentiment Transition (British Airways)" - }, - "width": 1200 - } - } - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Define the airline user ID\n", "airline_user_id = 18332190\n", @@ -2986,7 +1030,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.1.undefined" + "version": "3.12.3" } }, "nbformat": 4, diff --git a/main.py b/main.py index 7dd0335..ae65864 100644 --- a/main.py +++ b/main.py @@ -15,7 +15,7 @@ data = [Path("data/"+file) for file in os.listdir('data')] data.sort(key=lambda x: x.name) - connection = mysql.connector.connect(host='localhost', user='root', password=config.get('PASSWORD'),database='jbg030', allow_local_infile=True) + connection = mysql.connector.connect(host=config.get('HOST'), user=config.get('USERNAME'), password=config.get('PASSWORD'),database=config.get('DATABASE'), allow_local_infile=True) # with connect(host=config.get('HOST'), user=config.get('USERNAME'), password=config.get('PASSWORD'),database=config.get('DATABASE'), allow_local_infile=True) as connection: while True: diff --git a/preprocess/tweets_gpu_testing.ipynb b/preprocess/tweets_gpu_testing.ipynb index 97f26db..5f2941f 100644 --- a/preprocess/tweets_gpu_testing.ipynb +++ b/preprocess/tweets_gpu_testing.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -32,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -56,7 +56,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -66,63 +66,9 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "RobertaForSequenceClassification(\n", - " (roberta): RobertaModel(\n", - " (embeddings): RobertaEmbeddings(\n", - " (word_embeddings): Embedding(50265, 768, padding_idx=1)\n", - " (position_embeddings): Embedding(514, 768, padding_idx=1)\n", - " (token_type_embeddings): Embedding(1, 768)\n", - " (LayerNorm): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", - " (dropout): Dropout(p=0.1, inplace=False)\n", - " )\n", - " (encoder): RobertaEncoder(\n", - " (layer): ModuleList(\n", - " (0-11): 12 x RobertaLayer(\n", - " (attention): RobertaAttention(\n", - " (self): RobertaSelfAttention(\n", - " (query): Linear(in_features=768, out_features=768, bias=True)\n", - " (key): Linear(in_features=768, out_features=768, bias=True)\n", - " (value): Linear(in_features=768, out_features=768, bias=True)\n", - " (dropout): Dropout(p=0.1, inplace=False)\n", - " )\n", - " (output): RobertaSelfOutput(\n", - " (dense): Linear(in_features=768, out_features=768, bias=True)\n", - " (LayerNorm): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", - " (dropout): Dropout(p=0.1, inplace=False)\n", - " )\n", - " )\n", - " (intermediate): RobertaIntermediate(\n", - " (dense): Linear(in_features=768, out_features=3072, bias=True)\n", - " (intermediate_act_fn): GELUActivation()\n", - " )\n", - " (output): RobertaOutput(\n", - " (dense): Linear(in_features=3072, out_features=768, bias=True)\n", - " (LayerNorm): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n", - " (dropout): Dropout(p=0.1, inplace=False)\n", - " )\n", - " )\n", - " )\n", - " )\n", - " )\n", - " (classifier): RobertaClassificationHead(\n", - " (dense): Linear(in_features=768, out_features=768, bias=True)\n", - " (dropout): Dropout(p=0.1, inplace=False)\n", - " (out_proj): Linear(in_features=768, out_features=3, bias=True)\n", - " )\n", - ")" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "from transformers import AutoModelForSequenceClassification\n", "from transformers import TFAutoModelForSequenceClassification\n", @@ -144,7 +90,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -202,7 +148,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -219,7 +165,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -244,7 +190,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -265,7 +211,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -488,7 +434,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -512,7 +458,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -529,7 +475,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -540,19 +486,9 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/master/anaconda3/envs/jbg030/lib/python3.12/collections/__init__.py:447: RuntimeWarning: coroutine 'csv_adder_tweets' was never awaited\n", - " @classmethod\n", - "RuntimeWarning: Enable tracemalloc to get the object allocation traceback\n" - ] - } - ], + "outputs": [], "source": [ "async def csv_adder_tweets(data, output_file='tweets_dataset_gpu.csv', batch_size=32):\n", " if os.path.exists(output_file) and os.path.getsize(output_file) > 0:\n", diff --git a/sentiment/Load_sentiment_score.ipynb b/sentiment/Load_sentiment_score.ipynb index 3d7a653..cf6856f 100644 --- a/sentiment/Load_sentiment_score.ipynb +++ b/sentiment/Load_sentiment_score.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "817ef5db", "metadata": {}, "outputs": [], @@ -25,19 +25,10 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "976884fb", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/master/anaconda3/envs/jbg030/lib/python3.12/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], + "outputs": [], "source": [ "from transformers import AutoModelForSequenceClassification\n", "from transformers import TFAutoModelForSequenceClassification\n", @@ -55,19 +46,10 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "a64887f3", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "negative\n", - "-0.7785103525966406\n" - ] - } - ], + "outputs": [], "source": [ "label, score = sentiment_score.roberta(\"I work 40 hours a week for me to be this poor\", tokenizer, model, configr)\n", "print(label)\n", @@ -76,21 +58,10 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "id": "41c5415b", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'neg': 0.248, 'neu': 0.752, 'pos': 0.0, 'compound': -0.561}" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "from vaderSentiment.vaderSentiment import SentimentIntensityAnalyzer\n", "\n", @@ -100,7 +71,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "730c4785", "metadata": {}, "outputs": [], @@ -310,22 +281,10 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "ddfb95ff", "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/master/anaconda3/envs/jbg030/lib/python3.12/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n", - "Some weights of the model checkpoint at cardiffnlp/twitter-roberta-base-sentiment-latest were not used when initializing RobertaForSequenceClassification: ['roberta.pooler.dense.bias', 'roberta.pooler.dense.weight']\n", - "- This IS expected if you are initializing RobertaForSequenceClassification from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).\n", - "- This IS NOT expected if you are initializing RobertaForSequenceClassification from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).\n" - ] - } - ], + "outputs": [], "source": [ "from transformers import pipeline\n", "sentiment_task = pipeline(\"sentiment-analysis\", model=\"cardiffnlp/twitter-roberta-base-sentiment-latest\", tokenizer=\"cardiffnlp/twitter-roberta-base-sentiment-latest\")" @@ -333,7 +292,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "id": "810b8c1c", "metadata": {}, "outputs": [], @@ -343,21 +302,10 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "id": "4806a9ae", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[{'label': 'neutral', 'score': 0.6373922228813171}]" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "sentiment_task(text)" ] diff --git a/sentiment/roberta_evaluation.ipynb b/sentiment/roberta_evaluation.ipynb index 42bb674..db36694 100644 --- a/sentiment/roberta_evaluation.ipynb +++ b/sentiment/roberta_evaluation.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -15,20 +15,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'\\n'" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "def check_line_terminators(filename):\n", " with open(filename, 'rb') as f:\n", @@ -46,76 +35,9 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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001467810369Mon Apr 06 22:19:45 PDT 2009NO_QUERY_TheSpecialOne_@switchfoot http://twitpic.com/2y1zl - Awww, t...
101467810672Mon Apr 06 22:19:49 PDT 2009NO_QUERYscotthamiltonis upset that he can't update his Facebook by ...
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sentiment_labeliddatequeryuser_idtext
001467810369Mon Apr 06 22:19:45 PDT 2009NO_QUERY_TheSpecialOne_@switchfoot http://twitpic.com/2y1zl - Awww, t...
101467810672Mon Apr 06 22:19:49 PDT 2009NO_QUERYscotthamiltonis upset that he can't update his Facebook by ...
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" - ], - "text/plain": [ - " sentiment_label id date query \\\n", - "0 0 1467810369 Mon Apr 06 22:19:45 PDT 2009 NO_QUERY \n", - "1 0 1467810672 Mon Apr 06 22:19:49 PDT 2009 NO_QUERY \n", - "\n", - " user_id text \n", - "0 _TheSpecialOne_ @switchfoot http://twitpic.com/2y1zl - Awww, t... \n", - "1 scotthamilton is upset that he can't update his Facebook by ... " - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "df.columns = ['sentiment_label', 'id', 'date', 'query', 'user_id', 'text']\n", "df.head(2)" @@ -204,7 +59,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -213,78 +68,9 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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0negative@switchfoot http://twitpic.com/2y1zl - Awww, t...
1negativeis upset that he can't update his Facebook by ...
2negative@Kenichan I dived many times for the ball. Man...
3negativemy whole body feels itchy and like its on fire
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\n", - "
" - ], - "text/plain": [ - " sentiment_label text\n", - "0 negative @switchfoot http://twitpic.com/2y1zl - Awww, t...\n", - "1 negative is upset that he can't update his Facebook by ...\n", - "2 negative @Kenichan I dived many times for the ball. Man...\n", - "3 negative my whole body feels itchy and like its on fire \n", - "4 negative @nationwideclass no, it's not behaving at all...." - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "lab_to_sentiment = {0:\"negative\", 4:\"positive\"}\n", "def label_decoder(label):\n", @@ -295,30 +81,9 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Sentiment Data Distribution')" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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NNGTIELNm8ODB+uSTT9S9e3c99dRT+uGHH/SXv/zF7ctmFe3tkUceUdeuXfXKK6/o4MGDatWqlVatWqVPP/1UiYmJJeYGcI1UyloSAG46K1asMAYOHGg0b97cCAgIMLy9vY0mTZoYI0aMMHJyckrU//3vfzc6duxo+Pv7G/7+/kbz5s2NhIQEY9++fWZNly5djDvuuKPEsZcv/WQYhvHpp58a4eHhRrVq1dyWjLrScmZvv/222/FXWiLsSstwrVmzxnA4HIbdbjd8fX2Nxo0bG88++6yxdetWtz79/f1L9H/5Ml2GYRgbN240IiIiDG9v7zKXNivutfhVvXp1IygoyOjcubMxefJk49ixYyWOOXnypDFgwACjbt26RkBAgOFwOIy9e/eWuhTXn/70J+N3v/ud4eXl5ba02YYNG4wOHToYfn5+RmhoqLlkna6w/Flp17H45e3tbYSEhBgPPvigMXPmTLclw650nTIzM43HHnvMCA0NNby9vY3Q0FCjb9++xnfffed23JXeC1d6PxWPlbac2V//+lcjOTnZqFevnuHn52fExMQYP/74Y4njp02bZtx6662Gj4+Pce+99xpbt24tMeev9Vbae/rUqVPGqFGjjNDQUKN69epG06ZNjbffftsoKipyq5NkJCQklOjpSsusAbgyD8PgyXgAAABUfTzjCwAAAEsg+AIAAMASCL4AAACwBIIvAAAALIHgCwAAAEsg+AIAAMAS+AMWv6KoqEhHjhxRzZo1b+ifTAUAAED5GIahU6dOKTQ0VJ6ev35Pl+D7K44cOaKwsLDKbgMAAABlOHz4sOrXr/+rNQTfX1GzZk1Jv1xIm81Wyd0AAADgci6XS2FhYWZu+zUE319R/HiDzWYj+AIAAPwXK89jqXy5DQAAAJZA8AUAAIAlEHwBAABgCQRfAAAAWALBFwAAAJZA8AUAAIAlEHwBAABgCRUKvoWFhXr11VfVqFEj+fn5qXHjxnrttddkGIZZYxiGUlJSdMstt8jPz0/R0dHav3+/2zwnTpxQXFycbDabAgMDNWjQIJ0+fdqt5ptvvlGnTp3k6+ursLAwTZ06tUQ/S5YsUfPmzeXr66uWLVvqiy++cBsvTy8AAACwhgoF37feektz587V7Nmz9e233+qtt97S1KlT9e6775o1U6dO1axZszRv3jxt2rRJ/v7+cjgcOn/+vFkTFxen3bt3KyMjQ8uXL9f69es1dOhQc9zlcqlbt25q0KCBsrOz9fbbb2vChAl6//33zZqNGzeqb9++GjRokP71r3+pZ8+e6tmzp3bt2lWhXgAAAGARRgXExMQYAwcOdNv3xBNPGHFxcYZhGEZRUZEREhJivP322+Z4bm6u4ePjY/z1r381DMMw9uzZY0gytmzZYtasWLHC8PDwMP7zn/8YhmEYc+bMMWrVqmXk5+ebNWPGjDGaNWtmbj/11FNGTEyMWy+RkZHG73//+3L3Upa8vDxDkpGXl1euegAAANxYFclrFbrje8899ygzM1PfffedJGnHjh366quv9NBDD0mSDhw4IKfTqejoaPMYu92uyMhIZWVlSZKysrIUGBiotm3bmjXR0dHy9PTUpk2bzJrOnTvL29vbrHE4HNq3b59Onjxp1lx6nuKa4vOUpxcAAABYR7WKFI8dO1Yul0vNmzeXl5eXCgsLNXnyZMXFxUmSnE6nJCk4ONjtuODgYHPM6XSqXr167k1Uq6batWu71TRq1KjEHMVjtWrVktPpLPM8ZfVyufz8fOXn55vbLpfr1y4HAAAAbiIVCr6LFy/Wxx9/rIULF+qOO+7Q9u3blZiYqNDQUMXHx1+vHm+YKVOmaOLEiZXdhhqOTavsFgBcZwffjKnsFioNn3FA1fff+hlXoUcdXnrpJY0dO1axsbFq2bKl+vXrp1GjRmnKlCmSpJCQEElSTk6O23E5OTnmWEhIiI4dO+Y2fvHiRZ04ccKtprQ5Lj3HlWouHS+rl8slJycrLy/PfB0+fLisSwIAAICbRIWC79mzZ+Xp6X6Il5eXioqKJEmNGjVSSEiIMjMzzXGXy6VNmzYpKipKkhQVFaXc3FxlZ2ebNatXr1ZRUZEiIyPNmvXr1+vChQtmTUZGhpo1a6ZatWqZNZeep7im+Dzl6eVyPj4+stlsbi8AAABUDRUKvo888ogmT56stLQ0HTx4UEuXLtU777yjxx9/XJLk4eGhxMREvf766/rss8+0c+dO9e/fX6GhoerZs6ckqUWLFurevbuGDBmizZs3a8OGDRo+fLhiY2MVGhoqSXr66afl7e2tQYMGaffu3Vq0aJFmzpyppKQks5fnn39e6enpmjZtmvbu3asJEyZo69atGj58eLl7AQAAgHVU6Bnfd999V6+++qr+8Ic/6NixYwoNDdXvf/97paSkmDWjR4/WmTNnNHToUOXm5qpjx45KT0+Xr6+vWfPxxx9r+PDheuCBB+Tp6alevXpp1qxZ5rjdbteqVauUkJCgiIgI1a1bVykpKW5r/d5zzz1auHChxo0bp5dffllNmzbVsmXLdOedd1aoFwAAAFiDh2Fc8mfX4MblcslutysvL++GPvbAFz+Aqu+/9YsfNwKfcUDVdyM/4yqS1yr0qAMAAABwsyL4AgAAwBIIvgAAALAEgi8AAAAsgeALAAAASyD4AgAAwBIIvgAAALAEgi8AAAAsgeALAAAASyD4AgAAwBIIvgAAALAEgi8AAAAsgeALAAAASyD4AgAAwBIIvgAAALAEgi8AAAAsgeALAAAASyD4AgAAwBIIvgAAALAEgi8AAAAsgeALAAAASyD4AgAAwBIIvgAAALAEgi8AAAAsgeALAAAASyD4AgAAwBIqFHwbNmwoDw+PEq+EhARJ0vnz55WQkKA6deooICBAvXr1Uk5Ojtschw4dUkxMjGrUqKF69erppZde0sWLF91q1q5dqzZt2sjHx0dNmjRRampqiV7ee+89NWzYUL6+voqMjNTmzZvdxsvTCwAAAKyjQsF3y5YtOnr0qPnKyMiQJD355JOSpFGjRunzzz/XkiVLtG7dOh05ckRPPPGEeXxhYaFiYmJUUFCgjRs3av78+UpNTVVKSopZc+DAAcXExKhr167avn27EhMTNXjwYK1cudKsWbRokZKSkjR+/Hht27ZNrVq1ksPh0LFjx8yasnoBAACAtXgYhmFc7cGJiYlavny59u/fL5fLpaCgIC1cuFC9e/eWJO3du1ctWrRQVlaWOnTooBUrVqhHjx46cuSIgoODJUnz5s3TmDFjdPz4cXl7e2vMmDFKS0vTrl27zPPExsYqNzdX6enpkqTIyEi1a9dOs2fPliQVFRUpLCxMI0aM0NixY5WXl1dmL+Xhcrlkt9uVl5cnm812tZepwhqOTbth5wJQOQ6+GVPZLVQaPuOAqu9GfsZVJK9d9TO+BQUF+stf/qKBAwfKw8ND2dnZunDhgqKjo82a5s2b67bbblNWVpYkKSsrSy1btjRDryQ5HA65XC7t3r3brLl0juKa4jkKCgqUnZ3tVuPp6ano6Gizpjy9AAAAwFqqXe2By5YtU25urp599llJktPplLe3twIDA93qgoOD5XQ6zZpLQ2/xePHYr9W4XC6dO3dOJ0+eVGFhYak1e/fuLXcvpcnPz1d+fr657XK5fuUKAAAA4GZy1Xd8//znP+uhhx5SaGjoteynUk2ZMkV2u918hYWFVXZLAAAAuEauKvj++OOP+vLLLzV48GBzX0hIiAoKCpSbm+tWm5OTo5CQELPm8pUVirfLqrHZbPLz81PdunXl5eVVas2lc5TVS2mSk5OVl5dnvg4fPlzGlQAAAMDN4qqC74cffqh69eopJub/HlyOiIhQ9erVlZmZae7bt2+fDh06pKioKElSVFSUdu7c6bb6QkZGhmw2m8LDw82aS+corimew9vbWxEREW41RUVFyszMNGvK00tpfHx8ZLPZ3F4AAACoGir8jG9RUZE+/PBDxcfHq1q1/zvcbrdr0KBBSkpKUu3atWWz2TRixAhFRUWZqyh069ZN4eHh6tevn6ZOnSqn06lx48YpISFBPj4+kqRhw4Zp9uzZGj16tAYOHKjVq1dr8eLFSkv7v28BJyUlKT4+Xm3btlX79u01Y8YMnTlzRgMGDCh3LwAAALCWCgffL7/8UocOHdLAgQNLjE2fPl2enp7q1auX8vPz5XA4NGfOHHPcy8tLy5cv13PPPaeoqCj5+/srPj5ekyZNMmsaNWqktLQ0jRo1SjNnzlT9+vX1wQcfyOFwmDV9+vTR8ePHlZKSIqfTqdatWys9Pd3tC29l9QIAAABr+U3r+FZ1rOML4HphHV8AVVmVW8cXAAAAuJkQfAEAAGAJBF8AAABYAsEXAAAAlkDwBQAAgCUQfAEAAGAJBF8AAABYAsEXAAAAlkDwBQAAgCUQfAEAAGAJBF8AAABYAsEXAAAAlkDwBQAAgCUQfAEAAGAJBF8AAABYAsEXAAAAlkDwBQAAgCUQfAEAAGAJBF8AAABYAsEXAAAAlkDwBQAAgCUQfAEAAGAJBF8AAABYAsEXAAAAlkDwBQAAgCUQfAEAAGAJFQ6+//nPf/TMM8+oTp068vPzU8uWLbV161Zz3DAMpaSk6JZbbpGfn5+io6O1f/9+tzlOnDihuLg42Ww2BQYGatCgQTp9+rRbzTfffKNOnTrJ19dXYWFhmjp1aolelixZoubNm8vX11ctW7bUF1984TZenl4AAABgDRUKvidPntS9996r6tWra8WKFdqzZ4+mTZumWrVqmTVTp07VrFmzNG/ePG3atEn+/v5yOBw6f/68WRMXF6fdu3crIyNDy5cv1/r16zV06FBz3OVyqVu3bmrQoIGys7P19ttva8KECXr//ffNmo0bN6pv374aNGiQ/vWvf6lnz57q2bOndu3aVaFeAAAAYA0ehmEY5S0eO3asNmzYoH/+85+ljhuGodDQUL3wwgt68cUXJUl5eXkKDg5WamqqYmNj9e233yo8PFxbtmxR27ZtJUnp6el6+OGH9e9//1uhoaGaO3euXnnlFTmdTnl7e5vnXrZsmfbu3StJ6tOnj86cOaPly5eb5+/QoYNat26tefPmlauXsrhcLtntduXl5clms5X3Mv1mDcem3bBzAagcB9+MqewWKg2fcUDVdyM/4yqS1yp0x/ezzz5T27Zt9eSTT6pevXq6++679ac//ckcP3DggJxOp6Kjo819drtdkZGRysrKkiRlZWUpMDDQDL2SFB0dLU9PT23atMms6dy5sxl6JcnhcGjfvn06efKkWXPpeYpris9Tnl4ul5+fL5fL5fYCAABA1VCh4Pu///u/mjt3rpo2baqVK1fqueee08iRIzV//nxJktPplCQFBwe7HRccHGyOOZ1O1atXz228WrVqql27tltNaXNceo4r1Vw6XlYvl5syZYrsdrv5CgsLK+uSAAAA4CZRoeBbVFSkNm3a6I033tDdd9+toUOHasiQIZo3b9716u+GSk5OVl5envk6fPhwZbcEAACAa6RCwfeWW25ReHi4274WLVro0KFDkqSQkBBJUk5OjltNTk6OORYSEqJjx465jV+8eFEnTpxwqyltjkvPcaWaS8fL6uVyPj4+stlsbi8AAABUDRUKvvfee6/27dvntu+7775TgwYNJEmNGjVSSEiIMjMzzXGXy6VNmzYpKipKkhQVFaXc3FxlZ2ebNatXr1ZRUZEiIyPNmvXr1+vChQtmTUZGhpo1a2auIBEVFeV2nuKa4vOUpxcAAABYR4WC76hRo/T111/rjTfe0Pfff6+FCxfq/fffV0JCgiTJw8NDiYmJev311/XZZ59p586d6t+/v0JDQ9WzZ09Jv9wh7t69u4YMGaLNmzdrw4YNGj58uGJjYxUaGipJevrpp+Xt7a1BgwZp9+7dWrRokWbOnKmkpCSzl+eff17p6emaNm2a9u7dqwkTJmjr1q0aPnx4uXsBAACAdVSrSHG7du20dOlSJScna9KkSWrUqJFmzJihuLg4s2b06NE6c+aMhg4dqtzcXHXs2FHp6eny9fU1az7++GMNHz5cDzzwgDw9PdWrVy/NmjXLHLfb7Vq1apUSEhIUERGhunXrKiUlxW2t33vuuUcLFy7UuHHj9PLLL6tp06ZatmyZ7rzzzgr1AgAAAGuo0Dq+VsM6vgCuF9bxBVCVVYl1fAEAAICbFcEXAAAAlkDwBQAAgCUQfAEAAGAJBF8AAABYAsEXAAAAlkDwBQAAgCUQfAEAAGAJBF8AAABYAsEXAAAAlkDwBQAAgCUQfAEAAGAJBF8AAABYAsEXAAAAlkDwBQAAgCUQfAEAAGAJBF8AAABYAsEXAAAAlkDwBQAAgCUQfAEAAGAJBF8AAABYAsEXAAAAlkDwBQAAgCUQfAEAAGAJBF8AAABYQoWC74QJE+Th4eH2at68uTl+/vx5JSQkqE6dOgoICFCvXr2Uk5PjNsehQ4cUExOjGjVqqF69enrppZd08eJFt5q1a9eqTZs28vHxUZMmTZSamlqil/fee08NGzaUr6+vIiMjtXnzZrfx8vQCAAAA66jwHd877rhDR48eNV9fffWVOTZq1Ch9/vnnWrJkidatW6cjR47oiSeeMMcLCwsVExOjgoICbdy4UfPnz1dqaqpSUlLMmgMHDigmJkZdu3bV9u3blZiYqMGDB2vlypVmzaJFi5SUlKTx48dr27ZtatWqlRwOh44dO1buXgAAAGAtHoZhGOUtnjBhgpYtW6bt27eXGMvLy1NQUJAWLlyo3r17S5L27t2rFi1aKCsrSx06dNCKFSvUo0cPHTlyRMHBwZKkefPmacyYMTp+/Li8vb01ZswYpaWladeuXebcsbGxys3NVXp6uiQpMjJS7dq10+zZsyVJRUVFCgsL04gRIzR27Nhy9VIeLpdLdrtdeXl5stls5b1Mv1nDsWk37FwAKsfBN2Mqu4VKw2ccUPXdyM+4iuS1Ct/x3b9/v0JDQ/W73/1OcXFxOnTokCQpOztbFy5cUHR0tFnbvHlz3XbbbcrKypIkZWVlqWXLlmbolSSHwyGXy6Xdu3ebNZfOUVxTPEdBQYGys7Pdajw9PRUdHW3WlKcXAAAAWEu1ihRHRkYqNTVVzZo109GjRzVx4kR16tRJu3btktPplLe3twIDA92OCQ4OltPplCQ5nU630Fs8Xjz2azUul0vnzp3TyZMnVVhYWGrN3r17zTnK6qU0+fn5ys/PN7ddLlcZVwQAAAA3iwoF34ceesj8z3fddZciIyPVoEEDLV68WH5+fte8uRttypQpmjhxYmW3AQAAgOvgNy1nFhgYqNtvv13ff/+9QkJCVFBQoNzcXLeanJwchYSESJJCQkJKrKxQvF1Wjc1mk5+fn+rWrSsvL69Say6do6xeSpOcnKy8vDzzdfjw4fJdCAAAAPzX+03B9/Tp0/rhhx90yy23KCIiQtWrV1dmZqY5vm/fPh06dEhRUVGSpKioKO3cudNt9YWMjAzZbDaFh4ebNZfOUVxTPIe3t7ciIiLcaoqKipSZmWnWlKeX0vj4+Mhms7m9AAAAUDVU6FGHF198UY888ogaNGigI0eOaPz48fLy8lLfvn1lt9s1aNAgJSUlqXbt2rLZbBoxYoSioqLMVRS6deum8PBw9evXT1OnTpXT6dS4ceOUkJAgHx8fSdKwYcM0e/ZsjR49WgMHDtTq1au1ePFipaX937eAk5KSFB8fr7Zt26p9+/aaMWOGzpw5owEDBkhSuXoBAACAtVQo+P773/9W37599fPPPysoKEgdO3bU119/raCgIEnS9OnT5enpqV69eik/P18Oh0Nz5swxj/fy8tLy5cv13HPPKSoqSv7+/oqPj9ekSZPMmkaNGiktLU2jRo3SzJkzVb9+fX3wwQdyOBxmTZ8+fXT8+HGlpKTI6XSqdevWSk9Pd/vCW1m9AAAAwFoqtI6v1bCOL4DrhXV8AVRlVWYdXwAAAOBmRPAFAACAJRB8AQAAYAkEXwAAAFgCwRcAAACWQPAFAACAJRB8AQAAYAkEXwAAAFgCwRcAAACWQPAFAACAJRB8AQAAYAkEXwAAAFgCwRcAAACWQPAFAACAJRB8AQAAYAkEXwAAAFgCwRcAAACWQPAFAACAJRB8AQAAYAkEXwAAAFgCwRcAAACWQPAFAACAJRB8AQAAYAkEXwAAAFgCwRcAAACWQPAFAACAJfym4Pvmm2/Kw8NDiYmJ5r7z588rISFBderUUUBAgHr16qWcnBy34w4dOqSYmBjVqFFD9erV00svvaSLFy+61axdu1Zt2rSRj4+PmjRpotTU1BLnf++999SwYUP5+voqMjJSmzdvdhsvTy8AAACwhqsOvlu2bNH//M//6K677nLbP2rUKH3++edasmSJ1q1bpyNHjuiJJ54wxwsLCxUTE6OCggJt3LhR8+fPV2pqqlJSUsyaAwcOKCYmRl27dtX27duVmJiowYMHa+XKlWbNokWLlJSUpPHjx2vbtm1q1aqVHA6Hjh07Vu5eAAAAYB0ehmEYFT3o9OnTatOmjebMmaPXX39drVu31owZM5SXl6egoCAtXLhQvXv3liTt3btXLVq0UFZWljp06KAVK1aoR48eOnLkiIKDgyVJ8+bN05gxY3T8+HF5e3trzJgxSktL065du8xzxsbGKjc3V+np6ZKkyMhItWvXTrNnz5YkFRUVKSwsTCNGjNDYsWPL1UtZXC6X7Ha78vLyZLPZKnqZrlrDsWk37FwAKsfBN2Mqu4VKw2ccUPXdyM+4iuS1q7rjm5CQoJiYGEVHR7vtz87O1oULF9z2N2/eXLfddpuysrIkSVlZWWrZsqUZeiXJ4XDI5XJp9+7dZs3lczscDnOOgoICZWdnu9V4enoqOjrarClPLwAAALCOahU94G9/+5u2bdumLVu2lBhzOp3y9vZWYGCg2/7g4GA5nU6z5tLQWzxePPZrNS6XS+fOndPJkydVWFhYas3evXvL3cvl8vPzlZ+fb267XK5S6wAAAHDzqdAd38OHD+v555/Xxx9/LF9f3+vVU6WZMmWK7Ha7+QoLC6vslgAAAHCNVCj4Zmdn69ixY2rTpo2qVaumatWqad26dZo1a5aqVaum4OBgFRQUKDc31+24nJwchYSESJJCQkJKrKxQvF1Wjc1mk5+fn+rWrSsvL69Say6do6xeLpecnKy8vDzzdfjw4fJfHAAAAPxXq1DwfeCBB7Rz505t377dfLVt21ZxcXHmf65evboyMzPNY/bt26dDhw4pKipKkhQVFaWdO3e6rb6QkZEhm82m8PBws+bSOYpriufw9vZWRESEW01RUZEyMzPNmoiIiDJ7uZyPj49sNpvbCwAAAFVDhZ7xrVmzpu688063ff7+/qpTp465f9CgQUpKSlLt2rVls9k0YsQIRUVFmasodOvWTeHh4erXr5+mTp0qp9OpcePGKSEhQT4+PpKkYcOGafbs2Ro9erQGDhyo1atXa/HixUpL+79vAiclJSk+Pl5t27ZV+/btNWPGDJ05c0YDBgyQJNnt9jJ7AQAAgHVU+MttZZk+fbo8PT3Vq1cv5efny+FwaM6cOea4l5eXli9frueee05RUVHy9/dXfHy8Jk2aZNY0atRIaWlpGjVqlGbOnKn69evrgw8+kMPhMGv69Omj48ePKyUlRU6nU61bt1Z6errbF97K6gUAAADWcVXr+FoF6/gCuF5YxxdAVVal1vEFAAAAbjYEXwAAAFgCwRcAAACWQPAFAACAJRB8AQAAYAkEXwAAAFgCwRcAAACWQPAFAACAJRB8AQAAYAkEXwAAAFgCwRcAAACWQPAFAACAJRB8AQAAYAkEXwAAAFgCwRcAAACWQPAFAACAJRB8AQAAYAkEXwAAAFgCwRcAAACWQPAFAACAJRB8AQAAYAkEXwAAAFgCwRcAAACWQPAFAACAJRB8AQAAYAkEXwAAAFhChYLv3Llzddddd8lms8lmsykqKkorVqwwx8+fP6+EhATVqVNHAQEB6tWrl3JyctzmOHTokGJiYlSjRg3Vq1dPL730ki5evOhWs3btWrVp00Y+Pj5q0qSJUlNTS/Ty3nvvqWHDhvL19VVkZKQ2b97sNl6eXgAAAGAdFQq+9evX15tvvqns7Gxt3bpV999/vx577DHt3r1bkjRq1Ch9/vnnWrJkidatW6cjR47oiSeeMI8vLCxUTEyMCgoKtHHjRs2fP1+pqalKSUkxaw4cOKCYmBh17dpV27dvV2JiogYPHqyVK1eaNYsWLVJSUpLGjx+vbdu2qVWrVnI4HDp27JhZU1YvAAAAsBYPwzCM3zJB7dq19fbbb6t3794KCgrSwoUL1bt3b0nS3r171aJFC2VlZalDhw5asWKFevTooSNHjig4OFiSNG/ePI0ZM0bHjx+Xt7e3xowZo7S0NO3atcs8R2xsrHJzc5Weni5JioyMVLt27TR79mxJUlFRkcLCwjRixAiNHTtWeXl5ZfZSHi6XS3a7XXl5ebLZbL/lMlVIw7FpN+xcACrHwTdjKruFSsNnHFD13cjPuIrktat+xrewsFB/+9vfdObMGUVFRSk7O1sXLlxQdHS0WdO8eXPddtttysrKkiRlZWWpZcuWZuiVJIfDIZfLZd41zsrKcpujuKZ4joKCAmVnZ7vVeHp6Kjo62qwpTy+lyc/Pl8vlcnsBAACgaqhw8N25c6cCAgLk4+OjYcOGaenSpQoPD5fT6ZS3t7cCAwPd6oODg+V0OiVJTqfTLfQWjxeP/VqNy+XSuXPn9NNPP6mwsLDUmkvnKKuX0kyZMkV2u918hYWFle+iAAAA4L9ehYNvs2bNtH37dm3atEnPPfec4uPjtWfPnuvR2w2XnJysvLw883X48OHKbgkAAADXSLWKHuDt7a0mTZpIkiIiIrRlyxbNnDlTffr0UUFBgXJzc93utObk5CgkJESSFBISUmL1heKVFi6tuXz1hZycHNlsNvn5+cnLy0teXl6l1lw6R1m9lMbHx0c+Pj4VuBoAAAC4WfzmdXyLioqUn5+viIgIVa9eXZmZmebYvn37dOjQIUVFRUmSoqKitHPnTrfVFzIyMmSz2RQeHm7WXDpHcU3xHN7e3oqIiHCrKSoqUmZmpllTnl4AAABgLRW645ucnKyHHnpIt912m06dOqWFCxdq7dq1Wrlypex2uwYNGqSkpCTVrl1bNptNI0aMUFRUlLmKQrdu3RQeHq5+/fpp6tSpcjqdGjdunBISEsw7rcOGDdPs2bM1evRoDRw4UKtXr9bixYuVlvZ/3wJOSkpSfHy82rZtq/bt22vGjBk6c+aMBgwYIEnl6gUAAADWUqHge+zYMfXv319Hjx6V3W7XXXfdpZUrV+rBBx+UJE2fPl2enp7q1auX8vPz5XA4NGfOHPN4Ly8vLV++XM8995yioqLk7++v+Ph4TZo0yaxp1KiR0tLSNGrUKM2cOVP169fXBx98IIfDYdb06dNHx48fV0pKipxOp1q3bq309HS3L7yV1QsAAACs5Tev41uVsY4vgOuFdXwBVGVVbh1fAAAA4GZC8AUAAIAlEHwBAABgCQRfAAAAWALBFwAAAJZA8AUAAIAlEHwBAABgCQRfAAAAWALBFwAAAJZA8AUAAIAlEHwBAABgCQRfAAAAWALBFwAAAJZA8AUAAIAlEHwBAABgCQRfAAAAWALBFwAAAJZA8AUAAIAlEHwBAABgCQRfAAAAWALBFwAAAJZA8AUAAIAlEHwBAABgCQRfAAAAWALBFwAAAJZQoeA7ZcoUtWvXTjVr1lS9evXUs2dP7du3z63m/PnzSkhIUJ06dRQQEKBevXopJyfHrebQoUOKiYlRjRo1VK9ePb300ku6ePGiW83atWvVpk0b+fj4qEmTJkpNTS3Rz3vvvaeGDRvK19dXkZGR2rx5c4V7AQAAgDVUKPiuW7dOCQkJ+vrrr5WRkaELFy6oW7duOnPmjFkzatQoff7551qyZInWrVunI0eO6IknnjDHCwsLFRMTo4KCAm3cuFHz589XamqqUlJSzJoDBw4oJiZGXbt21fbt25WYmKjBgwdr5cqVZs2iRYuUlJSk8ePHa9u2bWrVqpUcDoeOHTtW7l4AAABgHR6GYRhXe/Dx48dVr149rVu3Tp07d1ZeXp6CgoK0cOFC9e7dW5K0d+9etWjRQllZWerQoYNWrFihHj166MiRIwoODpYkzZs3T2PGjNHx48fl7e2tMWPGKC0tTbt27TLPFRsbq9zcXKWnp0uSIiMj1a5dO82ePVuSVFRUpLCwMI0YMUJjx44tVy9lcblcstvtysvLk81mu9rLVGENx6bdsHMBqBwH34yp7BYqDZ9xQNV3Iz/jKpLXftMzvnl5eZKk2rVrS5Kys7N14cIFRUdHmzXNmzfXbbfdpqysLElSVlaWWrZsaYZeSXI4HHK5XNq9e7dZc+kcxTXFcxQUFCg7O9utxtPTU9HR0WZNeXoBAACAdVS72gOLioqUmJioe++9V3feeackyel0ytvbW4GBgW61wcHBcjqdZs2lobd4vHjs12pcLpfOnTunkydPqrCwsNSavXv3lruXy+Xn5ys/P9/cdrlcZV0GAAAA3CSu+o5vQkKCdu3apb/97W/Xsp9KNWXKFNntdvMVFhZW2S0BAADgGrmq4Dt8+HAtX75ca9asUf369c39ISEhKigoUG5urlt9Tk6OQkJCzJrLV1Yo3i6rxmazyc/PT3Xr1pWXl1epNZfOUVYvl0tOTlZeXp75Onz4cDmuBgAAAG4GFQq+hmFo+PDhWrp0qVavXq1GjRq5jUdERKh69erKzMw09+3bt0+HDh1SVFSUJCkqKko7d+50W30hIyNDNptN4eHhZs2lcxTXFM/h7e2tiIgIt5qioiJlZmaaNeXp5XI+Pj6y2WxuLwAAAFQNFXrGNyEhQQsXLtSnn36qmjVrms/K2u12+fn5yW63a9CgQUpKSlLt2rVls9k0YsQIRUVFmasodOvWTeHh4erXr5+mTp0qp9OpcePGKSEhQT4+PpKkYcOGafbs2Ro9erQGDhyo1atXa/HixUpL+79vAiclJSk+Pl5t27ZV+/btNWPGDJ05c0YDBgwweyqrFwAAAFhHhYLv3LlzJUn33Xef2/4PP/xQzz77rCRp+vTp8vT0VK9evZSfny+Hw6E5c+aYtV5eXlq+fLmee+45RUVFyd/fX/Hx8Zo0aZJZ06hRI6WlpWnUqFGaOXOm6tevrw8++EAOh8Os6dOnj44fP66UlBQ5nU61bt1a6enpbl94K6sXAAAAWMdvWse3qmMdXwDXC+v4AqjKquQ6vgAAAMDNguALAAAASyD4AgAAwBIIvgAAALAEgi8AAAAsgeALAAAASyD4AgAAwBIIvgAAALAEgi8AAAAsgeALAAAASyD4AgAAwBIIvgAAALAEgi8AAAAsgeALAAAASyD4AgAAwBIIvgAAALAEgi8AAAAsgeALAAAASyD4AgAAwBIIvgAAALAEgi8AAAAsgeALAAAASyD4AgAAwBIIvgAAALAEgi8AAAAsgeALAAAAS6hw8F2/fr0eeeQRhYaGysPDQ8uWLXMbNwxDKSkpuuWWW+Tn56fo6Gjt37/frebEiROKi4uTzWZTYGCgBg0apNOnT7vVfPPNN+rUqZN8fX0VFhamqVOnluhlyZIlat68uXx9fdWyZUt98cUXFe4FAAAA1lDh4HvmzBm1atVK7733XqnjU6dO1axZszRv3jxt2rRJ/v7+cjgcOn/+vFkTFxen3bt3KyMjQ8uXL9f69es1dOhQc9zlcqlbt25q0KCBsrOz9fbbb2vChAl6//33zZqNGzeqb9++GjRokP71r3+pZ8+e6tmzp3bt2lWhXgAAAGANHoZhGFd9sIeHli5dqp49e0r65Q5raGioXnjhBb344ouSpLy8PAUHBys1NVWxsbH69ttvFR4eri1btqht27aSpPT0dD388MP697//rdDQUM2dO1evvPKKnE6nvL29JUljx47VsmXLtHfvXklSnz59dObMGS1fvtzsp0OHDmrdurXmzZtXrl7K4nK5ZLfblZeXJ5vNdrWXqcIajk27YecCUDkOvhlT2S1UGj7jgKrvRn7GVSSvXdNnfA8cOCCn06no6Ghzn91uV2RkpLKysiRJWVlZCgwMNEOvJEVHR8vT01ObNm0yazp37myGXklyOBzat2+fTp48adZcep7imuLzlKcXAAAAWEe1azmZ0+mUJAUHB7vtDw4ONsecTqfq1avn3kS1aqpdu7ZbTaNGjUrMUTxWq1YtOZ3OMs9TVi+Xy8/PV35+vrntcrnK+IkBAABws2BVh0tMmTJFdrvdfIWFhVV2SwAAALhGrmnwDQkJkSTl5OS47c/JyTHHQkJCdOzYMbfxixcv6sSJE241pc1x6TmuVHPpeFm9XC45OVl5eXnm6/Dhw+X4qQEAAHAzuKbBt1GjRgoJCVFmZqa5z+VyadOmTYqKipIkRUVFKTc3V9nZ2WbN6tWrVVRUpMjISLNm/fr1unDhglmTkZGhZs2aqVatWmbNpecprik+T3l6uZyPj49sNpvbCwAAAFVDhYPv6dOntX37dm3fvl3SL18i2759uw4dOiQPDw8lJibq9ddf12effaadO3eqf//+Cg0NNVd+aNGihbp3764hQ4Zo8+bN2rBhg4YPH67Y2FiFhoZKkp5++ml5e3tr0KBB2r17txYtWqSZM2cqKSnJ7OP5559Xenq6pk2bpr1792rChAnaunWrhg8fLknl6gUAAADWUeEvt23dulVdu3Y1t4vDaHx8vFJTUzV69GidOXNGQ4cOVW5urjp27Kj09HT5+vqax3z88ccaPny4HnjgAXl6eqpXr16aNWuWOW6327Vq1SolJCQoIiJCdevWVUpKittav/fcc48WLlyocePG6eWXX1bTpk21bNky3XnnnWZNeXoBAACANfymdXyrOtbxBXC9sI4vgKrMEuv4AgAAAP+tCL4AAACwBIIvAAAALIHgCwAAAEsg+AIAAMASCL4AAACwBIIvAAAALIH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sentiment_labeltextroberta_labelroberta_score
78234negative@DJSMOOK is everyone still there? Am I still a...negative-0.611072
350046negativei watched the finale of life with derek. i fee...positive0.025670
139830negativeLife... YOU SUCK!negative-0.896332
1269037positiveFreebie: Head to On The Border restaurants for...positive0.641683
869339positiveHad so much fun singstaring! Thanks Leahpositive0.981655
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" - ], - "text/plain": [ - " sentiment_label text \\\n", - "78234 negative @DJSMOOK is everyone still there? Am I still a... \n", - "350046 negative i watched the finale of life with derek. i fee... \n", - "139830 negative Life... YOU SUCK! \n", - "1269037 positive Freebie: Head to On The Border restaurants for... \n", - "869339 positive Had so much fun singstaring! Thanks Leah \n", - "\n", - " roberta_label roberta_score \n", - "78234 negative -0.611072 \n", - "350046 positive 0.025670 \n", - "139830 negative -0.896332 \n", - "1269037 positive 0.641683 \n", - "869339 positive 0.981655 " - ] - }, - "execution_count": 101, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "print(len(df0))\n", "df0.head()" @@ -536,25 +198,9 @@ }, { "cell_type": "code", - "execution_count": 102, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Precision for each class: {'positive': 0.7815602836879433, 'neutral': 0.0, 'negative': 0.8709677419354839}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/master/anaconda3/envs/jbg030/lib/python3.12/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", - " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n" - ] - } - ], + "outputs": [], "source": [ "from sklearn.metrics import precision_score\n", "\n", @@ -754,18 +400,9 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[nltk_data] Downloading package wordnet to /Users/master/nltk_data...\n", - "[nltk_data] Package wordnet is already up-to-date!\n" - ] - } - ], + "outputs": [], "source": [ "import nltk\n", "nltk.download('wordnet')\n", @@ -800,7 +437,7 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -844,7 +481,7 @@ }, { "cell_type": "code", - "execution_count": 94, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -856,17 +493,9 @@ }, { "cell_type": "code", - "execution_count": 95, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Processed 1040/1600000 texts\r" - ] - } - ], + "outputs": [], "source": [ "counter1 = 0\n", "\n", @@ -886,104 +515,9 @@ }, { "cell_type": "code", - "execution_count": 96, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1040\n" - ] - }, - { - "data": { - "text/html": [ - "
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sentiment_labeltextroberta_labelroberta_score
78234negative@DJSMOOK is everyone still there? Am I still a...negative-0.892945
350046negativei watched the finale of life with derek. i fee...negative-0.679009
139830negativeLife... YOU SUCK!negative-0.915433
1269037positiveFreebie: Head to On The Border restaurants for...positive0.532857
869339positiveHad so much fun singstaring! Thanks Leahpositive0.983781
\n", - "
" - ], - "text/plain": [ - " sentiment_label text \\\n", - "78234 negative @DJSMOOK is everyone still there? Am I still a... \n", - "350046 negative i watched the finale of life with derek. i fee... \n", - "139830 negative Life... YOU SUCK! \n", - "1269037 positive Freebie: Head to On The Border restaurants for... \n", - "869339 positive Had so much fun singstaring! Thanks Leah \n", - "\n", - " roberta_label roberta_score \n", - "78234 negative -0.892945 \n", - "350046 negative -0.679009 \n", - "139830 negative -0.915433 \n", - "1269037 positive 0.532857 \n", - "869339 positive 0.983781 " - ] - }, - "execution_count": 96, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "print(len(df1))\n", "df1.head()" @@ -991,25 +525,9 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Precision for each class: {'positive': 0.7768166089965398, 'neutral': 0.0, 'negative': 0.841991341991342}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/master/anaconda3/envs/jbg030/lib/python3.12/site-packages/sklearn/metrics/_classification.py:1517: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", - " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n" - ] - } - ], + "outputs": [], "source": [ "from sklearn.metrics import precision_score\n", "\n", diff --git a/sentiment/sentiment_analysis.ipynb b/sentiment/sentiment_analysis.ipynb index 1ec1828..c261383 100644 --- a/sentiment/sentiment_analysis.ipynb +++ b/sentiment/sentiment_analysis.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -39,28 +39,23 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "connection = mysql.connector.connect(host='localhost', user='root', password=config.get('PASSWORD'),database='jbg030', allow_local_infile=True)\n", - "cursor = connection.cursor()" + "connection = mysql.connector.connect(\n", + " host=config.get('HOST'),\n", + " user=config.get('USERNAME'),\n", + " password=config.get('PASSWORD'),\n", + " database=config.get('DATABASE')\n", + ")cursor = connection.cursor()" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Text fetched.\n", - "Total number of rows in table: 632264\n" - ] - } - ], + "outputs": [], "source": [ "query = \"\"\"SELECT text, user_id, mentioned_airlines, user_mentions, label, timestamp_ms, baggage, money, staff, delay_and_cancellation\n", " FROM tweets\n", @@ -85,7 +80,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -100,20 +95,9 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": null, "metadata": {}, - "outputs": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "df['AirFrance'] = df['mentioned_airlines'].apply(lambda x: 'AirFrance' in x) | df['user_mentions'].apply(lambda x: '106062176' in x)\n", "df['Lufthansa'] = df['mentioned_airlines'].apply(lambda x: 'Lufthansa' in x) | df['user_mentions'].apply(lambda x: '124476322' in x)\n", @@ -170,20 +154,9 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "df['AirFrance'] = df['mentioned_airlines'].apply(lambda x: 'AirFrance' in x) | df['user_mentions'].apply(lambda x: '106062176' in x)\n", "df['Lufthansa'] = df['mentioned_airlines'].apply(lambda x: 'Lufthansa' in x) | df['user_mentions'].apply(lambda x: '124476322' in x)\n", @@ -234,31 +207,9 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/j7/5c4q135n1d7848nc4qdb9q5h0000gn/T/ipykernel_51188/2656761560.py:4: FutureWarning: \n", - "\n", - "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", - "\n", - " ax = sns.barplot(x=sentiment_counts.index, y=sentiment_counts.values, palette='Blues')\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "sentiment_counts = df['label'].value_counts()\n", "\n", @@ -283,46 +234,9 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/j7/5c4q135n1d7848nc4qdb9q5h0000gn/T/ipykernel_51188/4185868438.py:15: FutureWarning: \n", - "\n", - "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", - "\n", - " sns.barplot(x=sentiment_counts.index, y=sentiment_counts.values, palette='Blues', ax=ax)\n", - "/var/folders/j7/5c4q135n1d7848nc4qdb9q5h0000gn/T/ipykernel_51188/4185868438.py:15: FutureWarning: \n", - "\n", - "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", - "\n", - " sns.barplot(x=sentiment_counts.index, y=sentiment_counts.values, palette='Blues', ax=ax)\n", - "/var/folders/j7/5c4q135n1d7848nc4qdb9q5h0000gn/T/ipykernel_51188/4185868438.py:15: FutureWarning: \n", - "\n", - "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", - "\n", - " sns.barplot(x=sentiment_counts.index, y=sentiment_counts.values, palette='Blues', ax=ax)\n", - "/var/folders/j7/5c4q135n1d7848nc4qdb9q5h0000gn/T/ipykernel_51188/4185868438.py:15: FutureWarning: \n", - "\n", - "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", - "\n", - " sns.barplot(x=sentiment_counts.index, y=sentiment_counts.values, palette='Blues', ax=ax)\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "df_ba = df[df['mentioned_airlines'].apply(lambda x: 'British_Airways' in x) | df['user_mentions'].apply(lambda x: '18332190' in x)]\n", "\n", @@ -359,46 +273,9 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/j7/5c4q135n1d7848nc4qdb9q5h0000gn/T/ipykernel_51188/3581145005.py:15: FutureWarning: \n", - "\n", - "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", - "\n", - " sns.barplot(x=sentiment_counts.index, y=sentiment_counts.values, palette='Blues', ax=ax)\n", - "/var/folders/j7/5c4q135n1d7848nc4qdb9q5h0000gn/T/ipykernel_51188/3581145005.py:15: FutureWarning: \n", - "\n", - "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", - "\n", - " sns.barplot(x=sentiment_counts.index, y=sentiment_counts.values, palette='Blues', ax=ax)\n", - "/var/folders/j7/5c4q135n1d7848nc4qdb9q5h0000gn/T/ipykernel_51188/3581145005.py:15: FutureWarning: \n", - "\n", - "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", - "\n", - " sns.barplot(x=sentiment_counts.index, y=sentiment_counts.values, palette='Blues', ax=ax)\n", - "/var/folders/j7/5c4q135n1d7848nc4qdb9q5h0000gn/T/ipykernel_51188/3581145005.py:15: FutureWarning: \n", - "\n", - "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", - "\n", - " sns.barplot(x=sentiment_counts.index, y=sentiment_counts.values, palette='Blues', ax=ax)\n" - ] - }, - { - "data": { - "image/png": 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ff5yPPvoozz33XLF9Va0Ly6/sdvfddxev1rZ48eLcfvvtSSr/vrS+rM8AtZk8DlSV9e07n0wO6xd5XB4HWN/J40BVWd++88njsP6RyWVygPWdTA5UhfXt+548DusfeVwex8ZyWCcqC8QLFy7Mp59+muS/Vypa/r+fvyJRRZbXV3SFo2bNmuWYY47JzTffnLfeeivvvfdeLr300jRu3LjMVeHWpeUfKm+//XbxQ+6OO+7IokWL0qFDh/Tv379cn86dOydJJk2atO4mClRoTX8el1/pqbIrE82cOfNLjb26Jk+enH/+859Jkttvvz2HHHJI2rZtW6bNRx99tE7mAvzXmqwzHTp0KD5ffjW0iqzoe9mzzz6bSZMmpV69ennwwQfTv3//clevWxfrwiGHHJImTZpk1qxZuf/++5MkI0aMyJQpU9KgQYMceeSR5fr4vgSwYvL4MvI4rP9kcqAqyePyOMDaJo8vI4/D+k8eB6qaTC6TA6xtMvkyMjms3+RxoKrJ4/I4NpbDOvHkk0+u8AohTz/9dBYvXpwk2WGHHcr875gxY1b4hXXGjBkZM2ZMkmTHHXdc6Ry6du2an/70p/nxj3+cJHn00UdXef6lpcuWijW9yslmm22WnXfeOcl/rwC3/H+PPPLI4hf4z9t1112TJI899lilX+yBqrf85/GFF17Ihx9+uNr927Rpk2RZQF6R559/foV1a2st+uIctttuuwrbPPbYY2t8HGD1rMk6s9122xWv+lbZ1WBXVLd8XejQoUO6du1aYZvK1oW1tUa1aNEiBx10UJLy35f69++f9u3bl+uzpuszQG0mjy8jj8P6TyYHqpI8Lo8DrG3y+DLyOKz/5HGgqsnkMjnA2iaTLyOTw/pNHgeqmjwuj2NjOawT7777bm655ZZy5UuXLs3FF1+cJNlqq63Su3fvJMnBBx+c+vXrZ8GCBbn00ksrHPPiiy/OwoUL06BBgxx88MHF8oULF1Y6lyZNmiT57wfJqmjZsmWSZb8YWFPHHntskmVXfXvttdeKV4FbXv5FJ554YurXr59PPvkkgwYNqnTszz77LHPmzFnjOQIVO/TQQ9O6dessWrQo55xzTqVfRJcuXVpuzfjKV76SJBk9enSFQf3111/Pvffeu8Ix1+Za1KpVq+Lzl19+uVz97Nmz8//+3/9b4+MAq2dN1pm2bdtmzz33TJL85je/yWeffVauz1NPPZWnn366wvGWrwsff/xxPv7443L17733Xq666qoVzqcqvi+NGDEib7/9dvEqcCv6vrSm6zNAbSaP/5c8Dus3mRyoSvL4MvI4wNojj/+XPA7rN3kcqGoy+TIyOcDaI5P/l0wO6y95HKhq8vgy8njdZmM5rAOtWrXKaaedlj/+8Y/FK5hNnjw5Rx55ZJ544okkKfNlsGvXrvnhD3+YJPnVr36VQYMGFRfTGTNm5Be/+EUuu+yyJMk555yTDTbYoNj30ksvTf/+/fPnP/857733XrF84cKFufPOO4v99t9//1We/zbbbJMkee211/LPf/5zdU+/jMMPPzwNGzbMp59+muOPPz7Jsl9QbL/99hW233TTTfOLX/wiSfLrX/86xx57bMaOHVusX7x4cV566aVceOGF2WyzzfLSSy+t0fyAFWvdunWuvPLKJMlf//rX7L///nn++eezdOnSJMu++L3++uv5zW9+k6233joPPvhgmf4DBgxI8+bNs2jRohx22GF58803kySLFi3K/fffn7333jvNmjVb4fGXr0VPP/103njjjTU6ly233DIbb7xxkmW/DHzhhReKdc8++2z69u2b6dOnr9ExgNW3puvMkCFDUlJSkrFjx+bb3/523n777STLvi/ce++9Ofjgg4tXovyi3XbbLc2aNUuhUMhhhx2Wt956K0myZMmSPPLII+nbt2/x6nIVWb5GzZo1K3feeecavQ/77LNPOnfunMWLF+eoo47K/Pnz06ZNmxxwwAEVtl/T9w2gNpPH/0seh/WbTA5UJXl8GXkcYO2Rx/9LHof1mzwOVDWZfBmZHGDtkcn/SyaH9Zc8DlQ1eXwZebyOKwBVZo899igkKZx33nmF3XbbrZCk0KBBg0KbNm0KSYqP888/v1zfhQsXFg477LBim9LS0kKbNm0KpaWlxbIjjzyy8Nlnn5XpN2jQoDJjN2nSpNC2bdtCSUlJsWzLLbcsfPjhh2X6DR06tJCk0K1bt3JzWbRoUaFXr17F/m3atCl069at0K1bt8Jdd91VbHfccccVkhSOO+64St+X73znO2XmeMkll1TafunSpYVf/OIXZc6hSZMmhXbt2hXq1atXZqxnnnmm0rGA/65NgwYNWmGb5WvJHnvsUa7u97//faFhw4bFn7tGjRoV2rVrV2jQoEGZn8dbb721XN8bbrihzM9yixYtimN9/etfL1xzzTUrXIumTZtW6NChQ7Fv+/bti2vRs88+W2zXrVu3QpLC0KFDK30fhg8fXqhfv35xvKZNmxaaNm1aSFJo1qxZ4bHHHivWPfHEE2X6TpgwoVg3YcKESo8DdVF1rjNXXHFFmTatW7cuNGrUqJCksM022xTre/XqVeFxP9+3efPmhcaNGxfXnAceeKDSn/299tqrzPq2fI264oorVum8P++cc84pM5dTTjml0vZr+r4B1DbyeMXkcah+MvkyMjlUDXlcHgeobvJ4xeRxqH7y+DLyOFQdmVwmB6huMnnFZHKoXvL4MvI4VB15XB7ny3PHclgHGjZsmMcffzwXX3xxevXqlYULF6ZVq1bZa6+98re//S2//OUvK+xzxx135O67707//v3Trl27zJ49O+3atUv//v1z77335i9/+UsaNGhQpt/JJ5+c66+/PkceeWS22WabNG3aNLNmzUqbNm2y++6758orr8yLL76Yzp07r/L869evn8cffzzf+9730qNHj8ydOzeTJk3KpEmTMmfOnNV+P4499tji89LS0hx99NGVti8pKcmFF16YV155Jaeffnq23HLL1KtXLzNnzkybNm2yyy675Cc/+Un++c9/Ztddd13t+QCr59RTT82bb76Zc889N1/5ylfSqFGjzJgxI82bN88OO+yQM888M48++miOPPLIcn1POumk/O1vf8s3v/nNtGzZMosXL07Pnj3zq1/9Kk8++WSlV39r06ZNnnrqqRxxxBHp2rVrZs6cWVyLll9Zc3UccMABeeqpp7L//vundevWWbx4cdq3b58TTjghL7zwQvbaa6/VHhNYO9ZknfnRj36UkSNH5lvf+lbatGmTBQsWpHv37jn//PPz3HPPpVAoJFl2xbSKjvu3v/0tffv2TfPmzbN48eJ07do1Z555Zl5++eX07t270nnffffdOfvss9OzZ88sWrSouEYtv4rv6vj896WKXldkTd43gNpKHi9LHof1n0wOVCV5XB4HWFvk8bLkcVj/yeNAVZPJZXKAtUUmL0smh/WbPA5UNXlcHq/LSgrL/18KrHV9+/bNk08+mUGDBmXw4MHVPR0AgDrvu9/9bv7yl7/kxBNPzI033ljd0wGgisjjAAA1izwOUDfI4wAANY9MDlA3yOQAADWLPE5N547lAABAnfDWW2/l3nvvTZL069evmmcDAAAAdYM8DgAAANVDJgcAAIB1Tx5nfWBjOQAAUGtccMEFueaaa/Luu+9m6dKlSZK5c+fmjjvuyJ577pkFCxZkiy22yEEHHVS9EwUAAIBaRB4HAACA6iGTAwAAwLonj7O+q1/dEwAAAFhbXnnlldx///0588wz06BBg7Ro0SIzZswoBvauXbvmrrvuSoMGDap5pgAAAFB7yOMAAABQPWRyAAAAWPfkcdZ3NpYDAAC1xtlnn50uXbrkn//8Zz788MNMmzYtLVq0SM+ePXPAAQfkjDPOSNu2bat7mgAAAFCryOMAAABQPWRyAAAAWPfkcdZ3JYVCoVDdkwAAAAAAAAAAAAAAAAAAAKDqlFb3BAAAAAAAAAAAAAAAAAAAAKhaNpYDAAAAAAAAAAAAAAAAAADUcjaWAwAAAAAAAAAAAAAAAAAA1HI2lgMAAAAAAAAAAAAAAAAAANRyNpYDAAAAAAAAAAAAAAAAAADUcjaWAwDVauTIkSkpKUlJSUlGjhxZ3dMBAACAOkEeBwAAgOohkwMAAMC6J48DwH/Vr+4JAABlzZ07N3/+85/zwAMP5OWXX86nn36aQqGQli1bpnv37undu3d23nnn9OvXLxtttFF1TxcAAABqBXkcAAAAqodMDgAAAOuePA4AdZc7lgNADfLss89mq622ymmnnZaHH344H3zwQRYuXJjPPvssn3zyScaMGZOhQ4fm5JNPzo477ljd012hiRMnFq/odvPNN1f3dNZLffv2TUlJSfr27VvdUwEAAKj15HGWk8cBAADWLZmc5WRyAACAdUceZzl5HKBucsdyAKgh3nrrrey3336ZPXt2kuTb3/52DjnkkPTs2TMNGzbMJ598kpdffjmPPvponnjiiWqe7drTt2/fFAqF6p4GAAAAdZQ8DgAAANVDJgcAAIB1Tx4HAGwsB4Aa4n//93+LAX3o0KE5/vjjy7XZZ599cu6552bq1Km588471/EMAQAAoPaRxwEAAKB6yOQAAACw7snjAEBpdU8AAEiWLFmSv/3tb0mSHXbYocKA/nkdOnTID37wg3UwMwAAAKi95HEAAACoHjI5AAAArHvyOACQ2FgOADXC1KlTM3/+/CTJZptttsbjLViwINdcc0322muvdO7cOQ0bNkzHjh2z995758Ybb8zixYtX2Ld79+4pKSkp/qLgzTffzPe///107949jRo1SqdOnTJw4MA899xzFfYvKSlJjx49iq9POOGElJSUlHkMHjy4WD9y5Mhi+ciRI8uNd/zxx6ekpCTdu3dPknz00Uc599xz07NnzzRt2jRdu3bNYYcdltdee61Mv4kTJ+ass85Kz54906RJk3Tq1Cnf/e53M27cuFV6D5944okcd9xx2WSTTdK0adO0bNk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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "df_ba = df[df['mentioned_airlines'].apply(lambda x: 'AirFrance' in x) | df['user_mentions'].apply(lambda x: '106062176' in x)]\n", "\n", @@ -435,46 +312,9 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/j7/5c4q135n1d7848nc4qdb9q5h0000gn/T/ipykernel_51188/4005862587.py:15: FutureWarning: \n", - "\n", - "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", - "\n", - " sns.barplot(x=sentiment_counts.index, y=sentiment_counts.values, palette='Blues', ax=ax)\n", - "/var/folders/j7/5c4q135n1d7848nc4qdb9q5h0000gn/T/ipykernel_51188/4005862587.py:15: FutureWarning: \n", - "\n", - "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", - "\n", - " sns.barplot(x=sentiment_counts.index, y=sentiment_counts.values, palette='Blues', ax=ax)\n", - "/var/folders/j7/5c4q135n1d7848nc4qdb9q5h0000gn/T/ipykernel_51188/4005862587.py:15: FutureWarning: \n", - "\n", - "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", - "\n", - " sns.barplot(x=sentiment_counts.index, y=sentiment_counts.values, palette='Blues', ax=ax)\n", - "/var/folders/j7/5c4q135n1d7848nc4qdb9q5h0000gn/T/ipykernel_51188/4005862587.py:15: FutureWarning: \n", - "\n", - "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", - "\n", - " sns.barplot(x=sentiment_counts.index, y=sentiment_counts.values, palette='Blues', ax=ax)\n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "df_ba = df[df['mentioned_airlines'].apply(lambda x: 'KLM' in x) | df['user_mentions'].apply(lambda x: '56377143' in x)]\n", "\n", @@ -511,46 +351,9 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/j7/5c4q135n1d7848nc4qdb9q5h0000gn/T/ipykernel_51188/1780128072.py:15: FutureWarning: \n", - "\n", - "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", - "\n", - " sns.barplot(x=sentiment_counts.index, y=sentiment_counts.values, palette='Blues', ax=ax)\n", - "/var/folders/j7/5c4q135n1d7848nc4qdb9q5h0000gn/T/ipykernel_51188/1780128072.py:15: FutureWarning: \n", - "\n", - "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", - "\n", - " sns.barplot(x=sentiment_counts.index, y=sentiment_counts.values, palette='Blues', ax=ax)\n", - "/var/folders/j7/5c4q135n1d7848nc4qdb9q5h0000gn/T/ipykernel_51188/1780128072.py:15: FutureWarning: \n", - "\n", - "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", - "\n", - " sns.barplot(x=sentiment_counts.index, y=sentiment_counts.values, palette='Blues', ax=ax)\n", - "/var/folders/j7/5c4q135n1d7848nc4qdb9q5h0000gn/T/ipykernel_51188/1780128072.py:15: FutureWarning: \n", - "\n", - "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", - "\n", - " sns.barplot(x=sentiment_counts.index, y=sentiment_counts.values, palette='Blues', ax=ax)\n" - ] - }, - { - "data": { - "image/png": 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X2Wy2u3bw4MHy9fVVdna2Vq1a5cjbAAAAAADgvkZ9DgDA/alq1apas2aNNm3apNdff10PPvigvLy8ZDQaFRgYqD59+iguLk7bt29XQEBAifu8/fbbiomJ0csvv6wWLVrI399fbm5u8vX1VXBwsPr3768VK1bo4MGDZWoql+w/rXzkyJFycnLo1xQAANxTqM8BAAAAAHAMamwAAAAAABzHYX+xdeLECY0cOVKS9Mwzz+jIkSM6d+5cievd3NzUs2dPmc1mbdy40VG3AQAAAADAfY36HACAymPbtm0ym81WR2Bg4A1znTp10sKFC3XixAllZWXJZDIpMTFR//rXv/Tiiy/KYDCUmq9bt66GDBmiL7/8UocOHdKZM2d0+fJlXbp0SceOHdPixYvVs2dPOTs7l/m9LF682Oa9jBkzpsx5AAAqGupzAAAAAAAcoyLX2JmZmZo2bZratm2rmjVryt3dXQEBAerQoYMmTZqkS5cu2c1lZWVp0qRJatGihby8vOTr66tHH31UM2fO1JUrV2543bNnz2rMmDFq0qSJjEajqlWrptDQUC1YsKDEhvziTp48qWHDhikoKEhVqlRRzZo11bVrV8XFxd3sRwAAAAAAuAc5rLF89uzZys/PV/PmzbV27Vo1bdr0hpnQ0FBJ0sGDBx11GwAAAAAA3NeozwEAAAAAKH/U5wAAAAAAOEZFrbG3bt2q4OBg/fGPf9SuXbuUmZkpDw8Ppaamatu2bYqMjFRSUpJNLjk5WS1btlRkZKQSEhJkNpt1+fJl7du3TxEREXriiSd08eLFEq+7f/9+NW/eXLNmzdLx48fl4uKirKws7dixQ0OGDFFYWFipzelr165Vy5YtFRMTo6SkJLm7uys9PV0bN25Ur169NGjQoDI1pwMAAAAA7l0OayzfsmWLDAaDRo8eLTc3tzJlHnzwQUlSSkqKo24DAAAAAID7GvU5AAAAAADlj/ocAAAAAADHqIg19s6dO/Xss8/q7NmzevHFF7V3717l5eXp4sWLysnJ0X/+8x+9//778vX1tcrl5+erR48eSkpKUp06dbRp0ybl5OTIZDJp6dKl8vb21sGDB9WvXz+7183IyNBzzz2nCxcuqGnTptq7d6+ysrKUk5OjOXPmyNXVVRs2bNDo0aPt5hMTE9WnTx+ZTCa1a9dOx44dU0ZGhjIyMjRhwgRJ0sKFCzVjxgyHfl4AAAAAgLvLYY3lv/76qyTp4YcfLnPG09NTkmQymW7pmiaTSevWrdOf//xnvfjii3rggQdkMBhkMBg0adKkUrOTJk2yrC3t+Pnnn0vd58CBA+rXr58CAgLk7u6uOnXq6IUXXtCWLVvK9B62bt2qF154QXXq1JG7u7sCAgLUr18/HThwoKwfAwAAAAAAFuVRnwMAAAAAAGvU5wAAAAAAOEZFq7FNJpP69++v3NxcjRo1SnFxcWrTpo0MBoMkycPDQ48++qj+/Oc/KygoyCq7ePFi/fjjj5KkuLg4derUSZLk5OSkl156SfPmzZN07animzdvtrl2VFSU0tLSZDQatXbtWrVp00aS5ObmppEjRyoyMlKSFBMTo+PHj9vkJ0yYoJycHPn7+ys+Pl7BwcGSJC8vL0VGRmro0KGSpClTppT61HQAAAAAwL3NxVEbFRW7N1OAX7hwQZJsfm2trP7zn/+oe/fut5Qt4urqqmrVqpU47+JS8ke0YMECDR8+XPn5+ZKuvY+zZ89q9erVWr16tSZOnFhqg/ukSZMsBbrBYJCPj49SU1MVGxurf/3rX5o7d64GDx58a28MAAAAAHBfKo/6HABwfxu/fE953wKA60zt/Xh53wIA3PeozwEAAAAAcIyKVmP/4x//0KlTp+Tv76/p06ffVHbx4sWSpA4dOujJJ5+0me/bt6/ef/99JSYmasmSJerYsaPV/JIlSyzrrm9al6RRo0bpL3/5i7KzsxUbG2v5O3ZJysnJUVxcnCRp+PDhqlq1qk1+/PjxiomJUWZmplavXq2BAwfe1PsDAAAAANwbHPbE8nr16kmSTp06VebMjh07JEkNGza85ev6+fmpY8eOGjt2rP75z3/K39//pvJt27ZVWlpaiUdgYKDd3K5du/Tmm28qPz9f4eHhSklJ0aVLl3T+/HkNGzZMkhQZGally5bZzS9btsxSjA8bNkznz5/XpUuXlJKSovDwcOXn5+vNN9/Url27bur9AAAAAADub+VVn1/vo48+ksFgsBylycrK0qRJk9SiRQt5eXnJ19dXjz76qGbOnKkrV67c8Fpnz57VmDFj1KRJExmNRlWrVk2hoaFasGCBzGbzDfMnT57UsGHDFBQUpCpVqqhmzZrq2rWr5UtzAAAAAABu1r1SnwMAAAAAUNFVtBq7qLm7d+/eqlKlSplzJpNJO3fulCSFhYXZXWMwGNStWzdJ0saNG63mjh07pl9++aXUvJeXl0JDQ+3md+zYodzc3FLzgYGBatasmd08AAAAAKDicFhj+dNPPy2z2Wz5pbQbycjIUHR0tAwGg5555plbumZoaKjS09P173//W9OnT1ffvn3l7u5+S3vdrHHjxqmgoEAtWrTQsmXLFBAQIEmqXr26oqOj1bVrV0nSe++9p4KCAqtsQUGBxo0bJ0nq1q2boqOjVb16dUlSQECA/vWvfykkJMRqHQAAAAAAZVEe9fn1jh07ZvXL5qVJTk5Wy5YtFRkZqYSEBJnNZl2+fFn79u1TRESEnnjiCV28eLHE/P79+9W8eXPNmjVLx48fl4uLi7KysrRjxw4NGTJEYWFhpTanr127Vi1btlRMTIySkpLk7u6u9PR0bdy4Ub169dKgQYPK1JwOAAAAAEBx90J9DgAAAABAZVCRauyi77olqXXr1vrll180dOhQ1a9fX25ubqpdu7Z69Oihb775xiZ79OhRFRYWSpJCQkJKvEbRXFpamtLT0y3jCQkJNmtKyx85csRq/Gbzhw8fLnENAAAAAODe5rDG8mHDhslgMOjbb7/VokWLSl174cIFhYeHKy0tTS4uLnrzzTdv6ZrOzs63lLtdp06dsvySXUREhFxdXW3WjB8/XpKUlJSk7777zmru22+/VXJystW64tzc3BQRESHp2q+/JSYmOvT+AQAAAACVV3nU58UVFhZq0KBBysvL05NPPlnq2vz8fPXo0UNJSUmqU6eONm3apJycHJlMJi1dulTe3t46ePCg+vXrZzefkZGh5557ThcuXFDTpk21d+9eZWVlKScnR3PmzJGrq6s2bNig0aNH280nJiaqT58+MplMateunY4dO6aMjAxlZGRowoQJkqSFCxdqxowZt/WZAAAAAADuP+VdnwMAAAAAUFlUpBo7KSnJ8sPnp06dUkhIiObPn69z587J09NT586dU3x8vJ577jkNGTLE6kfOT58+bTkvekq7PcXnimduNp+Zmans7GybvJ+fn4xG4w3zxa93vcuXLyszM9PqAAAAAADcOxzWWN6qVSu98847MpvNeuONN/TSSy9p2bJllvnvv/9eX375pUaOHKkHH3xQ3333nQwGgz788EM98MADjrqNu2LTpk2W827dutld0759e3l7e0uSNm7caDfv7e2tdu3a2c2HhYVZzq/PAwAAAABQkvKuz//+97/r+++/16uvvqouXbqUunbx4sX68ccfJUlxcXHq1KmTJMnJyUkvvfSS5s2bJ+naU8U3b95sk4+KilJaWpqMRqPWrl2rNm3aSLr2g20jR460PDU9JiZGx48ft8lPmDBBOTk58vf3V3x8vIKDgyVJXl5eioyM1NChQyVJU6ZMKfWp6QAAAAAAXK+863MAAAAAACqLilRjF/9e+c9//rNcXV21fPlyZWdn6+LFi0pOTlbv3r0lSQsWLNDs2bMt67OysiznHh4eJV6j+FzxjKPypWWLzxfPXm/q1Kny9fW1HPXr1y91TwAAAADA3eWwxnJJmjlzpoYPHy6z2awVK1bo5ZdflsFgkHTt1+Jee+01RUdHKyMjQ2azWe+8844++OADR97CTTt8+LBCQkLk4eEhLy8vNWnSREOGDNHBgwdLzCQkJEiSatWqpVq1atld4+zsrKZNm1quYS/frFmzEp+6XqtWLdWsWdNuHgAAAACA0pRXfZ6YmKj3339f1atXt/oCvCSLFy+WJHXo0MHu08379u2roKAgSdKSJUts5ovGiq8rbtSoUfLy8lJBQYFiY2Ot5nJychQXFydJGj58uKpWrWqTHz9+vKRrv9S+evXqG74fAAAAAACKq4jfnwMAAAAAcC+qKDV2YWGh1flnn32mXr16ydXVVZLUoEEDLV26VA8//LAk6S9/+Yvy8/Pv+n3eaePHj1dGRoblSElJKe9bAgAAAAAU49DGcoPBoE8++UQbNmzQ008/LYPBILPZbHVI0pNPPqlvvvlGs2bNcuTlb8lvv/2mo0ePymg06vLlyzp+/LgWLFig1q1bl/gPCqdPn5Yk1atXr9S9i+aL1jsqX9zly5eVmZlpdQAAAAAA7m/lVZ8PGTJEOTk5mjVrluXH0kpiMpm0c+dOSVJYWFiJ76Nbt26SpI0bN1rNHTt2TL/88kupeS8vL4WGhtrN79ixQ7m5uaXmAwMD1axZM7t5AAAAAABupCJ+fw4AAAAAwL2ootTY3t7elvPGjRsrPDzcZo2Tk5MiIiIkSRcuXND+/fttsiaTqcRrFJ8rnnFUvrRs8fni2eu5u7vLx8fH6gAAAAAA3Dtc7sSmnTt3VufOnZWVlaWDBw/q3LlzKigoUPXq1fW73/1ONWrUuBOXvSmNGzfW9OnT9fzzzysoKEiurq66cuWKtm3bpj/96U/av3+/pkyZIj8/P40ZM8Yqm5WVJUny8PAo9RpF80XrHZUvburUqYqMjCx1HwAAAADA/elu1ufz58/X5s2b1alTJ/Xv3/+G648ePWr5tfaQkJAS1xXNpaWlKT09XdWqVZMkJSQk2KwpKb9u3TodOXLEavxm8kePHtXhw4dLeTcAAAAAAJSsInx/DgA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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "df_ba = df[df['mentioned_airlines'].apply(lambda x: 'Lufthansa' in x) | df['user_mentions'].apply(lambda x: '124476322' in x)]\n", "\n", diff --git a/sentiment/sentiment_evolution.ipynb b/sentiment/sentiment_evolution.ipynb index 3659b28..d957020 100644 --- a/sentiment/sentiment_evolution.ipynb +++ b/sentiment/sentiment_evolution.ipynb @@ -53,20 +53,9 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "#Sentiment change through months for KLM\n", "\n", @@ -104,20 +93,9 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "\n", "#Sentiment change through months for Birtish Airwayas\n", @@ -156,20 +134,9 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "#Sentiment change through months for Lufthansa\n", "\n", @@ -247,20 +214,9 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "\n", "from matplotlib.ticker import FuncFormatter\n", @@ -345,123 +301,9 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Airline reply time: 2019-07-31 03:51:37.459000\n", - "Tweets before reply:\n", - " text label user_id \\\n", - "0 @flyswiss i also booked a flight from london t... neutral 15867828 \n", - "1 @flyswiss @british_airways i booked both fligh... neutral 15867828 \n", - "2 @flyswiss @british_airways on the afternoon of... negative 15867828 \n", - "3 @flyswiss @british_airways that way the change... neutral 15867828 \n", - "4 @flyswiss @british_airways unfortunately that ... negative 15867828 \n", - "5 @flyswiss @british_airways swiss had completel... negative 15867828 \n", - "6 @flyswiss @british_airways a flight at 1:10 pm... negative 15867828 \n", - "7 @flyswiss @british_airways so after a few call... neutral 15867828 \n", - "8 @flyswiss @british_airways then i booked a sep... neutral 15867828 \n", - "9 @flyswiss @british_airways unfortunately when ... negative 15867828 \n", - "10 @flyswiss @british_airways because ba had canc... negative 15867828 \n", - "11 @flyswiss @british_airways so at this point at... neutral 15867828 \n", - "12 @flyswiss @british_airways i was on the phone ... negative 15867828 \n", - "13 @flyswiss @british_airways apparently ba emplo... negative 15867828 \n", - "14 @flyswiss @british_airways but the ba represen... neutral 15867828 \n", - "15 @flyswiss @british_airways so i went to the zu... negative 15867828 \n", - "16 @flyswiss @british_airways however the ba staf... neutral 15867828 \n", - "17 @flyswiss @british_airways that seemed like th... neutral 15867828 \n", - "18 @flyswiss @british_airways as it happens the f... neutral 15867828 \n", - "19 @flyswiss @british_airways well unbeknownst to... negative 15867828 \n", - "20 @flyswiss @british_airways and when the ba sta... neutral 15867828 \n", - "21 @flyswiss @british_airways which the ba airpor... neutral 15867828 \n", - "22 @flyswiss @british_airways again nobody at the... negative 15867828 \n", - "23 @flyswiss @british_airways at the time i arriv... neutral 15867828 \n", - "24 @flyswiss @british_airways but that didnt happ... neutral 15867828 \n", - "25 @flyswiss @british_airways and now i am being ... negative 15867828 \n", - "26 @flyswiss @british_airways and wouldnt you kno... negative 15867828 \n", - "27 @flyswiss @british_airways one silver lining t... neutral 15867828 \n", - "28 @flyswiss @british_airways two morals to this ... negative 15867828 \n", - "\n", - " datetime \n", - "0 2019-07-30 06:04:44.563 \n", - "1 2019-07-30 06:04:54.608 \n", - "2 2019-07-30 06:05:42.960 \n", - "3 2019-07-30 06:06:16.677 \n", - "4 2019-07-30 06:07:08.713 \n", - "5 2019-07-30 06:07:46.203 \n", - "6 2019-07-30 06:08:53.511 \n", - "7 2019-07-30 06:09:18.683 \n", - "8 2019-07-30 06:10:14.609 \n", - "9 2019-07-30 06:10:57.200 \n", - "10 2019-07-30 06:12:27.002 \n", - "11 2019-07-30 06:14:47.958 \n", - "12 2019-07-30 06:15:23.078 \n", - "13 2019-07-30 06:16:00.539 \n", - "14 2019-07-30 06:16:22.918 \n", - "15 2019-07-30 06:17:02.779 \n", - "16 2019-07-30 06:17:26.836 \n", - "17 2019-07-30 06:17:43.532 \n", - "18 2019-07-30 06:34:55.911 \n", - "19 2019-07-30 06:35:21.907 \n", - "20 2019-07-30 06:36:10.894 \n", - "21 2019-07-30 06:36:51.142 \n", - "22 2019-07-30 06:37:28.511 \n", - "23 2019-07-30 06:38:01.982 \n", - "24 2019-07-30 06:38:17.605 \n", - "25 2019-07-30 06:38:41.049 \n", - "26 2019-07-30 06:39:19.338 \n", - "27 2019-07-30 06:40:06.891 \n", - "28 2019-07-30 06:41:00.077 \n", - "Tweets after reply:\n", - " text label user_id \\\n", - "29 @russms @flyswiss apologies for the late reply... neutral 18332190 \n", - "30 @british_airways @flyswiss i got my luggage ba... negative 15867828 \n", - "31 @russms hey russell if you originally booked y... neutral 18332190 \n", - "32 @british_airways no see my thread swiss messed... negative 15867828 \n", - "33 @british_airways bas airport staff told me i w... neutral 15867828 \n", - "34 @british_airways that incorrect information pr... negative 15867828 \n", - "35 @russms we wouldnt look into a booking youve m... negative 18332190 \n", - "36 @british_airways as i said above and in my ser... negative 15867828 \n", - "37 @british_airways i booked my ba ticket immedia... neutral 15867828 \n", - "38 @british_airways instead ba staff told me they... negative 15867828 \n", - "39 @british_airways bas error prevented me from c... negative 15867828 \n", - "40 @british_airways the bottom line is: ba told m... negative 15867828 \n", - "41 @british_airways i know it was an accident by ... negative 15867828 \n", - "42 @russms hi please dm us both british airways b... neutral 18332190 \n", - "43 @british_airways thank you i will send to you ... positive 15867828 \n", - "\n", - " datetime \n", - "29 2019-07-31 03:51:37.459 \n", - "30 2019-07-31 17:00:29.993 \n", - "31 2019-07-31 17:41:07.292 \n", - "32 2019-07-31 17:43:33.736 \n", - "33 2019-07-31 17:45:10.486 \n", - "34 2019-07-31 17:45:49.798 \n", - "35 2019-07-31 19:26:58.170 \n", - "36 2019-07-31 19:50:11.399 \n", - "37 2019-07-31 19:52:44.799 \n", - "38 2019-07-31 19:54:43.739 \n", - "39 2019-07-31 19:56:28.519 \n", - "40 2019-07-31 20:01:56.710 \n", - "41 2019-07-31 20:04:13.822 \n", - "42 2019-07-31 21:11:07.828 \n", - "43 2019-07-31 23:06:04.256 \n" - ] - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from matplotlib.ticker import FuncFormatter\n", "query = \"\"\"\n",