754 lines
666 KiB
Plaintext
754 lines
666 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "ba9e5acd-e17d-4318-9272-04c9f6706186",
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"metadata": {},
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"outputs": [],
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"source": [
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"import pandas as pd \n",
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"import spacy"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "e4f0b3f0-5255-46f1-822f-e455087ba315",
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"metadata": {},
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"outputs": [],
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"source": [
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"phab_path = \"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case1/0312_resolved_ve_phab_comments.csv\"\n",
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"phab_df = pd.read_csv(phab_path)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "d449164e-1d28-4580-9eb1-f0f69978f114",
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"metadata": {},
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"outputs": [],
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"source": [
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"#find gerrit phab PHID: PHID-USER-idceizaw6elwiwm5xshb\n",
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"phab_df['isGerrit'] = phab_df['AuthorPHID'] == 'PHID-USER-idceizaw6elwiwm5xshb'\n",
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"#cleaning df\n",
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"phab_df['id'] = phab_df.index + 1\n",
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"#may have to build out the reply_to column \n",
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"phab_df['reply_to'] = phab_df.groupby('TaskPHID')['id'].shift()\n",
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"phab_df['reply_to'] = phab_df['reply_to'].where(pd.notnull(phab_df['reply_to']), None)\n",
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"\n",
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"phab_df = phab_df.rename(columns={\n",
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" 'AuthorPHID': 'speaker',\n",
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" 'TaskPHID': 'conversation_id',\n",
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" 'WMFaffil':'meta.affil',\n",
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" 'isGerrit': 'meta.gerrit'\n",
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"})\n",
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"\n",
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"# after 11-1-2012 before 11-1-2013\n",
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"phab_df['timestamp'] = pd.to_datetime(phab_df['date_created'], unit='s', origin='unix', utc=True)\n",
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"filtered_phab_df = phab_df[(phab_df['date_created'] < 1383264000) & (phab_df['date_created'] > 1351728000)]\n",
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"\n",
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"#removing headless conversations\n",
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"task_phab_df = filtered_phab_df[filtered_phab_df['comment_type']==\"task_description\"]\n",
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"headed_task_phids = task_phab_df['conversation_id'].unique()\n",
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"filtered_phab_df = filtered_phab_df[filtered_phab_df['conversation_id'].isin(headed_task_phids)]\n",
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"\n",
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"#removing gerrit comments \n",
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"comment_phab_df = filtered_phab_df[filtered_phab_df['meta.gerrit'] != True]"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "942344db-c8f5-4ed6-a757-c97f8454f18b",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Unique conversation_ids: 2081\n",
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"Unique ids: 8804\n",
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"Unique speakers: 230\n"
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]
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}
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],
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"source": [
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"unique_conversation_ids = len(comment_phab_df['conversation_id'].unique())\n",
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"unique_ids = len(comment_phab_df['id'].unique())\n",
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"unique_speakers = len(comment_phab_df['speaker'].unique())\n",
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"\n",
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"print(f\"Unique conversation_ids: {unique_conversation_ids}\")\n",
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"print(f\"Unique ids: {unique_ids}\")\n",
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"print(f\"Unique speakers: {unique_speakers}\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "d226d781-b002-4842-a3ae-92d4851a5878",
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"metadata": {},
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"outputs": [],
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"source": [
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"import re\n",
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"\n",
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"def preprocess_text(text):\n",
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" text = str(text)\n",
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" text = text.replace('*', ' ')\n",
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" text = text.replace('-', ' ')\n",
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" text = re.sub(r'http\\S+', '', text)\n",
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" return text"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"id": "3ae40d24-bbe8-49c3-a3a9-70bde1b4d559",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/tmp/ipykernel_36062/3649688126.py:1: SettingWithCopyWarning: \n",
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"A value is trying to be set on a copy of a slice from a DataFrame.\n",
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"Try using .loc[row_indexer,col_indexer] = value instead\n",
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"\n",
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"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
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" comment_phab_df['processed_text'] = comment_phab_df['text'].apply(preprocess_text)\n"
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]
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}
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],
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"source": [
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"comment_phab_df['processed_text'] = comment_phab_df['text'].apply(preprocess_text)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"id": "b8eddf40-1fe2-4fce-be74-b32552b40c57",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/tmp/ipykernel_36062/1316816771.py:1: SettingWithCopyWarning: \n",
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"A value is trying to be set on a copy of a slice from a DataFrame.\n",
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"Try using .loc[row_indexer,col_indexer] = value instead\n",
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"\n",
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"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
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" comment_phab_df['processed_resolved_text'] = comment_phab_df['resolved_text'].apply(preprocess_text)\n"
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]
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}
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],
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"source": [
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"comment_phab_df['processed_resolved_text'] = comment_phab_df['resolved_text'].apply(preprocess_text)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"id": "a8469b16-4ae6-4b06-bf1b-1f2f6c736cab",
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"metadata": {},
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"outputs": [],
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"source": [
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"nlp = spacy.load(\"en_core_web_sm\")\n",
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"\n",
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"def extract_dependency_tree(text):\n",
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" doc = nlp(text)\n",
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" dependency_trees = []\n",
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" \n",
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" for sentence in doc.sents:\n",
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" for token in sentence:\n",
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" token_info = (\n",
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" token.text, \n",
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" token.lemma_, \n",
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" token.dep_, \n",
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" token.head.text, \n",
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" list(token.ancestors), \n",
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" list(token.subtree), \n",
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" list(token.children)\n",
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" )\n",
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" dependency_trees.append(token_info)\n",
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" \n",
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" return dependency_trees"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"id": "8b9a12f9-71bf-4bc9-bcfd-c73aab4be920",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/tmp/ipykernel_36062/2805711855.py:1: SettingWithCopyWarning: \n",
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"A value is trying to be set on a copy of a slice from a DataFrame.\n",
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"Try using .loc[row_indexer,col_indexer] = value instead\n",
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"\n",
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"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
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" comment_phab_df['dependency_tree'] = comment_phab_df['processed_text'].apply(extract_dependency_tree)\n"
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]
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}
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],
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"source": [
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"comment_phab_df['dependency_tree'] = comment_phab_df['processed_text'].apply(extract_dependency_tree)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"id": "337a528a-5667-4e1f-ac9a-37caabc03a18",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/tmp/ipykernel_36062/2117289791.py:1: SettingWithCopyWarning: \n",
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"A value is trying to be set on a copy of a slice from a DataFrame.\n",
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"Try using .loc[row_indexer,col_indexer] = value instead\n",
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"\n",
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"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
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" comment_phab_df['resolved_dependency_tree'] = comment_phab_df['processed_resolved_text'].apply(extract_dependency_tree)\n"
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]
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}
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],
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"source": [
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"comment_phab_df['resolved_dependency_tree'] = comment_phab_df['processed_resolved_text'].apply(extract_dependency_tree)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 11,
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"id": "a3f5d40b-f56e-4e31-a7f9-40b7ddb4d2a4",
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"metadata": {},
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"outputs": [],
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"source": [
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"#get VAD scores\n",
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"import numpy as np\n",
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"#https://saifmohammad.com/WebPages/nrc-vad.html\n",
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"column_headings = ['Word', 'Valence', 'Arousal', 'Domination']\n",
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"vad_lexicon = pd.read_csv('NRC-VAD-Lexicon.txt', delimiter='\\t', header=None, names=column_headings)\n",
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"vad_dict = vad_lexicon.set_index('Word').T.to_dict()\n",
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"\n",
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"def vad_scoring(dependency_tree):\n",
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" valence = []\n",
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" arousal = []\n",
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" dominance = []\n",
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" for token, lemma, dep, head, ancestors, subtree, children in dependency_tree:\n",
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" if lemma in vad_dict:\n",
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" valence.append(vad_dict[lemma]['Valence'])\n",
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" arousal.append(vad_dict[lemma]['Arousal'])\n",
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" dominance.append(vad_dict[lemma]['Domination'])\n",
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"\n",
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" # Compute average scores across the comment\n",
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" avg_valence = np.mean(valence) if valence else 0\n",
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" avg_arousal = np.mean(arousal) if arousal else 0\n",
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" avg_dominance = np.mean(dominance) if dominance else 0\n",
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"\n",
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" return [avg_valence, avg_arousal, avg_dominance]\n",
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"\n",
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"def dominance_prevail(dependency_tree):\n",
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" dominant_words = 0 \n",
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" for token, lemma, dep, head, ancestors, subtree, children in dependency_tree:\n",
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" if lemma in vad_dict:\n",
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" if vad_dict[lemma]['Domination'] >= 0.75:\n",
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" dominant_words += 1\n",
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" return dominant_words\n",
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"\n",
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"def arousal_prevail(dependency_tree):\n",
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" arousal_words = 0 \n",
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" for token, lemma, dep, head, ancestors, subtree, children in dependency_tree:\n",
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" if lemma in vad_dict:\n",
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" if vad_dict[lemma]['Arousal'] >= 0.75:\n",
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" arousal_words += 1\n",
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" return arousal_words\n",
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" "
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]
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"id": "828fb57a-e152-42ef-9c60-660648898532",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/tmp/ipykernel_36062/2150736954.py:2: SettingWithCopyWarning: \n",
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"A value is trying to be set on a copy of a slice from a DataFrame.\n",
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"Try using .loc[row_indexer,col_indexer] = value instead\n",
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"\n",
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"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
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" comment_phab_df['avg_vad_scores'] = comment_phab_df['dependency_tree'].apply(vad_scoring)\n",
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"/tmp/ipykernel_36062/2150736954.py:3: SettingWithCopyWarning: \n",
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"A value is trying to be set on a copy of a slice from a DataFrame.\n",
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"Try using .loc[row_indexer,col_indexer] = value instead\n",
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"\n",
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"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
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" comment_phab_df['dominant_wc'] = comment_phab_df['dependency_tree'].apply(dominance_prevail)\n",
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"/tmp/ipykernel_36062/2150736954.py:4: SettingWithCopyWarning: \n",
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"A value is trying to be set on a copy of a slice from a DataFrame.\n",
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"Try using .loc[row_indexer,col_indexer] = value instead\n",
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"\n",
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"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
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" comment_phab_df['arousal_wc'] = comment_phab_df['dependency_tree'].apply(arousal_prevail)\n"
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]
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}
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],
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"source": [
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"#establishing per-comment VAD scores \n",
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"comment_phab_df['avg_vad_scores'] = comment_phab_df['dependency_tree'].apply(vad_scoring)\n",
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"comment_phab_df['dominant_wc'] = comment_phab_df['dependency_tree'].apply(dominance_prevail)\n",
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"comment_phab_df['arousal_wc'] = comment_phab_df['dependency_tree'].apply(arousal_prevail)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 13,
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"id": "27e47f6f-0257-4b70-b222-e91ef888c900",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/tmp/ipykernel_36062/335308388.py:1: SettingWithCopyWarning: \n",
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"A value is trying to be set on a copy of a slice from a DataFrame.\n",
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"Try using .loc[row_indexer,col_indexer] = value instead\n",
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"\n",
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"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
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" comment_phab_df[['average_v_score', 'average_a_score', 'average_d_score']] = pd.DataFrame(comment_phab_df['avg_vad_scores'].tolist(), index=comment_phab_df.index)\n",
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"/tmp/ipykernel_36062/335308388.py:1: SettingWithCopyWarning: \n",
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"A value is trying to be set on a copy of a slice from a DataFrame.\n",
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"Try using .loc[row_indexer,col_indexer] = value instead\n",
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"\n",
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"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
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" comment_phab_df[['average_v_score', 'average_a_score', 'average_d_score']] = pd.DataFrame(comment_phab_df['avg_vad_scores'].tolist(), index=comment_phab_df.index)\n",
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"/tmp/ipykernel_36062/335308388.py:1: SettingWithCopyWarning: \n",
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"A value is trying to be set on a copy of a slice from a DataFrame.\n",
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"Try using .loc[row_indexer,col_indexer] = value instead\n",
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"\n",
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"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
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" comment_phab_df[['average_v_score', 'average_a_score', 'average_d_score']] = pd.DataFrame(comment_phab_df['avg_vad_scores'].tolist(), index=comment_phab_df.index)\n"
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]
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}
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],
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"source": [
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"comment_phab_df[['average_v_score', 'average_a_score', 'average_d_score']] = pd.DataFrame(comment_phab_df['avg_vad_scores'].tolist(), index=comment_phab_df.index)\n",
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"comment_phab_df = comment_phab_df.drop(columns=['avg_vad_scores'])"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 14,
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"id": "184ccbe6-0a7a-41b8-9b02-bc439ff975d0",
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"metadata": {},
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"outputs": [],
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"source": [
|
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"# expand the dependency parser \n",
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"\n",
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"pattern = r'\\b(ve|VE|visualeditor|VisualEditor)\\b'\n",
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"#pattern = r'\\b(WMF|Foundation)\\b'\n",
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"#pattern = r'\\b(bots|scripts|gadgets)\\b'\n",
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"\n",
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"dependency_relations = []\n",
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"resolved_dependency_relations = []\n",
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"\n",
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"for index, row in comment_phab_df.iterrows():\n",
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" text = row['text']\n",
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" timestamp = row['timestamp']\n",
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" comment_id = row['id']\n",
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" conversation_id = row['conversation_id']\n",
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" WMFaffil = row['meta.affil']\n",
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" \n",
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" for token, lemma, dep, head, ancestors, subtree, children in row['dependency_tree']:\n",
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" if re.search(pattern, token, re.IGNORECASE):\n",
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" dependency_relations.append({\n",
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" 'comment_id': comment_id,\n",
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" 'timestamp': timestamp,\n",
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" 'wmfAffil':WMFaffil,\n",
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" 'token': token,\n",
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" 'dependency': dep,\n",
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" 'head': head,\n",
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" 'depth': len(list(ancestors)), \n",
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" 'children': len(list(children)) \n",
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" })\n",
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" for token, lemma, dep, head, ancestors, subtree, children in row['resolved_dependency_tree']:\n",
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" if re.search(pattern, token, re.IGNORECASE):\n",
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" resolved_dependency_relations.append({\n",
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" 'comment_id': comment_id,\n",
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" 'timestamp': timestamp,\n",
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" 'wmfAffil':WMFaffil,\n",
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" 'token': token,\n",
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" 'dependency': dep,\n",
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" 'head': head,\n",
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" 'depth': len(list(ancestors)), \n",
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" 'children': len(list(children)) \n",
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" })\n",
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|
"\n",
|
|
"resolved_dependency_relations_df = pd.DataFrame(resolved_dependency_relations) \n",
|
|
"dependency_relations_df = pd.DataFrame(dependency_relations)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"id": "82498686-14f4-40c8-9e33-27b31f115b47",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"#now analysis/plotting \n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import seaborn as sns\n",
|
|
"from matplotlib.gridspec import GridSpec"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"id": "82cd9dde-0d14-4de5-8482-5a39de8d2869",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/tmp/ipykernel_36062/1406239703.py:3: SettingWithCopyWarning: \n",
|
|
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
|
|
"Try using .loc[row_indexer,col_indexer] = value instead\n",
|
|
"\n",
|
|
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
|
|
" task_phab_df['first_comment'] = task_phab_df.groupby('speaker')['timestamp'].rank(method='first') <= 5\n",
|
|
"/tmp/ipykernel_36062/1406239703.py:6: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n",
|
|
" task_phab_df['week'] = task_phab_df['timestamp'].dt.to_period('W').dt.start_time\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(10, 6))\n",
|
|
"task_phab_df = phab_df[phab_df['comment_type']==\"task_description\"]\n",
|
|
"task_phab_df['first_comment'] = task_phab_df.groupby('speaker')['timestamp'].rank(method='first') <= 5\n",
|
|
"task_phab_df = task_phab_df[(task_phab_df['date_created'] < 1383264000) & (task_phab_df['date_created'] > 1351728000)]\n",
|
|
"\n",
|
|
"task_phab_df['week'] = task_phab_df['timestamp'].dt.to_period('W').dt.start_time\n",
|
|
"unique_taskPHIDs = task_phab_df.groupby('week')['conversation_id'].nunique()\n",
|
|
"\n",
|
|
"wmf_task_phab_df = task_phab_df[(task_phab_df['first_comment'] != True) & (task_phab_df['meta.affil'] == True)]\n",
|
|
"wmf_tasks = wmf_task_phab_df.groupby('week')['conversation_id'].nunique()\n",
|
|
"\n",
|
|
"other_task_phab_df = task_phab_df[(task_phab_df['first_comment'] != True) & (task_phab_df['meta.affil'] != True)]\n",
|
|
"other_tasks = other_task_phab_df.groupby('week')['conversation_id'].nunique()\n",
|
|
"\n",
|
|
"unaff_new_tasks_phab_df = task_phab_df[(task_phab_df['first_comment'] == True) & (task_phab_df['meta.affil'] != True)]\n",
|
|
"unaff_new_tasks = unaff_new_tasks_phab_df.groupby('week')['conversation_id'].nunique()\n",
|
|
"\n",
|
|
"aff_new_tasks_phab_df = task_phab_df[(task_phab_df['first_comment'] == True) & (task_phab_df['meta.affil'] == True)]\n",
|
|
"aff_new_tasks = aff_new_tasks_phab_df.groupby('week')['conversation_id'].nunique()\n",
|
|
"\n",
|
|
"sns.lineplot(x=unique_taskPHIDs.index, y=unique_taskPHIDs.values, color='black', label='Total', marker='o')\n",
|
|
"sns.lineplot(x=wmf_tasks.index, y=wmf_tasks.values, color='#c7756a', label='WMF-affiliated returning authors', marker='o')\n",
|
|
"sns.lineplot(x=other_tasks.index, y=other_tasks.values, color='#5da2d8', label='Nonaffiliated returning authors', marker='o')\n",
|
|
"sns.lineplot(x=aff_new_tasks.index, y=aff_new_tasks.values, color='#c7756a',linestyle=\"dotted\", label=\"WMF-affiliated new authors\", marker='x')\n",
|
|
"sns.lineplot(x=unaff_new_tasks.index, y=unaff_new_tasks.values, color='#5da2d8', linestyle=\"dotted\", label=\"Nonaffiliated new authors\", marker='x')\n",
|
|
"\n",
|
|
"plt.title('New Phabricator Tasks Indexed with \"VisualEditor\"')\n",
|
|
"plt.xlabel('Timestamp')\n",
|
|
"plt.ylabel('Unique taskPHIDs')\n",
|
|
"plt.xticks(rotation=45)\n",
|
|
"plt.grid(True)\n",
|
|
"plt.tight_layout()\n",
|
|
"#plt.show()\n",
|
|
"\n",
|
|
"\n",
|
|
"plt.savefig('031625_new_tasks_fig.png')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"id": "9a9b08a7-6c95-4971-b259-8e713c58fbe7",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/tmp/ipykernel_36062/3187470156.py:4: SettingWithCopyWarning: \n",
|
|
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
|
|
"Try using .loc[row_indexer,col_indexer] = value instead\n",
|
|
"\n",
|
|
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
|
|
" unaff_tasks_phab_df['speakers_task'] = unaff_tasks_phab_df.groupby('speaker')['timestamp'].rank(method='first').astype(int)\n",
|
|
"/tmp/ipykernel_36062/3187470156.py:7: UserWarning: Boolean Series key will be reindexed to match DataFrame index.\n",
|
|
" unaff_tasks_phab_df = unaff_tasks_phab_df[(task_phab_df['date_created'] < 1380499200) & (task_phab_df['date_created'] > 1370044800)]\n",
|
|
"/tmp/ipykernel_36062/3187470156.py:14: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n",
|
|
" unaff_tasks_phab_df['week'] = unaff_tasks_phab_df['timestamp'].dt.to_period('W').dt.start_time\n",
|
|
"/tmp/ipykernel_36062/3187470156.py:15: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
|
|
" weekly_breakdown = unaff_tasks_phab_df.groupby(['week', 'task_bins']).size().unstack(fill_value=0)\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"task_phab_df = phab_df[phab_df['comment_type'] == \"task_description\"]\n",
|
|
"unaff_tasks_phab_df = task_phab_df[task_phab_df['meta.affil'] != True]\n",
|
|
"# Rank speaker's task values within each group\n",
|
|
"unaff_tasks_phab_df['speakers_task'] = unaff_tasks_phab_df.groupby('speaker')['timestamp'].rank(method='first').astype(int)\n",
|
|
"\n",
|
|
"# Filter dates\n",
|
|
"unaff_tasks_phab_df = unaff_tasks_phab_df[(task_phab_df['date_created'] < 1380499200) & (task_phab_df['date_created'] > 1370044800)]\n",
|
|
"# Bin the speakers based on the number of tasks they created\n",
|
|
"bins = [0, 5, 10, 20, 50, 100, float('inf')]\n",
|
|
"labels = ['1-5', '6-10', '11-20', '21-50', '51-100', '100+']\n",
|
|
"unaff_tasks_phab_df['task_bins'] = pd.cut(unaff_tasks_phab_df['speakers_task'], bins=bins, labels=labels, right=False)\n",
|
|
"\n",
|
|
"# Calculate the weekly breakdown of binned speakers_task values\n",
|
|
"unaff_tasks_phab_df['week'] = unaff_tasks_phab_df['timestamp'].dt.to_period('W').dt.start_time\n",
|
|
"weekly_breakdown = unaff_tasks_phab_df.groupby(['week', 'task_bins']).size().unstack(fill_value=0)\n",
|
|
"\n",
|
|
"# Reshape the DataFrame for use with Seaborn\n",
|
|
"weekly_breakdown = weekly_breakdown.reset_index().melt(id_vars='week', value_vars=labels, var_name='task_bins', value_name='count')\n",
|
|
"\n",
|
|
"# Plot the stacked bar plot using Seaborn\n",
|
|
"plt.figure(figsize=(12, 8))\n",
|
|
"sns.barplot(data=weekly_breakdown, x='week', y='count', hue='task_bins', palette='colorblind')\n",
|
|
"\n",
|
|
"plt.title(\"06-01-2013 to 09-30-2013 Weekly Tasks by Author History\")\n",
|
|
"plt.xlabel('Week')\n",
|
|
"plt.ylabel('Tasks')\n",
|
|
"plt.legend(title=\"What # VE task is this for the submitting author?\")\n",
|
|
"plt.xticks(rotation=45)\n",
|
|
"plt.tight_layout()\n",
|
|
"#plt.show()\n",
|
|
"\n",
|
|
"plt.savefig('031625_weekly_tasks_by_history.png')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 18,
|
|
"id": "b7cfad77-d48a-4708-91f3-89ae1179b90c",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<Figure size 1000x600 with 0 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x1000 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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dOJ3ORK/Ev/71r1Y/00gkIhwOh3j//feTjqvremKfn/70p2LSpEmJ2zU1NeLRRx9t9VoHDx4sXnvttXa/F/Grqk6nM+lr165drfY1DEMUFxeL//f//l9iG1pcsd/X+2revHnC7XaLcDictH3AgAH77BndX0+3EEKccMIJ4qqrrhJCxH4fTjvtNCGEED/60Y8SPR2XXHKJGDt2bKvX3dDQIM466yxx7733CiGEGDt2rHjsscda/c6m832Ka2pqEg6HI9Gb//XXXwuXyyV8Pl9in72v/Le3reX3eX893W05/fTTxS9+8YvE7b17h9s6zoUXXihOOeWUpH1+9atfiaFDhyZu19TUiIsvvjhx2zRN0bNnT/G3v/0tse2SSy4Rt912W7tti78+u92e9L1tq+d7f6/l1VdfFW63W3i93laPC4fDoqioSHz22WdJ26+44gpxwQUX7LN91Pl4ruW5Nq47nGtbavn3PH7Ms846K2mfVHq6r7jiisS5L27evHlCluXEe6a9599XT/eqVasEgMTfyqOPPlq8/PLLYsuWLcJms4lQKCSCwaCw2WyJURhC7OnV3bFjh7DZbGL9+vVi/fr1wm63i507d7bZ060oStLf/XPPPbfddgkhxD/+8Q9x5JFHJm7fdNNNScdsaGhIGtXW3rZ0e7r3tnPnTgFAfPfdd0KItnuU9z6O3+8XFotF/Pvf/07cHx8F98ADDwghknu6495++20BIPEz3bRpkxg8eLBYsGBBu+2La6+n++abb07aL5W/pyeffHKrkTr/+te/RO/evffbjq5EzW6kp1StWLECX375ZWIOqKqqmDRpEmbMmJGxhQmOOOKIxP+dTifcbjd27NgBAFi2bBlGjRqVNOfyhBNOgN/vx6ZNmxLzZUaOHLnP57jssstwyimnYPDgwZgwYQJ+/OMf40c/+lFK7fvjH/+IF198EXPmzIHdbk/35e1TXV0dhg4dmrit6zo0TYPL5Ups+81vfoPf/OY3bT5epNAL4vV6sWXLFpxwwglJ20844QR88803Sdta/ix69eoFADj88MOTtsV/NnGHHnooZFlO2uewww5L3FYUBeXl5YnHffPNN1i9ejWKi4uTjhMOh7FmzZqk4yqKkrjdu3dvfPfdd/t9vcuXL9/vPkDsCmbLNpSWlmL79u244447MGfOHOzYsQOGYSAYDCZ6hfe2r/fVN998A7/fj/Ly8qTHhEKhpNfZEWPGjMErr7wCIDYnMv67OHr0aMyZMweXX3455syZgyuvvLLNx//sZz/DTTfdhIsvvhiff/45XnnllcSV87219X1qzwsvvIABAwZg2LBhAIAjjzwSNTU1eOmll3DFFVd05KWmxDAM3H///Xj55ZexefNmRKNRRCIRFBUVpXWcZcuWterJOuGEEzB9+nQYhpF4P7b8PZEkCZWVlUm/F88++2xKz/foo48m9eD17t077ddyyimnoKamBgcddBAmTJiACRMm4Oyzz0ZRURFWr16NYDCIU045Jekx0WgUw4cPT6mN1Dl4ruW5truea9vTcmRCqr755ht8++23+Pe//53YJoSAaZpYt24dhgwZ0qG2DBw4EP369cOcOXNw6KGH4uuvv8bo0aPRs2dPVFdX4/PPP4cQApFIpM2e7h49euD000/H008/DSEETj/9dFRUVLT5XGPHjsXf/va3xG2n07nPts2cORMXX3xx4vbFF1+M0aNH4y9/+Uurn20mrVq1CnfddRcWLFiAXbt2JXq46+rqkt53+7JmzRpompb0O2GxWHDMMcdg2bJlSfu2/J3o3bs3AGDHjh2orq5G3759c/Z+mz9/flLPtmEYCIfDCAaDaX/GyFcM3XlixowZ0HUdffr0SWwTQsBms+Gvf/0rPB4PZFludUJKZ5ECi8WSdFuSpMQvd6r290drxIgRWLduHd5991189NFHOO+88zBu3Dj85z//2efjHnroIfzxj3/ERx99lPQHobKyEgCwffv2xB+H+O34yrF7fxAHYif63bt3Jx7fp0+fpJUfX3vtNbz66qtJJ5T4MLu2HHzwwQf8h6illj+L+Ievvbft/bNp6+e3r5+p3+/HyJEjk15jXI8ePfZ53HTfF/vSv3//Vot9TJ48GfX19XjsscdQU1MDm82GUaNGtbvIy77eV36/H717925zONSBLjIyduxY3Hfffdi8eTPmzJmDX/7ylwBiofvvf/871qxZg40bN7ZaRC3u1FNPxVVXXYUrrrgCEydObHVhoKW2vk/tmTFjBr7//nuo6p4/4aZpYubMmVkN3Q8++CAee+wxTJ8+HYcffjicTiduvvnmrC3Ok6n3ZmVlJQYOHJi07Y9//GNar6W4uBiLFy/GnDlz8MEHH+Cuu+7CPffcg6+++iqxevPbb7+Nvn37Jj2uvUXqKDd4ruW5truea9uz93spfkGh5Xt87/e33+/H1VdfjSlTprQ6XnuLgaZqzJgxmD17No444oikRT3jQ8yFEBg4cGCbU5OA2MXs+DD3xx9/vN3ncTqdrf7ut2fp0qX44osv8OWXX+LXv/51YrthGHjxxRfbvbCeCRMnTkRNTQ3++c9/ok+fPjBNE4cddlinnFfjvxOZfB+29X7b399Tv9+Pe++9Fz/5yU9aHS/TFwZziaE7D+i6jmeffRYPP/xwqyvVZ511Fl544QVcc8016NGjB3w+HwKBQOJNvXcJAavVCsMw0m7DkCFD8Oqrr0IIkfglnD9/PoqLi9GvX7+0juV2uzFp0iRMmjQJ5557LiZMmIDdu3e3e6J94IEHcN999+H9999vdYWsf//+qKysxKxZsxInfq/XiwULFuDaa68FAIwaNQqNjY1YtGhRonfg448/hmmaOPbYYwHEejNa/vHt2bMnHA5Hyn+QL7zwQpx//vl44403WvXQCSHg9Xrh8XjQp08fzJ8/H6NHj07cP3/+fBxzzDEpPU8mjRgxAi+99BJ69uwJt9vd4eN09D21L/Pnz8cTTzyB0047DQCwceNG7Nq1a5+Pae99NWLECGzbtg2qqma8PMrxxx8Pq9WKJ554IjEHGACOPvpo7Ny5EzNnzoTT6Wz356uqKi699FI88MADePfddzPSpu+++w4LFy7EnDlzkn6ndu/ejTFjxmD58uU45JBDMvJce5s/fz7OPPPMRG+AaZpYuXJlUs9WKu+XIUOGYP78+a2OffDBByf1BGVTKq9lb6qqYty4cRg3bhzuvvtulJSU4OOPP8Ypp5wCm82Gurq6pN99yi881/Jcmw35fK5tS/xCwNatWxMjqvZ+f48YMQJLly5N+eeWjrFjx2LKlCkYOnRo0uiSE088Ef/85z8hhGizlzsuPldekiSMHz8+I22aMWMGTjzxxFYh/qmnnsKMGTOyFrrr6+uxYsWKREk/ILaCektWqxUA9vneGDBgQGINiJqaGgCxYPvVV1+1KuHZ2VL5ezpixAisWLEiK++3fMKF1PLAW2+9hYaGBlxxxRU47LDDkr7OOeecxAJJxx57LIqKivCb3/wGa9aswfPPP99qcY3a2lqsW7cOS5Yswa5duxCJRFJqw3XXXYeNGzfixhtvxPLly/HGG2/g7rvvxtSpU5OGWe3PI488ghdeeAHLly/HypUr8corr6CysrLdHrw//elPuPPOOzFz5kzU1tZi27Zt2LZtW6LnSJIk3HzzzfjDH/6AN998E9999x0uvfRS9OnTB2eddRaA2IeYCRMm4Morr8SXX36J+fPn44YbbsD555+f1JtxIM477zxMmjQJF1xwAe6//34sXLgQGzZswFtvvYVx48YlFgD51a9+hT/96U946aWXsGLFCtx2221YsmQJbrrppoy0Ix0XXXQRKioqcOaZZ2LevHlYt24d5syZgylTpiQWgElFbW0t5s6di82bNycF40MOOaRVSaxUDRo0CP/617+wbNkyLFiwABdddBEcDke7++/rfTVu3DiMGjUKZ511Fj744AOsX78en332GX77299i4cKFHWpfnMPhwHHHHYe//OUvOOGEExKB0Gq1Jm3fuwejpd///vfYuXNnRj8cHHPMMTjxxBOT/laceOKJOProo5MWVMu0QYMG4cMPP8Rnn32GZcuW4eqrr8b27duT9qmtrcWCBQuwfv36pKFyLf3iF7/ArFmz8Pvf/x4rV67EM888g7/+9a+JkQSpuvTSS3H77bdn7bW09NZbb+HPf/4zlixZgg0bNuDZZ5+FaZoYPHgwiouL8ctf/hK33HILnnnmGaxZswaLFy/GX/7yl1ZlZyh3eK7luTYb8vlc25Z4L/I999yDVatW4e2338bDDz+ctM+vf/1rfPbZZ7jhhhuwZMkSrFq1Cm+88cYBL6QGxEJ3IBDAzJkzky6ajB49GgsWLMCXX365z9CtKAqWLVuGpUuXZuQiraZp+Ne//oULLrig1d+Fn//851iwYAG+//77A36etpSWlqK8vBz/+Mc/sHr1anz88ceYOnVq0j7xC1fvvfcetm/fjqamplbHcTqduPbaa/GrX/0K7733HpYuXYorr7wSwWAwrdFvmzdvxiGHHNLugqIdkcrf07vuugvPPvss7r33Xnz//fdYtmwZXnzxRdxxxx0Za0c+YOjOAzNmzMC4ceMSq3K2dM4552DhwoX49ttvUVZWhueeew7vvPMODj/8cLzwwgu45557Wu0/YcIEjB07Fj169MALL7yQUhv69u2Ld955B19++SWGDRuGa665BldccUXab/ji4mI88MADOOqoo3D00Udj/fr1eOedd9r9MPG3v/0N0WgU5557Lnr37p34euihhxL73Hrrrbjxxhtx1VVX4eijj4bf78d7772XNOTk3//+Nw455BCcfPLJOO200/CDH/wA//jHP9Jq+75IkoTnn38ejzzyCF5//XWMHj0aRxxxBO655x6ceeaZiUA1ZcoUTJ06Fb/4xS9w+OGH47333sObb76JQYMGZawtqSoqKsLcuXNRXV2Nn/zkJxgyZAiuuOIKhMPhtK7G/+53v8P69esxYMCApKFyK1asaPOPfypmzJiBhoYGjBgxApdccgmmTJmyz7qW+3pfSZKEd955ByeeeCIuv/xyHHzwwTj//POxYcOGxBy+AzF27Fj4fL5W8z1Hjx4Nn8+3zw8HQCygV1RUZKRGdTQaxXPPPYdzzjmnzfvPOeccPPvss1mrjXnHHXdgxIgRGD9+PMaMGYPKysrEB/K4X/7yl1AUBUOHDkWPHj3anKc/YsQIvPzyy3jxxRdx2GGH4a677sLvfve7tFcir6urS1rlN9OvpaWSkhK89tprOOmkkzBkyBA8+eSTeOGFF3DooYcCiF1cufPOOzFt2rREOHn77bf3WxeWOg/PtTzXZkM+n2vbYrFYEhdsjjjiCPzpT39qtXr+EUccgU8++QQrV67ED3/4QwwfPhx33XVXRi6u9O/fHzU1NfD5fEmhu7q6Gn369EE0Gt3v+gput/uARhW09Oabb6K+vh5nn312q/uGDBmCIUOGZO1itizLePHFF7Fo0SIcdthhuOWWW/Dggw8m7aOqKv785z/j73//O/r06dPmyv5AbMrUOeecg0suuQQjRozA6tWr8f777+9zfZi9aZqGFStWIBgMHtDraimVv6fjx4/HW2+9hQ8++ABHH300jjvuODz66KOJXvvuQhKprFpBRNTNXHbZZaitrW31x5+IiIjSJ0kS1q1bl/GpXkTdAXu6iYiIiIiIiLKEoZuIiIiIiIgoS7h6OREVpLPOOuuAS4oRERFRTLyqAxG1xjndRERERERERFnC4eVEREREREREWVJwoVsIAa/XC3bwExERHRieU4mIiPav4EK3z+eDx+OBz+fLdVOIiIi6NJ5TiYiI9q/gQjcRERERERFRZ2HoJiIiIiIiIsoShm4iIiIiIiKiLGHoJiIiIiIiIsoShm4iIiIiIiKiLGHoJiIiIiIiIsoShm4iIiIiIiKiLGHoJiIiIiIiIsoShm4iIiIiIiKiLGHoJiIiIiIiIsoShm4iIiIiIiKiLGHoJiIiIiIiIsoShm4iIiIiIiKiLGHoJiIiIiIiIsoShm4iIiIiIiKiLGHoJiIiIiIiIsoShm4iIiIiIiKiLGHoJiIiIiIiIsoShm4iIiIiIiKiLGHoJiIiIiKijBJC5LoJRHmDoZuIiIiIiDLKNBm6ieIYuomIiIiIKKNMYea6CUR5g6GbiIiIiIgyyjAZuoniGLqJiIiIiCijTCE4r5uoGUM3ERERERFlHOd1E8XkNHTPnTsXEydORJ8+fSBJEl5//fWUHzt//nyoqoojjzwya+0jIiIiIqKO4bxuopichu5AIIBhw4bh8ccfT+txjY2NuPTSS3HyySdnqWVERERERHQgOK+bKEbN5ZOfeuqpOPXUU9N+3DXXXIMLL7wQiqLst3c8EokgEokkbnu93rSfj4iIiHhOJaL0MHQTxXS5Od1PPfUU1q5di7vvvjul/adNmwaPx5P4qqqqynILiYiIuieeU4koHQzdRDFdKnSvWrUKt912G5577jmoamqd9LfffjuampoSXxs3bsxyK4mIiLonnlOJKB0M3UQxOR1eng7DMHDhhRfi3nvvxcEHH5zy42w2G2w2WxZbRkREVBh4TiWidBhcvZwIQBcK3T6fDwsXLsTXX3+NG264AQBgmiaEEFBVFR988AFOOumkHLeSiIiIiIiA2Gd1IupCodvtduO7775L2vbEE0/g448/xn/+8x/0798/Ry0jIiIiIqK9cXg5UUxOQ7ff78fq1asTt9etW4clS5agrKwM1dXVuP3227F582Y8++yzkGUZhx12WNLje/bsCbvd3mo7ERERERHlVnxUqiRJuW4KUU7lNHQvXLgQY8eOTdyeOnUqAGDy5Ml4+umnsXXrVtTV1eWqeUREREREdAAM04SqKLluBlFOSUKIglrhwOv1wuPxoKmpCW63O9fNISIi6rJ4TiWi9gQjETT4/KjwuGGzWHLdHKKc6lIlw4iIiIiIqOswuYI5EUM3ERERERFlBxdTI2LoJiIiIiKiLGHoJmLoJiIiIiKiLGHoJmLoJiIiIiKiLDEZuokYuomIiIiIKDvY003E0E1ERERERFmiM3QTMXQTEREREVGWCMHebip4DN1ERERERJQ1nNdNhY6hm4iIiIiIssYwRa6bQJRTDN1ERERERJQ17OmmQsfQTUREREREWWMIhm4qbAzdRERERESUNSaHl1OBY+gmIiIiIqKs4erlVOgYuomIiIiIKGtMwZ5uKmwM3URERERElDVcSI0KHUM3ERERERFlDYeXU6Fj6CYiIiIioqzh8HIqdAzdRERERESUPUJwBXMqaAzdRERERESUVSZrdVMBY+gmIiIiIqKs4rxuKmQM3URERERElFUcXk6FjKGbiIiIiIiyisPLqZAxdBMRERERUVZxeDkVMoZuIiIiIiLKKg4vp0LG0E1ERERERFnFWt1UyBi6iYiIiIgoqzi8nAoZQzcREREREWWVydBNBYyhm4iIiIiIsoo93VTIGLqJiIiIiCirhBAQnNdNBYqhm4iIiIiIsk432NtNhYmhm4iIiIiIso5DzKlQMXQTEREREVHWcTE1KlQM3URERERElHXs6aZCxdBNRERERERZp5tGrptAlBMM3URERERElHWGydXLqTAxdBMRERERUdYZBnu6qTAxdBMRERERUdZxTjcVKoZuIiIiIiLKOiEEgzcVJIZuIiIiIiLqFCwbRoWIoZuIiIiIiDoFe7qpEOU0dM+dOxcTJ05Enz59IEkSXn/99X3u/9prr+GUU05Bjx494Ha7MWrUKLz//vud01giIiIiIjogDN1UiHIaugOBAIYNG4bHH388pf3nzp2LU045Be+88w4WLVqEsWPHYuLEifj666+z3FIiIiIiIjpQusHQTYVHEkLkRcE8SZLw3//+F2eddVZajzv00EMxadIk3HXXXSnt7/V64fF40NTUBLfb3YGWEhEREcBzKhG1LxiJoMHnb7XdYbOhrNiVgxYR5Y6a6wYcCNM04fP5UFZW1u4+kUgEkUgkcdvr9XZG04iIiLodnlOJ6EBxeDkVoi69kNpDDz0Ev9+P8847r919pk2bBo/Hk/iqqqrqxBYSERF1HzynEtGBYuimQtRlQ/fzzz+Pe++9Fy+//DJ69uzZ7n633347mpqaEl8bN27sxFYSERF1HzynEtGBYuimQtQlh5e/+OKL+PnPf45XXnkF48aN2+e+NpsNNputk1pGRETUffGcSkQHTAgYhglF6bJ9f0Rp63Lv9hdeeAGXX345XnjhBZx++um5bg4REREREaWBvd1UaHLa0+33+7F69erE7XXr1mHJkiUoKytDdXU1br/9dmzevBnPPvssgNiQ8smTJ+Oxxx7Dsccei23btgEAHA4HPB5PTl4DERERERGljqGbCk1Oe7oXLlyI4cOHY/jw4QCAqVOnYvjw4YnyX1u3bkVdXV1i/3/84x/QdR3XX389evfunfi66aabctJ+IiIiIiJKjykYuqmw5E2d7s7CmqJERESZwXMqEbWnvTrdAFBc5IC7qKiTW0SUO11uTjcREREREXVdHF5OhYahm4iIiIiIOo1pFtRAWyKGbiIiIiIi6jzs6aZCw9BNRERERESdxiysJaWIGLqJiIiIiKjzmOzppgLD0E1ERERERJ1GCIECK6BEBY6hm4iIiIiIOhWHmFMhYegmIiIiIqJOxSHmVEgYuomIiIiIqFMZLBtGBYShm4iIiIiIOpUp2NNNhYOhm4iIiIiIOpXJnm4qIAzdRERERETUqdjTTYWEoZuIiIiIiDoVe7qpkDB0ExERERFRpzK4ejkVEIZuIiIiIiLqVKzTTYWEoZuIiIiIiDoVe7qpkDB0ExERERFRp2LopkLC0E1ERERERJ1LCOiGketWEHUKhm4iIiIiIup07O2mQsHQTUREREREnY5lw6hQMHQTEREREVGnY083FQqGbiIiIiIi6nQM3VQoGLqJiIiIiKjTmYKhmwoDQzcREREREXU6g3O6qUAwdBMRERERUaczObycCgRDNxERERERdTrO6aZCwdBNRERERESdzjRNCMEh5tT9MXQTEREREVFOsFY3FQKGbiIiIiIiygmuYE6FgKGbiIiIiIhygvO6qRAwdBMRERERUU5weDkVAoZuIiIiIiLKCfZ0UyFg6CYiIiIiopzgnG4qBAzdRERERESUEwaHl1MBYOgmIiIiIqKcMDm8nAoAQzcREREREeWEKdjTTd0fQzcREREREeUEF1KjQsDQTUREREREOcHh5VQIGLqJiIiIiChnDIPBm7o3hm4iIiIiIsoZDjGn7o6hm4iIiIiIcoahm7q7nIbuuXPnYuLEiejTpw8kScLrr7++38fMmTMHI0aMgM1mw8CBA/H0009nvZ1ERERERJQdDN3U3eU0dAcCAQwbNgyPP/54SvuvW7cOp59+OsaOHYslS5bg5ptvxs9//nO8//77WW4pERERERFlA0M3dXdqLp/81FNPxamnnpry/k8++ST69++Phx9+GAAwZMgQfPrpp3j00Ucxfvz4bDWTiIiIiIiyhKGburuchu50ff755xg3blzStvHjx+Pmm29u9zGRSASRSCRx2+v1Zqt5RERE3RrPqUSUDQzd1N11qYXUtm3bhl69eiVt69WrF7xeL0KhUJuPmTZtGjweT+KrqqqqM5pKRETU7fCcSkTZwNBN3V2XCt0dcfvtt6OpqSnxtXHjxlw3iYiIqEviOZWIsoGhm7q7LjW8vLKyEtu3b0/atn37drjdbjgcjjYfY7PZYLPZOqN5RERE3RrPqUSUFULAME0ocrfvD6QC1aXe2aNGjcKsWbOStn344YcYNWpUjlpEREREREQHymRvN3VjOQ3dfr8fS5YswZIlSwDESoItWbIEdXV1AGLD2C699NLE/tdccw3Wrl2LW2+9FcuXL8cTTzyBl19+Gbfccksumk9ERJRVuhGCKbRcN4OIKOsMU+S6CURZk9PQvXDhQgwfPhzDhw8HAEydOhXDhw/HXXfdBQDYunVrIoADQP/+/fH222/jww8/xLBhw/Dwww/j//7v/1gujIiIuh3N8EEzvAA/hxJRAWBPN3VnkhCioE7nXq8XHo8HTU1NcLvduW4OERFREiFMRA0vTDNWmsumlkGWLTluVdt4TiWi9gQjETT4/Cnv73YWobidNZqIuroutZAaERFRd2YKA1G9EULouW4KEVGnYk83dWcM3URERHnAMKPQjCYIwQ+eRFR4OKebujOGbiIiohzTzRA03QdO4CaiQsVa3dSdMXQTERHlkGb4oRuBXDeDiCinOLycujOGbiIiohwQQkAzvDDMcK6bQkSUc+zppu6MoZuIiKiTCWEgqjexBjcRUTMhBExTQJalXDeFKONyWqebiIio0BhmFBF9NwM3EdFedMPIdROIsoI93URERJ1ENwLQjNTr1hIRFRLdNGBlPKFuiO9qIiKiLBPChGb4OH+biGgfDIPzuql7Snt4+bPPPotIJNJqezQaxbPPPpuRRhEREXUXpjAQ0RsYuImooPhCIazYtCWtx+gmh5dT9yQJIdIqCqooCrZu3YqePXsmba+vr0fPnj1h5PlcDK/XC4/Hg6amJrjd7lw3h4iIujHDjCCqN+FA6m/b1DLIsiVzjcognlOJaG87Gptw/4uvYfXmrVAUBdOvuQxWNbXBtTaLBRWejv0t0QwfVNkJSeKSVZR/0n5XCiEgSa1XFdy0aRM8Hk9GGkVERNTVaYYfUb0RBxK4iYi6mrJiFzbtrIdAbGG01Vu2pfzYAykbFluksgFCcIg65Z+U53QPHz4ckiRBkiScfPLJUFtcsTIMA+vWrcOECROy0kgiIqKuQggTUcML02w9FYuIqLtTFQWH96/GlytWAwCW1W3C0Op+KT32QGt1C6EjojfAqpZAlpQDOhZRJqUcus866ywAwJIlSzB+/Hi4XK7EfVarFbW1tTjnnHMy3kAiIqKuwhQaonoThMjvqVZERNl05IDaROheWrcZqSaETNTqFkJHRKuHVXVDke0dPg5RJqUcuu+++24AQG1tLSZNmgS7nW9iIiKiOMMMI6p7weHkRFTojjyof+L/G3fugi8YQnGRI6XHaoYO2wGvYyEQ1ZugKhosSvEBHovowKVdMmzy5MkAYquV79ixA+Zew0Cqq6sz0zIiIqIuQAgB3fRDN4K5bgoRUV6o7lmBUpcTDf4AAGDZxs04ZvDAlB6rGwZslswsHqkbQQhhwqK421yTiqizpL2Q2qpVq/DDH/4QDocDNTU16N+/P/r374/a2lr0799//wcgIiLqJoQwEdUbGLiJiFqQJAmH969J3F6+cXPKj9U7UKs7HNXavc8ww4gajVxgjXIq7Z7uyy67DKqq4q233kLv3r151YiIiAqSaWr8IEdE1I4j+tdg7ndLAQBL6za1WwFpbx1ZTE3Tdeyrc9w0o4gILrBGuZN26F6yZAkWLVqEQw45JBvtISIiynu6EYRm+MH520REbTui/54pp7t9fuxo9KJX6f7LC0e09nut26MZxj5DN9BygbUSKLI17ecgOhBpDy8fOnQodu3alY22EBER5TUhYovzaIYPDNxERO0rLXahT3lZ4vayuk0pPc40TRhpDDHXDQO6kWrFCIGo3gjDjKZ8fKJMSDt0/+lPf8Ktt96KOXPmoL6+Hl6vN+mLiIioOzKFgYi+G4YZznVTiIi6hCFVfRP/X7YxtdANABE99d5uXyiUVptiwbsBmuGHELx4Sp0j7eHl48aNAwCcfPLJSdvj8zSMlK80ERERdQ2GGYVmNHH+NhFRGoZW98OsJd8BAJZv3ALDNKHI++/z03QdsNn2u59hmghGorAo6c/T1o0ADDMMi+LmcHPKurRD9+zZs7PRDiIiorwUm7/ty3UziIi6nEF9e0ORZRimiVA0ig3bd+Kg3r32+7iIpqd0/KZAEDiA3mohDET1BqiKExbF1eHjEO1P2qF79OjR2WgHERFR3tEMH8uBERF1kN1qwUG9e2HV5q0AYvW6Uwndmq7DMEwoSvu94oFwGKFIJCPt1I0AAAGLUpyR4xHtLe3QPXfu3H3ef+KJJ3a4MURERPlACBNRwwvTzMwHOiKiQjWkqm8idC+t24TTjxmR0uMimoYipf0h5oFwZv8+xy+wMnhTNqQduseMGdNqW8uae5zTTUREXZkpdET1JgiR2vBGIiJq39Dqfnjzi4UAgLVbtyMc1WC37qe+F4CwpqHI3nbo1g0jNu87w3QjCCEErKo748emwpb26uUNDQ1JXzt27MB7772Ho48+Gh988EE22khERNQpDDOMiLabgZuIKENqevWAwxpbqMwwzUSv9/5E9xGqw9H0a3mnyjBDzRdeubI5ZU7aPd0eT+ui9qeccgqsViumTp2KRYsWZaRhREREnUkz/M3z+oiIKFMUWcbgqj5YsmY9gFjpsMP7V+/3cYZhIBiOtNnbHY5mt862YYZhCh1W1Q1Z2n+vPOU/IUwYIgJVduTk+dPu6W5Pr169sGLFikwdjoiIqFMIYSKiNzJwExFlydCqfon/L63bnPLjNKN1b3dU0xHRstfTHSeEjoi2G1G9Cabg9NmuSAgRG8GmNyKs7YJu+HPWlrR7ur/99tuk20IIbN26FX/84x9x5JFHZqpdREREWSeEgYjeyOHkRERZNKR6T+jeUr8bjYEASpzO/T5OM8yk20IINPg7NzgZZhiGGYEi26AqTshS2vGJOpEQAqaIJn5uQMtpAlJ7D8u6tN81Rx55JCRJajXP4bjjjsPMmTMz1jAiIqJsii2Y1gAhzP3vTEREHdazxI2yYhd2+2KBefnGzTjukIP3+7i9F0vzBkPQc7Jos0iEOItSDEW2Jy0kTblnmhp0MwRTRPLyvJ526F63bl3SbVmW0aNHD9jt9ow1ioiIKJsMMwrNaMrLEzMRUXcjSRKGVvfDp98vBwAsq0stdJumiWAkgiKbDb5QCP5QKNtN3Q8BzfBCN/1QZAcU2QFZUnLcpsIR68WOwDCjAEzEZkoLmEKDyPMpAGmH7pqammy0g4goJ4QQCIY0qKoMm5VDxro7IQR0M8D520REneyQqr6J0L20bhOEECn1FgcjUUQ0DaFIdhdPS4cQJnQjAN0IwqIW52xxrkIQn5dtiAhMM4rk4eJdR4cWUvvkk08wceJEDBw4EAMHDsQZZ5yBefPmZbptRERZo2kGdjeEsHGLD7t2h6Dr7PHs7kxTQ0SvZ+AmIsqBIVV9E/9vCgSxdXdDSo+LRKMIhiN5WsJLQNO9iGi7m3tfKVNMoUMz/Ijou6AZXpit5md3LWmH7ueeew7jxo1DUVERpkyZgilTpsDhcODkk0/G888/n402EhFlTCisY8euALZs98MXiObpSZwyLbZ6aUPeDz8jIuquioscqOpRkbi9LI1VzPOdKTRE9QZoho+fKw6AKQxohh9hrR4RLXaRvLtMA0t7LOV9992HBx54ALfcckti25QpU/DII4/g97//PS688MKMNpCIKBMCwSi8/iiiUYauQqMbQWiGL9fNICIqeEOr+2Ljzl0AYkPMTx5+eI5blFm6EYRhRqEqRVAkGyQpY9WZuwUhTJhChxA6TKEDEJAkGRJkGCLaPHy8e0r7nbB27VpMnDix1fYzzjij1SJrRES5ZJoCXl8Em7fGhpAzcBcezQgwcBMR5YmWpcNWbt6ao5XIs0sIHZruRVjb1VzjO/s1xfNVbOEzHboRRFirR1jbmRgRYJghGGa4+cK4v1sHbqADPd1VVVWYNWsWBg4cmLT9o48+QlVVVcYaRkTUUbphwuePwh+IwjQ5zKsQCWFCM7zNNTqJiCgfDOxTCVVRoBsGIpqGddt2YFDf3rluVpbEy4yFIcs2WGQnZNmS60ZllSk0GGYUpojCNDV05TnYmZZ26P7FL36BKVOmYMmSJTj++OMBAPPnz8fTTz+Nxx57LOMNJCJKlaYZaPJFEAxq/DNfwFgOjIgoP1lVFQP7VGL5xth87qV1m7px6N7DNCOImJFuF75NocM0tVjIFlGed/ch7dB97bXXorKyEg8//DBefvllAMCQIUPw0ksv4cwzz8x4A4mI9icc0eH1RRAK67luCuVQrByYH7oRzHVTiIioHUOr+yVC97KNm3HmqKNz3KLOEw/fUqK2twRJUiBBhkVxttje+YQwWnRYmEkLwsmSBZIkMWQfgA4VpT377LNx9tlnZ7otREQpE0IgENTg9UegafyjX+hMoSOqN0EIXnghIspnQ6r7AvNj/1+/bQeCkQiKbLbcNqqTtaykET9vGWa4OYBLkGULZMnaHHZbL8ElhICACcAEIAFCQEAgFpZNCJixEC2M5u2ALCmJkCwS8Toervc3PjBeT53jCDsq5dDd0NCA5557DpMnT4bb7U66r6mpCc8++2yb9xERZYJpCkQiOsJRA5GIjmjU4J9+AhBbLC1We5vvCCKifFfVowJOux2BcBimEFixaQuGD+if62blAQEh9Fh0NjQAQQASZEmFJMktwrSJjpzvjAO6KM3z64FKefXyv/71r5g7d26bodrj8WDevHn4y1/+knYDHn/8cdTW1sJut+PYY4/Fl19+uc/9p0+fjsGDB8PhcKCqqgq33HILwuFw2s9LRPnNMEwEglHsbghhy3YfNm7xYkd9EF5fBBEGbkKspyCi7YZu+NFdPxAEo1uxbtfL8Ic35LopREQZIUsShlT1SdzuTvW6M080L04WgSm05h7y7nm+6+5SDt2vvvoqrrnmmnbvv/rqq/Gf//wnrSd/6aWXMHXqVNx9991YvHgxhg0bhvHjx2PHjh1t7v/888/jtttuw913341ly5ZhxowZeOmll/Cb3/wmreclovxkmgI+fwRbd/ixqbnMly8Q5fBxasUwo4jou7tlKRbDjGCXfyFWbPsHVmz7O7Z7P8U279xcN4uIKGNalg5bVrcphy0h6hwpDy9fs2YNBg0a1O79gwYNwpo1a9J68kceeQRXXnklLr/8cgDAk08+ibfffhszZ87Ebbfd1mr/zz77DCeccAIuvPBCAEBtbS0uuOACLFiwoN3niEQiiET2lIzxer1ptZGIsi8aNeALRBEIRHn9lvYrNpzcn+tmZJQQAsHoZtT7F6Mh+F2riwm7fAtRW3EuVNmRoxbG8JxKRJnQMnRvb2xCvdeHcndxDltElF0p93QrioItW7a0e/+WLVsgyykfDtFoFIsWLcK4ceP2NEaWMW7cOHz++edtPub444/HokWLEkPQ165di3feeQennXZau88zbdo0eDyexBdriRPlj1BIw/adAWzd4YefgZv2w0waTt496GYIO31fYvm2J7Fy+/+hPrC4VeB22WrRv8ckSMjdqrZxPKcSUSZUuIvR07NnyuqyjRxiTt1byj3dw4cPx+uvv47jjjuuzfv/+9//Yvjw4Sk/8a5du2AYBnr16pW0vVevXli+fHmbj7nwwguxa9cu/OAHP4iVhtF1XHPNNfscXn777bdj6tSpidter5cfEohySAgBf1CDzxeBpnPYOKWmO9XeFkIgEN2Iev8iNAS/b3PFdUWyo8x5BMpdI1FSNCRvarrynEpEmTKkuh92fLcUQGyI+Q8OPSTHLSLKnpRD9w033IDzzz8f/fr1w7XXXgtFiV1xNwwDTzzxBB599FE8//zzWWsoAMyZMwf3338/nnjiCRx77LFYvXo1brrpJvz+97/HnXfe2eZjbDYbbAVWhoAoH5mmgNcfgc8fhWmyT5tSE6u9HWiuvd213ze6EcTuwDeoDyxGWNvZ5j5OWzUqXCNR4hiaN0G7JZ5TiShThlT3xSfNoXv5xs0whYAsSft5FFHXlHLoPuecc3DrrbdiypQp+O1vf4uDDjoIQGyIt9/vx69+9Suce+65KT9xRUUFFEXB9u3bk7Zv374dlZWVbT7mzjvvxCWXXIKf//znAIDDDz8cgUAAV111FX7729+mNbydiDqPPxBFozcMw+jaoYk6l2GGoRmBLl17WwgBf2Q96v2L0BhcBgGj1T6K7ECZ80hUuEbAbumRg1YSEXW+wf36QpIkCCHgC4WxeVc9qnpU5LpZRFmRcugGgPvuuw9nnnkm/v3vf2P16tUQQmD06NG48MILccwxx6T1xFarFSNHjsSsWbNw1llnAQBM08SsWbNwww03tPmYYDDYKljHe9xjhd2JKF+YpoA/EIU/EOUwckqLKXRohg+mGc11UzpMM/zYHViCev9iRPTdbe7jsvVHhWskPEWHQJbSOh0TEXV5TrsNNT17YP32WNWiZXWbGbqp20r7LH/MMcekHbDbM3XqVEyePBlHHXUUjjnmGEyfPh2BQCCxmvmll16Kvn37Ytq0aQCAiRMn4pFHHsHw4cMTw8vvvPNOTJw4MRG+iSi3IlEd/oDGlcipQ3QzBE33oSsOJRfChC+8FvX+xWgMLQfQ+mKTKjtR5joSFc6RsFnKOr+RRER5ZGh130ToXlq3CT8aOaxDx4nqOyBEaSabRpRROb20PmnSJOzcuRN33XUXtm3bhiOPPBLvvfdeYnG1urq6pJ7tO+64A5Ik4Y477sDmzZvRo0cPTJw4Effdd1+uXgIRNYtGDTQ0hRGOdN2hwJQ7sbnb/ua5212LpntR39yrHTUa29yn2D4g1qvtGAxJ4kViIiIgtpjaO199DQBYtXkrNF2HRU0vnuhmAzZ7H8FWnwcex8HwOAbDZa/lCCLKK5IosHHZXq8XHo8HTU1NcLvd+38AEe1TKKTBH9QQDGn73zmPVZQ54Cyy5roZBUkIA1G9qVWprHwmhAlveDXq/YvQFFqJtnrmLUoxyp3DUe4aAata0uHnsqllebmoGsBzKhG1LxiJoMG37xKPmm7glr8/jageu2B/y9mnJ9XwToU38gUaQm8lbZMlK9z2gfAUDYbbPgiqUpRe46lbkiQ5Z2un8BIQEaUtEtURDGoIhDQujkYHxBQ6onpDlykFFtUbUe//GvWBr6EZ3jb2kOB2DEKFcyTcjoHs1SYi2geLquDgvr3xvw0bAcTqdacbunWjHoCElhc/TRFFY2gpGkNLAUhw2arhdgyGxzEYdkt55l4AUYoYuokoJYn62v4INK1rBCTKX0KYzaXAQsj3+dtCGGgKrUS9fzG84VVt7mNVPCh3jUCZ80hYVU8nt5CIqOsaUt1vT+iu2wSccGxajy8rOh3lrpNgSkvRFFwKb3jNXlUvBPyRDfBHNmBL4wewqeXwNAdwp60KksTqR5R9DN1EtE/RqAF/IIpASOvW9bV1o3UpJ8oO3QhCM/zI97Ad0Xej3r8Y9f4l0M22hkjK8DgGo8I1EsX2g/jBjYioA4ZU9038v27HLvhDYbgc9rSOocrFcDtHotw5DKapwRdZi6bQSjQFV7T6+x3R67HD9xl2+D6DIjsS88CL7QOgyLaMvCaivaUUuocPHw4pxWL1ixcvPqAGEVFuCSEQ1QwEQzpCIa1gyn1pugHTFJDl1P7WUfqEMBE1vDDNSK6b0i5T6GgKLkd9YDF84bVt7mNVS1HhGoky5zBYlOJObiERUffSt7wM7qIieINBCADLN23GUYMGdPh4smxJ9GSL0tMRjG6JBfDQCoS17Un7GmYIuwPfYHfgG0hQ4LL3T4RwjlqiTEopdMfraANAOBzGE088gaFDh2LUqFEAgC+++ALff/89rrvuuqw0koiyK15TOxjSEI0aed7/mD0RTYPDxsXUssEUGqJ6E4TIzxEFYW0X6v2LsTuwBLrZegV1CQo8RYegwjUSLlste7WJiDJEkiQMqeqDBStWA4gNMT+Q0J18bBlOWz84bf3Qp+QkRPVGNIVWoCm0Ar7werQs7ShgwBdeDV94NTY1vAOHpTIW3osGw2HpnXIHJFFbUgrdd999d+L/P//5zzFlyhT8/ve/b7XPxo0bM9s6IsqqaNRAIKTB54+iwAoZtImhOzt0IwDNCCDfhpObQkNjcBnq/Yvgj2xocx+bWo5yV2zIoqo4O7mFRESFYUh1vxahe3PWnseqlqBH8bHoUXwsDDMMb2g1mkIr4A2tgiHCSfuGtG0IaduwzfsJLEoxPI7BcDsGo9heC1nKz4oSlL/SntP9yiuvYOHCha22X3zxxTjqqKMwc+bMjDSMiLIjGjUQDGsIBgtn6Hiq4iVLKDMMMwrN8O21oE3uhaI7UB9YhN2Bb2GYoVb3S5KKEsdQVLhGwmmrZu8GEVGWtVyxfJfXhx2NTehZkt3h3YpsR6nzMJQ6D4MQBvyRukQveFRvSNpXM3zY5V+IXf6FkCULiu0DmkP4wbDwgiylIO3Q7XA4MH/+fAwaNChp+/z582G3p7foARFlnxAC4bCOUPOXbjBot0fTdc7rzgAhTGiGD4YZ3v/OncQ0o2gIfo96/yIEopva3Mdu6YkK10iUOo+AKjs6uYVERIWr1OVE77ISbN3dCCDW253t0N2SJCkotvdHsb0/+paMR0TfFQvgwRUIRJNH8ppCQ1NoOZpCywEATltVYg65Ta3ghVpqU9qh++abb8a1116LxYsX45hjjgEALFiwADNnzsSdd96Z8QYSUfoMw4yF7JCGUFjPs0G9+S2qa7BbOcS8o2K92968mbsdjG5tnqv9LUzRegE3WbKgpOhQVLhGosjajx+WiIhyZEh1vz2he+MmjD5iaE7aIUkS7JYesFt6oJf7B9CMALzNC7H5wmtgCi1p/0BkIwKRjdjS+BFsalmiHrjLVgVJUnLyGij/pB26b7vtNhx00EF47LHH8NxzzwEAhgwZgqeeegrnnXdexhtIRKnRDROhkIZgSEckwqDdUaFolKG7A4QQ0E0/dKP1ImSdzTAjaAh+h3r/YgSjW9rcx2HpjQrXCJQ6D4cic5QWEVGuDa3qh4+X/A8AsHzjFpimCVnO/aKVFsWJctdwlLuGwxQafOF1iRCuGb6kfSP6buz0fY6dvs+hyHa47YOah6EP5LmmwKUVunVdx/3334+f/exnDNhEeUA3TASDGgLNq47TgQtFovAUcYh5OgwzDM3w57R3WwiBYHQL6v2L0BD8rlVPBADIkhWlzsObe7X75KCVRETUnoP79YYsyzBNE8FIBHU7dqG2smeum5VElizNJcUORj9xOkLaVjQFY/PAQ9q2pH0NM4yG4HdoCH4HCTJc9trEMHSrWpKbF0A5k1boVlUVDzzwAC699NJstYeI9kPTY0E7GGbQzrRo1IDVqiAUjcDJNSr2yxQ6NMMH04zmrA2GGcbuwLeo9y9u9YEnrsjaDxWuESgpOhSKbOvkFhIRUSrsVisOquyJ1Vtif8uX1m3Ku9DdkiRJKLL2QZG1D3qXjG0uRxbrAfeH10EklSMz4QuvhS+8Fpsa3oXD0iuxGnqRtTfLUBaAtIeXn3zyyfjkk09QW1ubheYQUVvYo515jU1hrF7fgDXNX2s3NGLgQR7c8cvjEIpqDN37IIQB3QxCN0LIRRkwIQQC0Y3Nvdrft7k6uiLZUOochgrXCDislZ3eRiIiSt+Qqr6J0L1s42acdsyIHLcodbFyZMegR/ExMMwIfOE1aAwuhze8qlWljJC2HSFtO7Z550JVXIke8GJbf8gyy5F1R2mH7lNPPRW33XYbvvvuO4wcORJOZ/Iy+WeccUbGGkdUyBi0M6fRG44F6/WNiaBd39C6VJRYGwuQUU2DEIKLau1FCBO6GchZ2NaNYKxXO7AIYW1nm/s4bdUod45AadFQyDLn5hMRdSVDq/vh/y1YBABYs3UbIpoGm6XrhVBFtqGkaChKioZCCAOByKZEObKIXp+0r274Ue9fhHr/ouZyZAe1KEfmytEroExLO3Rfd911AIBHHnmk1X2SJMEwGA6IOsowTARDGgJBDREG7Q7x+iJYs74hEa7XbmjEzvrUFvfa3RBGQ2MYpSV2RDSuYh5nCh26EYQpIhCic0vOCSHgj2xAvX8RGoNLIdD690KRHShzHokK1wjYLT06tX1ERJQ5tZU9YbdaEY5GoRsmVm3eisNqq3PdrAMiSQpc9hq47DXoW/ojhLVdiQAeiGxEy4vYsXJksfsAwGntl1gN3W7pwc6ALizt0G2arPFLlCmabiIcia02Ho0a0HT+fqXDH4gmBew16xuwY1fqq2eXltgxoKYUA/uX4tBDylFT40RpSWxYeSAcKfjQncuebc3wY3fgG9T7F7fqFYhz2WpR4RoJT9EQyFLapzMiIsoziixjcL/e+GbtBgCxet1dPXTvzW6pgN1SgV7uE6AbATSFVsEbWglveDVMkbxGSiC6CYHoJmxtmgWrWtq8iNtguGw1LEfWxfBTClEnEUIgqhmIRg1EogYiEQO6wZCdKn8girUbGrCmxRDx7TsDKT++xG3DgNrSxNfA2lKUlToS9zudCiLGnjrOYU2DYZpQ8qBcSS6Ypoao0dSpK5ILYcIXXof6wCI0BZcnLUITp8pOlLmORIVzBGyW8k5rGxERdY4h1f32hO6Nm3LcmuxSFSfKXUei3HUkTKHDH16f6OnWDG/SvlG9ATt9C7DTtwCKZIfbMQgex8EodgyEKjvaeQbKFx0K3Z988gkeeughLFu2DAAwdOhQ/OpXv8IPf/jDjDaOqKuLRg2EwjpCzSuNs3Z2agJBDWs3xHqw1zb3ZG/bkXrAdhfbMKC2BAPjAbt/GcpK7OkNyxICoUgULkdhLagWH0pumGF0Vu+2ZvhQ7/8a9f7FiBqNbe5TbB8Q69V2DObVfSKibmxIVd/E/zft2g1vIAi3syiHLeocsqTC7RgIt2Mg+onTENK2JQJ4KLo1aV9D7ClHBshw2Wpii7EVDYZNLc3NC6B9Sjt0P/fcc7j88svxk5/8BFOmTAEAzJ8/HyeffDKefvppXHjhhRlvJFE+ifdYm2bs/7puQtNNmKZAPNNpuglNMyEEY/b+BEMa1m5oTAwPX72+AVu3+1N+fLHLigE1pRjQvzQRsivKHBmZ9xTWtIII3abQYJgRmGa0zfrW2SCECW94Ner9i5vnrrX+XbEoxShzDke5azg/RBARFYjK0hKUupxo8Mcuti/buBnHHjIox63qXLFyZL1RZO2N3p4xiOpeeEMr0BRaCV947V7rm5jwR9bBH1mHzY3vwW7pmVgNvcjah+XI8oQk0kwFQ4YMwVVXXYVbbrklafsjjzyCf/7zn4ne73zl9Xrh8XjQ1NQEt9ud6+ZQFxGJ6ohEDIQjOsJhnT3WHRQK61hX14DV62LDxNesb8CW7T6k+lfI5bTEAnZtbB72gNpS9CgvykjA3nt4ORA76fUuK+22C5cYZhS6GYRpRva/c4ZE9cZYr3bg61ZD52IkuO2DUOEaAbdjEHu1AdjUsrwtIcNzKhG1JxiJoMGX+kX0lp7+YDY+W7YSAHD8kINx2Y/G7nN/i6rC7dTbLCHZ3cTKka1FU2gFvKGV0M3217JRZWdiHnix/aCCr+ohSXLOFlxNu6d77dq1mDhxYqvtZ5xxBn7zm99kpFFE2SSEgGEKmEbzv82LA8qSBEgSNC0251o3zNg+hsmQ3QHhiI51dck92Ju3ph6wixyWPUPE+5dhQE0JevVwdmoAFkIgoumwW/Mz8KRDCAFTaDBFFIYZaZ6r3TnvbCEMNIVWod6/CN7wqjb3sSgelLuGo9w5HFbV0yntIiKi/DS0pioRupdt3Mwyni3EypENQUnREAhhIhDdhKbgCnhDKxDWdyXtq5sB1AdiF7olSU2UI/M4DoZFKc7RKyhMaYfuqqoqzJo1CwMHDkza/tFHH6GqqipjDetKolEDTd4wIEmQpFh4kxUJiixBUWQoSuxfVeHwjlRpmgHdEFAVCXLz93FfhBAwTQFTAMKMBWXdMKEbIr4DNN1EVDNgGIzQmRaJ6Fi3sSkx/3rN+gZs2uKFmXLAVnFQzZ4FzgbUlqKyZ+cG7PZEtGiXDd2mqcEQkU4P2XERvQH1/sWoD3wN3Wirt0OCx3EIKlwjUGwfwCFwREQEADikxbzuBn8A2xoa0buM04z2JkkyXLZquGzV6Ft6CsJafXMP+Ar4I3Voed4XQo+tkh5aiY0Aiqx9E8PQ7ZaeefGZqztLO3T/4he/wJQpU7BkyRIcf/zxAGJzup9++mk89thjGW9gV2AYJoLh1IazSEAinDf/NxbS5diXJMXCuiTv9W+L7bKENkNovGfWFAJCALIMyLIMWULi2PvTMrxCiERblTQeb5gCEtpuY/z4RnMPstY8H1rXzeZ2C+ha655lCYDcHMD3HAwwhUjMrabOEdUMrK+LryAe68neuMULM8WE7bCrOKimJBGwD6otRe+eruSfbR4JRTV4nLluReoMMwrDDOekpjYQW4itKbQC9f5F8IXXtrmPVS1FuXMEyl1H8ko7ERG14i5yoF9FOTbtipWMXFa3maE7BXZLOeyW49HLfTx0IwhveHVzCF8NUyRPJQtGNyMY3YytTR/DqpTA4zgY7qJYOTKW4cy8tL+j1157LSorK/Hwww/j5ZdfBhCb5/3SSy/hzDPPzHgDuxsBAM2hOK6ja1pLkgRZBiRIKQ2BliQJqrKn11gIAQHsCeqmaPcY8RCtKBIEYr3JaL5gAACmKaAbIin8xnqoJQgT+z3+/gigOagzXHcmTTOwfmMT1mxowJp1DVizoRF1m5tS/jnYbUpzD3YJBtSWYUBtCfr0Ks7bgN0WwzCg6Tosan6egIQwYkFbxBZC6+ze7Liwtgv1/sXYHVjS5vwyCTI8RUNQ4RoJl62WvdpERLRPQ6r77gndGzfhpCMPy3GLuhZVKUKZ8wiUOY9oLke2IdELHjWakvaNGo3Y6f8SO/1fQpZscDsGwuMYDLdjEMuRZUjKnyKfeuopnHTSSaipqcHZZ5+Ns88+O5vtohQIIWAYQKofsoUQ0PTYMOu0nwtoHq6d+mNMU6Tc+0m5p+km6jY1Jc3BrtvUtGeI/n7YrAr615RgQE3zImc1pejTuxhKFwrY7QlFo3kVuk2hwzAjMMxQp9bRbt0ODY3BZaj3L4Y/sr7NfWxqOcpdI1HmHAaL0oWGDBARUU4Nre6HDxd/CwBYsWkLdMOAqnBxzY6IlSMbALdjAIQ4FWFte6IcWTC6JWlfU0TQGPwejcHvAUh7ypE5BsNmKcvNC+gGUv4Ued111yEajaKmpgZjx47FSSedhLFjx6JPnz7ZbB8RZYGum6jb3JQ0RHzDpiboKV6QsVpk9K+ODRGPf/Xr4+4WAbstUS33q6GaQoNpRqGb4ZyvzhrSdjT3an8Dwwy1ul+CgpKioSh3jYTLVsN5YkRElLaBfSqhKjJ0w0Q4qmH99p0Y2Kcy183q8iRJgsNaCYe1EpWe0dAMXyyAB1fCF1m712cMAX9kPfyR9djc+D7sagXcRbEA7rT246i1NKQcuhsbG/HZZ5/hk08+wezZs/H8888jGo1i4MCBGDt2LMaOHYsxY8agV69e2WwvEaVJ101s3OJN6sHesLEp5REPFjUWsA9KLHJWgqo+7v0ubtedRHS901ZOjU3RMGEKvXm1cQ2mqSFXw8bjTDOKhuBS1AcWIRDZ2OY+dktPlLtGoKzoCKhKUSe3kIiIuhObxYIBvSuxYlOsJ3Zp3SaG7iywKMWocB2FCtdRMMzoXuXIAkn7hvVdCHt3YYd3PlS5CO4W5cgU2ZajV9A1pF2nOy4cDuPzzz/H7NmzMWfOHHz11VfQNA26nvseoX3JRk3RUEjDjvr2a+QRdRbDMLFpqy8Wrtc1YM2GBqyva0RUSy1gq6qM2ipP0iriVX3cUNXuH7DbqtPdUllxMRy2zNW3FMJsnvssYAoDQujNC5/l15SMYHQb6v2L0BD4FoZo/f2RJQtKig5FhWskiqz92KudBazTTURd0YHU6Y5796uv8d/PvgQADOhdiV+f1/b6UYVUp7uzCGEiGN2cGIYe1na2u68EJVGOzO04GFY1P88HXapOd5wsy5BlGZIUW9VaCIHq6upMto2I9sEwBbZs9SVKdK1Z34C1dY2IRlOb46sqEmqqSjCgpgQD+sdCdlVfDywFELA7IhSNZjZ0w4BuBPa/Yw4YZgQNwf+h3r8YwejmNvdxWCqb52ofDkW2d3ILiYioEAyp7pcI3eu270A4GoXdmrlzMbVPkmQ4bVVw2qrQp2QcIvpuNAVXoim0onkdlxblyGDAG14Fb3gV0AA4rL1R4jgEbsfBcFgqeUEeaYTuaDSKL774AnPmzMHHH3+MBQsWoKamBieeeCKuvPJKPPfccwVbp5so2wxTYMs2XyJcr1nfgHV1jQhHUgvYiiKhpq8nMUR8YP9SVPd1w2LhgiSpimharpuQVUIIhKJbsMu/CA3B/8EU0Vb7yJIVpc7DUeEcgSJb3zaOQkRElDnVPcrhtNsQCEdgmiZWbNqCYQfV5rpZBcmmlqGn+zj0dB8H3QzBG1oNb2gFvKFVrUbChaJbEYpuxdam2bAo7sRCbC57bcGWI0v5VXs8HvTs2RMTJ07E9ddfjxdffBGVlZxXQZRppimwdbs/Mf863oMdTrEWvCxLqO7rTixwNrC2FDVVHlgZsA+IaZqIaBpslvwc5ttRhhnG7sB3qPcvQkjb1uY+Rda+KHeNQGnRYZyzRUREnUaWZQzu1xeLV68FEKvXzdCde6rsQJnzcJQ5D4cQBvyRDWgKrURTcDmiRmPSvprhxS7/V9jl/wqyZIXbPhCeosFw2wcV1PovKYfuYcOG4euvv8bcuXMTQ8vHjBmD8vLybLaPqFszTYFtO/xYs6ERa9btjv27vgGhNAJ2VZ94wC5pDtglsFkZsLOhu4RuIQSC0U3Y5V+ExuD3MEXrXnxFsqHUeQTKXSNRZOUFViIiyo0h1XtC99K6TTluDe1NkmLzuYvtB6FvyXiEtR3N88BXIhhN/nmZIorG0FI0hpYCkOC0VcHjOAQex2DYLd07U6Ycur/44gv4/X58+umnmD17Nh544AFccMEFOPjggzFmzBiMHj0ao0ePRs+ePbPZXqIuSwiBbTsDWNuiB3vN+kYEQ6kNW5YloG8fd2KBswG1pehf5YHNVpjDdHIhkgelww6EbgSxO/At6gOL2l0QxWmrRrlzBEqLhkKWOW9u36QW89T2/lcAEM2r0e9vcTwJkqTEviC1Oi5LshBRIRta3S/x/20NjWjw+VFa7Mphi6g9sXJkveCw9kKl50Rohh/eUGweuDe8plU5skCkDoFIHbY0fgCbWp4Yhu60VXW7c19an9ZdLhcmTJiACRMmAAB8Ph/mzZuHDz/8EFdeeSX8fn/er15O1BmEENhZH8TqdbGAvXZ9bCVxfyC1gC1JQN/exRhQ0zxEvH8p+leXwM6AnVNRTYNhmlDkrnMiEELAH9mAev8iNAaXQqD1OgCK7ECZcxjKXSPgsBTOhdPYCV2OBV0p9m9sm9T8JSCE2RyAZUiQAQnN+1kgS6mNKImXgRMQgBCxfyEQD9upHoeIqBD18LhR4XFjV5MXALBs42YcP3RwjltFqbAoLpS7RqDcNQKmqcEXWYumYKwXXDeTV7aP6PXY4fsMO3yfQZEd8CTKkQ3oFlPbOvQJ3jRNfPXVV5gzZw5mz56N+fPnIxAIoKamJtPtI8p78YDdsg72mvWN8AdaL0TVnj6VrqQe7IOqS+BwdP1hzN1ROBqF057/q3VrRgC7A0tQ71+MiF7f5j4uWy3KXSNRUnQIZKk7vN/29BBLaO45llRIzYE63mscu6/zLpzE2qTE+sC5gCsRUdqGVPXFvObQvbRuE0N3FyTLlkRPdqwc2ZbEMPSwtj1pX8MMYXfgG+wOfAMJClz2/okQblU9OXoFBybl0P3ll19izpw5mDNnDj799FP4/X7069cPY8aMwZ///GeMHTsWtbW1WWwqUe4JIVC/O5RUpmv1+gb4/KkH7N699grYNSUoYsDuMoKR/A3dQpjwRdah3r8YTcFlEGhdn12Vi1DmHI5y14guM38q0SMtKYCI9RjHwrPc3FOsQpLUgl0RlYiouxta3Q/z/rcMALB842YIIViGqguLlSPrB6etH/qUnIyI3pAYhu4Pr0/6/CJgwBdeDV94NTY1vAOHpTIW3osGw2Hp3WXeByl/QjnuuONQWVmJsWPH4pFHHsHYsWMxYMCAbLaNKKeEENjdGN7Te70uNkS8yRvZ/4ObVfZ0YmBtaaJU10E1JXAWcZ5sVxbVNGi6DouaPwFPM3yo9y9BfWAxonpDm/sU2weg3DUCHsfgPA2nUmIYtyypkCULZMnS3FvddYbzExEVOiEENK31Rd8DMbhfn+ZJP4A3GMLm+t3oV5HJC8dSiwu4sZFSe6YaAYCIBcHmC79CmEiqUy0MCBjN2yldNrUUPYqPRY/iY2GYYXhDq5vnga+CYYaT9g1p2xDStmGb9xNYlGJ4HIPhdgxGsb02r0ftpfzJa9myZRg8mEM5qPva3RhqUQc7top4Q1N4/w9s1quHM9Z7XVOS6MV2ORmwu6NwVMt56BbChDe8BvX+RWgKrQTa6tVWXChv7tW2qaWd38gkUote6fiiYXsWD2OwJiLqugzDRDCsIxTSEA7rsNtVuIozd550Oeyo7tkDG3bEFgFdVrd5H6G75WKU8XU7pMQ0o/hUo/gFXimD62oIYcIUOoTQYAodhhnB/hfTpJYU2Y5S52EodR7WXI5sYyyAh1Ygou9O2lczfNjlX4hd/oWQJQuK7QPhcRwMt+NgWBRnjl5B21L+bWDgpu6ksSmcVAd7zfoG7G5MPWD3KC/CwP6lsYXO+sd6sN2urr/IA6UmGImguMiRk+eO6k2oD3yNev/X0IymNvaQ4LYPRLlrJDyOQRn9MJEqSZKbFxrbM+RblqwM1kRE3YhumAiFNARDOsKR7C+kPLS6byJ0L63bhFNGHJF0v1UtyflFXEmSoUhWALFOFyFM6GYQuhEEw3f6YuXIalFsr4Uo+REi+q7YPPDgCgSiG5P2NYWGptAyNIVi0xBi5chic8htakXOh6Hn4xhDooxq8kawev1urF3fmAjZ9Q2hlB9fUeZI9FwPaB4m7i5mwC5kumEgHI3Cbu2ckQxCGPCGVmGXfxG84dVo68RtUdyxFUKdw3OwyIgERbZCke0M10RE3ZQQAuGwjlA4FrI1vXOHUg+p7od3Fy4BAKzavBWabsCi7rmwnI+VICRJhkVxQZWLYJgh6GaQQ9A7SJIk2C09YLf0QC/3D5rLka1CU2gFfOE1MEVyhaBAZCMCkY3Y0vgRbGoZ3I7BKCk6BDa1LCcdEgzd1K14/ZEWdbBjQ8R31gdTfnx5aTxglyR6sUvc+bloFuVWIBzJeuiO6A2o9y/G7sASaIavjT0keByDUe4aAbd9YCevyK1Ake1QJFvzCuFdYyETIiJKXbw3OxTWEQ7rOe2rHdC7FyyqCk3XEdV1rN22HYP79clhi1InSTJUxQlFdkDAhBAmDDPE4ecHIFaObDjKXcNhCg2+8Ho0hZbDG1rZ6jNTRN+Nnb7PsdP3OdbtfAm9PCeipvzMTm1vzkP3448/jgcffBDbtm3DsGHD8Je//AXHHHNMu/s3Njbit7/9LV577TXs3r0bNTU1mD59Ok477bRObDXlA58/irUbkoeI79iVesAu9dgTQ8QPqi3BwP5lKPUwYFNqonp2htKZQoc3tBK7/IvgC69pcx+rUtJc93I4LEpxVtrRmgRFtkOVHZDl/F2ohIiIDkwkqiMY0hEKaxlfEO1AWFQVB/etxPcbNgGIDTHvKqE7Ll55AxKgyNbm4echGGYIQhi5bl6XJUsWeByD4HEMghACIW1rcz3wFQhp25L2jY026PzvdU5D90svvYSpU6fiySefxLHHHovp06dj/PjxWLFiBXr27Nlq/2g0ilNOOQU9e/bEf/7zH/Tt2xcbNmxASUlJ5zeeOlUgGE30XMfnYm/fGUj58R63bc8c7OYh4mWluZmTS92DaZoIRzXYrZkJoBGtHruae7V1s/V7W4IMT9EhKHeNRLGtfyf1akuQZQsUyQZFtnPYOBFRNyOEQFQzEIkYiER0hCIGhMjfntchVf0SoXtZ3SacfXz7HXVdQWz4uRMWxQnDjMAwIzCFBiGyP0e+u5IkCUXWPiiy9kHvkrGI6k3N9cDj5cgMlDmP2P+BMiyl0D116tSUD/jII4+kte+VV16Jyy+/HADw5JNP4u2338bMmTNx2223tdp/5syZ2L17Nz777DNYLLEPuqwN3v0EghrW1TVg9bo9K4lv3eFP+fFulzUWrPvvmYddXurg8FfKOH84DJul40OrTaGjMbgM9f5F8EfWt7mPTS1HuWsEypzDYFFcB9Da1MRWdLVCkW2QJRt/b4iIuhHTFIhEdISjsZAdjRpdanDzkOp+if9v2LELgXAETnv3WGdHkW1Q5Nhr4QJsmWNVPehRfAx6FB8DU2gIaztRbD+o09uRUuj++uuvUzpYOh/OotEoFi1ahNtvvz2xTZZljBs3Dp9//nmbj3nzzTcxatQoXH/99XjjjTfQo0cPXHjhhfj1r38NRWl7QnwkEkEksqeustfrTbmNlH2hkIa1dY2JOtir1zdg6/bUA3axy5qYez2gJha0K8oYsKlzRKJRhKMaHLb05nYHo1uxrWkudvoWwDBbL+onQUFJ0VCUu0bAZavthPdz89BxpShPa3hTvuA5lajrMQwTwZAGf1BDNNq1hzD3rShDscMBXygEIQRWbNqMEQM7P0BlW3wBNkW2Q9O9rRYJo45RZBvKXcNz8twpfbqaPXt2xp94165dMAwDvXr1Streq1cvLF++vM3HrF27Fh9//DEuuugivPPOO1i9ejWuu+46aJqGu+++u83HTJs2Dffee2/G20/pC4V1rKtLHiK+ZZsPqY5icjktieHh8Z7sHuVFDNiUU75QKK3QrRsBfFN3HwRaf/CxW3qg3Bnr1VaVokw2s02SpMKiOLniOKWM51SiriEaNRAKx+ZlR7p40G5JliQMqeqLL1euBhCr190dQ3ecLKmwWcqgGyEYIgIhNK5+3kV1qS4N0zTRs2dP/OMf/4CiKBg5ciQ2b96MBx98sN3QffvttycNj/d6vaiqquqsJhesSCQWsPcsctaITVu9KQfsIocFA2pLMLBFqa5ePZwM2F2QLEtQZAmSLEFu8fMzTBOGISBMAUmWIEnxfWVIUmwInNn8hpEkCRL2jKaRJEBq/o8ktdgOJI4VewQS+8cJAQjEntcwY/+aApBloI0cvF+ariOiabBZUpvbrSpOlDmHoT6wuLltKkqLDkO5awSc1qpOeY/Lsg2q7EgMYyNKFc+pRPlHN0xEmkt46bqJcESHYXTfIcmHVO8J3UvrNuW4NZ1DVRxQ4YAQAoYIQ9N94LDzrqVDoXvhwoV4+eWXUVdXh2g0mnTfa6+9ltIxKioqoCgKtm/fnrR9+/btqKysbPMxvXv3hsViSRpKPmTIEGzbtg3RaBTWNsr32Gw22Gz8YJlNkaiB9RsbE8PD16xvwKYtXpgpB2wVB7VY4GxAbSkqezJg5xtJioVnWWkO0ZIEWZYSoTrxryJBlmXIEqAoXaf3NBiJINTB0VvhaDTl0A0AvTwnIKRtR5lzGMqcR0CRO2PVfAmKbIOqODmEnDqM51Si3BFCQNNMGIYJ3RQwDYFguOsPGU/X0Bbzunc2ebGryYve5WU5bFHnkSQJquSAbLEiqjdywbUuJO1PXi+++CIuvfRSjB8/Hh988AF+9KMfYeXKldi+fTvOPvvslI9jtVoxcuRIzJo1C2eddRaAWE/2rFmzcMMNN7T5mBNOOAHPP/88TNOELMc+zK9cuRK9e/duM3BT5kU1A+s3NiWGiK9Z34C6zV6YKSZsu13FQTXNPdjNc7Are7ogywzY2SRhz/VQCYgF4+buYlmSoCgyVKX5X1WGokiQEO+djvVA8yJI+4KRKNxFqU918DiG4PB+tyKqN2S5ZTGx+doM20REXYmmGQhHdIQjBqJRA7rBYcUAUFbsQq/SEmxvaAQALNu4uWBCd5wsKbCppdAMb3Otb8p3aX8Cu//++/Hoo4/i+uuvR3FxMR577DH0798fV199NXr37p3WsaZOnYrJkyfjqKOOwjHHHIPp06cjEAgkVjO/9NJL0bdvX0ybNg0AcO211+Kvf/0rbrrpJtx4441YtWoV7r//fkyZMiXdl0Ep0DQDGzY1JRY5W7OhEXWbm1IesmS3KehfXdK8ingZBtSWoE+vYgbsLJAkCRaLDFWWoKqx4KwqciJEx7/nQgiG53YsWrUWlaUeFHWgF880TfhCIbiLUpuHHRsun/2fgyLboMpO1tUmIuoColEDkaiOcDi2uniqHRqFaGh130ToXlq3CScdeXhuG5QDkiTDqpZAN4LQDD843Dy/pR2616xZg9NPPx1ArLc6EAhAkiTccsstOOmkk9JaYGXSpEnYuXMn7rrrLmzbtg1HHnkk3nvvvcTianV1dYkebQCoqqrC+++/j1tuuQVHHHEE+vbti5tuugm//vWv030ZtBdNN1G3qSlpkbO6TU3QUwzYNmssYA9IzMEuQd/ebigM2BmlKBJURYbFosBqif1rUeWUh3EzcLcmhMBr8xdg5vsfY0hVX9x45qlQ26mGsC+BcCTl0J1NkqRClYugyFZIUvqvg4iIOkd8sbNINNabnc/1sfPNkOp+mP3N9wCA5Rs3J9aAKUSqUgRZtnKV8zyXduguLS2Fz+cDAPTt2xf/+9//cPjhh6OxsRHBYDDtBtxwww3tDiefM2dOq22jRo3CF198kfbz0B66bqJucxPWrG/Emg2xXuz1m5qg66kNW7JaZNRWJy9y1q93cZeav5uPJEmCqjbPlZZiPdaWFr3WLXusKXO+WL4KM9//GEBsiNpzs+Zi8ilj0r5AYZomopoOqyU3Q7jjK5F3zvxwIiJKhxACUc1AJGIk6mSzJ7vjDu7bG7IkwRQCgXAEdTt2orK0JNfNyhlZUmFVS6GbAehGINfNoTak/enwxBNPxIcffojDDz8cP/3pT3HTTTfh448/xocffoiTTz45G22kA2AYJjZu8WL1uuY52BsasL6uCVqKAduiyqit9mBAbVlzyC5BVR83A/YBkgCoFhk2qwpr/F8reyVz4djBg3Di4UMx97ulAIDPlq1EmbsYZxx3VNrH8oVCKLcUZ7qJ+8Qh5ERE+ScessNhgz3ZWVBks6G2sifWbo0tyPz9+o04ZvCgHLcqtyRJgkVxQZas0AwvhCisBfbyXdqh+69//SvC4TAA4Le//S0sFgs+++wznHPOObjjjjsy3kBKnWGY2LTFhzUbGmIhe0MD1tc1IqqlFrBVVUZtPw8Oqi3FoP6xHuyqPm6oKgN2R8R7ruNzqy3xnuvmIeGUH2RZwtSf/Bg7G5uwbONmAMBbCxahwl2M44cOTutY4WgUmm7Aomb/AookybAoHigyF5EkIso1IQQi0VhPdjiiIxLROcM2y4ZW9U2E7kIpHZYKRbZClsoQNbwwucha3kg7dJeV7VkdUJZl3HbbbRltEKXGMAU2b/XGhog3z8NeW9eYctkIVZFQU1WCATUlGNA/tpJ4dT8Pw2CaFEWCzaLAYlVi4bq5HnU686wp9yyqil+ddyZ+M/N5bGtemOXZWXNR4nRiaE2/fT94L6FoBBZ1/3O7g+EoOjB1HLHSX3ZYFBckie8xIqJc0HQTumYgohkIh3VEowZDdicbUt0Pb325GACwcvNWhKMa7FaO+gJiF+Ztagk0w8/h5nki7dC9ePFiWCwWHH54bJXAN954A0899RSGDh2Ke+65h6W7ssA0BbZs92H1ugasbe7FXlfXiHAktYCtKBKq+3owoKYEA/vHVhGv6eeBxcLhzKmQgMQq4BZVhsUSX8hM4RzrbqTY4cCUM0/FtJdehy8UgmmaePKdD3DruWeiX4/ylI8TCEegygqK7O2vgl7v9cEQOood6bVRkmRYlRIOJSci6mSGYSISNRAIagiFdQ4VzwP9K3vCZrEgomnQDQNL6zZixMCDct2svMLh5vkj7dB99dVX47bbbsPhhx+OtWvXYtKkSfjJT36CV155BcFgENOnT89CMwuHaQps3eHHmnWxFcTXbGjA2g2NCIf1lB4vyxKq+7oxoLYUA2tLcVBtKWqrPLAyYKdEAmCxxgK11arEerEtMlf9LhAVHjduPPNUPPSfNxHVdYSjGv785ru4/byzUFrsSukYpmmiIRBAKBqF026DRVGhGQasqoqmYACabkDTdVgs6fVSK7KDvdtERJ1A0wyEo0aihJeuC4bsPKQqCgb3641v19UBAJasWc/Q3YbYcPPy5kXWgmBpsdxIO3SvXLkSRx55JADglVdewejRo/H8889j/vz5OP/88xm60yCEwLYdgVi4jg8R39CAYCjFgC0BVX09GFBbkgjZNVUlsHFBrrRZrQqKnVY4iywM2AWutlcPXHnqyXjirQ8ghECjP4C/vPkufnXumXDYUhzJIwTC0SjC0WhikyzLMM3U1ldoKTZ32w1FTr9+OBER7Z9hmAhHdITCOsIRHUaK5VIp94ZU92sRutfluDX5K77ImiLZEDUaIUT6n0fowKQduoUQiQ+OH330EX784x8DiNXQ3rVrV2Zb140IIbB9ZyBRAzs2VLwRwVBq9fRkCejbx40BNaUY2L8UA2pKUFtdArstN+WJujJZlmCzKokVw60Wzr+mZMMOqsUFY07A87M/BQBs2rUbT77zIW48Y0KHangD6EDglqAqTqiyg73bREQZYJoCkYiOiGZAixrQDBOGIVi6K08UFzkQ1Q1EWlyw3p+h1XvWXVmzdTuaAgF4nM5sNK9bkGULbFIZonoTa3p3srQT21FHHYU//OEPGDduHD755BP87W9/AwCsW7cOvXr1yngDuyIhBHbWB/eU6WoeJu4PpPbmliSgb+9iDKiJrSA+sH8p+jNgd5gEwOGwwG5XYbcqnMtOKRlzxKHY5fXhg0XfAACW1W3Ccx/Pw+Rxo7M+GkKSFFhVD2SJc7ep8BiGiS3b/ZAlCfFftfjIXgEBCRJUdc86G6oqQ1Xk2L7Nj5EliWtuFLhYJ1F8RXEdoYgOLcVqLtT5HDYb3EVF0HQdTQAimrbnF38fKktLUOIsQmMgCCA2xHz0EYdmubVdmyQpsFnKoJshaLoPHG7eOdJOcdOnT8dFF12E119/Hb/97W8xcOBAAMB//vMfHH/88RlvYL6LDRH3Y8HXW7Fm/e7YauIbGuDzp36Vrk+lKzH/emBtKQ6qLoHDwQ/bB8qiynA1DxlnTzZ1xE9OOBa7fX4sXLkGAPDZ0hWocBfjx8eOzNpzyrIVVsXD3m0qaKYpYLb7QVBAN0wghUo4kiRBlgEJUvNtAFJsu4TYyCcJgCRLUGQJiiJDUeL/ylAViVOO8lg8VJtmrMc60jwHm8PDu56i5ulbFlVFhbsYTYEA/KHwfh8nSRKGVPfD58tWAgDWbtvB0J0iVXZAsVgRNXwsLdYJJJGhlSHC4TAURYHFkt9h0ev1wuPxoKmpCW63+4COFQxpmHjpy2ho3P8fhbjevVwYUFvavJJ4KfpXl8JZlN/fs65EliU47CqcRVY47BwZQKkLRiJo8Plbbdd0HY/+922s3rItse3yH43FqCEHH9DzWSwyih3JF+diw8md/JBPXUYmz6lxhmFi01ZfRo6VCfEQrsqxHnZFae5htygss9nJdMNENGogyjJdec9hV+EqVts8r+5NVRT0Ki1ptX1L/e6UFrBbtXkrdnl9OPHwoehZ4ulIcwueboagG4Fuv8K5JMmwW3rk5LkzlkrsdnumDtVlFDkscNhVNLRzf68eTgzq36IHu6YEziKWVMs0CUBRkQXOIivsNoWBhTLKoqq4fuJ4/PHlN7C9uYb3Mx99ghJnEYZUp1fDuz2SpDQvlsa/D0T5xjAEDMNAW+PXJKDVUHep5RB3RYIss8c8FZpuQtMM6LoJUwgIU8AwRfP334Sutz/2gbq2Ykfb9TOtFktK87sH9e2NoTVVDNwHQJUdUGUHDDMMzQhAiNQWdabUpR26ZXnf5ZMMo3tfIdnb0EEV2LLNj149nDioZs8q4gfVlKLYxQ/Q2RIv52WzKXDYLZy7R1nltNtx0141vP/29oe49adnoF9F6jW826LIdliUYg4nJ+qCBJrDom4itJ99ZXnPHHUAMA2RCJHxYfCyLEFusZMsx+amK7IEqfk+KT4kXkppyisUWYLFqkDtxGlWQoikz4pG84JlumFC00yYpglTAKZhQjNMluQqYIqioMjednUOl92e8txuygxFtkOWbNBNf3N5McqUtEP3f//736Tbmqbh66+/xjPPPIN77703Yw3rKm6++hhMvfoYRLg4R1bFF0Mrcqiw21TO0aZOV+Fx48YzJuChV/9fcw3vKP7yxru4bdLZKHWlv1KqBAlWtYSlwIgKxL5WyBZCwDCQ1bnIkiTBapFhscSqdqiqAlWRYAqBeHEFWUbzXPb2z7FCxHugYwFa02O90LphwmzulW55MYFhmvbFYW1/iqXdaoHLbktpbjdlTqy8WDFkyQrN8LK8WIZkbE73888/j5deeglvvPFGJg6XNdmYfxYKadhRz6tB2WCzKnAWWVDk4GJolF3tzene25K16/G35hreANCvohy/OveM1Gt4N7NZrahwF3eorUT5ohDmdBeilsPm4+feqGZA00yGaEpJqnO6e5aUwKK2X1VG03XsaGza7/NZVJXDy7NACANRwwvTTH2B6HyWyzndGUsxxx13HGbNmpWpw1GBkmUJziILyksd6Ne7GJU9XSh22Ri4KW8ceVAtzh+9p1LDpl31+Ps7H0IvsKk1RNR9xYfNh8I6/IEo/IFobNEyBm7KJEnaZ+AGYmFalvkZMFckSYFNLYWquHLdlC4vI+/iUCiEP//5z+jbt28mDkcFxmKR4XHbUNnTiao+blSUFcHltDJoU94aO+ww/GjEEYnbS+s24fnZn/IDKRERUYo8RUUp7WdRWY0m1yyKExYG7wOS9ru4tLQ0aXEMIQR8Ph+Kiorw3HPPZbRx1H1ZVDm24rjDAotl31c5ifLRT35wXKyG96q1AIBPv1+OsmJXVmt4ExERdQcWVYXLkVrlI1WWwSrSuacqTkCSoRt+zvPugLRD9/Tp05Nuy7KMHj164Nhjj0VpaWmm2kXdkMUio8hhQZHdAquVQZu6NlmScPmPxqLBH8SarbEa3m9+sRDl7uIDruFNRETUnTnbWbG8Lfsbgk6dR5UdUCQbonojTKHlujldStqhe/LkydloB3UzEgCLVYHdqsBmU2GzKhwuTt1OvIb3n15+HdubF3p59qNPUOpy4pAqTrchIiLaW5HdBqc9tV5uALByeHlekSQZVrUEmuGDYXJl+VR16F3c2NiIGTNmYNmyZQCAQw89FD/72c/g8XDVwEImSRKKHCqKHBY47Oo+67kTdRcuhx1TzjoNf2yu4W2YJp546wP8+qdnom9FWa6bR0RElFc8RemV2bSoKsvP5ZlY8PbAMG2I6l4A/NnsT9pdjwsXLsSAAQPw6KOPYvfu3di9ezceeeQRDBgwAIsXL85GGynPWSwyykodqOpTjIqyIhQ5LAzcVFB6eNy44YwJicVewtEo/vzGu2j0B3LcMiIiovwRW408/c+IqsIh5vlIke2wWcohS+3XW6eYtEP3LbfcgjPOOAPr16/Ha6+9htdeew3r1q3Dj3/8Y9x8881ZaCLlqyK7ip4VTvTpVYxip5VBmwpa/8qeuHLCyYnfgwa/H395812Eo92jtiUREdGB6mh4ZujOX7KkwGYpgyI7ct2UvNahnu5f//rXUFvMr1BVFbfeeisWLlyY0cZRfpFlCS6nFRVlsRraPSqccNg5z4Yo7sgBtZjUoob3xp2s4U1ERBRnt3SsR1Rhre68Z1XdUOTU5+oXmrTfwW63G3V1da22b9y4EcXFxRlpFOUPSZLgLLKgZ0WshnZ5qQPOItbQJmrPScMOwyktanh/v4E1vImIqLAYpomGpjB0Pbm0lNXSsc4alZ87uwSr6oEip74yfSFJ+50/adIkXHHFFXjooYdw/PGxHp358+fjV7/6FS644IKMN5ByQ1VkuN02OB2WDs29ISpk5/zgONR7/Vi8ek8N73J3MU4/ZkSOW0ZERJQewxQIBKPw+aLw+iPw+qLw+SPw+WO3ff4ovL49t72+KALBKIQApt8/BgP6lwAAHDZbh4eJKzKHl3cVFsUDIRpYUmwvaYfuhx56CJIk4dJLL4Wu6wAAi8WCa6+9Fn/84x8z3kDqXDargmKXFc4ia66bQtRlyZKEK8aPRVNgTw3vNz7/CuVuF447hDW8iYgoN0xTwN8coH3+CLz+6J7w7Nv7duxffyAWoDvC62te10SSUOJMb9XyltjT3XVIkgSrWoKI3gAh9Fw3J2+kFboNw8AXX3yBe+65B9OmTcOaNWsAAAMGDEBRUVFWGkjZJ0kS3MWxoG1R+UeNKBMsqorrJv4If3r5DexoruH9zIefoMTJGt5ERHTgTFMgGNLgTYTlPb3OXn+0RYjec9sfiMLsxNlO8dBt6+Cq5XGc0921SJIMm1rKWt4tSCLNiYZ2ux3Lli1D//79s9WmrPJ6vfB4PGhqaoLb7c7IMUMhDTvqgxk5VmeSJAmuIgs8bhvnaFPBC0YiaPD5M37cHY1N+OPLr8Mfip10HFYrfn3emejfuxIVbq6DQV1bNs6phmFi01ZfRo5F1FUIIRAIai2GaMcCdFKIjm8PROH1RWMBuhMTtKJIcLtscLmscLusKHbZ4C62Nf/fCnexDcVOK4qLbehZXoQ+fYoQ0SOxz5sOOzwH0NMNxM6nmt52z6lFVdGzxHNAx6fsME0NmuHLi+HmkiTDbumRk+dOe3j5YYcdhrVr13bZ0F3oFEWCw25BkV2F3a6yzBdRlvUs8eCGMybg4f/8P2iGgVBzDe+7Lv4pQzcRUTckRLwHuv0h3PHwHB/C7fN3boCWZSkRnIuLrXC7bLHg3EaYLm7+f5HDkvLnRoddhbNIRbS5p9uiHHi1G5tFbTd0U/6SZQtschk0IwDdyHznRleR9m/AH/7wB/zyl7/E73//e4wcORLOva5aZepKN2WOxSKjyGFBkd0Cq5ULURB1toMqe+Hnp56MJ9/6AALAbp8fj776Fh666lIU2bjKJxFRvhJCIBTW0xrC7QtEYRidGKAlwOW0wu2O9TS7i22JXmd3sS3RC70nUKcXoDMhE3W2ZQ4x79IsihOSJEPTvbluSk6kHbpPO+00AMAZZ5yR9MsqhIAkSTBYjzYvyHJs6LjLaYXFwqBNlGvDB/THpNEn4MVP5gMANuzYiT++9F/cfdF5nN5BRNQJhBAIh/VET3O8h7nNIdzN233+CPQcBOh4OC52JQ/fbhmi46G6qAtUmrGoB/5ZlPO6uz5VdgAqCjJ4px26Z8+enY12UIbES325ijr3CiYR7d9JRx6GXV4vPvr6OwDAolVr8fd3PsB1EyfkuGVERF1LPEDH5je3GLLt32tIty+5tNXedaOzSZIQm+PcPIQ7/n9Pc5hOhOcW/7qKrHkfoNOlKkpGPpOqLBvWLaiyA5IqQTN8EKLzfh9zLe3QPXr06Hbv+9///ndAjaGOs1jk2OIWTpb6Ispn5/5wFHb7/Fi8eh2KbDYcP3RwrptERJRTQghEosaegNxq3nPbobqzA7SzyJLUw5wIzK7WQ7iLm6vCKN0sQHdEJoaWA+zp7k4U2Q5ZskAz/AWzuvkBr2rg8/nwwgsv4P/+7/+waNEiDi/vRBJiC1W4nFY4HJZcN4eIUiBLEn42/iSoyieYfMoY1PbqmesmERFlVCSitwjJkdiCYi16pP3+1iE6qnVuj5fLaUGxs8UQ7uae6JZhOt4b7Sm2welkgO6oTAwtBxCbiiVJ6HDRcMorkqTAqnqgG1ZoRvcfbt7h0D137lzMmDEDr776Kvr06YOf/OQnePzxxzPZNmqDokiw21Q47Coc9vyfw0NErVlVFdefcSpXLyeivBeJGs09zXuGbPtazIduuZhYvGc6Gu3cDhhnkSVpiHaxc88Q7j0BuuX9Vq6l0YkysXL5nmMpXMG8m1EVByRJQlRvynVTsiqt34Jt27bh6aefxowZM+D1enHeeechEong9ddfx9ChQ7PVxoInSRKKHCqcRVY47Jn7w0VEmSHLMjzOIvhDYX4YIKK8FdWM5CHa8XJVLcpWtbzt9Xd+gC5yqHstFrantzlpDnTzEG5XkRWqygCdzzI1vBzgCubdlSLbYVFMaIYv103JmpQT3MSJEzF37lycfvrpmD59OiZMmABFUfDkk09ms30FzWZV4HJau8SqlESFyKKqKHE6YVFji8Q4rFb4QiH4gqFcN42IurmoZrRYKGxPr3PLedEtFxDz+SMIRzo3QDvsavNwbWvzUO54cLYmwnR8m6c4ti4NA3Q3I0kZG14OAKosI5Kxo1E+UZUiSJKMqO4F0P2mEKQcut99911MmTIF1157LQYNGpTNNhW8+EnKbmOvNlG+kmUZ5e7ipIVdJElCscMB3TARivBjARGlRosH6FbhuXk+9F7zonMZoPdeOKzl7aQh3C4bLAzQBc+SwV5uAJwW0M0psh02i4qo3gQhutfIwZRT3aeffooZM2Zg5MiRGDJkCC655BKcf/752WxbQbFaFbiKLChyWPgHhSjPWVQV5cXFba6kKkkSyopd2GWaiGhaDlpHRLmk6Was57nFEG3ffoZwh8Od++HSblOaw3HLXuh2wnTzAmMWC8s1UfoyObQc4ArmhUCWVNjUUkQNL0yz+3RgpBy6jzvuOBx33HGYPn06XnrpJcycORNTp06FaZr48MMPUVVVheJiLgqUDgmAw2GBu9gKm5W92kRdgc1iQbm7eL81R8vdxdjR2ASdFR2IuixdN5N6l2PDtpOHbLe87fVFEMpBgE4sGOa0Jq3G3V6PNAM0dZZMDi0HWKu7UEiSDJtagqje1G1KiklCdHzd/RUrVmDGjBn417/+hcbGRpxyyil48803M9m+jPN6vfB4PGhqaoLb7c7IMUMhDTvqgynvL8sSXM7YMCyVvdpEeSEYiaDB59/nPk67HR5n0X4Dd1woEsVuX9uLgtisVq5eTl1eNs6phmFi09bML6ZjGGbyEO74sO0WQ7jj98dvB0O5CdCthnA7rXC7k0N1/D4rAzTlIYddhatYhSzJsFszV9bWNAW27t7dartFVdGzxJOx56H8EdW9MMzMrJUjSTLslh4ZOVa6Dqh7dfDgwXjggQcwbdo0/L//9/8wc+bMTLWrW7KoMoqLbXAVWVL+0E5E+cFpt6PE5UzrMQ6bFbaIFZFoNEutIipMhhHrgU4M0fZF4QvEhmz74jWgWw7h9kURDHXudA+rRd4zhLvFfOdWvc8t5kDbrAzQ1L1kuqdbliXIsgzT7Ny67pQ7VtUNzVCgG/vuGMl3GRnTrCgKzjrrLJx11lkdevzjjz+OBx98ENu2bcOwYcPwl7/8Bcccc8x+H/fiiy/iggsuwJlnnonXX3+9Q8/dGRx2FcUuG8t9EXVRNosl7cAdV2Rl6CZK1co19di4xYt1dU1tD+Fu/jcQ7NwAbVHl5lW4473QVrhce2pBt+yJjpe2snExVCpwqqxkZQ62RVV5Xi0wFsUJSZKh6T501ZXNc35GeOmllzB16lQ8+eSTOPbYYzF9+nSMHz8eK1asQM+ePdt93Pr16/HLX/4SP/zhDzuxtamTJAmuIgvnThF1caqioPwAhoHbrVZelSdK0eNPL8K8LzZm9TksqtzGYmF7wnRbPdE2q8IRakRpynQvdxzLhhUmVXYAKqDp3lw3pUNyHrofeeQRXHnllbj88ssBAE8++STefvttzJw5E7fddlubjzEMAxdddBHuvfdezJs3D42Nje0ePxKJINKidI/Xm90flKrETuYup5W1tYm6OEmSUOF2H9CHbVmWUGSzwR9i7W7q+rJ9Ti1x29PaX1Xl5qHbtj0LiLmssRDdote55RBuu40BmqgzZOv3jFV+CpcqOyAUA7oRyHVT0pbT0B2NRrFo0SLcfvvtiW2yLGPcuHH4/PPP233c7373O/Ts2RNXXHEF5s2bt8/nmDZtGu69996MtblNkhQbQu60wuHI3GIRRJRbHmdRRk7uDN3UXWT7nFrVpxgDakvgsFsSIdmTWI27OTg7rfA0D+W221UGaKICw7Jhhc2iuACgywXvnIbuXbt2wTAM9OrVK2l7r169sHz58jYfE68XvmTJkpSe4/bbb8fUqVMTt71eL6qqqjrc5rY47CrnaxN1M25nEZz29Hrd2mNRFVhUFZreuSshE2Vats+pP79oOC4/f1hWVi8nou6BZcMoFrylLrW4WpdKij6fD5dccgn++c9/oqKiIqXH2Gw22Gy2LLeMiLoLSZJQ6nLBYbNm9LgOq5Whm7o8nlOJKNc4vJyArre4Wk5Dd0VFBRRFwfbt25O2b9++HZWVla32X7NmDdavX4+JEycmtsUXJ1JVFStWrMCAAQOy22gi6r4kCWXFxRmtKRpXZLfBFwpBiPw/MRAREeUrRZYhSRLPpwRVdkBWVUSNRgiR3wvW5vRSkdVqxciRIzFr1qzENtM0MWvWLIwaNarV/occcgi+++47LFmyJPF1xhlnYOzYsViyZEnGh40TUWFx2W1ZCdxA7ENCpoarExERFTJV4RBzipFlC6xqCSQpv0dA5Hx4+dSpUzF58mQcddRROOaYYzB9+nQEAoHEauaXXnop+vbti2nTpsFut+Owww5LenxJSQkAtNpORJSubIdil93OBdWIiIgOkMzF1KgFWbLAqpYiqjdCCCPXzWlTzkP3pEmTsHPnTtx1113Ytm0bjjzySLz33nuJxdXq6ur4i0VEWeewWrO+CrKiyLBaLIhqWlafh4iIqDtjrW7amyypsKmliOgNeRm8JVFgEyK8Xi88Hg+amprgdrtz3RwiKjCBcBiN/gBsVisq3MW5bg7RAcnGOdUwTK5eTtTFOewqelY4s3Z8XzAEbzCYuG1RVfQs8WTt+ajrMIWBqL67zTnekiTDbumRg1bleE43EVGhcVhtAOsKExERdZgs8zxKbZMlBVa1NO/meOdXa4iIujlZlmC3ZGexNiIiokKgsFY37YMsqXm3uFr+tISIqEBkugY4ERFRIVFZq5v2Q5YssCr5E7zzoxVERAXEYbVC5hBzIiKiDlG4yDKlIFZOLD+Gmue+BUREBUaSJNgsOS8eQURE1CVJksTqRpSS2FDzMkhSbqck8N1KRJQDdiuHmBMRZYuiSLBY5KyXgpQQG+psschQFAlS8zaOZco+9nZTqmRJgU0thYTcBW92tRAR5QA/LBBRdyZJElRFgqLEwqiqylAUGaoc2yYrEmRJghACLWvXSs2PbZmVhQDiFW7j98W37V33VkJswcqWYVvTTRiGCWEKmM3HEQKxx7a83eJgAiJ2O75RirVXaX5NqiJBbn4t7RFCQDcEdN2ErhvQtFg7TAGYQsA0BAxToMCq92aMIsvQct0I6jIkSYFFzV1ZOYZuIiIiIkqZBMSCp7onUKuKnHIYbX20/ewhtd6vrW3tsagyLGrnX+iUJAkWVWp+7vY/csfDuWmaiSBumgKGYe75v8mQvjdevKZ0yTkcYs7QTUREREStSACsVgU2qwKLRYHFsidcU+bEw3mqsz7jIT3ee58UzJvDum6YME0B00S3Del8H1JXwtBNREREVCDivdSKIkGR9/QUCwCmKSDLEmxWFTZbLGxne040pS+5B33/hEjuKTdNE0Z82LthNg9/N1sN1c93Kmt1UxfC0E1ERETUDah7zZ9W5D1zkOO3ZZkhutDE59fvbw0p3TChaclBPP5/08y/SM5a3dSVMHQTERERdQEte6lVVYZFVaCqEiyq0ikrdVP3pipyu0HWNGM945puwDD2zDdPLGjX/K9pxoa+dwaWDKOuhKGbiIiIKM9IkgSbVYkN87YoscXKVAZryg1ZlmC1KrBaUxvS3RnzyBVZRmIpe6I8x9BNRERElAMSANXS3GOtSJDlWCktmyX1cEOUjzrr4pAqy9ANo1Oei+hAMHQTERERZZksS/+fvfuOc6LM/wD+mfSt2c4CLgsCUqRXF04BXQULghU7IvaCyt0pWMCO51ngrKc/sJwiWMGCWJAVBARpVoo0QWBZ2JaeTGae3x/LBsIWNruZTbL5vF+vvDTPTDLfDNk8852nwWTUw2TUVbUYGqtmBCeixtPr9Uy6KSYw6SYiIiIKA0mSYDBIMOir1oU2GPWBNaK5vBFR+Ok5MSDFCCbdRERERA0kSVJgvWrD4YTawMSaKCL0nEyNYgSTbiIiIqKjVLdYV88KbtDrAv9lYk0UPXQS/x4pNjDpJiIiorglSRISzHpYLAYYDFVjrplYE8UGrtVNsYJJNxEREcUVk0mPBIsBFnPVg4hik17HyQgpNrCmISIiohZNQnWibURiohFGA1vHiFoCjummWMGkm4iIiFoUvV6CxWyA2WyA2Vg1Lru51g0mouaj00n826aYwKSbiIiIYl51l/FEixEmE7ucEsULtnZTLGDSTURERDFFAmA06WEx6atas016Tn5GFKf0ej1UVY10GET1YtJNREREUUunq+oqbjLqYTBIMBh0MBn17FJKRAAAvU4Cc26Kdky6iYiIKGpIkgTz4UnPLBY9zCZeqhBR3Qw6PWQokQ6DqF6syYiIiChq6HQScnOSIx0GEcUIjummWMBvKRERERERxSTO50CxgN9SIiIiIiKKSQYdVyug6Mekm4iIiIiIYpJer+PEihT1mHQTEREREVHM0jHppijHpJuIiIiIiGKWTsekm6Ibk24iIiIiIopZnMGcoh2/oUREREREFLM4mRpFOybdREREREQUs3Rs6aYox28oERERERHFLHYvp2jHbygREREREcUsJt0U7fgNJSIiIiKimMXZyynaMekmIiIiIiIi0giTbiIiIiIiIiKNMOkmIiIiIiIi0khUJN0vvvgi2rdvD4vFgsGDB2PNmjV17vvaa6/h1FNPRXp6OtLT01FYWFjv/kRERERERESREvGke/78+Zg8eTKmT5+O9evXo3fv3hg5ciRKSkpq3b+oqAiXX345li5dilWrViEvLw9nnXUW9u7d28yRExEREREREdVPEkKISAYwePBgDBw4EC+88AIAQFVV5OXl4Y477sCUKVOO+3pFUZCeno4XXngB11xzzXH3t9lssFqtqKysRGpqapPjJyIiilesU4mIiI7PEMmD+3w+rFu3DlOnTg2U6XQ6FBYWYtWqVQ16D5fLBVmWkZGRUet2r9cLr9cbeG6z2ZoWNBERUZxinUpERBS6iHYvP3ToEBRFQatWrYLKW7VqheLi4ga9x7333os2bdqgsLCw1u0zZsyA1WoNPPLy8pocNxERUTxinUpERBS6iI/pboonn3wS8+bNw8cffwyLxVLrPlOnTkVlZWXgsWfPnmaOkoiIqGVgnUpERBS6iHYvz8rKgl6vx4EDB4LKDxw4gNzc3Hpf+/TTT+PJJ5/EN998g169etW5n9lshtlsDku8RERE8Yx1KhERUegi2tJtMpnQv39/LFmyJFCmqiqWLFmCgoKCOl/31FNP4dFHH8XixYsxYMCA5giViIiIiIiIKGQRbekGgMmTJ2P8+PEYMGAABg0ahJkzZ8LpdGLChAkAgGuuuQZt27bFjBkzAAD/+te/MG3aNMydOxft27cPjP1OTk5GcnJyxD4HERERERER0bEinnSPGzcOBw8exLRp01BcXIw+ffpg8eLFgcnVdu/eDZ3uSIP8yy+/DJ/Ph4svvjjofaZPn46HHnqoOUMnIiIiIiIiqlfE1+lublxTlIiIKDxYpxIRER1fTM9eTkRERERERBTNmHQTERERERERaYRJNxEREREREZFGmHQTERERERERaYRJNxEREREREZFGmHQTERERERERaYRJNxEREREREZFGmHQTERERERERaYRJNxEREREREZFGmHQTERERERERaYRJNxEREREREZFGmHQTERERERERaYRJNxEREREREZFGmHQTERERERERaYRJNxEREREREZFGmHQTERERERERaYRJNxEREREREZFGmHQTERERERERaYRJNxEREREREZFGmHQTERERERERaYRJNxEREREREZFGmHQTERERERERaYRJNxEREREREZFGmHQTERERERERaYRJNxEREREREZFGmHQTERERERERaYRJNxEREREREZFGmHQTERERERERaYRJNxEREREREZFGmHQTERERERERaYRJNxEREREREZFGmHQTERERERERaYRJNxEREREREZFGmHQTERERERERaYRJNxEREREREZFGmHQTERERERERaYRJNxEREREREZFGmHQTERERERERaYRJNxEREREREZFGmHQTERERERERaYRJNxEREREREZFGoiLpfvHFF9G+fXtYLBYMHjwYa9asqXf/999/H127doXFYkHPnj2xaNGiZoqUiIiIiIiIqOEinnTPnz8fkydPxvTp07F+/Xr07t0bI0eORElJSa37r1y5EpdffjkmTpyIDRs2YOzYsRg7dix+/fXXZo6ciIiIiIiIqH6SEEJEMoDBgwdj4MCBeOGFFwAAqqoiLy8Pd9xxB6ZMmVJj/3HjxsHpdOKzzz4LlJ1yyino06cPXnnlleMez2azwWq1orKyEqmpqeH7IERERHGGdSoREdHxRbSl2+fzYd26dSgsLAyU6XQ6FBYWYtWqVbW+ZtWqVUH7A8DIkSPr3N/r9cJmswU9iIiIKHSsU4mIiEIX0aT70KFDUBQFrVq1Cipv1aoViouLa31NcXFxSPvPmDEDVqs18MjLywtP8ERERHGGdSoREVHoIj6mW2tTp05FZWVl4LFnz55Ih0RERBSTWKcSERGFzhDJg2dlZUGv1+PAgQNB5QcOHEBubm6tr8nNzQ1pf7PZDLPZHJ6AiYiI4hjrVCIiotBFtKXbZDKhf//+WLJkSaBMVVUsWbIEBQUFtb6moKAgaH8A+Prrr+vcn4iIiIiIiChSItrSDQCTJ0/G+PHjMWDAAAwaNAgzZ86E0+nEhAkTAADXXHMN2rZtixkzZgAA7rzzTgwbNgzPPPMMzj33XMybNw9r167Fq6++GsmPQURERERERFRDxJPucePG4eDBg5g2bRqKi4vRp08fLF68ODBZ2u7du6HTHWmQHzJkCObOnYsHHngA9913Hzp37owFCxagR48ekfoIRERERERERLWK+DrdzY1rihIREYUH61QiIqLja/GzlxMRERERERFFCpNuIiIiIiIiIo0w6SYiIiIiIiLSCJNuIiIiIiIiIo0w6SYiIiIiIiLSCJNuIiIiIiIiIo0w6SYiIiIiIiLSCJNuIiIiIiIiIo0w6SYiIiIiIiLSCJNuIiIiIiIiIo0w6SYiIiIiIiLSCJNuIiIiIiIiIo0w6SYiIiIiIiLSCJNuIiIiIiIiIo0w6SYiIiIiIiLSCJNuIiIiIiIiIo0w6SYiIiIiIiLSCJNuIiIiIiIiIo0w6SYiIiIiIiLSCJNuIiIiIiIiIo0w6SYiIiIiIiLSCJNuIiIiIiIiIo0w6SYiIiIiIiLSCJNuIiIiIiIiIo0w6SYiIiIiIiLSCJNuIiIiIiIiIo0w6SYiIiIiIiLSCJNuIiIiIiIiIo0w6SYiIiIiIiLSCJNuIiIiIiIiIo0w6SYiIiIiIiLSiCHSATQ3IQQAwGazRTgSIiKiyElJSYEkSU16D9apREREx69T4y7pttvtAIC8vLwIR0JERBQ5lZWVSE1NbdJ7sE4lIiI6fp0qierb1HFCVVXs27cvLHf4Y4XNZkNeXh727NnT5AusWMVzwHMA8BxU43ngOQDC09LNOjU+vzs8BzwH1XgeeA4AngOALd016HQ6nHDCCZEOIyJSU1Pj9g+hGs8BzwHAc1CN54HnoKlYp8b3d4fngOegGs8DzwHAc1AfTqRGREREREREpBEm3UREREREREQaYdIdB8xmM6ZPnw6z2RzpUCKG54DnAOA5qMbzwHNAjcfvDs8BwHNQjeeB5wDgOWiIuJtIjYiIiIiIiKi5sKWbiIiIiIiISCNMuomIiIiIiIg0wqSbiIiIiIiISCNMuomIiIiIiIg0wqSbiIiIiIiISCNMuomIiIiIiIg0wqSbiIiIiIiISCNMuomIiIiIiIg0wqSbiIiIiIiISCNMuomIiIiIiIg0wqSbiIiIiIiISCNMuomIiIiIiIg0wqSbiIiIiIiISCNMuomIiIiIiIg0wqQ7TkiShAULFkQ6DKIG0/o7e+211+Khhx7S7P0jrbi4GGeeeSaSkpKQlpZWZ9nR53nXrl2QJAkbN24EABQVFUGSJFRUVDQplnC9T3MbPnw47rrrrkiHQTGEdS3FM0mSsGvXrkiHoZkFCxagU6dO0Ov1gbrh2LI33ngjUL8CwEMPPYQ+ffoEnl977bUYO3Zsk2MJ1/tQ82HSHWVWrVoFvV6Pc889t1GvP/aPuzm0b98eRUVFjXrta6+9hlNPPRXp6elIT09HYWEh1qxZE7SPEALTpk1D69atkZCQgMLCQvzxxx9B+5SVleHKK69Eamoq0tLSMHHiRDgcjsZ+pFoJIfDqq69i8ODBSE5ORlpaGgYMGICZM2fC5XKF9VjRpH379pg5c2bIr6tOtI59PPDAA+EPUgOnnHIKbr755qCyV155BZIk4Y033ggqv/baa3HqqacCOPK509PT4fF4gvb78ccfA+ehWlPO04wZM6DX6/Hvf/+7xrbnnnsO+/fvx8aNG7F169Y6y/bv34+zzz671vcfMmQI9u/fD6vVetxYqtWWqDbmfcKltnP7t7/9rdnjoOjCupZ1bbRpTF177bXX1vobV/1o3769JrE2xubNmyFJEn744Yeg8lNOOQUWiyWovvR4PLBYLJg9ezaAI5/z2DoZAG677TZIkoRrr702UFbXedm2bdtx4+zatSvMZjOKi4trbLvppptw8cUXY8+ePXj00UdrLRs3blygfq3NrFmzalxD1OfYm+GNfZ9wGD58eL3ft+HDhzdrPLGGSXeUmT17Nu644w4sW7YM+/bti3Q49fL5fE1+j6KiIlx++eVYunQpVq1ahby8PJx11lnYu3dvYJ+nnnoK//nPf/DKK69g9erVSEpKwsiRI4N+oK+88kr89ttv+Prrr/HZZ59h2bJluPHGG+s87htvvBHyj8PVV1+Nu+66C2PGjMHSpUuxceNGPPjgg1i4cCG++uqrkD97vNiyZQv2798feEyZMiXSITXIiBEjalzgLl26FHl5eTXKi4qKcPrppweVpaSk4OOPPw4qmz17Ntq1a1fr8RpznubMmYN77rkHc+bMqbFt+/bt6N+/Pzp37oycnJw6y3Jzc2E2m2t9f5PJhNzc3KCbBI0RrvdprNdffz3o3H7yyScRiYOiB+ta1rUtwaxZs4J+24Dg37sff/wxaP9wfJcaq2vXrsjNzQ2qP+12O9avX4/s7OygZHzVqlXwer1B9WpeXh7mzZsHt9sdKPN4PJg7d26t9eqoUaOCzs3+/fvRoUOHemP8/vvv4Xa7cfHFF+PNN98M2uZwOFBSUoKRI0eiTZs2SElJqbUsISEhUL/Wxmq1BrWEN1a43icUH330UeBcVt+0++abbwJlH330UdD+siw3a3xRT1DUsNvtIjk5WWzevFmMGzdOPP7440HbX3/9dWG1WoPKPv74Y1H9z/j6668LAEGP119/XQghBADx2muvibFjx4qEhATRqVMnsXDhwqD3KioqEgMHDhQmk0nk5uaKe++9V8iyHNg+bNgwcdttt4k777xTZGZmiuHDhwshhMjPzxdLly4VQgjh9XrFbbfdJnJzc4XZbBbt2rUTTzzxRIPPgd/vFykpKeLNN98UQgihqqrIzc0V//73vwP7VFRUCLPZLN59910hhBC///67ACB+/PHHwD5ffPGFkCRJ7N27t9bjvP7662LYsGENjmv+/PkCgFiwYEGNbaqqioqKCiGEEIqiiIcffli0bdtWmEwm0bt3b/HFF18E9t25c6cAIObPny/+9re/CYvFIgYMGCC2bNki1qxZI/r37y+SkpLEqFGjRElJSeB148ePF2PGjBGPP/64yMnJEVarVTz88MNClmXxj3/8Q6Snp4u2bduKOXPmBMW2e/ducckllwir1SrS09PF+eefL3bu3Fnjff/973+L3NxckZGRIW699Vbh8/mEEFX/5sd+pxpq6dKlAoAoLy+vsW3NmjWisLBQZGZmitTUVHHaaaeJdevWBe0DQHz88cdCiON/r8rLy8XEiRNFVlaWSElJESNGjBAbN26sN77x48eL6dOn17n9yy+/FADE/v37A2WtWrUSL774osjPzw+U7dixQwAI/A1Uf+4HHnhAFBYWBvZzuVzCarWKBx98MOg81nee6lNUVCTatm0rfD6faNOmjVixYkVgW35+ftC/2fjx42stEyL4PFd/Pzds2FBrbIcOHRKXXXaZaNOmjUhISBA9evQQc+fODRx3/PjxNb4vO3furPUzfvDBB6J79+7CZDKJ/Px88fTTTwd9vvz8fPH444+LCRMmiOTkZJGXlyf++9//hnSOjv18RzveZxGi6vt/5513Bp6/+OKLolOnTsJsNoucnBxx0UUXBbYpiiKeeOIJ0b59e2GxWESvXr3E+++/H3K8pD3WtaxrW1Jde7Rjf+/y8/PFI488Iq6++mqRkpIixo8fX+vv8YYNGwK/19WWL18eOHcnnHCCuOOOO4TD4Tju8Y9+j2NdfvnlYuTIkYHnixYtEieffLK45ZZbgurjadOmBdWz1eevR48e4u233w6Uv/POO6JXr15izJgxgTrt6P1Dde2114opU6aIL774Qpx00kmB8upzdvSjrrJjfz+mT58uevfuXWdsX3zxhRg6dKiwWq0iIyNDnHvuuWLbtm2B7cceo/rv6dj38Xg84o477hDZ2dnCbDaLoUOHijVr1tT4DN98843o37+/SEhIEAUFBWLz5s0hnychal4vVMf60ksvidGjR4vExEQxffr04/6eVluwYIHo27evMJvNokOHDuKhhx4K+l1sCdjSHUXee+89dO3aFV26dMFVV12FOXPmQAjR4NePGzcOf//733HyyScH7jqNGzcusP3hhx/GpZdeip9//hnnnHMOrrzySpSVlQEA9u7di3POOQcDBw7ETz/9hJdffhmzZ8/GY489FnSMN998EyaTCStWrMArr7xSI4b//Oc/+OSTT/Dee+9hy5YteOedd0Lq3uRyuSDLMjIyMgAAO3fuRHFxMQoLCwP7WK1WDB48GKtWrQJQdUe0uvtZtcLCQuh0OqxevbrBx67PO++8gy5dumDMmDE1tkmSFOg2O2vWLDzzzDN4+umn8fPPP2PkyJE4//zza3TRmz59Oh544AGsX78eBoMBV1xxBe655x7MmjULy5cvx7Zt2zBt2rSg13z77bfYt28fli1bhmeffRbTp0/Heeedh/T0dKxevRo333wzbrrpJvz1118Aqu4wjhw5EikpKVi+fDlWrFiB5ORkjBo1Kuhu99KlS7F9+3YsXboUb775Jt54441Al6WPPvoIJ5xwAh555JGgO+nVn7uxXZvsdjvGjx+P77//Hj/88AM6d+6Mc845B3a7vdb9j/e9uuSSS1BSUoIvvvgC69atQ79+/XDGGWcEvt+NMXToUBiNRixduhQA8Pvvv8PtdmPixIkoLS3Fzp07AVSdP4vFgoKCgqDXX3311Vi+fDl2794NAPjwww/Rvn179OvXr9ExHW327Nm4/PLLYTQacfnllwe64QFV3dhHjRqFSy+9FPv378esWbNqLQuVx+NB//798fnnn+PXX3/FjTfeiKuvvjpwx3vWrFkoKCjADTfcEPi+5OXl1XifdevW4dJLL8Vll12GX375BQ899BAefPDBGt+nZ555BgMGDMCGDRtw66234pZbbsGWLVsC24cPHx7UpTCcn+VYa9euxaRJk/DII49gy5YtWLx4MU477bTA9hkzZuCtt97CK6+8gt9++w133303rrrqKnz33XeNio+0w7qWdW281LUA8PTTT6N3797YsGEDHnzwwQa9Zvv27Rg1ahQuuugi/Pzzz5g/fz6+//573H777Y2OA6jqQfb999/D7/cDqDonw4cPx7BhwwJ1bXX5iBEjarz+uuuuw+uvvx54PmfOHEyYMKFJMVWz2+14//33cdVVV+HMM89EZWUlli9fDqBqiFR13fPhhx9i//79dZaFyul0YvLkyVi7di2WLFkCnU6HCy64AKqqAkCNFuVjW5Or3XPPPfjwww/x5ptvYv369ejUqRNGjhxZ4zro/vvvxzPPPIO1a9fCYDDguuuuC2yr7sre2GEsQNXQmwsuuAC//PJL0HvXZ/ny5bjmmmtw55134vfff8d///tfvPHGG3j88ccbHUdUinTWT0cMGTJEzJw5UwghhCzLIisrK3BXW4jj330XouYdtWo43PJWzeFwCACBO8P33Xef6NKli1BVNbDPiy++KJKTk4WiKEKIqjuxffv2rfcz3HHHHeL0008Pep9Q3HLLLeLEE08UbrdbCCHEihUrBACxb9++oP0uueQScemllwohhHj88ceD7khWy87OFi+99FKtxwn17nu3bt3E+eeff9z92rRpU6PVZODAgeLWW28VQhy5M/h///d/ge3vvvuuACCWLFkSKJsxY4bo0qVL4Hl1S2X1v4UQQnTp0kWceuqpged+v18kJSUFWiX+97//1fg39Xq9IiEhQXz55ZdB7+v3+wP7XHLJJWLcuHGB5/n5+eK5556r8Vm7dOkiPvroozrPRfVd1aSkpKDHoUOHauyrKIpISUkRn376aaAMR92xr+97tXz5cpGamio8Hk9QeceOHettGT1eS7cQQgwdOlTceOONQoiqv4dzzjlHCCHEWWedFWjpuPrqq8WIESNqfO7y8nIxduxY8fDDDwshhBgxYoSYNWtWjb/ZUM5TtcrKSpGQkBBozd+wYYNITk4Wdrs9sM+xd/7rKjv6PB+vpbs25557rvj73/8eeH5s63Bt73PFFVeIM888M2iff/7zn6J79+6B5/n5+eKqq64KPFdVVeTk5IiXX345UHb11VeLKVOm1Blb9eezWCxB57a2lu/jfZYPP/xQpKamCpvNVuN1Ho9HJCYmipUrVwaVT5w4UVx++eX1xkfNj3Ut69pqLaGuPdrRv+fV7zl27NigfRrS0j1x4sRA3Vdt+fLlQqfTBb4zdR2/vpbuP/74QwAI/FYOHDhQvPfee2Lfvn3CbDYLt9stXC6XMJvNgV4YQhxp1S0pKRFms1ns2rVL7Nq1S1gsFnHw4MFaW7r1en3Q7/7FF19cZ1xCCPHqq6+KPn36BJ7feeedQe9ZXl4e1KutrrJQW7qPdfDgQQFA/PLLL0KI2luUj30fh8MhjEajeOeddwLbq3vBPfXUU0KI4Jbuap9//rkAEPg3/euvv0SXLl3E6tWr64yvWl0t3XfddVfQfg35PT3jjDNq9NT53//+J1q3bn3cOGKJQduUnhpqy5YtWLNmTWAMqMFgwLhx4zB79uywTUzQq1evwP8nJSUhNTUVJSUlAIBNmzahoKAgaMzl0KFD4XA48NdffwXGy/Tv37/eY1x77bU488wz0aVLF4waNQrnnXcezjrrrAbF9+STT2LevHkoKiqCxWIJ9ePVa/fu3ejevXvgud/vhyzLSE5ODpTdd999uO+++2p9vWhAK4jNZsO+ffswdOjQoPKhQ4fip59+Cio7+t+iVatWAICePXsGlVX/21Q7+eSTodPpgvbp0aNH4Ller0dmZmbgdT/99BO2bduGlJSUoPfxeDzYvn170Pvq9frA89atW+OXX3457ufdvHnzcfcBqu5gHh1Deno6Dhw4gAceeABFRUUoKSmBoihwuVyBVuFj1fe9+umnn+BwOJCZmRn0GrfbHfQ5G2P48OF4//33AVSNiaz+Wxw2bBiKioowYcIEFBUV4YYbbqj19ddddx3uvPNOXHXVVVi1ahXef//9wJ3zY9V2nury7rvvomPHjujduzcAoE+fPsjPz8f8+fMxceLExnzUBlEUBU888QTee+897N27Fz6fD16vF4mJiSG9z6ZNm2q0ZA0dOhQzZ86EoiiB7+PRfyeSJCE3Nzfo7+Ktt95q0PGee+65oBa81q1bh/xZzjzzTOTn5+PEE0/EqFGjMGrUKFxwwQVITEzEtm3b4HK5cOaZZwa9xufzoW/fvg2KkZoH61rWtS21rq3L0T0TGuqnn37Czz//jHfeeSdQJoSAqqrYuXMnunXr1qhYOnXqhBNOOAFFRUU4+eSTsWHDBgwbNgw5OTlo164dVq1aBSEEvF5vrS3d2dnZOPfcc/HGG29ACIFzzz0XWVlZtR5rxIgRePnllwPPk5KS6o1tzpw5uOqqqwLPr7rqKgwbNgzPP/98jX/bcPrjjz8wbdo0rF69GocOHQq0cO/evTvoe1ef7du3Q5bloL8Jo9GIQYMGYdOmTUH7Hv030bp1awBASUkJ2rVrh7Zt20bs+7ZixYqglm1FUeDxeOByuUK+xohWTLqjxOzZs+H3+9GmTZtAmRACZrMZL7zwAqxWK3Q6XY0KKZRJCoxGY9BzSZICf9wNdbwfrX79+mHnzp344osv8M033+DSSy9FYWEhPvjgg3pf9/TTT+PJJ5/EN998E/SDkJubCwA4cOBA4Meh+nn1zLHHXogDVRV9WVlZ4PVt2rQJmvnxo48+wocffhhUoVR3s6vNSSed1OQfoqMd/W9RffF1bNmx/za1/fvV92/qcDjQv3//oM9YLTs7u973DfV7UZ8OHTrUmOxj/PjxKC0txaxZs5Cfnw+z2YyCgoI6J3mp73vlcDjQunXrWrtDNXWSkREjRuDxxx/H3r17UVRUhH/84x8AqpLu//73v9i+fTv27NlTYxK1ameffTZuvPFGTJw4EaNHj65xY+BotZ2nusyePRu//fYbDIYjP+GqqmLOnDmaJt3//ve/MWvWLMycORM9e/ZEUlIS7rrrLs0m5wnXdzM3NxedOnUKKnvyySdD+iwpKSlYv349ioqK8NVXX2HatGl46KGH8OOPPwZmb/7888/Rtm3boNfVNUkdRQbrWta1LbWurcux36XqGwpHf8eP/X47HA7cdNNNmDRpUo33q2sy0IYaPnw4li5dil69egVN6lndxVwIgU6dOtU6NAmoupld3c39xRdfrPM4SUlJNX736/L777/jhx9+wJo1a3DvvfcGyhVFwbx58+q8sR4Oo0ePRn5+Pl577TW0adMGqqqiR48ezVKvVv9NhPN7WNv37Xi/pw6HAw8//DAuvPDCGu8X7huDkcSkOwr4/X689dZbeOaZZ2rcqR47dizeffdd3HzzzcjOzobdbofT6Qx8qY9dQsBkMkFRlJBj6NatGz788EMIIQJ/hCtWrEBKSgpOOOGEkN4rNTUV48aNw7hx43DxxRdj1KhRKCsrq7Oifeqpp/D444/jyy+/rHGHrEOHDsjNzcWSJUsCFb/NZsPq1atxyy23AAAKCgpQUVGBdevWBVoHvv32W6iqisGDBwOoas04+sc3JycHCQkJDf5BvuKKK3DZZZdh4cKFNVrohBCw2WywWq1o06YNVqxYgWHDhgW2r1ixAoMGDWrQccKpX79+mD9/PnJycpCamtro92nsd6o+K1aswEsvvYRzzjkHALBnzx4cOnSo3tfU9b3q168fiouLYTAYwr48ypAhQ2AymfDSSy8FxgADwMCBA3Hw4EHMmTMHSUlJdf77GgwGXHPNNXjqqafwxRdfhCWmX375BWvXrkVRUVHQ31RZWRmGDx+OzZs3o2vXrmE51rFWrFiBMWPGBFoDVFXF1q1bg1q2GvJ96datG1asWFHjvU866aSgliAtNeSzHMtgMKCwsBCFhYWYPn060tLS8O233+LMM8+E2WzG7t27g/72KbqwrmVdq4VormtrU30jYP/+/YEeVcd+v/v164fff/+9wf9uoRgxYgQmTZqE7t27B/UuOe200/Daa69BCFFrK3e16rHykiRh5MiRYYlp9uzZOO2002ok8a+//jpmz56tWdJdWlqKLVu2BJb0A6pmUD+ayWQCgHq/Gx07dgzMAZGfnw+gKrH98ccfayzh2dwa8nvar18/bNmyRZPvWzThRGpR4LPPPkN5eTkmTpyIHj16BD0uuuiiwARJgwcPRmJiIu677z5s374dc+fOrTG5Rvv27bFz505s3LgRhw4dgtfrbVAMt956K/bs2YM77rgDmzdvxsKFCzF9+nRMnjw5qJvV8Tz77LN49913sXnzZmzduhXvv/8+cnNz62zB+9e//oUHH3wQc+bMQfv27VFcXIzi4uJAy5EkSbjrrrvw2GOP4ZNPPsEvv/yCa665Bm3atMHYsWMBVF3EjBo1CjfccAPWrFmDFStW4Pbbb8dll10W1JrRFJdeeinGjRuHyy+/HE888QTWrl2LP//8E5999hkKCwsDE4D885//xL/+9S/Mnz8fW7ZswZQpU7Bx40bceeedYYkjFFdeeSWysrIwZswYLF++HDt37kRRUREmTZoUmACmIdq3b49ly5Zh7969QYlx165dayyJ1VCdO3fG//73P2zatAmrV6/GlVdeiYSEhDr3r+97VVhYiIKCAowdOxZfffUVdu3ahZUrV+L+++/H2rVrGxVftYSEBJxyyil4/vnnMXTo0EBCaDKZgsqPbcE42qOPPoqDBw+G9eJg0KBBOO2004J+K0477TQMHDgwaEK1cOvcuTO+/vprrFy5Eps2bcJNN92EAwcOBO3Tvn17rF69Grt27QrqKne0v//971iyZAkeffRRbN26FW+++SZeeOGFQE+ChrrmmmswdepUzT7L0T777DP85z//wcaNG/Hnn3/irbfegqqq6NKlC1JSUvCPf/wDd999N958801s374d69evx/PPP19j2RmKHNa1rGu1EM11bW2qW5Efeugh/PHHH/j888/xzDPPBO1z7733YuXKlbj99tuxceNG/PHHH1i4cGGTJ1IDqpJup9OJOXPmBN00GTZsGFavXo01a9bUm3Tr9Xps2rQJv//+e1hu0sqyjP/973+4/PLLa/wuXH/99Vi9ejV+++23Jh+nNunp6cjMzMSrr76Kbdu24dtvv8XkyZOD9qm+cbV48WIcOHAAlZWVNd4nKSkJt9xyC/75z39i8eLF+P3333HDDTfA5XKF1Ptt79696Nq1a50TijZGQ35Pp02bhrfeegsPP/wwfvvtN2zatAnz5s3DAw88ELY4ogGT7igwe/ZsFBYWBmblPNpFF12EtWvX4ueff0ZGRgbefvttLFq0CD179sS7776Lhx56qMb+o0aNwogRI5CdnY133323QTG0bdsWixYtwpo1a9C7d2/cfPPNmDhxYshf+JSUFDz11FMYMGAABg4ciF27dmHRokV1Xky8/PLL8Pl8uPjii9G6devA4+mnnw7sc8899+COO+7AjTfeiIEDB8LhcGDx4sVBXU7eeecddO3aFWeccQbOOecc/O1vf8Orr74aUuz1kSQJc+fOxbPPPosFCxZg2LBh6NWrFx566CGMGTMmkFBNmjQJkydPxt///nf07NkTixcvxieffILOnTuHLZaGSkxMxLJly9CuXTtceOGF6NatGyZOnAiPxxPS3fhHHnkEu3btQseOHYO6ym3ZsqXWH/+GmD17NsrLy9GvXz9cffXVmDRpUr3rWtb3vZIkCYsWLcJpp52GCRMm4KSTTsJll12GP//8MzCGrylGjBgBu91eY7znsGHDYLfb6704AKoS9KysrLCsUe3z+fD222/joosuqnX7RRddhLfeekuztTEfeOAB9OvXDyNHjsTw4cORm5sbuCCv9o9//AN6vR7du3dHdnZ2reP0+/Xrh/feew/z5s1Djx49MG3aNDzyyCMhz0S+e/fuoFl+w/1ZjpaWloaPPvoIp59+Orp164ZXXnkF7777Lk4++WQAVTdXHnzwQcyYMSOQnHz++efHXReWmg/rWta1WojmurY2RqMxcMOmV69e+Ne//lVj9vxevXrhu+++w9atW3Hqqaeib9++mDZtWlhurnTo0AH5+fmw2+1BSXe7du3Qpk0b+Hy+486vkJqa2qReBUf75JNPUFpaigsuuKDGtm7duqFbt26a3czW6XSYN28e1q1bhx49euDuu+/Gv//976B9DAYD/vOf/+C///0v2rRpU+vM/kDVkKmLLroIV199Nfr164dt27bhyy+/rHd+mGPJsowtW7bA5XI16XMdrSG/pyNHjsRnn32Gr776CgMHDsQpp5yC5557LtBq31JIoiGzVhARtTDXXnst2rdvX+PHn4iIiEInSRJ27twZ9qFeRC0BW7qJiIiIiIiINMKkm4iIiIiIiEgjnL2ciOLS2LFjm7ykGBEREVWpXtWBiGrimG4iIiIiIiIijbB7OREREREREZFG4i7pFkLAZrOBDfxERERNwzqViIjo+OIu6bbb7bBarbDb7ZEOhYiIKKaxTiUiIjq+uEu6iYiIiIiIiJoLk24iIiIiIiIijTDpJiIiIiIiItIIk24iIiIiIiIijTDpJiIiIiIiItIIk24iIiIiIiIijTDpJiIiIiIiItIIk24iIiIiIiIijTDpJiIiIiIiItIIk24iIiIiIiIijTDpJiIiIiIiItIIk24iIiIiIiIijTDpJiIiIiIiItIIk24iIiIiIiIijTDpJiIiIiIiItIIk24iIiIiIiIijTDpJiIiIiIiItIIk24iIiIiIiIijTDpJiIiIiIiItIIk24iIiIiIiIijTDpJiIiIiIiItIIk24iIiIiIiIijTDpJiIiIiIiItIIk24iIiIiIiIijUQ06V62bBlGjx6NNm3aQJIkLFiwoMGvXbFiBQwGA/r06aNZfERERERERERNEdGk2+l0onfv3njxxRdDel1FRQWuueYanHHGGRpFRkRERERERNR0hkge/Oyzz8bZZ58d8utuvvlmXHHFFdDr9cdtHfd6vfB6vYHnNpst5OMRERER61QiIqLGiLkx3a+//jp27NiB6dOnN2j/GTNmwGq1Bh55eXkaR0hERNQysU4lIiIKXUwl3X/88QemTJmCt99+GwZDwxrpp06disrKysBjz549GkdJRETUMrFOJSIiCl1Eu5eHQlEUXHHFFXj44Ydx0kknNfh1ZrMZZrNZw8iIiIjiA+tUIiKi0MVM0m2327F27Vps2LABt99+OwBAVVUIIWAwGPDVV1/h9NNPj3CUREREREREREfETNKdmpqKX375JajspZdewrfffosPPvgAHTp0iFBkRERERERERLWLaNLtcDiwbdu2wPOdO3di48aNyMjIQLt27TB16lTs3bsXb731FnQ6HXr06BH0+pycHFgslhrlRERERERERNEgokn32rVrMWLEiMDzyZMnAwDGjx+PN954A/v378fu3bsjFR4RERERERFRk0hCCBHpIJqTzWaD1WpFZWUlUlNTIx0OERFRzGKdSkREdHwxtWQYERERERERUSxh0k1ERERERESkESbdRERERERERBph0k1ERERERESkESbdRERERERERBph0k1ERERERESkESbdRERERERERBph0k1ERERERESkESbdRERERERERBph0k1ERERERESkESbdRERERERERBph0k1ERERERESkESbdRERERERERBph0k1ERERERESkESbdRERERERERBph0k1ERERERESkESbdRERERERERBph0k1ERERERESkESbdRERERERERBph0k1ERERERESkESbdRERERERERBph0k1ERERERESkESbdRERERERERBph0k1ERERERESkESbdRERERERERBph0k1ERERERESkESbdRERERERERBph0k1ERERERESkESbdRERERERERBph0k1ERERERESkESbdRERERERERBph0k1ERERERESkESbdRERERERERBph0k1ERERERESkESbdRERERERERBph0k1ERERERESkESbdRERERERERBph0k1ERERERESkESbdRERERERERBph0k1ERERERESkESbdRERERERERBqJaNK9bNkyjB49Gm3atIEkSViwYEG9+3/00Uc488wzkZ2djdTUVBQUFODLL79snmCJiIiIiIiIQhTRpNvpdKJ379548cUXG7T/smXLcOaZZ2LRokVYt24dRowYgdGjR2PDhg0aR0pEREREREQUOkkIISIdBABIkoSPP/4YY8eODel1J598MsaNG4dp06Y1aH+bzQar1YrKykqkpqY2IlIiIiICWKcSERE1hCHSATSFqqqw2+3IyMiocx+v1wuv1xt4brPZmiM0IiKiFod1KhERUehieiK1p59+Gg6HA5deemmd+8yYMQNWqzXwyMvLa8YIiYiIWg7WqURERKGL2e7lc+fOxQ033ICFCxeisLCwzv1quyufl5fHrnBEREQhYp1KREQUupjsXj5v3jxcf/31eP/99+tNuAHAbDbDbDY3U2REREQtF+tUIiKi0MVc9/J3330XEyZMwLvvvotzzz030uEQERERERER1SmiLd0OhwPbtm0LPN+5cyc2btyIjIwMtGvXDlOnTsXevXvx1ltvAajqUj5+/HjMmjULgwcPRnFxMQAgISEBVqs1Ip+BiIiIiIiIqC4Rbeleu3Yt+vbti759+wIAJk+ejL59+waW/9q/fz92794d2P/VV1+F3+/HbbfdhtatWwced955Z0TiJyIiIiIiIqpP1Eyk1ly4pigREVF4sE4lIiI6vpgb001EREREREQUK5h0ExEREREREWmESTcRERERERGRRph0ExEREREREWmESTcRERERERGRRph0ExEREREREWmESTcRERERERGRRph0ExEREREREWmESTcREVEUUoUfQqiRDoOIiIiaiEk3ERFRFJL9NgAi0mEQERFREzHpJiIiijKy4oAq5EiHQURERGHApJuIiCiKqKoMv+KKdBhEREQUJky6iYiIooQQKnxKJditnIiIqOVg0k1ERBQlZMUGIZRIh0FERERhxKSbiIgoCsiKE4rqjXQYREREFGZMuomIiCJMUX3wK85Ih0FEREQaYNJNREQUQUKokDmOm4iIqMVi0k1ERBRBPqUSQqiRDoOIiIg0wqSbiIgoQmTFAVX1RToMIiIi0hCTbiIioghQVC/HcRMREcUBJt1ERETNTAgFsmKLdBhERETUDJh0ExERNTOfYuM4biIiojjBpJuIiKgZcRw3ERFRfGHSTURE1Ew4jpuIiCj+MOkmIiJqBqrww+evjHQYRERE1MyYdBMREWlMCPVwwi0iHQoRERE1MybdREREGpMVO4TwRzoMIiIiigAm3URERBryq24oqifSYRAREVGEMOkmIiLSiCoUyH57pMMgIiKiCGLSTUREpBGZ47iJiIjiHpNuIiIiDciKE6qQIx0GERERRRiTbiIiojBTVZnrcRMREREAJt1ERERhJYSAT7GB3cqJiIgIYNJNREQUVn7VweXBiIiIKIBJNxERUZhUdSt3RToMIiIiiiJMuomIiMLgSLdyIiIioiOYdBMREYUBu5UTERFRbZh0ExERNZGi+titnIiIiGrFpJuIiKgJhFAhK5WRDoOIiIiiFJNuIiKiJpAVG4RQIx0GERERRSkm3URERI3kV1xQVG+kwyAiIqIoxqSbiIioEVThh6w4Ih0GERERRbmIJt3Lli3D6NGj0aZNG0iShAULFhz3NUVFRejXrx/MZjM6deqEN954Q/M4iYiIjiaEgM9fCUBEOhQiIiKKchFNup1OJ3r37o0XX3yxQfvv3LkT5557LkaMGIGNGzfirrvuwvXXX48vv/xS40iJiIiOkBU7lwcjIiKiBjFE8uBnn302zj777Abv/8orr6BDhw545plnAADdunXD999/j+eeew4jR46s9TVerxde75HxdjabrWlBExFRXFNUDxTVHekwIoJ1KhERUehiakz3qlWrUFhYGFQ2cuRIrFq1qs7XzJgxA1arNfDIy8vTOkwiImqhVKHA54/fRJN1KhERUehiKukuLi5Gq1atgspatWoFm80Gt7v2VoepU6eisrIy8NizZ09zhEpERC2QHOfjuFmnEhERhS6i3cubg9lshtlsjnQYREQU42TFCVXIkQ4jolinEhERhS6mWrpzc3Nx4MCBoLIDBw4gNTUVCQkJEYqKiIhaOlWV4VeckQ6DiIiIYlBMJd0FBQVYsmRJUNnXX3+NgoKCCEVEREQtnRAqfIoN8dytnIiIiBovokm3w+HAxo0bsXHjRgBVS4Jt3LgRu3fvBlA1duyaa64J7H/zzTdjx44duOeee7B582a89NJLeO+993D33XdHInwiIooDsuLg8mBERETUaBFNuteuXYu+ffuib9++AIDJkyejb9++mDZtGgBg//79gQQcADp06IDPP/8cX3/9NXr37o1nnnkG//d//1fncmFERERNEc/LgxEREVF4SEKIuOovZ7PZYLVaUVlZidTU1EiHQ0REUUoVMrxyOSLZrdxizIIk6SN2/ONhnUpERHR8MTWmm4iIqDkIocDnrwDHcRMREVFTMekmIiI6ihAqvP4KCKFGOhQiIiJqAZh0ExERHSaECp+/ghOnERERUdgw6SYiIgIghIBPqYQq5EiHQkRERC0Ik24iIiIAftUBVfVFOgwiIiJqYZh0ExFR3FNUD/yKK9JhEBERUQvEpJuIiOKaEApkxR7pMIiIiKiFYtJNRERxzeev5EzlREREpJmQk+633noLXq+3RrnP58Nbb70VlqCIiIiag6w4OXEaERERaSrkpHvChAmorKysUW632zFhwoSwBEVERKQ1VZXhV5yRDoOIiIhauJCTbiEEJEmqUf7XX3/BarWGJSgiIiItCaHCp1QCEJEOhYiIiFo4Q0N37Nu3LyRJgiRJOOOMM2AwHHmpoijYuXMnRo0apUmQRERE4SQrNgihRDoMIiIiigMNTrrHjh0LANi4cSNGjhyJ5OTkwDaTyYT27dvjoosuCnuARERE4SQrTihqzblJiIiIiLTQ4KR7+vTpAID27dtj3LhxsFgsmgVFRESkhar1uB2RDoOIiIjiSIOT7mrjx48HUDVbeUlJCVQ1eJmVdu3ahScyIiKiMFKFDJ/fFukwiIiIKM6EnHT/8ccfuO6667By5cqg8uoJ1hSFY+SIiCi6CCEOJ9ycOI2IiIiaV8hJ97XXXguDwYDPPvsMrVu3rnUmcyIiomgiK3YI4Y90GERERBSHQk66N27ciHXr1qFr165axENERBRWiuqForojHQYRERHFqZDX6e7evTsOHTqkRSxERERhJYQKWeE4biIiIoqckJPuf/3rX7jnnntQVFSE0tJS2Gy2oAcREVG08Ck2CKEef0ciIiIijYTcvbywsBAAcMYZZwSVcyI1IiKKJn7FBZXrcRMREVGEhZx0L126VIs4iIiIwkZRfZC5HjcRERFFgZCT7mHDhmkRBxERUVioQoGsVCLWlwcTQoXdswOpCZ0jHQoRERE1QchJ97Jly+rdftpppzU6GCIioqYQQoXPXxHz47i9chn+LP0YLt9e9DzhXiRb2kU6JCIiImqkkJPu4cOH1yg7eq1ujukmIqJIifX1uIUQKHWuw97yL6EKGQDwx4HX0StvKvQ6U4SjIyIiosYIefby8vLyoEdJSQkWL16MgQMH4quvvtIiRiIiouPyK24oqifSYTSarNix4+Bc7Cn7LJBwA0CSuR0EeEObiKg+sd7DiVq2kFu6rVZrjbIzzzwTJpMJkydPxrp168ISGBERUUOpwg9ZsUc6jEYrd/2GPWWfQVHdgTK9LgEdsy9HVsrACEZGRBQbVOGDUBUY9EmRDoWohpCT7rq0atUKW7ZsCdfbERERNYgQArLfhlicOM2vuvFX2Rcod/0cVJ5q6YR2mWOQYukQociIiGKPrDggSUYOx6GoE3LS/fPPwRcGQgjs378fTz75JPr06ROuuIiIiBrErzqCumPHCrtnB/4sXQBZsQXKdJIRbdNHIjOpf9B8KURE1DCyUgmdlAFJ0kc6FKKAkJPuPn36QJIkCBHconDKKadgzpw5YQuMiIjoeBTVA7/iinQYIVFVGfsqvsFBx+qg8iTTCcjPvBBmY0aEIiMiin1CqPApNpgN6ZEOhSgg5KR7586dQc91Oh2ys7NhsVjCFhQREdHxqEKGz287/o5RxOndiz9LP4bXfyhQJkGHXOsItEodCkkKeX5TIiI6hqr6ICsOGPXJkQ6FCEAjku78/Hwt4iAiImqwqvW4KxEr47iFUFBsW47iyu9wdMwWYw7yMy9Aoql15IIjopApigq9njfJoplfcUInmTi+m6JCo34tvvvuO4wePRqdOnVCp06dcP7552P58uXhjo2IiKhWPqUSQsTGMloe+SC2HpiN4soiHJ1w56QMQZfcG5hwE8Ugt8cf6RCoAeQYqiuoZQs56X777bdRWFiIxMRETJo0CZMmTUJCQgLOOOMMzJ07V4sYiYiIAmTFDlX1RTqM4xJCxUH7amwu/i9cvn2BcpPeis4516Jt+lnQScYIRkhEjeVXVHh9TLyjnRAqvP4KruFNESeJY2dEO45u3brhxhtvxN133x1U/uyzz+K1117Dpk2bwhpguNlsNlitVlRWViI1NTXS4RARUQgU1XO4W3l08/krsbtsIeyeHUHlGUl9cEL6KOh1DZsHxWLMiuoZeFmnUryqsHkAAGmpnNMoWtRXP+gkI0yGNM6bQRET8jdvx44dGD16dI3y888/v8Yka0REROESCxOnCSFQ5vwJm/e/FJRwG3RJODHrMuRnjm1wwk1E0c3ljr2lCuOVKuTDw5JiYx4QanlCnkgtLy8PS5YsQadOnYLKv/nmG+Tl5YUtMCIiomqxMHGaX3FhT/lnqHD9HlRuTeiKvIzRMOqTIhQZEWlBllXIfhVGA1tPY4Gq+iDDBpPBGulQKA6FnHT//e9/x6RJk7Bx40YMGTIEALBixQq88cYbmDVrVtgDJCIiivaJ0yrdf2B36UL4VUegTCeZcEL62chI6gNJkiIYHRFpxe2WYUwxRzoMaiBF9UBW9FxKjJpdyEn3LbfcgtzcXDzzzDN47733AFSN854/fz7GjBkT9gCJiCi+RfPEaYrqxd6Kr1DqWBdUnmzOR7vMsTAb0iMUGRE1B6dbRiqT7pjCpcQoEkJOugHgggsuwAUXXBDuWIiIIoZrrkYnv+qGX3FFOoxaOb17sKv0I/j85YEyCXq0STsD2SmncMIeojjg8ynsYh6DZKUSEtKg03EFCWoeDf6FKC8vx/PPPw+breYkNpWVlXVuIyKKdh6vH36Fy4lEG1XIkP32SIdRgyr82FexBFsPzAlKuBOMueiSexNyUocw4SaKIy4XJ1SLNVVLiZVDFfy3o+bR4KuCF154AcuWLat1SRCr1Yrly5fj+eefDzmAF198Ee3bt4fFYsHgwYOxZs2aevefOXMmunTpgoSEBOTl5eHuu++Gx+MJ+bhERNV4wRR9onXiNLfvALYW/x8O2JbjSGwSWqWeipNyr0eCKSeS4RFRBDhd0Tn8hY5HwOe3cUZzahYNTro//PBD3HzzzXVuv+mmm/DBBx+EdPD58+dj8uTJmD59OtavX4/evXtj5MiRKCkpqXX/uXPnYsqUKZg+fTo2bdqE2bNnY/78+bjvvvtCOi4RUTUhBJxc9iXqRNvEaUKoOGBbgS3Fr8ItFwfKzYYMnNTqOrRJOwM6qVEjtogoxsl+FT5f9PxeUcMJ4YdfdUY6DIoDDU66t2/fjs6dO9e5vXPnzti+fXtIB3/22Wdxww03YMKECejevTteeeUVJCYmYs6cObXuv3LlSgwdOhRXXHEF2rdvj7POOguXX375cVvHiYjq4vH4oaq8yx1Nom3iNK+/HNtK3sS+iq8hcOTCOit5ALrk3owkM5fLJIp3vHkbu/yKEz4/h8iSthqcdOv1euzbt6/O7fv27YNO1/AxbD6fD+vWrUNhYeGRYHQ6FBYWYtWqVbW+ZsiQIVi3bl0gyd6xYwcWLVqEc845p87jeL1e2Gy2oAcRUTUHu5ZHFUX1RM3EaUIIlDrWY/P+l+Hw/hkoN+iT0TH7SuRlnBd3s9+yTiWqHYcpxTZFdcPnr2BXc9JMg7Pkvn37YsGCBXVu//jjj9G3b98GH/jQoUNQFAWtWrUKKm/VqhWKi4trfc0VV1yBRx55BH/7299gNBrRsWNHDB8+vN7u5TNmzIDVag088vLYIkFEVVRVwO3xRzoMOkxRfVHT2iArDuw8NA+7yz6BKo60uqclnoxuubciNaHunl8tGetUotr5FZX1SYxTVC98SgWE4MSqFH4NTrpvv/12PPPMM3jhhRegKEe61ymKgueffx7PPfccbrvtNk2CrFZUVIQnnngCL730EtavX4+PPvoIn3/+OR599NE6XzN16lRUVlYGHnv27NE0RiKKHW6PzLvaUUIIBbISHROnVbg2Y/P+l1Dp3hIo00sW5GdehA5Zl8CgT4xgdJHFOpWobpxQLfapqg9ef3lUzSlCLUODZ3256KKLcM8992DSpEm4//77ceKJJwKo6uLtcDjwz3/+ExdffHGDD5yVlQW9Xo8DBw4ElR84cAC5ubm1vubBBx/E1Vdfjeuvvx4A0LNnTzidTtx44424//77a+3ebjabYTabGxwXEcUPJ7sDRg2fYot464KievBX+WKUOTcGladYTkS7jDEwGayRCSyKsE4lqpvLJUOxqtDruWRgLBPCD6+/HCZDGifIpLAJ6Vfh8ccfxw8//IBrr70Wbdq0QevWrTFhwgSsWrUKTz75ZEgHNplM6N+/P5YsWRIoU1UVS5YsQUFBQa2vcblcNRJrvV4PAGytIqKQKIoKD7sCRgW/4oz4xGl2zy5s2v9yUMItSQackH4OOmZfzYSbiI5LAHBxQrUWQQgFPn85VJX/nhQeId++GTRoEAYNGhSWg0+ePBnjx4/HgAEDMGjQIMycORNOpxMTJkwAAFxzzTVo27YtZsyYAQAYPXo0nn32WfTt2xeDBw/Gtm3b8OCDD2L06NGB5JuIqCFcbjkKOjKTovogK46IHV8VMvZVfIuD9uAJPBNNbZGfeQEsxqwIRUZEscjhkpGSzN4gLYEQ6uEWbyv0Ov6bUtNEtM/EuHHjcPDgQUybNg3FxcXo06cPFi9eHJhcbffu3UEt2w888AAkScIDDzyAvXv3Ijs7G6NHj8bjjz8eqY9ARDGKXcsj78g47shw+fbjz9KP4JEPHlWqQ2vrMLRK/RskiTdziSg0Pp8C2a/CaGAX85ZBwOevhFGfHNfzeVDTSSLO+mXbbDZYrVZUVlYiNTU10uEQUQTIsoJ9B4JbV3NzkmA2cexWcxFCVHXdE81/80MIBQdsK7C/sgjAkXHkFkMW8rMuRKKpTbPHVBeLMSuqk3/WqRSvKmweVNq8tW5LS7XAmsqW0eamqB74/NrdyNXrLDDqUyFJkmbHoJaLV5hEFHccTs4wG2myYotIwu2RS7G79GM4fX8FlWenDEYbayF0OmOzx0RELYvT7WPS3QIpqgeq8MNsSIcksScDhYZJNxHFFUVRYXeya3kk+fw2KKqnWY8phMAhx1rsq/gqKNk36lORnzkWKZYTmzUeImq5ZFmFLCswGqO3lwo1zpGZza2c2ZxCwm8LEcUVh5Nrc0eSrDihqO7mPabfhj/LFsLu2R5Unp7YCydknA2DLqFZ4yGils/plpHGpLtFEsIPr1wGoz4FBj3rD2qYBiXdffv2bfD4hfXr1zcpICIirQghYHPUPgaPtCcrTvibeabycuev2FP+WVDLul6XgHYZo5GW2L1ZYyGi+OFyyUhLtUQ6jIhSlJa8ZrmArNghSXrodaZIB0MxoEFJ99ixYwP/7/F48NJLL6F79+6B9bR/+OEH/Pbbb7j11ls1CZKIKBwcTh9Ute5WblUV0Ok4QYoWZMUBv+JstuP5VTf+Kvsc5a5fg8pTLZ3RLvN8GPUpzRYLEcUf2a/C51NgMsVva7es+KHXt+SEVMDnr4DZkM75QOi4GpR0T58+PfD/119/PSZNmoRHH320xj579uwJb3RERGFks9c/gZpXlpFgbskXCJHhV5zNmnDb3Nuxu2wBZMUeKNNJRrRNH4XMpH6ceZaImoXTLcd30u1XYGnxVaqAT6mAEVa2eFO9Qh7T/f7772Pt2rU1yq+66ioMGDAAc+bMCUtgRETh5HLL8Ctqvft4ZB8sJiOTsjDyK07IzdSlXFV92FvxNQ45fgwqTzLnIT/zApgNGc0SBxERUNXFPN0av13MZUWJdAjNQggVPn8Fx3hTvUJOuhMSErBixQp07tw5qHzFihWwWOL3h4WIopuzAcuEqaqAV/bDYmI3sXBozi7lTu9f+LP0Y3j9pYEyCXq0ThuBnJQhXN6FiJqdX1Hh9flhNsXnvMX+OEm6qwjIig0AmHhTrUL+Fbjrrrtwyy23YP369Rg0aBAAYPXq1ZgzZw4efPDBsAdIRNRUqirg9vgbtK/H52PSHQayYodfcWl+HCEUFFcuQ7FtGYAj4/Utxhy0z7wQCaZczWMgIqqLyyXHbdIt+/1xN1eKrNigChlGfQp7zVGQkH8FpkyZghNPPBGzZs3C22+/DQDo1q0bXn/9dVx66aVhD5CIqKk8Xj8aukiYR+Ya3k3l81c2yzrcHvkgdpV+BLdvf1B5TspQtE4bwTVUiSjinG4Z6Wnx2/Lp88uwmOJrrHPVspgqjHorE28KCOmKxO/344knnsB1113HBJuIYkZDW7kBQFEUyH4FRkP8Tn7TWEIIyEolFFXbZdmEUHHQvhr7Kr6BwJHuiyZ9GvIzL0CyJV/T4xMRNZSiCHi8fljM8XkT0CvHX9IN4HA9WMnEmwJCGuRmMBjw1FNPwe9v+AUsEVGkuT2htV57fMcf/001yYpN84Tb56/AtpL/YW/Fl0EJd2ZSP3RtfQsTbiKKOk5X/Pag8srxmzMoqjcwzpso5NtuZ5xxBr777ju0b99eg3CIiMLL51OgKA3tXF7F7fMhJTF+uwM2hl9xadqlXAiBctfP2FO2CKo4ktgbdElol3k+rAldNDs2EVFTOF0yMtIscdniKSsKhBBx+dkBQFE98PkBk8Ea6VAowkJOus8++2xMmTIFv/zyC/r374+kpKSg7eeff37YgiMiaqpQupZXk/1+KIoKvZ4zXjeEqsqaLgvmV5zYU/YZKtybgsqtCd2Ql3EejPqkOl5JRBR5Qgg4XTKSk+KvmzWEgF9R43rIlqJ64PULmPSpXEkjjoWcdN96660AgGeffbbGNkmSoMTV8gBEFO1cIXYtr+b2+ZCcoN0yiC3lzr8QCnxKJdDgqepCU+neit2lC+FXjyw9ppPMOCH9bGQk9W4R55CIWj670xefSTcAWfHHddINAKrqhVeUwmRIg07iCinxKOSkW1VVLeIgIgo7RVHh8zXuRqBHljVNuv2KAqMhtifWEUKF118BIcJ/s1VRvdhb/iVKneuDypPN7ZGfORYmQ1rYj0lEpBWfT4nbNbvja73uugmhwiuXw2RIg14Xnzdg4ln8/eUTUdxwNaJreTWvLGu6vqjP74/ppLsq4S6HEOGfJMfh+RN/ln4Mn1IRKJOgR5u0QmSnDGb3PCKKSQ5nfK7ZLfuZdB8h4PNXwGRIhV6n3Y19ij6NunL57rvvMHr0aHTq1AmdOnXC+eefj+XLl4c7NiKiJnE6mzALuRDwyNrMYq6oakzf+RdChc9fEfaEWxV+7C3/Gn+UvB6UcCcYW6NL65uQk1rAhJuIYpbTJUMIbYbiRDM5hus7bQj4/JXwq+5IB0LNKOSrl7fffhuFhYVITEzEpEmTMGnSJCQkJOCMM87A3LlztYiRiChkVV35mlbRe3zaLPMSy0uSVbdwqyK858btK8aW4tdQYl9xVKmE3NTT0CX3eiQYc8J6PCKi5iaEgKcJPbBilXJ4BnMKJvtt8PkrIQSH7saDkPu4PP7443jqqadw9913B8omTZqEZ599Fo8++iiuuOKKsAZIRNQY5ZVNX77KK2uTdDs9XpiNsdfFUAjl8Bju8F00CqGixL4S+yuWBq27bTZkID/zQiSZTwjbsYiIIs3plpGQEH8Tacl+BaYYrPe0pqgeqMIHo97Kcd4tXMgt3Tt27MDo0aNrlJ9//vnYuXNnWIIiImoKr88Pj7fpiaGqqmEfiyb7/ZD9sdfSoQp/2Mdwe/1l+KPkDeyr+CYo4c5KHoiuuTcz4SaiFqcxy1i2BLE8pEpr1UO2FLXpjQUUvUK+5ZSXl4clS5agU6dOQeXffPMN8vLywhYYEVFj2ezh674t+8O71IlXjr0LLkX1QVbC1wVOCIFS53rsLf8Sqjjyb2XUp6BdxhikJnSq59VERLFLVQU8Xj8s5vhq9ZUVPwBzpMOIYlXjvI16BQZ9UqSDIQ2E/Bf/97//HZMmTcLGjRsxZMgQAMCKFSvwxhtvYNasWWEPkIgoFKoq4HaHr1t4uC8Uqt4vdvgVF2TFgXCtwy0rduwu/RQ2z9ag8vTEHjgh41wYdAlhOQ4RUbRyu+X4S7o5g3mDyIoDAiqM+pRIh0JhFvJf/C233ILc3Fw888wzeO+99wAA3bp1w/z58zFmzJiwB0hEFAq3Rw5Telgl3BcKfiU2JkxRhQxZcUJVvWF7zwrX79hd9imUo2Zs1essyEs/D+lJPcJ2HCKiaOZy+5GeFukomhdnMG84v+KCECqM+lRIkjbLllLza3DS/frrr+P0009Hfn4+LrjgAlxwwQVaxkVE1CgOZ3gnPwv3hUK0j+cWQsCvOuBXXGF7T0X1YE/ZIpS7fg4qT7F0RLuMMTAZUsN2LCKiaOdXVPh8Ckym8A1dinbq4aUyDfr4+cxNoageCAiY9KlcKrOFaHDSfeutt8Ln8yE/Px8jRozA6aefjhEjRqBNmzZaxkdE1GCyXw3LBGpHC+eFguyP7mVTFNVT1bVNhO9Gg92zA3+WLoCs2AJlOsmINmlnISt5AO/iE1Fccnv8cZV0A4DP72fSHQJV9cIrymEypEEn8bzFugYn3RUVFVi5ciW+++47LF26FHPnzoXP50OnTp0wYsQIjBgxAsOHD0erVq20jJeIqE52e/i6Qh9N9ocr6Y7OVm4hFPgUe1i7kquqjH2VS3DQ/kNQeaLpBORnXgCLMTNsxyIiijUujwxranxNLCb7Fc6lFiIh/PDKpTAZUqHXWSIdDjVBg5Nus9kcSK4feugheDwerFq1CkuXLkVRURHefPNNyLIMf5ReVBJRy+ZXVDic4Zu1/Giy4kcCmr5+ptevzbrfjSWECr/qhl9xIlwTpQGAy7cPfx76CB7/oaNKdWhtHY5WqUMh8Y49EcU5n0+BX1Fh0MdP1+FovfEc/apmNtfrvDDqU9jdPEY1eupEnU4HnU4HSZIgSRKEEGjXrl04YyMiajC7wxfWCdSO5gvTMl/RslxYdbKtqK6wLQNW9b4KDti+x/7K7wAceV+LMRv5mRci0dQ6bMciIop1breMlOT4afrlZGpNo6geqMIPsyGdiXcManDS7fP58MMPP6CoqAjffvstVq9ejfz8fJx22mm44YYb8Pbbb3OdbiKKCFUVmrVyA4BXliH7lSat1y37FSgRvuBQVB8U1QVF9SGcLdsA4JEP4c/Sj+Hy7Q0qz04pQJu006GTjGE9XsskQZJ00EkG6CQzdDoDewUQtWBOV3wl3aqqQlFV6HVMGBtLCD+8/nIY9SnQ65reA4+aT4OTbqvVipycHIwePRq33XYb5s2bh9zcXC1jIyJqEJvDC1XVdoIyl9cLqyGx0a/3RahreVWrtguK6oUQ4W9pF0LFIcda7K34Kuj9jXor8jPHIsXSIezHjHWSpIckGaCTqpJqnWSABAMnlSOKM16fAtmvwmiInyTUJ/uRYGay2BRC+OHzl0OvS4BRn8xW7xjR4KS7d+/e2LBhA5YtWxboWj58+HBkZnIyHCKKHEVRYbNr18pdzSs3LWn2N3Mrd3WyXbX0lzY3JHx+G3aXLYTdsz2oPCOpD05IHxX3k77USK5hgCQxuSaiIxxOH9Kt8fNb6fb5NEm6hVCjenUQLSiqG6rwQq9LgEGXxLolyjU46f7hhx/gcDjw/fffY+nSpXjqqadw+eWX46STTsLw4cMxbNgwDBs2DDk5OVrGS0QUpMLmbZaKVlaqlvtqbKXm8zdP0q2q8uHx2h5olWwDQJnzF/xV9jkU4QmUGXSJyMsYjbTEbpodN9pIkg4S9FX/DUqu9Wx9IKLjcjh9sKaYodPFR8LU1BvYdTnk+BH7yr9BVspgpCd2j5uhOUKo8CtOKKoXRn0SdJKZyXeUCmkiteTkZIwaNQqjRo0CANjtdixfvhxff/01brjhBjgcDs5eTkTNRvarcGo4ljuIEPD45EbdoZf9CnwaXWgAVYm2InxQVI8mXciP5ldc2FP+OSpcvwWVWxO6IC9jNIz6ZE2PHwnVCbVOMkInGQDoqpJq6HhxQ0RNoqoCdocvbpYPU1UVst8Po6HRcznXIITA3vJv4PL9BWfpX9hX8TVyUk5BZnK/uOlxVdXlvBKSpINBlwyDPiHSIdExGvWNV1UVP/74I4qKirB06VKsWLECTqcT+fn54Y6PiKhONrtXw7bcmhq7dFi47+wLIaAKGarwaTZWuzY29x/4s2wh/IojUKaTTDghfRQykvrGZAJalVAbIR2exAzQHZVM66CT9HHTYkJEkWF3epGaYorJ39DG8MrhTbqd3t1w+f4KPJcVG/ZWfIX9ld8hK7kfslNOgclgDdvxopkQKmTFBkV4YNSnHL5RTNGgwf8Sa9asQVFREYqKivD999/D4XDghBNOwPDhw/Gf//wHI0aMQPv27TUMlYjoiGZt5T6ssV3E3b6mxymEejjJ9mgy+3h9FNWHfRVf4ZBjbVB5krkd8jMvgNmQ3myxhIMkGaDXmaGXzNDpOKs6EUWWogi43DKSEuNjgjFZCe+N4mRLPnrn3Ye95V/hkGM9qpesVIUXJfZVKLGvRnriychJLUCiqU1Yjx2tVNUHr1oGgz4JBl1i3NzQiWYNTrpPOeUU5ObmYsSIEXj22WcxYsQIdOzYUcvYiIjq5HBqty53XWS/P+Rx3aoqGt21XBUyFNXbrK3Zx3J69+DP0o/h9ZcFyiTo0TrtdOSkFMTEuGWdZIROZw50D4+FmIkovrjc/vhJujWY4yTJnIeOOVeiVeppOGhfjVLHWijCe3irinLXLyh3/YJkc3vkpBYg1dI5DuoCAb/igKJ6uMRYFGhw0r1p0yZ06dJFy1iIiBrM6WreVm6gamiNV/bDYmp462ioS4WpQoGq+qAID1S1+T/jkTj8KK5chgO25Ti6VT3B2Ar5mRciwdQqYrHV5cikZgbodEZI0DPJJqKY4Pb4oaoiLiZUa+rEpPUxGVLRNv1M5FpPQ6ljAw7af4BPqQhsd3h3wXFwF8yGLOSkFiAjqRd0Usvu8XRkiTELjPoU1okR0uCkmwk3EUULt1uGokRmaRCPzxdS0u2V62+hruo27j/cddwNIdSmhthkbl8J/iz9CG65+KhSCa1ShyLXOjxKxohJkCQ99DozdJKJyTURxTQhBJwuH1KS42BCNSHgV5Swjus+ll5nRk7qKchOGYgK1yaU2FfC5dsX2O71H8Kesk+xv+JbZKUMRHbyQBj0SZrFEw0U1QNV+KCTTIfrTs503pyi4cqJiMLA5ZaRmNCy79ZWczTzWO6jhTopmlzPig6y4oBfcTY1pLARQsVB+w/YV7EEAke6/5kM6cjPvADJ5nYRikyqukDQmaCTjIcnOmOCTUQti90RJ0k3wj+ZWl0kSY/0pB5ISzwZTu9ulNhXotK9JbDdrzpRXFmEA7bvkZHUGzkpBbAYszSPK1KEUKEIDxTVA0nSQa9LgF6XAB0nDNUck26iFsLlrkoGW3rirSgq3J7ILU3oVxQoqgq97vhJnxACvnqXUYxMa31tfP4K/Fm6AA7vrqDyzOT+aJt2FvS65r0QrJrszASdVDUWm3fjiailk/0qPF4/LOaWf3nukWUkJzTfcl6SJCHZko9kSz488iEctP+AUufGwHwpQvhR6liHUsc6WBO6ICelAEnm/BZd91Sv8e1XnEctg6k/PA+KCRIkILCyBzVVxM/iiy++iPbt28NisWDw4MFYs2ZNvftXVFTgtttuQ+vWrWE2m3HSSSdh0aJFzRQtUXQ7VOqKaCtwc3C65Iinqr7jdBmv5nB7IESko62fEAKljg3YtP+loITboEvGidlXoF3G6GZLuHU6M0yGNFiM2bAYMwMTv7Tkix4ioqPZHS27Dq/W2AlGw8FizEJexnno0eZu5FqHw6AL7lZe6d6CP0rewNYDr6Hc+SuECP/Eb9FGCOXw5K0eyIodXrkUHvkQPPJBuH0l8Mpl8CvOBp8LIUSN4XJCqFBVuUnnUxUKFNUXmGRWVeXDQ/SOXJcJoUJRvfCrbvgVN/yKE7LihKw4IvpvGdFbafPnz8fkyZPxyiuvYPDgwZg5cyZGjhyJLVu2ICcnp8b+Pp8PZ555JnJycvDBBx+gbdu2+PPPP5GWltb8wRNFIQGgtNwNvV6HBEvLvFMeDTcVXF4vEsz1zwIqhIDd7W6miBpHVhzYU/ZpUFc7AEhL7I689PNg0CdqevyqMdkJ0EmGw63ZEb8PTEQUUVVzlqjQ61v276EQIuKf06BPQmvrcLRKHYoy5884aFsFj/9QYLvLtw+7Sj+AqcKK7JRTkJncr9l7fUUHAVXIUBUZsuIITFp6ZGt1IisdfuBwcitQ1VJeXXZ0El41L4sU6NYugKMbKSQdJEgQUCGEcvi1x2vEqDpWfXPj6CXzUcdsXg26Kp88eXKD3/DZZ58Nad8bbrgBEyZMAAC88sor+PzzzzFnzhxMmTKlxv5z5sxBWVkZVq5cCaOxqgst1wYnqqms3I02ucktroXQ6/ND9kd+ojGPLB93llnZr0R1K3elazN2l30Kv3pkTLleMuOEjHORnthTs+9O9RrZVRO5cPkSIqKjCQAOpwxrastP7mTFD70+8vWATjIiK7k/MpP6wubZhhLbKji8OwPbfUol9lZ8ieLKImQm90d2ymCYDNYIRhxZQqgQaOi1mKjjWkhACH/dy6E26vKprmNFhwYl3Rs2bGjQm4Vykebz+bBu3TpMnTo1UKbT6VBYWIhVq1bV+ppPPvkEBQUFuO2227Bw4UJkZ2fjiiuuwL333gu9vva7Fl6vF16vN/DcZrM1OEaiWOVXVDicLW9CFps98q3cAAAhUO5wIDM1pc5dorWVW1E9+Kv8S5Q5g3/Xk80dkJ85VqMLCQkGfUKgVZtiF+tUIu05nL74SLr9CiyRz7kDJEkHa8JJsCacBJdvP0psK1Hu+g04nGAqwosS+0qU2H9AemIP5KQWINHUOrJBU8xo0NXP0qVLw37gQ4cOQVEUtGoVvNZrq1atsHnz5lpfs2PHDnz77be48sorsWjRImzbtg233norZFnG9OnTa33NjBkz8PDDD4c9fqJoV2HzIjHB2GK6qMl+NTBZXDTw+Hx1TqgmhIAnguPV6uLw7MKfpQuC1iyVJAPapp2JrOSBYe/eXTUzaiIMugR2HW8hWKcSac+vqPD6/DCbWvZNSlmJ3rHSiabWaJ91Edr4C3HQvhqHHOugiuobjirKXT+j3PUzks0dkJM6BKmWTi2udyGFV0xdBamqipycHLz66qvo378/xo0bh/vvvx+vvPJKna+ZOnUqKisrA489e/Y0Y8REkaOqAgcOOqOiO3Y4OF1R0sp9FLe39phkvxI8NinCVCFjb/lX+KPkjaCEO9HUBl1zb0J2yuCwJsWSZIBRnwqzIQtGfRIT7haEdSpR83C5ou/GbbjVv7pHdDAZrGibfhZ6tL0bbdPOglEf3BvM4d2JHQffwebil1DqWB80oRfR0Rp1C23t2rV47733sHv3bvh8wRedH330UYPeIysrC3q9HgcOHAgqP3DgAHJzc2t9TevWrWE0GoO6knfr1g3FxcXw+XwwmWr2UTGbzTCbW34XHaLayH4VBw46kJOZBJMpttdgdDqj7wLEW8eSJx45em4QuHzF+LP0I3jkkqNKJeRahyE39dSwTigiSToYdEmaT8BGkcM6lah5uNx+pKdFOgptKYoCn+yHyRj9Lfp6nQU5qUOQnTIYFa5NKLGvhMu3L7DdIx/E7rJPsK9iCbJTBiEreSDrQgoScvPDvHnzMGTIEGzatAkff/wxZFnGb7/9hm+//RZWa8PHAppMJvTv3x9LliwJlKmqiiVLlqCgoKDW1wwdOhTbtm2Dqh5pudu6dStat25da8JNRICiCBQfdEZ0beum8vr88CvR12LvPTyh2tFUVcDp8dbxiuYjhIriyuXYWvxqUMJtNmTipFbXo7V1eBgTbglGfTLMhkxeZBARhYFfUeHzRW/363Bx+6LnJnVDSJIe6Uk9cFKrG9Ap51qkJpwUtN2vOrG/cil+3fcs9pR9Bo9cGqFIKdqEnHQ/8cQTeO655/Dpp5/CZDJh1qxZ2Lx5My699FK0a9cupPeaPHkyXnvtNbz55pvYtGkTbrnlFjidzsBs5tdcc03QRGu33HILysrKcOedd2Lr1q34/PPP8cQTT+C2224L9WMQxRUhBA4eckbVmOhQRGs3OyEESu12VDqdEELA5nKhpLIy6MZgJHjlMvxx4HXsr1wSNMNodvIgdM29CUnmtmE6kgSDPhEWYxYM7EZORBRW0bBEptZioYt5bSRJQoqlPTpmX4FurW9HZnJ/SEdNFCqEH4cca7Fp//PYcXAeHN7dUT2zNmkv5P4c27dvx7nnngugqrXa6XRCkiTcfffdOP3000OaYGXcuHE4ePAgpk2bhuLiYvTp0weLFy8OTK62e/du6I6apCgvLw9ffvkl7r77bvTq1Qtt27bFnXfeiXvvvTfUj0EUdwSAg6UupFstSE2Jre6hzii+WeCTZfhkGS6vD6oQER3LLYRAqWMd9lZ8CVUcOWdGfSraZY5BqqVj2I6l11lg0CdDF6H1LomIWjqHS0aa1VLv8pSxzuf3H3cJzmhnMWahXcZotLaejkOOH3HIvgZ+1RXYXunejEr3ZiSa2iInpQBpid0itlY0RU7ISXd6ejrsdjsAoG3btvj111/Rs2dPVFRUwOVyHefVNd1+++24/fbba91WVFRUo6ygoAA//PBDyMchoirllR4oior0tIRIh9IgbrcMRYn+u8ORbt2WFTt2l34Cm+ePoPL0xF44IeNsGHTh+feWJANM+lTodMawvB8REdVOCIFKuxfp1ppzh7QYQsDnl2FpAcNEjfoktLYOR6uUoShz/YQS2yp4/Ue6l7t8e7Gr9AOYKtKQnXIKMpP7Qq+LrUYQaryQk+7TTjsNX3/9NXr27IlLLrkEd955J7799lt8/fXXOOOMM7SIkYjCzObwwe9XkZWZGPVLXMRD97qmKnf9hj1ln0FRj6wNrtclIC/jPKQnnhy24xj0iTDokqP+O0NE1FLYHT6kJptazPKftfHK/haRdFfT6YzISh6AzKR+sHn+QIltFRzeXYHtPqUCeysWo7iyCJkp/ZGdPBgmQ2rkAqZmEXLS/cILL8Dj8QAA7r//fhiNRqxcuRIXXXQRHnjggbAHSETacHn8KC13Iysjeie+UhQ1pieA05pfdeOvskUod/0SVJ5q6Yx2mefDqE8Jy3EkyQCTIRU6ia3bRETNSQiBSpsXGemx0TutMWJ1XPfxSJIO1oQusCZ0gcu3DyW2VSh3/YqqAX+AIjwosa3AQdsqpCX2QE7qECSaal/BiWJfyEl3RkZG4P91Oh2mTJkS1oCIqPk4XTKSk/ywmKNzuQ6HU0b0dyyPDJtnO3aXLoSs2AJlOsmItmkjD0/oEp7WaJ3ODJM+lZOkERFFiMPpgzXV3GJbu31+P4QQLboXVaKpDdpnXYQ2/jNw0L4ahxzroIqqnnwCKspdP6Pc9TNSLCciJ2UIUiwdW/T5iEchX2mvX78eRqMRPXv2BAAsXLgQr7/+Orp3746HHnqIS3cRxRi73RuVSbcQAnZn5Jfeijaq6sO+im9w0LEmqDzJlIf8zLEwGzPDchxJ0kGvS4BRnxyW9yMiosYRqLoJbU1toeN/hYDHJyPB3PJzCJMhDW3TRyLXOgyHHOtx0P5D0M1zu2cH7J4dsBhzkJNSgPSkntBJ0XeNRqEL+ZbZTTfdhK1btwIAduzYgXHjxiExMRHvv/8+7rnnnrAHSETacnn8kP3RtQa2qgqUlrtjYgK15uT07sXm4v8GJdwSdGhtPQOdW00IW8Kt1yXAbMhiwk1EFCVa+vwmsbZed1PpdRa0Sh2Ck9vcifzMC5FgbB203SOXYHfZQvy2dyaKK5fBr4Q+WTVFl5BvnWzduhV9+vQBALz//vsYNmwY5s6dixUrVuCyyy7DzJkzwxwiEWnN4fBGzWzmbreM0gom3EcTQkFx5TIU25YBR3W4txhzkJ95ARJNret+cUgkGPUpMOij47tARERV/IoKt1tGQkLLnFujpY7rPh5J0iMjqRfSE3vC4d2FEtsq2DxbA9v9qgP7K7/FAdtyZCT1QU5KAczGjHrekaJVyEm3ECKwNM4333yD8847D0DVGtqHDh0Kb3RE1CzsDh9SUswwRMF4MSbcwTzyQfxZ+jFcvn1B5TkpQ9A67fSwdTuTJB2Meiv0upbfvY+IKBZV2r0tNulWFAWyX4HR0Lj1qx1uDxJiuPe9JElIsXRAiqUDPPJBlNhWocz5EwQUAIAq5Ko1wB0/wprQDa1ShyDJnBfhqCkUIV+tDRgwAI899hgKCwvx3Xff4eWXXwYA7Ny5E61atQp7gESkPQGgtMyNnKzILiHm8fqZcB8mhIpDjh+xt+JrCHGkBcCkT0N+5lgkW9qH7Vg6yQijwQqd1LiLHSIi0p7Xp8Dh9CE5qWXeHHX7vDAaQl9RxePzwenxIMHcMtYztxiz0S7zfLROOx2H7FWJtl890r280r0Jle5NSDSdgJzUAqQldONkpzEg5KR75syZuPLKK7FgwQLcf//96NSpEwDggw8+wJAhQ8IeIBE1D4/XjwMHncjJSoJOF5nE2+mSI3LcaOPzV2J32ULYPTuCyjOS+uKE9JHQ68J1YSHBZEgN4/sREZGW7C046fbKoXcxVxQV5Q5ni5zp26hPRuu0EWiV+jeUOX9CiX0VvP7SwHaX7y/sOvQ+TIZ05KScgoykPtDrYri5v4WThBBhaVbyeDzQ6/UwGqO724vNZoPVakVlZSVSU7kQPbUch8pcYUlaEywG5GQlhSGi0AghsGefHWH6SQpZbk4SHB43PM00mUtyggWJFjVochQhBMpdP+OvskVQxJGZ2w26RLTLOB/WxK5hO74k6WDSp0Gni+7fbIpurFMpXlXYPKi0RWaFjTatkmE0Rn/PpL2HSo+/09EkCa3SrDDoG/7ZDlXa4JVl6PV6ZFst8PkrQ4wydgihwubeihL7Kji8f9bYrtdZkJU8ANkpg2HUp0QgwuhnNmRE7LonbHPQWyxsKSFqCdweP2x2L1JTmvduqcPpi1jCHQ38igt7yj5Dhfv3oHJrQlfkZYyGUR++GyGSpIfJkMZlSIiIYpDTLSMtBpLukAkBp8cDa1LD6juf7IdXjp8ecpKkgzWxK6yJXeH07kWJfSUqXL+jeoJVRfXggO17lNhWIj2pF3JSCpBg4tDfaBHyFZdOp6u3C4eiKE0KiIgir7zSA4NBh8RmmrDFr6gor/A0y7GiUaV7K3aXfgK/6giU6SQTTkg/GxlJfcLabU6SdDAZ0jl+m4goRjmdMtJSW2Zjl8cnw9rAe8zxlHAfK8ncFh3Ml8DrL8dB+2qUOtZDFVU99QRUlDk3osy5ESmWjshJKUCKpWOL7IIfS0JOuj/++OOg57IsY8OGDXjzzTfx8MMPhy0wIoqsQ6UutMpJgtmkfWuo0ykjHtu4FdWL3WWfotSxLqg82dwe+ZljYTKkhfV4VQl3BhNuIqIY5ldUeLx+WMwtr7eSP4RZzD1xnHRXMxvScUL6KLS2DschxzoctP8AWbEHtts922H3bIfFmIOclCFIT+rBXm4RErYx3XPnzsX8+fOxcOHCcLydZjj+jFqqcI3pPppOJyErPUHzJUr2Fdsh+1VNj3E8zT2mW6ffj32V78LrLwuUSdCjTVohslMGh30mUkkywGSwsrKlsGKdSvEqkmO6ASA5yYTM9ISIHb8hQh7TfViSxYK05Pqbu+0uN2yuI3OixMOY7oYQQkG56zeU2FbCLRfX2G7QJyM7eTCyUgbAoIvu748WWsSY7lNOOQU33nhjuN6OiKKAqgqUlLpgMunRSqNZzV1uOeIJd3Oze9egzP0pcFT7foIxF/mZFyLBlBP24+l1CTDqU9i1jIiohXA6fUhLNUOvb3lLRbl9PqSh7qTb7g5OuOkISdIjI6kX0hN7wuHdiRLbStg82wLb/YoD+yuX4IBtGTKT+iI7tQBmQ3oEI44fYUm63W43/vOf/6Bt27bheDsiijI+n4LScjeyM0NfP7M+iqKiojL+xnKbDe0hQQ8BPwAJrVL/hlzrMA1aoSUYDSlxeTebiKglEwAcThnW1Ja3RJSqqvDKMsy1rIjkk/2wOZlwH48kSUixnIgUy4lwyyU4aFuFMufPEKiae0sVMg461uCg40ekJXRDTmoBksx5EY66ZQv5Ci89PT2otUQIAbvdjsTERLz99tthDY6IoofLLaO03B227myyrOBgqSvuWrkBwKTPQU7KOahwr0B+5lhNKjouCUZE1LLZHF6kpphaZC8mu9sDg05foyXf7nZHKKLYlWDMQbvMMWiddgYO2tfgkONHKGr1eRSocP+OCvfvSDLlISd1CKwJXcI+xI0akXTPnDkz6LlOp0N2djYGDx6M9HR2TyBqyRxOH/x+FRnpCTAaGv+DLPtVFB90QlXjcfq0Khb9QJzcdhCE8If9vSXJALMhDRInTCMiarFUVcDhkpGSZIp0KGHn9flQASAzNQVCCAgB+Pxys8270hIZ9clok3Y6clP/hlLnTzhoXxU0r4zTtwc7D82H2ZCB7JRTkJnUBzpdy/tuRUrISff48eO1iIOIYoTH68f+YjuSkkzISLOEfIddCIFDZa64Trj/2Lsf/130NSacNRSn9swP63vrJCNMhjTepSYiigN2h7dFJt0A4PH54PR44PL64JNloAW26EeCTmdCdspAZCX3R6V7C0rsK+H07gls9/rL8Ff5IuyvXIqs5AHIThkEoz4lghG3DI0aQFhRUYHZs2dj06ZNAICTTz4Z1113HaxWa1iDI6LoVDWWzAdZVpCdmRjSRC6HSl3w+RTtgotyK3/fgv8tWQZFVfHip98iO+0cdM1rFZb31ulMMOnTWmRXQyIiqkmWVbg9fiRYWubKFBUO55En4VlwiQ6TJB3SErshLbEbnN6/UGJfiQrXJlRP8qqobhywLUeJbSXSk3oiJ6UACabwXK/Eo5CbQtauXYuOHTviueeeQ1lZGcrKyvDss8+iY8eOWL9+vRYxElGU8voU7C9xwO7wwq+o8PkU1LUKoRACpeVuuDzh704dC1RVxQff/4A3vi6Coh4Zx15qc9bzqobTSUYm3EREcajSFn8TklJ4JZlPQIesS9G9zSRkpwyGTjoyH4yAgjLnRmwufhnbSt6GzbO9zms9qlvI63Sfeuqp6NSpE1577TUYDFV31fx+P66//nrs2LEDy5Yt0yTQcOGaotRSabFOd2NYzAakJld1dTOZ9LA7fXC5ZPj9KqL5J1rLdbo9Ph/+b/G3+Hnnn4Gy1MQE3HfZuejUtuk9hKrGcKezSzk1O9apFI9cbhmz527EOWd0gqEJ85uEU05mIhISomvizMau090YXKc7vPyqG6WOdThoXw1ZsdfYnmBsheyUAqQn9dBg5RXtRHKd7pCT7oSEBGzYsAFdu3YNKv/9998xYMAAuKJ83TxeIFBLFS1Jd6zSKuk+ZLPjhU8WY1/pkclK2mZm4J5LxyC/VTL8StN+MyVJB5MhAzpOmkYRwDqV4o1fUTF52tf4fs1f6N09B/+8rQBJiZFPdo1GHXKzk6HTRb63kxACPlnBIVvzJcBMurWhCj8qXL+hxLYSbvlAje1GfQqyUwYjM7l/TCxPGsmkO+Tbc6mpqdi9e3eN8j179iAlhYPsiYiqbdtXjBnzPgpKuHufmI97Lx2DbGs4EhSpalkwJtxERM1i3se/4fs1fwEAfvq9BPfPKMKh0sg3OMmyiuISR8S7/aqqQMkhF5Zu+B3vLVsZ0Vio6XSSARlJvdEl92Z0yrkGKZZOQdtlxY59Fd/gt73P4q/yL+D1l0co0ugXcn+AcePGYeLEiXj66acxZMgQAMCKFSvwz3/+E5dffnnYAyQiikUrf9+Ct79dBr9yZPz2yP69ccHQwdCFYdw11+EmImp+l5zfDb9uOYivinYCAP78qxL3PvYtHrj7b+jQLi2iscl+NaJLiPkVFfsO2PD+9yvw7S8/AQBOyMrEkO5dIhIPhY8kSUixnIgUy4lw+w6gxP4Dyp0/Q6BqYlxVyDhoX42D9jVIS+yGnJQhSDKfEOGoo0vISffTTz8NSZJwzTXXwO+vmhDJaDTilltuwZNPPhn2AImIYomqqvh45Rp8ue6nQJlBr8PVZwxDQbeTwnQUCSZDWtBEJ0REpD2zyYAnpo5ARloC5i34HQBQVuHBfTOKcM+tp6Bvz9yIxhepJcRUVaDkoBN+WcXOA8WB8neWfo/2rbLRJjOj2WMibSSYWiE/cwzapJ2Og/Y1OORYC0V1H94qUOH6HRWu35FkboeclAJYE7pwzhmEOKZbURSsWLECPXv2hNlsxvbt2wEAHTt2RGJiomZBhhPHn1FLxTHdTROOMd21TZiWkmDBLeeNRKc2wRdiyQkWJFrURozprkq49bqWuS4rxRbWqRSvKmwevLdwE17933qoh6+kdToJN1/TD2cO6xDR2FplJ8Fibt7JrQ6WuuByV12DlNntmPHRe3B6qmZVb52RhqnjLoTFpN2NYo7pjhxF9aHMuREl9lXw1dK93GzIQHZKATKTekMX4WuXmJpIzWKxYNOmTejQIbI/KI3FCwRqqZh0N01Tk+5DNjte/GQx9h4zYdrt549CZmrN+S4am3Qb9ckw6JMaFSNRuLFOpXhVYfOg0ubFup/24+mXf4DHqwS2XXReV1x54ckRW8LRbNIjNye5WY6lqgKlZa4ay4H+UfwXnlu4MPB8cNfOuO6sEZqdEybdkSeEikr3ZpTYVsHp21Nju16XgKzkgchOGQSjvnm+n8eKqYnUevTogR07dmgRCxFRTKqeMO3ohLtXh6oJ02pLuBtLr0tgwk1EFEX6926Nx6YMR7rVEij78LPNmPnqGsiyUs8rteP1KbA7w7/85bFkWUFxiaNGwg0AvTt0wKgBfQLPV2/+A9//tlnzmChyJEmHtMTuOCl3Ik5qNRFpCd0BHLnJoqhuHLAtw297n8Pu0oVwyyWRCzYCQk66H3vsMfzjH//AZ599hv3798NmswU9iIhikd+vHn+nWqzatBXPfvQp7G5PoGxk/9649byzYDGFrxuVQZ8Mk4EtiURE0aZj+3T868HTkdf2yG/0sh/24OFnlsPRDMlvbSoqPVCUxtVrxyOEQGm5G/sPOCDXU3eOKRiIzkcNrZpXtAJ7Djbf2t0UOUnmPHTIvhTd29yB7ORBQXPQCCgodW7A5v0vYXvJO7B7dkR81v3mEHL3cp3uSJ5+dBcRIQQkSYKiROauXkOxKxy1VOxe3jhen4Ily3Zi4Zdbcd/dp6DjiQ37XVBVFQtW/ojF6zYGygx6Ha46/bQGzdQaSvdygz4pYl2xiOrDOpXiVXX38qM5XT7864VV+GXTwUBZ29YpmDb5b8jJav5eSga9DjlZiTAaw7espKKoOFjqgtdX//V+YoIRPuFGucOJx+Z+ELgxnZNmxf2XXYgEc3jH9rJ7eXTzq24csq/FQcdq+BVHje0JxlzkpBYgPbEHJA2XQY2pMd3fffddvduHDRvWpIC0xgsEaqmYdIfG4/Xjy6IdWPjFVpRXVl0MDOybi2n3nHL81/p8mP3lt/hpx/EnTKtLQ5Nugz4RRn34uqgThRPrVIpXtSXdQNWyXS+9vg5FK4/UD9ZUM+6/cyg6n9j8M3gbDTpkZiTAbGraxGqKokL2qygrd9fbul2tOukGgN///AuzFnyO6oRjQOcTccPZhWEd382kOzaowo9y568osa+Ep5bu5UZ9CrJTTkFWcn/odZZa3qFpYirprs+vv/6KHj16hOvtNMELBGqpmHQ3jNstY9G32/HJ4q2wOYK7/RkNOvx3ZiGyM+tejaHUZscLtUyYdtv5o5AVwvjthiTdep0FJoO1we9J1NxYp1K8qivpBqp6f85f+DvmL9wUKDOb9Pj7LYMxsE+b5goxQALQKicppMRbCAFZVlFW4YbRqA+5m/zRSTcAfLLqR3y2Zn3g+eXDh2JE7/DlDEy6Y4sQAnbPDpTYV8Lu2V5ju04yITO5H3JSToHJkBa248Z00m232/Huu+/i//7v/7Bu3Tp2LyeKECbd9XM4ffj862347Js/4HAGnyeTUYcxo07CBaM7ISWl7ouS7fuK8dJnXwaN3+7VIR/Xjzo95PHbx0u6dToTTPq0iM1+S9QQrFMpXtWXdFf79vtdeOmNdVCUqkttnQRMvLIPzjmjU3OEGESnk5CVnoCEhPoTDkVRUWHzwuWWoaqNTxGOTbpVVcXMjz/H5r/2Aajq+n7vJWORk90GMQAAQDRJREFU3yq70cc4mjZJtwRJkg6PN275Y44jxe07gBL7SpQ7f4HAsb0oJKQldkdOyhAkmds2+VgxmXQvW7YMs2fPxocffog2bdrgwgsvxEUXXYSBAweGO8aw4gUCtVRMumtns3vxyVd/4Isl2+ByB8+wajbpMWrEiRhzdhd065xZ75JhqzZtxf+WfAf/URPTnNW/Ny4cMihorouGqi/pliQ9zIYMSFLo70vUnFinUrxqSNINAD/9dgBPvbgqqP45f2RnjL+0F3S65r2pKgHIzUmGyRQ8ZlYIAUWtatkur3RDlps+AduxSTcA2JwuPDL3Q9hcVfVeVmoKHrjiIiSazU0+XsOSbgmSpIdOMgAQEBCAEIAkAUJAkvSB7ZJkgAR94Ma3EOrh/dVAYihJOkjQAZAgoEBVfRBQoQo/hPBDiLrOo4QjSbx0+Bi6w8dREK8JvqzYcdC+Gocca6Gonhrbk835yEkpQGrCSY2+PoqZpLu4uBhvvPEGZs+eDZvNhksvvRSvvPIKfvrpJ3Tv3l3LOMOGFwjUUjHpDlZR6cHCL7di8bfbg9ZPBYAEiwHnnNERo886CdbUqsq+rnW6VSGwYMWaRk+YVpe6k24JZkN6xCoFolCwTqV41dCkGwD+3FOJx2Z+j0NlR5LQggFtcecNg2A2aTdpVG0Meh0y0iywWAyQJAk+n4LSCjcURYWqImyzSNeWdAPAlr/24dmPPgscp2/H9rj53LOa3KtLr9cjJy0JqvBDJ5mgOzwZV1XiK1CV3DbvjWwhFKhCAY5qvdVJpnrjEEJAFTJU4YOq+qAKP+ItCVdUL8qcG1Fi/wE+f3mN7WZDJnJSCpCR1Dvka6WYSLpHjx6NZcuW4dxzz8WVV16JUaNGQa/Xw2g0MukmigJMuquUlrvx8aIt+Pq7HfAdc7c+KdGI887shPPO7IzkpODu4LUl3R6ffHjCtF2BsuQEC2459yx0btu6SXHWnnRLMBnSoNeFd1ZXIq2wTqV4FUrSDQBl5W48NnMFdu6uCJR16ZiBqZOGBm7+NiejURdIurVQV9INAJ+vWY+Fq34MPL/k1AKc2a9Xk46n1+uRm57WpPeIRkKoUIUMRfVAFb56Ws9bHiFUVLo3o8S2Ek7fXzW2G3SJyEoeiKyUgQ1e4SUmkm6DwYBJkybhlltuQefOnQPlTLqJokO8J90lh5z4eNEWfLN8V401t1OSTRgz8iScfUZHJNYxnu3YpLvUZseLny7GX4eOTJjWJjMDt4c4YVpdjk26JUkHkz6NLdwUU1inUrwKNekGqiby/PfLP2DDLwcCZa1zkvHA3UPRJrdlrVJRX9KtCoHnFy7Cb39WJVI6nQ73XHw+TmzdqtHHa6lJ97EU1VfVCi78EEKOmyTc4d2NEtsqVLo31dgmQY+MpN7ISS2AxVj/HAGRTLob3M/i+++/h91uR//+/TF48GC88MILOHTokJaxEREd1/4DDrwwZy1unbIYi5fuCEq401LNuHZcL7z69Dm46LyudSbcx9q+rxhPzPs4KOHu1aEdplw6JiwJ97EkSQcTu5QTEbVoCQlG3H/nUJw1rEOgbH+JA1MeX4rNf8TPNbVOknDdWacjLblq7XJVVfHfRd/A4a45jpeC6XUmGPXJMBvSYDFmw2zMgEGfpOna1tEg2dwOJ2aPQ/fWdyAreSB00pHrJQEFpc712LT/RWwvmQu7Z2fYhkmEU8gTqTmdTsyfPx9z5szBmjVroCgKnn32WVx33XVISYn+u3S8K08tVby1dP+134YPPt2M5T/sxrETrGamJ+CCc7qg8LQODR4vV93SvfSnX2tOmNavFy4cOrhRE6bV5eiW7qou5c3fvZCoqVinUrxqTEt3NSEEPlq0BW9/8GugzGjQ4a4bB2HIwBPCFWJE1dfSXW3bvmI8/cEnUA+nIj3bt8Nt54+CrhHju+Olpbs+Va3fyuHu6F4I4T/+i2KUX3HhkGMtDtrXwK86amxPMLZGTmoB0hNPDrohERPdy2uzZcsWzJ49G//73/9QUVGBM888E5988kk44ws7XiBQSxUvSfefeyrx/qebsHLtXzj21ys7MxEXndsVp/8tH0ZjaHd9c7IT8cbX3+Kz1esCZXqdDlef0bQJ0+pSnXQDUoPHIhFFG9apFK+aknRXW/7Dbvxn9tqgHlrjL+2JMaNOivnlIhuSdAPAl+s24sPvVweeXzh0MEYN6BPy8Zh016SoPiiqG4rqRUudjE0VfpQ7f0GJfRU8ckmN7UZ9KrJTTkFWcj/odZbYTbqrKYqCTz/9FHPmzGHSTRQhLT3p3r6rHO9/ugmr1++rsa11TjIuOq8rhhW0g8EQemu0R/Zh3vdLsWbrtkBZuCZMq0tyggXJCUZOmkYxjXUqxatwJN0A8NuWg3jy+ZVwOI/U32ef3hETr+wDfTMvKRZODU26VSHw0qeL8fPO3QCqup7//aLRIde9TLrrJoQCv+qGorpb7BhwIQTsnu0osa+E3bOjxnadZEJWcn+0TR+JBFPj5w5oirAk3U314osv4t///jeKi4vRu3dvPP/88xg0aNBxXzdv3jxcfvnlGDNmDBYsWNCgY/ECgVqqlpp0b9leivc/2YR1PxfX2HZCmxRcdG5XnDo4D3p947t+v7n0G6zeuiXwPJwTptUlOcECa1KSZu9P1BxYp1K8ClfSDVQNl3rsuRU4cNAZKBvYpzUm3zwYFrMhLMdobg1NugHA6fHgsbkfotRe1U04LSkRD15xMVISExp8PCbdDXOk9bvljp93+YpRYluJctevOHq5tio6ZCX3Q4fscc3ey7B5F6yrxfz58zF58mRMnz4d69evR+/evTFy5EiUlNTsInC0Xbt24R//+AdOPfXUZoqUiJrTb1sO4qF/L8OUx5bWSLjb51nxj1tPwaxHz8LwIflNSrgB4PyBpyD98IQuPdu3w72XaDNhGhER0bFOaJ2KJ+8fgU4d0gNlP27cjwee/A7llS03OaqWZLHghnMKoT88b0qF04XZX34bGOtN4aPXmWAyWGExZsOoT4EkxeZNnfokmnLRPutCnNzmLuSkDoVeshy1VYXNsx16XcNv6IRLxFu6Bw8ejIEDB+KFF14AUDWDYV5eHu644w5MmTKl1tcoioLTTjsN1113HZYvX46Kigq2dFPcawkt3UII/Px7Cd77dBN+31JzJteO7dNxyeiuGNinDXRh7nZn99vw/a+/49xB/cI6YVpd2NJNLQHrVIpX4Wzprubx+vHcf9dgzYYjw6iyMxPx4N1/Q17b2Pr7CqWlu9qSDb9g/rKVgedjCgbi3EH9GvRatnQ3nqL64FccUEVsX0PWRVG9KHVuwEHbD/ApFcjPvABt089q9jgienvD5/Nh3bp1mDp1aqBMp9OhsLAQq1atqvN1jzzyCHJycjBx4kQsX7683mN4vV54vUd+FG02W9MDJ6KwEkJg/c/FeO/TTdi6vazG9i4dM3DJ+d3Qr2euZpPLdG7TGq0z0gLrdBNRTaxTibRjMRtwz+0FeP3dn/D5N1VzjBwsdWHqE0sx5Y4h6NG1/jWIY93pfXpg69792LB9JwDgkx/WomPrVuia1zbCkbVsep0Jel0G/IoLsuJAS5t0Ta8zIyflFGQnD4TT+xfSk3pEJI6Idi8/dOgQFEVBq1bBA9pbtWqF4uKa4zeBqvXCZ8+ejddee61Bx5gxYwasVmvgkZeX1+S4iSg8VFVg9fq9+MfDS/DYzBU1Eu6Tu2Th4X+eihn3j0D/Xq1jfjZXoljHOpVIW3qdhIlX9MaEy3qhuspzumQ8/PQyfLdqd2SD05gkSRh/5jBkWata9YUQ+L/FS1DpdEU4svhg0CfCbExvkV3OAUCS9MhM7guDPjEix4/4mO5Q2O12XH311XjttdeQlZXVoNdMnToVlZWVgceePXs0jpKIjkdRBVas2YPJ07/Bk8+vwo4/K4K29z45B49PHYbHpgxHr+6tmGwTRQnWqUTakyQJ5488Cf+8tQAmY9Wlul8RmPnqGrz/6SZEwRzImkk0m3HTOYUwHJ6rxeZy4/8WL4GqtsxZt6ONTjLCYsyE0ZDaYpPvSIno2czKyoJer8eBAweCyg8cOIDc3Nwa+2/fvh27du3C6NGjA2XVf4QGgwFbtmxBx44dg15jNpthNps1iJ6IQqUoKpav3oMPPt2MvcX2Gtv7987FJaO7oUvHzAhER0THwzqVqPkUDGiLjPRheGLmCtgcVUOf5n70G0oOOnHTNf0atURmLMjPycalpw3B3KXfAwC2/LUPn65ehzEFAyMcWfww6BJg0CVAVhzwK87jv4COK6JJt8lkQv/+/bFkyRKMHTsWQFUSvWTJEtx+++019u/atSt++eWXoLIHHngAdrsds2bNYjc3oigl+1V8t/JPfPj5ZhSX1PzxHtyvDS4Z3Q0d26fX8moiIqL41KVjJp584HQ8+tz32H+gakmtb5bvQmm5G/+49RQkJhgjHKE2hvXsjj/27sePW7cDABatWY9ObXJxcj6v9ZuTUZ8MnWSCrNgghBLpcGJaxPsNTJ48GePHj8eAAQMwaNAgzJw5E06nExMmTAAAXHPNNWjbti1mzJgBi8WCHj2CB7+npaUBQI1yIoo8WVawZPkufLRoCw6WBo/JkiT8f3t3Hh1Vffdx/HOX2ZPJShJAEFAQlLVCEVFBpSDiroiUKupzrFq11q1IEXBrEa31qdVaxZbSakGx4lbBCopWoCqIC4psDwUXCKBAIIGsv+cPmtFIgCwzme39OifnMHfu3Pzuj8n93u/9bRrY7zBdcGY3HX5YVpxKCABAYmtdmKF7bjtZUx5crE/XfCVJWr6iWBOmLNRtN5ygvJyWX/4o1izL0sWnnqSNW7apeMdOGUl/fOU1TRx9vnIyW3Z95XTn2F7ZVp4qq3epuqZxM9LjG3FPukeNGqWtW7dq0qRJ2rx5s3r37q158+ZFJlfbuHFjiyzfAyB6ysur9Oqb6/Xc3NX6anvdC7RtWzrpuHY6/4yuOqx1ci2BAgBAPIQzfLrjlpP04LR3tejdzyVJ//lsp8bd9Zpuu2GgOrTLjm8BY8Dv9erK03+gKU/NUWV1tXbv2avH5i7QTeefIddx4l28tGJZlrxuWNU1PlVW76LVuwnivk53S2NNUaSqRFine8/eKs17fZ1emLdaO76zfqnjWDp5YAedN+IotS5IvKfURQUh7d67p8WWDGOdbqQCYirSVSzW6W6Imhqjvz7zkZ6buzqyLeB39fNrjlPv7vvPhxQvTVmn+0DeWvGp/rLgjcjrYcf20vknHFdnH9bpbjnGVKu8aoeMqYp3URrN5+bKtuMzJCPuLd0Akl9pWaVeXrBWL/5zjXbtrpu0uq6tISd20LmnH6WCfJJMAACayrYtjb2wpwrzQ5r2xHLVmH0PvO/+30W66pLvachJHeNdxKgbeMxRWvPlJi1Zue9BwyvLPlDnNq3Vs9PhcS5ZerIsRz43RxVVO1Rj4tvYk0xIugE02a7dFXrp1TV66dW1KttT98Lr9ToaOqijzhl+VEqONwMAIF5OO+UI5ecFdf8j/9be8mpVVxs9PH2Ztmwr1ehzj0mppTYty9IPTz5B/yneqk1fb5ck/emfr2viD89XXjgzzqVLT5Zly+vmqLK6RNU1e+NdnKTAYGkAjbazpFx/nf2RrrzlZT39wso6Cbff5+ic4V306L3D9T8/7J12CXc4FJTf6413MQAAKa5vr9a6+9bBysnyR7bNfvFT/Xbau6qsTK0xtz6PR1ee/gN53X3thWXl5Xps7nxVVafWeSaTfeO8s+R1s2RZpJSHQg0BaLCvd+zR9Fkf6MpbXtazL6/Snr3fjOcJBlyNPLOrHv316Rp7YU9lf+smIF1kBgPKDASUF85kvDYAIOaO6JCje247We3afDOnwhtLNurO37yl3aUtM0dJS2mTl6Mxp5wYeb1+8xb9/a2341giSJJj+/eNlbZSc/m6aCHpBnBI274q02N/Xa6rbpmrF15Zo/KKb54sZ4Q8Gn3u0Xrs16frh+d1VzjDF8eSxk9ORobCwWDkdcjvY+UFAEDMFeSHNGXCYHXv2iqybcWnWzX+V69ry7bSOJYs+gZ066ITjukaeb3g/Y+0fO36OJYI0n/HeXty5djp1buxMbgjBHBAxVtL9cifl+nqcXM197V1qqyqibwXzvTp4gu667H7TteFZx2tUDB9u1T7vV4F/XUfNliWpaAvPR9AAABaVijo1aSbTtSgAe0j2z7/cpfG3fWa1v1nexxLFn0XDR6ow/JzI6///OpCbd2xM44lQi2vG5Zjc+9TH5JuAPv5cvMu/e6P7+ont87TP99Yr6rqb1YWzMn267KLeuqx+4brvBFdFQjQnSgzUP+T3QBjuwEALcTj2rr+in4aeVa3yLYdJeWaMGWh3n3/yziWLLq8rqsrT/+BfJ599x97Kir0yD/+qcqq5FvCKhV5nCy5TvDQO6YZkm4AERu/2KkHHn1b1/3iFb321gbV1HyTbOfnBnTFj3rrD/cO11nDusjnY/EDSfK4rrye+uvC63HlI/EGALQQy7L0w3OP0TWXHSvH2TeDeXlFte55cLHmvbYuzqWLnsKcbF0y5KTI6w3FW/X4vAVxLBFqWZYlj5MpjxuWlDqz6DcXd80AtH7jDs1+caWWLP1iv/cKW4V03oijdPLADvK4PKf7rozAwSeMy/D7VV6RWpPZAAAS25CTOio/L6h7H1qiPXurVGOkR/+6XJu3luqSkT1k28mfDPXrcqRWf75Jb3z0iSTppbeXqfvh7XRij6PjXDJIkmsHZLm2Kqp2SjKH3D/VkXQDaWzN/32t2S+u1Lvvb9rvvdaFGbrgjK466bj2ckm262VZ1iG7kPu9Htm2rZqamoPuBwBANPU+plC/+sVg3f3AIn21fY8k6fl5q7X1qzJdf0U/eT1OnEvYfBeeNEDri7do45ZtkqQX316mE7p3S6l1ypOZY/vkdcP/TbzTG0k3kIZWrtmm2S+s1PIVxfu9165tWCPP7Kbj+x0mJwWehMeSz+NpUGD3ez0q21veAiUCAOAbHdpla+rEU3T3A2/pP5/tS3wWv/u5vt6+R+N/erzCmck96ZXHdfXj4UP0y5nPalDPo/Xj039Awp1gHNsvj2tUWVUS76LElWWMSav2/pKSEmVlZWnnzp0Kh8OH/gCQJLZ9XabSssoDvm+M0YpPt+rpF1Zqxadb93u/Y/tsjTyzm/p/r01KdDtrrKKCkHbv3aO9jegKHg4FDziJ2rftrajQVyW76mzLCPhZyxtJj5iKdLWjZK92liTPw9SyPZX69e//Xedhe+uCDE288QS1LsyI+u8LBjyqMHuiftwD2Vm2R0e3P6zFfh8ar7qmXJXVJTImfj3/fG6ubDs+EwDT0g2kOGOM3l9RrNkvrtTKNV/t9/6RHXN04Vnd1LdXa54ON1JDZyevnWEVAIB4CAY8+sX1A/XoX5dr/pv71rXetGW3br37NY2/fqC6HpkX5xI2T25m9B8cILoc2yfbylNFdYlqapLngVW0kHQDKcoYo6UfbNLTL6zU2vX7r9HZtXOeLjyzm3p3LyTZbgLXceQ6DRsPZ1mWPK7LciYAgLhxXVs/ufR7KmwV1JN//1iSVLK7QpPvfUM/+/H3NaAvLcWILcuy5XOzVVm9S1XVZfEuTosi6QZSTE2N0b+XfaHZL66MjN/6tu5dW+nCs7qpe9dWJNvN0JBu5d8W9Pm0k6QbABBHlmXpgjO6qVVeSA/98V1VVRtVVNbovt//W5eO6qkzh3bm3gAx53EyZYxRdU3LDUGIN5JuIEVU19ToX//eqNkvfarPvth/soo+3Qs18qxu6tY5Pw6lSzGWpYCvcetvh/w+7dqzh1nMAQBxN2hAe+Xl+HXP75aotKxSxkjTZ32oLdvKdNnoXkykipjzumGVV9WkTVdzkm4gyVVW1WjugrWa9uT7+mLTrv3e79e7tUae2U2dO+XGoXSpyee6jW4JsCxLGX6/SsrSqzsVACAxde9aoCkTTtbdD7ylLdv2xaZ/zF+rLdtKdeNV/eX3kSYgtrxOWOVmu4xJ/Z6ALL4LJLk/zFim23/9rzoJt2VJA/q21W/uGKJfXD+QhDvKPG7TbkRCfr9sm8suACAxtGsT1j23naIjO+REtr37/iZNnPqGduzcG8eSIR1Yli2vmyXLSv17o9Q/QyDFnT+iq1xnX6urbUknHddOv71rqH5+zQB1bJ8d38KlKI/bsAnUvsu2LQUb2S0dAIBYysny665bB6lf79aRbWvXb9e4u1/TZ1+m99rKiD3bcuVxsiSl9pAGkm4gybUpytRZp3XRsMEd9btfDdMNV/ZXu7aslxtL3ia2dEv7JlQDACCR+H2uxl13vIafckRk25ZtZRr/y9f18aqtcSwZ0oFje+VxM+NdjJgi6QZSwITrB+qmq49Tm6LUvmAlgsYsFVYfj+vSxRwAkHAc29IVP+qtSy/qGdlWWlap23/9L725ZGMcS4Z04NoBuU4o3sWIGe78gBTA8h4tp6njub/N7/VEoSQAAESXZVk6e1gX3fKT4+Rx96UJVVU1euCxd/TMSytljInlL5f13x+kJ4+TIY8TVip2NWdaQgBoBL+n+Qmzz/Wosjr1Z+oEACSn4/sdptxsv3714GLt2l0hSXry7x9ry7YyXXlxHzlO9NrtLMtSyO9Thj8gIyPXcVRWXq7de/aqsopYmW5cJyDLclRZvVPGpM4yq7R0A0AjeD3Nf1YZjWMAABBLXTvna+ptp6h1QUZk26tvrNcvf7tIe/ZURuV32LatguwsZYVCchw7Mnwr6PMpKxSMyu9A8nFsr3xuriwrde6XSLoBtJhgwKPssF8Bvyuf15HjWEnVgci27WaN567V3HHhAAC0hNaFGbrntpPV9ci8yLblHxVrwj1v6Kvte5p8XMuyZNu28jIzDxgPfR4PXc3TmGU58rk5KZN4k3QDiDmPx1ZuTkCt8oLKCvtUkB9SUUGGDmsdVuuiTLlR7KYWS82Ztfy7Al5mMQcAJL5wpk+333KSBvRtG9m2fuMOjbvrNW34bGejj+c4jlplZakoJ/uQPb8yg4FGHx+pw7Js+dxsWVbyN1Qkx50ugKQVDHhUmB9SZqj+9ak9rq2CViE5TuI/zY5m67RtJ/75AgAgST6vo5uvPk5nD+sc2fbV9j0a/6vX9f7HxQ0+jmVZyg9nyuM6DWrFzgwEFGCpzbRmWY68brYsK7nT1uQuPYCEFgp61CoveMgJVzyurcJWGQnfjczjJv+TVgAAmsK2LV16US9d8aPeqn1uvGdvle5+4C0t+Nd/GnSMrFCw0Q+wgyTdac+2XHndbCXzrOYk3QBiIhjwKD+34ZOgeFxbrXIDCX059bks9QUASG+nn3qkbv3p8fJ59yXP1dVGD/1pqWbO+fiQS4r5vfX3ejv4ZzyybVKWdGdbnqROvPkGA4iJ7Cx/oz8TCHjUpnWmcrL8Cdfq7TpOVJdIAQAgWfXr3UZ33zpI2eFvWqGffmGlHnx8qSqr6l/myevxyGli8kxrN6R9s5p73SwlY+LNHSSAqAtn+uRxm3Z5cR1b4UyfilqFEuqS6ovC+twAAKSKIzvmaurEU3RYm8zItoWLN+iu3/xLu0sr9ts/M9D4h/G1SLpRy7F98rrheBej0Ui6AUSV3+cqpwmt3N/l9TrKzGh8N7RYYW1tAADqKsgPacovTtYxR+VHtn20cqtunDxfW7aVRbZZltWsh9ce16GLOSIc2y+Pk1yJN99eAFGVlxu95T1ysgPKzw0kRFdzWroBANhfRsiryTedqJOOax/ZtuHznbp54htau36HpH1juZsby4nD+DbXCSRVV3OSbgBRE/C7UV9zOxT0qlVeMK6XVNdxmjwODQCA5rIsS36fq+ywX60LMlSQF1TA78qyLGWGvMrJ8isz5JXf58rrbfmVNjweRz/7cT9dcEbXyLbtO8r11r+/kOM4yg6Fmv07/F6SbtTl2H753JykWE6M/pIAouZAa3E3V8DvKjvLr+0798bk+IfC03UAQDy4jq1w2FfPQ21HgYBHxph6W5B3lVaotLRCFRXVOvh84tFjWZbGnN9dBfkh/eEv76l/3yL9+OLeygtnyrab/+icFURQH9v2yGvlqqJqh4ypindxDoikG0BUeDy2AoHYBcRwpk/V1TUq2b3/5CyxxnhuAEBLsiSFwz6FM3wHTVgP1GU7M+RVZsiryqoafb19j/aWt1wy8oNBHXVEhxx1PCKkVtnRG3frOLZcx1FVdXXUjonUYFuOfG6Oyqu+ljGJ+f3gThJAVGRlxn5m0ZzsgBzHbvEWb6/LpRIAEHsBv6tgwCN/lIZreVxbBflBfbV9j0rLKqNQwobp3rWVvM2fU3U/fq9Hu/ckZlKF+LIsW143W+WVX0st1r+j4biTBNBsHtdWKNgyM42HM31yHEtffb2nRS6ptr3vyToAALHg8zoKBjwKBj1RnxdF2tcanp8blOvu1c6S8qgf/0CyQsGoH9Pv9Wr3nvgMNUPisy1XXjdLFVU7lWiJN0k3gGaxbUuFrZo/QUpjhIJeua6tLdvKVFMT24uqh1ZuAEAMWJLy84IKxnBo1rdlh/2qqqpp0RbvaPN5PLJtWzU1NfEuChJU7Tre+xLvxJH4U70BSGjZYZ+cGDyZPxSf11VhfuyTfa9LKzcAILr8PletWjDhrpWfu2/W82SW4Y9Bv3WkFMf2J9xyYiTdAJrM63WUEaMZyxv6+0PB2N6wMJ4bABBN4QyvCluFYjr56MFkh/0JlIo0HkuHoSH2Jd5hJUrinRBJ98MPP6wOHTrI7/erf//+eueddw6477Rp03TiiScqJydHOTk5GjJkyEH3BxA7udn+A86c2lKys2JbBrqXAwCixet1lJ0V35Zar9dRbk4grmVoDo/rxv3eA8lhX+KdrURIvOOedD/11FO68cYbNXnyZL333nvq1auXhg0bpi1bttS7/8KFCzV69Gi9/vrrWrJkidq1a6ehQ4fqiy++aOGSA+nN49ryeeOfkLqOrVa5gZhcTh3HkWPH/TIJAEgBtV3KEyFhzAh55ffFP4Y3lc9DazcaxrG9CZF4W8aYuE7t1r9/f/Xr108PPfSQJKmmpkbt2rXTddddp1tvvfWQn6+urlZOTo4eeughXXLJJYfcv6SkRFlZWdq5c6fC4eitHQjE27avy1p0cpTcnIAy49i1/LsqKqq15atSVVc37ZJWVBDS7r17tLfim3XAg36fcjIyolVEIOUQU5GudpQ0fCZwy7KUk+1PqJgpSXv2VmnLttKYHDsY8KhVXvRnL69Vtrdc23fvjrx2HEdFOdkx+31IftU1e2VZjmwrPg9s4vqIq6KiQsuWLdP48eMj22zb1pAhQ7RkyZIGHaOsrEyVlZXKzc2t9/3y8nKVl39zUSwpKWleoQHIcSxlxHgsdWN5vY4K80Patn2PKiqis4an35NYN0hAvBFTgcbxuLbyc4PyehNvUs6A35Xf52pveVW8i9JoPq9Hsiwpvm2HSCKOHd9hHXHtN7lt2zZVV1ersLCwzvbCwkJt3ry5QccYN26c2rRpoyFDhtT7/pQpU5SVlRX5adeuXbPLDaS7cIYvIbrHfZfHsy/x9niicGmzLLqvAd9BTAUaLuB3VVSQkZAJd6383IBsO/Hi+aE4tk2MRlJJ6sGK99xzj2bNmqU5c+bIf4DlA8aPH6+dO3dGfj777LMWLiWQWizLiuuM5Ydi25YK8kNynObdROxbCzT5bkSAWCKmAodmScoK+1SQH0r4OOI4tnKzk3MJrgCzmCOJxLV7eX5+vhzHUXFxcZ3txcXFKioqOuhnf/3rX+uee+7R/Pnz1bNnzwPu5/P55PP5olJeAFIw4Cb8TYTr2CrIC2nz1lI1ddoKgjmwP2IqcHAe11ZebiAhJhptqFDQq/Lyau0qrTj0zgnE6xKnkTzi2tLt9Xp17LHHasGCBZFtNTU1WrBggQYMGHDAz91777266667NG/ePPXt27cligrgv0JxWle0sbxep1mTuDCeGwDQGOEMr1oXZiRVwl0rO8vf7B5iLc3jOrJZYQRJIu7f1BtvvFHTpk3TjBkztHLlSl199dUqLS3VZZddJkm65JJL6ky0NnXqVE2cOFF/+tOf1KFDB23evFmbN2/W7m/NYAggNmzbkt+fPDcTAb+rnCash2rbthwn7pdHAEAScB1bha1CyskOJOR8Jw1h25Zys5Nv7W6Pk7jj5YFvi/vd86hRo7R161ZNmjRJmzdvVu/evTVv3rzI5GobN26s8xTrkUceUUVFhS644II6x5k8ebJuv/32liw6kHZCAU/S3VCEM32qrKrR7kZ0m/O4cb80AgCSQCjoUW52ck5G9l3BgEcej63Kypp4F6XBPK6j8sqWWy4VaKq4r9Pd0lhTFKmqJdbpLioIJWW3OWOMNm8tPehSYt9epzsjEFBWKHbriwKpgpiKdLWrtEK2tW88dCqJ1trdsV6nu1ZZebm279rNOt1IePSfBNAgXq+TlAm3tG/G9cbMzupx6a4GADiwzJA35RJuad+wrEASDSPzOMlTVqQ3km4ADZKZwMuENYTP6zY48SaIAwDSVXY4eZYQ87iOlGTD3pCeSLoBHJLr2AoFk2PW8oPJzPApnHnw5Y4sy6KlGwCQtrxeRxlJ9KCdydSQDEi6ARxSdpYv6SZQO5CcLP9Bbya8nuR/uAAAQHNkhX1KlqjvZfJTJAGSbgAH5fe5KTduLTfbL6+3/ifjPDEHAKQ717EVSpLWbpJuJAOSbgAHlZebfOt2HsrBJlajazkAAFJGKDl6fvk8nqRplUf6IukGcEB+nyvXSc3LhM/rKhjY/4aCSdQAANgXJ30H6BWWSBzHlksvNSS41LybBhAVqTB52sFkZ/nrPB1nEjUAAL6R04jlNuPJ6+GBORIbSTeAetm2lfJJt8e1lZnxzZg1xnMDAPANnzc51u1mXDcSHUk3gHplhLwpM2P5wWSF/XKcfedJKzcAAHUlw/JhJN1IdCTdAPZjSXVagFOZbVvKyw7IksV4bgAAviPgdxP+IXyilw8g6Qawn1DIm7ITqNUnEPDI63XkpNE5AwDQEJZlJUUXcyCRcYcJoA5LUjjTF+9iAACABEHSDTQPSTeAOoJBjzwulwYAALAPSTfQPNxZA6gji1ZuAADwLY5jy5sEa3YDiYqkG0CEz+vI4yGoAgCAumjtBpqOpBtARDIsCwIAAFpe0O+JdxGApEXSDUCS5DiWQkECKgAA2J/X68jvo7UbaAqSbgCSpMyQj3UuAQDAAYUz6BEHNAVJNwBJUihEKzcAADiwQIAVToCm4K8GgPw+V67D5QAAABxcIMBDeqCxuMsGoEy6iwEAgAYIBhjXDTQWSTeQ5lzHVpCn1gAAoAF8XleOwxwwQGOQdANpLivsi3cRAABAEgnxsB5oFJJuII3ZtsXa3AAAoFEY1w00Dkk3kMboVg4AABrL76OLOdAYJN1AGgv6mQwFAAA0XtDPg3ugoUi6gTRlSfKTdAMAgCYIhUi6gYYi6QbSlM/nyrLoGgYAABrP53Xl9TrxLgaQFEi6gTQVoJUbAAA0Q3YmK6AADUHSDaQpZh4FAADNEQh4aO0GGoCkG0hDHo8tj8ufPwAAaB5au4FD464bSEOhAGtzAwCA5gsEPDzIBw6BvxAgDQWDdC0HAADRkZnBw3zgYEi6gTTj8zo8kQYAAFETCnpZEQU4CO68gTQTopUbAABEkW1b3F8AB0HSDaQRS1KQWcsBAECUZYS4vwAOhKQbSCN+vyvH4c8eAABEl8/rsnwYcADcfQNphFZuAAAQKxkhJlQD6kPSDaQJy7JIugEAQMxkBD1MqAbUg6QbSBPBgCvbJhACAIDYsCxLGUyoBuyHpBtIEyFauQEAQIxlZnhFYzdQV0Ik3Q8//LA6dOggv9+v/v3765133jno/rNnz1bXrl3l9/vVo0cPvfzyyy1UUiA52bYlv9+NdzEAAECK83gcHvQD3xH3pPupp57SjTfeqMmTJ+u9995Tr169NGzYMG3ZsqXe/RcvXqzRo0frf/7nf7R8+XKdc845Ouecc7RixYoWLjmQPEIBxlgBAICWESDpBuqwjDEmngXo37+/+vXrp4ceekiSVFNTo3bt2um6667Trbfeut/+o0aNUmlpqV566aXItuOOO069e/fWH/7wh/32Ly8vV3l5eeR1SUmJ2rVrp507dyocDsfgjID42PZ1mUrLKut9ryA/pAAt3QCaiZgKAEDjxbWlu6KiQsuWLdOQIUMi22zb1pAhQ7RkyZJ6P7NkyZI6+0vSsGHDDrj/lClTlJWVFflp165d9E4ASAKOY5FwA4gKYioAAI0X16R727Ztqq6uVmFhYZ3thYWF2rx5c72f2bx5c6P2Hz9+vHbu3Bn5+eyzz6JTeCBJMK4KQLQQUwEAaLyUb/7y+Xzy+XzxLgYQNxkhb7yLACBFEFMBAGi8uLZ05+fny3EcFRcX19leXFysoqKiej9TVFTUqP2BdOb1OvJ4nHgXAwAAAEhbcU26vV6vjj32WC1YsCCyraamRgsWLNCAAQPq/cyAAQPq7C9Jr7766gH3B9JZRpCu5QAAAEA8xb17+Y033qixY8eqb9+++v73v6///d//VWlpqS677DJJ0iWXXKK2bdtqypQpkqTrr79egwYN0v33368RI0Zo1qxZWrp0qR577LF4ngaQkIKM5wYAAADiKu5J96hRo7R161ZNmjRJmzdvVu/evTVv3rzIZGkbN26UbX/TIH/88cfrb3/7m2677Tb94he/UOfOnfXcc8+pe/fu8ToFICH5fa4cJ66dWQAAAIC0F/d1ultaSUmJsrKyWFMUKee763Tn5QSYRA1ATBFTAQA4NJrBgBRkia7lAAAAQCIg6QZSUCDgkW1b8S4GAAAAkPZIuoEUFAzEfboGAAAAACLpBlKOJSngp2s5AAAAkAhIuoEUE/C7dC0HAAAAEgRJN5BigkFauQEAAIBEQdINpBDLspi1HAAAAEggJN1ACskIemRZdC0HAAAAEgVJN5BCMkLeeBcBAAAAwLeQdAMpwuM68nqdeBcDAAAAwLeQdAMpgrW5AQAAgMRD0g2kCI+HVm4AAAAg0ZB0AwAAAAAQIyTdAAAAAADECEk3AAAAAAAxQtINAAAAAECMkHQDAAAAABAjJN0AAAAAAMQISTcAAAAAADFC0g0AAAAAQIyQdAMAAAAAECMk3QAAAAAAxAhJNwAAAAAAMULSDQAAAABAjJB0AwAAAAAQIyTdAAAAAADECEk3AAAAAAAxQtINAAAAAECMkHQDAAAAABAjJN0AAAAAAMSIG+8CtDRjjCSppKQkziUBACB+MjMzZVlWs45BTAUA4NAxNe2S7l27dkmS2rVrF+eSAAAQPzt37lQ4HG7WMYipAAAcOqZapvYxdZqoqanRl19+GZUn/MmipKRE7dq102effdbsG6xkRR1QBxJ1UIt6oA6k6LR0E1PT87tDHVAHtagH6kCiDiRauvdj27YOO+yweBcjLsLhcNr+IdSiDqgDiTqoRT1QB81FTE3v7w51QB3Uoh6oA4k6OBgmUgMAAAAAIEZIugEAAAAAiBGS7jTg8/k0efJk+Xy+eBclbqgD6kCiDmpRD9QBmo7vDnUgUQe1qAfqQKIOGiLtJlIDAAAAAKCl0NINAAAAAECMkHQDAAAAABAjJN0AAAAAAMQISTcAAAAAADFC0p3g3nzzTZ155plq06aNLMvSc889d9D933rrLQ0cOFB5eXkKBALq2rWrHnjggTr73H777bIsq85P165d6+wzePDg/fa56qqron16DRKLOpCkL774Qj/60Y8i+/Xo0UNLly6NvG+M0aRJk9S6dWsFAgENGTJEa9asifbpNUi86uDSSy/d73tw2mmnRfv0GiQWddChQ4f9zs+yLF1zzTWRffbu3atrrrlGeXl5ysjI0Pnnn6/i4uJYnOIhxasOUv16UF1drYkTJ6pjx44KBAI64ogjdNddd+nb84wm0vUATUdMJaZKxFSJmFqLuEpcbSluvAuAgystLVWvXr10+eWX67zzzjvk/qFQSNdee6169uypUCikt956S1deeaVCoZB+/OMfR/Y75phjNH/+/Mhr193/q3DFFVfozjvvjLwOBoPNPJumiUUdbN++XQMHDtTJJ5+suXPnqlWrVlqzZo1ycnIix7n33nv14IMPasaMGerYsaMmTpyoYcOG6ZNPPpHf74/Z+dYnXnUgSaeddpqmT58eeR2v5SBiUQfvvvuuqqurI59ZsWKFfvCDH2jkyJGRbTfccIP+8Y9/aPbs2crKytK1116r8847T4sWLYr+SR5CvOpASu3rwdSpU/XII49oxowZOuaYY7R06VJddtllysrK0k9/+lNJiXU9QNMRU4mpEjFVIqbWIq4SV1uMQdKQZObMmdPoz5177rnmRz/6UeT15MmTTa9evQ76mUGDBpnrr7++0b8r1qJVB+PGjTMnnHDCAfevqakxRUVF5r777ots27Fjh/H5fGbmzJmN/v3R1FJ1YIwxY8eONWeffXajf1esRasOvuv66683RxxxhKmpqTHG7Ps/93g8Zvbs2ZF9Vq5caSSZJUuWNPr3R1NL1YExqX89GDFihLn88svr7HPeeeeZMWPGGGMS+3qApiOmElONIaYaQ0ytRVwlrsYS3ctT3PLly7V48WINGjSozvY1a9aoTZs26tSpk8aMGaONGzfu99knn3xS+fn56t69u8aPH6+ysrKWKnZU1VcHL7zwgvr27auRI0eqoKBAffr00bRp0yLvr1+/Xps3b9aQIUMi27KystS/f38tWbKkRcsfDU2pg1oLFy5UQUGBjjrqKF199dX66quvWrLoUXOgv4VaFRUVeuKJJ3T55ZfLsixJ0rJly1RZWVnne9C1a1e1b98+Zb4H31ZfHdRK5evB8ccfrwULFmj16tWSpA8++EBvvfWWhg8fLin1rgdoOmIqMVUipkrE1FrEVeJqg8U760fDqRFPn9q2bWu8Xq+xbdvceeeddd57+eWXzdNPP20++OADM2/ePDNgwADTvn17U1JSEtnn0UcfNfPmzTMffviheeKJJ0zbtm3NueeeG83TaZJo1YHP5zM+n8+MHz/evPfee+bRRx81fr/f/PnPfzbGGLNo0SIjyXz55Zd1Pjdy5Ehz4YUXRuVcmqql6sAYY2bOnGmef/558+GHH5o5c+aYbt26mX79+pmqqqponlKjRasOvu2pp54yjuOYL774IrLtySefNF6vd799+/XrZ37+8583utzR1FJ1YEzqXw+qq6vNuHHjjGVZxnVdY1mW+dWvfhV5P5GvB2g6Yiox1RhiqjHE1FrEVeJqLJF0J5HG/CH83//9n/nwww/NY489ZnJzc83f/va3A+67fft2Ew6HzeOPP37AfRYsWGAkmbVr1za22FEVrTrweDxmwIABdfa/7rrrzHHHHWeMSeyLQUvVQX3WrVtnJJn58+c3qezREou/haFDh5ozzjijzrZEvkFoqTqoT6pdD2bOnGkOO+wwM3PmTPPhhx+av/zlLyY3NzcpEgY0HTGVmGoMMdUYYmot4ipxNZaYSC1FdezYUZLUo0cPFRcX6/bbb9fo0aPr3Tc7O1tdunTR2rVrD3i8/v37S5LWrl2rI444IvoFjoGD1UHr1q119NFH19m/W7du+vvf/y5JKioqkiQVFxerdevWkX2Ki4vVu3fvFih9dDSnDurTqVMn5efna+3atTr11FNjV/AoasjfwoYNGzR//nw9++yzdbYXFRWpoqJCO3bsUHZ2dmR7cXFx5DuSDJpTB/VJtevBLbfcoltvvVUXXXRRZJ8NGzZoypQpGjt2bMpcD9B0xFRiqkRMlYiptYirxNXGYkx3GqipqVF5efkB39+9e7fWrVtX50v/Xe+//74kHXSfRPbdOhg4cKBWrVpVZ5/Vq1fr8MMPl7TvQlJUVKQFCxZE3i8pKdHbb7+tAQMGtEyho6yxdVCfzz//XF999VXKfA9qTZ8+XQUFBRoxYkSd7ccee6w8Hk+d78GqVau0cePGlPke1DpQHdQn1a4HZWVlsu264dBxHNXU1EhKzesBmo6YSkyViKkSMbUWcZW42iDxbmrHwe3atcssX77cLF++3Egyv/nNb8zy5cvNhg0bjDHG3Hrrrebiiy+O7P/QQw+ZF154waxevdqsXr3aPP744yYzM9NMmDAhss9NN91kFi5caNavX28WLVpkhgwZYvLz882WLVuMMcasXbvW3HnnnWbp0qVm/fr15vnnnzedOnUyJ510Usue/H/Fog7eeecd47qu+eUvf2nWrFljnnzySRMMBs0TTzwR2eeee+4x2dnZkfFXZ599tunYsaPZs2dPy538f8WjDnbt2mVuvvlms2TJErN+/Xozf/58873vfc907tzZ7N27t2UrwMSmDozZN+6offv2Zty4cfX+3quuusq0b9/evPbaa2bp0qVmwIAB+3UhbCnxqIN0uB6MHTvWtG3b1rz00ktm/fr15tlnnzX5+fl1ujsm0vUATUdMJaYaQ0ytLU+6x1RjiKvGEFdbCkl3gnv99deNpP1+xo4da4zZ96UeNGhQZP8HH3zQHHPMMSYYDJpwOGz69Oljfv/735vq6urIPqNGjTKtW7c2Xq/XtG3b1owaNarOGJKNGzeak046yeTm5hqfz2eOPPJIc8stt5idO3e21GnXEYs6MMaYF1980XTv3t34fD7TtWtX89hjj9V5v6amxkycONEUFhYan89nTj31VLNq1apYn2694lEHZWVlZujQoaZVq1bG4/GYww8/3FxxxRVm8+bNLXHK+4lVHbzyyitG0gH/b/fs2WN+8pOfmJycHBMMBs25555rNm3aFKvTPKh41EE6XA9KSkrM9ddfb9q3b2/8fr/p1KmTmTBhgikvL4/sk0jXAzQdMZWYagwx1Rhiai3iKnG1pVjGGNO0NnIAAAAAAHAwjOkGAAAAACBGSLoBAAAAAIgRkm4AAAAAAGKEpBsAAAAAgBgh6QYAAAAAIEZIugEAAAAAiBGSbgAAAAAAYoSkGwCABPLmm2/qzDPPVJs2bWRZlp577rlGH+Ppp59W7969FQwGdfjhh+u+++6LfkEBAEhwiRJTSbqBNHbppZfqnHPOiXcxAHxLaWmpevXqpYcffrhJn587d67GjBmjq666SitWrNDvf/97PfDAA3rooYeiXFIA30ZMBRJPosRUyxhjmlQCAAnNsqyDvj958mTdcMMNMsYoOzu7ZQpVj0svvVQ7duxo0pNHINVZlqU5c+bUuZEvLy/XhAkTNHPmTO3YsUPdu3fX1KlTNXjwYEnSD3/4Q1VWVmr27NmRz/zud7/Tvffeq40bNx7y2gBgf8RUIPnFM6a60TwRAIlj06ZNkX8/9dRTmjRpklatWhXZlpGRoYyMjHgUDUAzXHvttfrkk080a9YstWnTRnPmzNFpp52mjz76SJ07d1Z5ebmCwWCdzwQCAX3++efasGGDOnToEJ+CA0mMmAqkppaKqXQvB1JUUVFR5CcrK0uWZdXZlpGRsV9XuMGDB+u6667Tz372M+Xk5KiwsFDTpk1TaWmpLrvsMmVmZurII4/U3Llz6/yuFStWaPjw4crIyFBhYaEuvvhibdu2LfL+M888ox49eigQCCgvL09DhgxRaWmpbr/9ds2YMUPPP/+8LMuSZVlauHChJGncuHHq0qWLgsGgOnXqpIkTJ6qysjJyzNtvv129e/fWn/70J7Vv314ZGRn6yU9+ourqat17770qKipSQUGBfvnLX9Ypq2VZeuSRRzR8+HAFAgF16tRJzzzzTPT/A4AY2Lhxo6ZPn67Zs2frxBNP1BFHHKGbb75ZJ5xwgqZPny5JGjZsmJ599lktWLBANTU1Wr16te6//35JdRMHAA1HTCWmIvW0ZEwl6QZQx4wZM5Sfn6933nlH1113na6++mqNHDlSxx9/vN577z0NHTpUF198scrKyiRJO3bs0CmnnKI+ffpo6dKlmjdvnoqLi3XhhRdK2ndBGj16tC6//HKtXLlSCxcu1HnnnSdjjG6++WZdeOGFOu2007Rp0yZt2rRJxx9/vCQpMzNTf/7zn/XJJ5/ot7/9raZNm6YHHnigTlnXrVunuXPnat68eZo5c6b++Mc/asSIEfr888/1xhtvaOrUqbrtttv09ttv1/ncxIkTdf755+uDDz7QmDFjdNFFF2nlypUtULtA83z00Ueqrq5Wly5dIi1rGRkZeuONN7Ru3TpJ0hVXXKFrr71WZ5xxhrxer4477jhddNFFkiTbJuwDLYmYCiSuFo2pBkDKmz59usnKytpv+9ixY83ZZ58deT1o0CBzwgknRF5XVVWZUChkLr744si2TZs2GUlmyZIlxhhj7rrrLjN06NA6x/3ss8+MJLNq1SqzbNkyI8n85z//qbds3y3Dgdx3333m2GOPjbyePHmyCQaDpqSkJLJt2LBhpkOHDqa6ujqy7aijjjJTpkyJvJZkrrrqqjrH7t+/v7n66qsPWQagpUkyc+bMibyeNWuWcRzHfPrpp2bNmjV1fjZt2lTns1VVVebzzz835eXl5uWXXzaSzJYtW1r4DIDUQ0wlpiI5xTOmMqYbQB09e/aM/NtxHOXl5alHjx6RbYWFhZKkLVu2SJI++OADvf766/WOZVu3bp2GDh2qU089VT169NCwYcM0dOhQXXDBBcrJyTloOZ566ik9+OCDWrdunXbv3q2qqiqFw+E6+3To0EGZmZl1yuY4Tp0nj4WFhZGy1howYMB+r99///2DlgdIBH369FF1dbW2bNmiE0888aD7Oo6jtm3bSpJmzpypAQMGqFWrVi1RTAD/RUwFEldLxlSSbgB1eDyeOq8ty6qzrXaWxpqaGknS7t27deaZZ2rq1Kn7Hat169ZyHEevvvqqFi9erH/+85/63e9+pwkTJujtt99Wx44d6y3DkiVLNGbMGN1xxx0aNmyYsrKyNGvWrMgYmoaWtXZbbVmBZLB7926tXbs28nr9+vV6//33lZubqy5dumjMmDG65JJLdP/996tPnz7aunWrFixYoJ49e2rEiBHatm2bnnnmGQ0ePFh79+6NjFd744034nhWQHoipgLxlSgxlcFdAJrle9/7nj7++GN16NBBRx55ZJ2fUCgkaV+QHjhwoO644w4tX75cXq9Xc+bMkSR5vV5VV1fXOebixYt1+OGHa8KECerbt686d+6sDRs2RK3M//73v/d73a1bt6gdH2iOpUuXqk+fPurTp48k6cYbb1SfPn00adIkSdL06dN1ySWX6KabbtJRRx2lc845R++++67at28fOcaMGTPUt29fDRw4UB9//LEWLlyo73//+3E5HwANR0wFoitRYiot3QCa5ZprrtG0adM0evRo/fznP1dubq7Wrl2rWbNm6fHHH9fSpUu1YMECDR06VAUFBXr77be1devWSEDu0KGDXnnlFa1atUp5eXnKyspS586dtXHjRs2aNUv9+vXTP/7xj8gNRTTMnj1bffv21QknnKAnn3xS77zzjv74xz9G7fhAcwwePFj7hp7Vz+Px6I477tAdd9xR7/v5+flasmRJrIoHIIaIqUB0JUpMpaUbQLO0adNGixYtUnV1tYYOHaoePXroZz/7mbKzs2XbtsLhsN58802dfvrp6tKli2677Tbdf//9Gj58uKR9s0IeddRR6tu3r1q1aqVFixbprLPO0g033KBrr71WvXv31uLFizVx4sSolfmOO+7QrFmz1LNnT/3lL3/RzJkzdfTRR0ft+AAANAUxFUhNljlY6g8AKcayLM2ZM6fOWqoAAKDxiKlAw9DSDQAAAABAjJB0AwAAAAAQI3QvBwAAAAAgRmjpBgAAAAAgRki6AQAAAACIEZJuAAAAAABihKQbAAAAAIAYIekGAAAAACBGSLoBAAAAAIgRkm4AAAAAAGKEpBsAAAAAgBj5fxKYKyJxKqzRAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 1000x1000 with 4 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"bins = [\n",
|
|
" pd.Timestamp('1900-01-01 00:00:01+00:00'),\n",
|
|
" pd.Timestamp('2013-06-06 00:00:01+00:00'),\n",
|
|
" pd.Timestamp('2013-07-01 00:00:01+00:00'),\n",
|
|
" pd.Timestamp('2100-01-01 00:00:01+00:00')\n",
|
|
"]\n",
|
|
"labels = ['Before announcement', 'After announcement, before deployment', 'After deployment']\n",
|
|
"\n",
|
|
"# Create the factor variable\n",
|
|
"comment_phab_df['date_group'] = pd.cut(comment_phab_df['timestamp'], bins=bins, labels=labels, right=False)\n",
|
|
"#whether the 'new comments' -- different between top 5 and top 10, show difference in scoring\n",
|
|
"comment_phab_df['engaged_commenter'] = comment_phab_df.groupby('speaker')['timestamp'].rank(method='first') >= 200\n",
|
|
"\n",
|
|
"palette = ['#31449c', '#4a7c85', '#c5db68']\n",
|
|
"\n",
|
|
"#comment_phab_df['before_after'] = comment_phab_df['timestamp'] > pd.Timestamp('2013-07-01 00:00:01+00:00')\n",
|
|
"plt.figure(figsize=(10, 6))\n",
|
|
"\n",
|
|
"# Plot for dominant_wc\n",
|
|
"plot1 = sns.lmplot(data=comment_phab_df, x=\"date_created\", y=\"dominant_wc\", hue=\"date_group\", col=\"meta.affil\", row='engaged_commenter', scatter=False, legend=False, palette=palette)\n",
|
|
"plot1.set_axis_labels(\"Timestamp\", \"Dominant Word Count\")\n",
|
|
"plot1.set_titles(row_template=\"Author's 200+ Comment: {col_name}\",col_template=\"WMF Affiliation: {col_name}\")\n",
|
|
"plot1.fig.subplots_adjust(top=0.9) # Adjust subplots to make room for the title\n",
|
|
"#plot1.add_legend(title=\"Before/After 07/01/2013 Wide Release\")\n",
|
|
"plt.legend(title=\"Comment publication timestamp:\", loc='upper center', bbox_to_anchor=(0, 2.45), ncol=2)\n",
|
|
"# Plot for arousal_wc\n",
|
|
"plot2 = sns.lmplot(data=comment_phab_df, x=\"date_created\", y=\"arousal_wc\", hue=\"date_group\", col=\"meta.affil\", row='engaged_commenter', scatter=False, legend=False, palette=palette)\n",
|
|
"plot2.set_axis_labels(\"Timestamp\", \"Arousal Word Count\")\n",
|
|
"plot2.set_titles(row_template=\"Author's 200+ Comment: {col_name}\",col_template=\"WMF Affiliation: {col_name}\")\n",
|
|
"#plot2.add_legend(title=\"Before/After 07/01/2013 Wide Release\")\n",
|
|
"\n",
|
|
"# Show plots\n",
|
|
"#plt.show()\n",
|
|
"plt.savefig('031625_engaged_commenter_VAD_scoring_fig.png')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"id": "d2d67d38-f005-4c94-be3c-39eb6b22686f",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/tmp/ipykernel_36062/465068582.py:4: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.\n",
|
|
" filtered_dependencies = dependency_relations_df[dependency_relations_df['token'].str.contains(pattern, regex=True)]\n",
|
|
"/tmp/ipykernel_36062/465068582.py:5: UserWarning: This pattern is interpreted as a regular expression, and has match groups. To actually get the groups, use str.extract.\n",
|
|
" resolved_filtered_dependencies = resolved_dependency_relations_df[resolved_dependency_relations_df['token'].str.contains(pattern, regex=True)]\n",
|
|
"/tmp/ipykernel_36062/465068582.py:20: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n",
|
|
" filtered_dependencies['week'] = filtered_dependencies['timestamp'].dt.to_period('W').dt.start_time\n",
|
|
"/tmp/ipykernel_36062/465068582.py:20: SettingWithCopyWarning: \n",
|
|
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
|
|
"Try using .loc[row_indexer,col_indexer] = value instead\n",
|
|
"\n",
|
|
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
|
|
" filtered_dependencies['week'] = filtered_dependencies['timestamp'].dt.to_period('W').dt.start_time\n",
|
|
"/tmp/ipykernel_36062/465068582.py:39: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n",
|
|
" resolved_filtered_dependencies['week'] = resolved_filtered_dependencies['timestamp'].dt.to_period('W').dt.start_time\n",
|
|
"/tmp/ipykernel_36062/465068582.py:39: SettingWithCopyWarning: \n",
|
|
"A value is trying to be set on a copy of a slice from a DataFrame.\n",
|
|
"Try using .loc[row_indexer,col_indexer] = value instead\n",
|
|
"\n",
|
|
"See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
|
|
" resolved_filtered_dependencies['week'] = resolved_filtered_dependencies['timestamp'].dt.to_period('W').dt.start_time\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"#pattern = r'\\b(ve|VE|visualeditor|VisualEditor)\\b'\n",
|
|
"#pattern = r'\\b(WMF|Foundation)\\b'\n",
|
|
"#pattern = r'\\b(bots)\\b'\n",
|
|
"filtered_dependencies = dependency_relations_df[dependency_relations_df['token'].str.contains(pattern, regex=True)]\n",
|
|
"resolved_filtered_dependencies = resolved_dependency_relations_df[resolved_dependency_relations_df['token'].str.contains(pattern, regex=True)]\n",
|
|
"\n",
|
|
"plt.figure(figsize=(12, 8))\n",
|
|
"gs = GridSpec(2, 1, height_ratios=[6, 6])\n",
|
|
"\n",
|
|
"# Main plot: Token depth by timestamp\n",
|
|
"'''\n",
|
|
"ax0 = plt.subplot(gs[0])\n",
|
|
"sns.scatterplot(data=filtered_dependencies, x='timestamp', y='dependency', hue='wmfAffil', style='dependency', markers=True, s=100, ax=ax0)\n",
|
|
"ax0.set_title('VE Depth by Timestamp w/o URLS')\n",
|
|
"ax0.set_xlabel('')\n",
|
|
"ax0.set_ylabel('Dependency Type')\n",
|
|
"ax0.legend().set_visible(False)\n",
|
|
"'''\n",
|
|
"# Calculate the median depth over time\n",
|
|
"filtered_dependencies['week'] = filtered_dependencies['timestamp'].dt.to_period('W').dt.start_time\n",
|
|
"median_depth = filtered_dependencies.groupby('week')['depth'].median().reset_index()\n",
|
|
"\n",
|
|
"wmf_filtered_dependencies = filtered_dependencies[filtered_dependencies['wmfAffil'] == True]\n",
|
|
"wmf_median_depth = wmf_filtered_dependencies.groupby('week')['depth'].median().reset_index()\n",
|
|
"\n",
|
|
"other_filtered_dependencies = filtered_dependencies[filtered_dependencies['wmfAffil'] != True]\n",
|
|
"other_median_depth = other_filtered_dependencies.groupby('week')['depth'].median().reset_index()\n",
|
|
"\n",
|
|
"# Plot the median depth over time\n",
|
|
"ax0 = plt.subplot(gs[0])\n",
|
|
"sns.lineplot(data=median_depth, x='week', y='depth', ax=ax0, color='black', label='Median Depth', marker='o')\n",
|
|
"sns.lineplot(data=wmf_median_depth, x='week', y='depth', ax=ax0, color='#c7756a', label='WMF-affiliated authors', marker='x')\n",
|
|
"sns.lineplot(data=other_median_depth, x='week', y='depth', ax=ax0, color='#5da2d8', label='Nonaffiliated authors', marker='x')\n",
|
|
"ax0.set_title('Median Depth of \"VE\" in Phabricator Sentence Dependency Trees')\n",
|
|
"ax0.set_ylabel('Median Depth')\n",
|
|
"ax0.set_xlabel('')\n",
|
|
"\n",
|
|
"# Calculate the median depth over time\n",
|
|
"resolved_filtered_dependencies['week'] = resolved_filtered_dependencies['timestamp'].dt.to_period('W').dt.start_time\n",
|
|
"resolved_median_depth = resolved_filtered_dependencies.groupby('week')['depth'].median().reset_index()\n",
|
|
"\n",
|
|
"resolved_wmf_filtered_dependencies = resolved_filtered_dependencies[resolved_filtered_dependencies['wmfAffil'] == True]\n",
|
|
"resolved_wmf_median_depth = resolved_wmf_filtered_dependencies.groupby('week')['depth'].median().reset_index()\n",
|
|
"\n",
|
|
"resolved_other_filtered_dependencies = resolved_filtered_dependencies[resolved_filtered_dependencies['wmfAffil'] != True]\n",
|
|
"resolved_other_median_depth = resolved_other_filtered_dependencies.groupby('week')['depth'].median().reset_index()\n",
|
|
"\n",
|
|
"# Plot the median depth over time\n",
|
|
"ax1 = plt.subplot(gs[1])\n",
|
|
"sns.lineplot(data=resolved_median_depth, x='week', y='depth', ax=ax1, color='black', label='Median Depth', marker='o')\n",
|
|
"sns.lineplot(data=resolved_wmf_median_depth, x='week', y='depth', ax=ax1, color='#c7756a', label='WMF-affiliated authors', marker='x')\n",
|
|
"sns.lineplot(data=resolved_other_median_depth, x='week', y='depth', ax=ax1, color='#5da2d8', label='Nonaffiliated authors', marker='x')\n",
|
|
"ax1.set_title('Median Depth of \"VE\" in Coreference-resolved Phabricator Sentence Dependency Trees')\n",
|
|
"ax1.set_ylabel('Median Depth')\n",
|
|
"ax1.set_xlabel('')\n",
|
|
"\n",
|
|
"plt.tight_layout()\n",
|
|
"#plt.show()\n",
|
|
"\n",
|
|
"plt.savefig('031625_VE_depth_fig.png')"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.9.21"
|
|
}
|
|
},
|
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}
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