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mw-lifecycle-analysis/text_analysis/case1/031025_phab_comments.ipynb
2025-03-16 15:00:26 -07:00

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677 KiB
Plaintext

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "ba9e5acd-e17d-4318-9272-04c9f6706186",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd \n",
"import spacy"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "e4f0b3f0-5255-46f1-822f-e455087ba315",
"metadata": {},
"outputs": [],
"source": [
"phab_path = \"/mmfs1/gscratch/comdata/users/mjilg/mw-repo-lifecycles/case1/0312_resolved_ve_phab_comments.csv\"\n",
"phab_df = pd.read_csv(phab_path)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "d449164e-1d28-4580-9eb1-f0f69978f114",
"metadata": {},
"outputs": [],
"source": [
"#find gerrit phab PHID: PHID-USER-idceizaw6elwiwm5xshb\n",
"phab_df['isGerrit'] = phab_df['AuthorPHID'] == 'PHID-USER-idceizaw6elwiwm5xshb'\n",
"#cleaning df\n",
"phab_df['id'] = phab_df.index + 1\n",
"#may have to build out the reply_to column \n",
"phab_df['reply_to'] = phab_df.groupby('TaskPHID')['id'].shift()\n",
"phab_df['reply_to'] = phab_df['reply_to'].where(pd.notnull(phab_df['reply_to']), None)\n",
"\n",
"phab_df = phab_df.rename(columns={\n",
" 'AuthorPHID': 'speaker',\n",
" 'TaskPHID': 'conversation_id',\n",
" 'WMFaffil':'meta.affil',\n",
" 'isGerrit': 'meta.gerrit'\n",
"})\n",
"\n",
"# after 11-1-2012 before 11-1-2013\n",
"phab_df['timestamp'] = pd.to_datetime(phab_df['date_created'], unit='s', origin='unix', utc=True)\n",
"filtered_phab_df = phab_df[(phab_df['date_created'] < 1383264000) & (phab_df['date_created'] > 1351728000)]\n",
"\n",
"#removing headless conversations\n",
"task_phab_df = filtered_phab_df[filtered_phab_df['comment_type']==\"task_description\"]\n",
"headed_task_phids = task_phab_df['conversation_id'].unique()\n",
"filtered_phab_df = filtered_phab_df[filtered_phab_df['conversation_id'].isin(headed_task_phids)]\n",
"\n",
"#removing gerrit comments \n",
"comment_phab_df = filtered_phab_df[filtered_phab_df['meta.gerrit'] != True]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "942344db-c8f5-4ed6-a757-c97f8454f18b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Unique conversation_ids: 2081\n",
"Unique ids: 8804\n",
"Unique speakers: 230\n"
]
}
],
"source": [
"unique_conversation_ids = len(comment_phab_df['conversation_id'].unique())\n",
"unique_ids = len(comment_phab_df['id'].unique())\n",
"unique_speakers = len(comment_phab_df['speaker'].unique())\n",
"\n",
"print(f\"Unique conversation_ids: {unique_conversation_ids}\")\n",
"print(f\"Unique ids: {unique_ids}\")\n",
"print(f\"Unique speakers: {unique_speakers}\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "d226d781-b002-4842-a3ae-92d4851a5878",
"metadata": {},
"outputs": [],
"source": [
"import re\n",
"\n",
"def preprocess_text(text):\n",
" text = str(text)\n",
" text = text.replace('*', ' ')\n",
" text = text.replace('-', ' ')\n",
" text = re.sub(r'http\\S+', '', text)\n",
" return text"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "3ae40d24-bbe8-49c3-a3a9-70bde1b4d559",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_71526/3649688126.py:1: 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",
" comment_phab_df['processed_text'] = comment_phab_df['text'].apply(preprocess_text)\n"
]
}
],
"source": [
"comment_phab_df['processed_text'] = comment_phab_df['text'].apply(preprocess_text)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "b8eddf40-1fe2-4fce-be74-b32552b40c57",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_71526/1316816771.py:1: 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",
" comment_phab_df['processed_resolved_text'] = comment_phab_df['resolved_text'].apply(preprocess_text)\n"
]
}
],
"source": [
"comment_phab_df['processed_resolved_text'] = comment_phab_df['resolved_text'].apply(preprocess_text)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "a8469b16-4ae6-4b06-bf1b-1f2f6c736cab",
"metadata": {},
"outputs": [],
"source": [
"nlp = spacy.load(\"en_core_web_sm\")\n",
"\n",
"def extract_dependency_tree(text):\n",
" doc = nlp(text)\n",
" dependency_trees = []\n",
" \n",
" for sentence in doc.sents:\n",
" for token in sentence:\n",
" token_info = (\n",
" token.text, \n",
" token.lemma_, \n",
" token.dep_, \n",
" token.head.text, \n",
" list(token.ancestors), \n",
" list(token.subtree), \n",
" list(token.children)\n",
" )\n",
" dependency_trees.append(token_info)\n",
" \n",
" return dependency_trees"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "8b9a12f9-71bf-4bc9-bcfd-c73aab4be920",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_71526/2805711855.py:1: 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",
" comment_phab_df['dependency_tree'] = comment_phab_df['processed_text'].apply(extract_dependency_tree)\n"
]
}
],
"source": [
"comment_phab_df['dependency_tree'] = comment_phab_df['processed_text'].apply(extract_dependency_tree)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "337a528a-5667-4e1f-ac9a-37caabc03a18",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_71526/2117289791.py:1: 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",
" comment_phab_df['resolved_dependency_tree'] = comment_phab_df['processed_resolved_text'].apply(extract_dependency_tree)\n"
]
}
],
"source": [
"comment_phab_df['resolved_dependency_tree'] = comment_phab_df['processed_resolved_text'].apply(extract_dependency_tree)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "a3f5d40b-f56e-4e31-a7f9-40b7ddb4d2a4",
"metadata": {},
"outputs": [],
"source": [
"#get VAD scores\n",
"import numpy as np\n",
"#https://saifmohammad.com/WebPages/nrc-vad.html\n",
"column_headings = ['Word', 'Valence', 'Arousal', 'Domination']\n",
"vad_lexicon = pd.read_csv('NRC-VAD-Lexicon.txt', delimiter='\\t', header=None, names=column_headings)\n",
"vad_dict = vad_lexicon.set_index('Word').T.to_dict()\n",
"\n",
"def vad_scoring(dependency_tree):\n",
" valence = []\n",
" arousal = []\n",
" dominance = []\n",
" for token, lemma, dep, head, ancestors, subtree, children in dependency_tree:\n",
" if lemma in vad_dict:\n",
" valence.append(vad_dict[lemma]['Valence'])\n",
" arousal.append(vad_dict[lemma]['Arousal'])\n",
" dominance.append(vad_dict[lemma]['Domination'])\n",
"\n",
" # Compute average scores across the comment\n",
" avg_valence = np.mean(valence) if valence else 0\n",
" avg_arousal = np.mean(arousal) if arousal else 0\n",
" avg_dominance = np.mean(dominance) if dominance else 0\n",
"\n",
" return [avg_valence, avg_arousal, avg_dominance]\n",
"\n",
"def dominance_prevail(dependency_tree):\n",
" dominant_words = 0 \n",
" for token, lemma, dep, head, ancestors, subtree, children in dependency_tree:\n",
" if lemma in vad_dict:\n",
" if vad_dict[lemma]['Domination'] >= 0.75:\n",
" dominant_words += 1\n",
" return dominant_words\n",
"\n",
"def arousal_prevail(dependency_tree):\n",
" arousal_words = 0 \n",
" for token, lemma, dep, head, ancestors, subtree, children in dependency_tree:\n",
" if lemma in vad_dict:\n",
" if vad_dict[lemma]['Arousal'] >= 0.75:\n",
" arousal_words += 1\n",
" return arousal_words\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "828fb57a-e152-42ef-9c60-660648898532",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_71526/2150736954.py:2: 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",
" comment_phab_df['avg_vad_scores'] = comment_phab_df['dependency_tree'].apply(vad_scoring)\n",
"/tmp/ipykernel_71526/2150736954.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",
" comment_phab_df['dominant_wc'] = comment_phab_df['dependency_tree'].apply(dominance_prevail)\n",
"/tmp/ipykernel_71526/2150736954.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",
" comment_phab_df['arousal_wc'] = comment_phab_df['dependency_tree'].apply(arousal_prevail)\n"
]
}
],
"source": [
"#establishing per-comment VAD scores \n",
"comment_phab_df['avg_vad_scores'] = comment_phab_df['dependency_tree'].apply(vad_scoring)\n",
"comment_phab_df['dominant_wc'] = comment_phab_df['dependency_tree'].apply(dominance_prevail)\n",
"comment_phab_df['arousal_wc'] = comment_phab_df['dependency_tree'].apply(arousal_prevail)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "27e47f6f-0257-4b70-b222-e91ef888c900",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_71526/335308388.py:1: 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",
" 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",
"/tmp/ipykernel_71526/335308388.py:1: 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",
" 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",
"/tmp/ipykernel_71526/335308388.py:1: 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",
" 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"
]
}
],
"source": [
"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",
"comment_phab_df = comment_phab_df.drop(columns=['avg_vad_scores'])"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "184ccbe6-0a7a-41b8-9b02-bc439ff975d0",
"metadata": {},
"outputs": [],
"source": [
"# expand the dependency parser \n",
"\n",
"pattern = r'\\b(ve|VE|visualeditor|VisualEditor)\\b'\n",
"#pattern = r'\\b(WMF|Foundation)\\b'\n",
"#pattern = r'\\b(bots|scripts|gadgets)\\b'\n",
"\n",
"dependency_relations = []\n",
"resolved_dependency_relations = []\n",
"\n",
"for index, row in comment_phab_df.iterrows():\n",
" text = row['text']\n",
" timestamp = row['timestamp']\n",
" comment_id = row['id']\n",
" conversation_id = row['conversation_id']\n",
" WMFaffil = row['meta.affil']\n",
" \n",
" for token, lemma, dep, head, ancestors, subtree, children in row['dependency_tree']:\n",
" if re.search(pattern, token, re.IGNORECASE):\n",
" dependency_relations.append({\n",
" 'comment_id': comment_id,\n",
" 'timestamp': timestamp,\n",
" 'wmfAffil':WMFaffil,\n",
" 'token': token,\n",
" 'dependency': dep,\n",
" 'head': head,\n",
" 'depth': len(list(ancestors)), \n",
" 'children': len(list(children)) \n",
" })\n",
" for token, lemma, dep, head, ancestors, subtree, children in row['resolved_dependency_tree']:\n",
" if re.search(pattern, token, re.IGNORECASE):\n",
" resolved_dependency_relations.append({\n",
" 'comment_id': comment_id,\n",
" 'timestamp': timestamp,\n",
" 'wmfAffil':WMFaffil,\n",
" 'token': token,\n",
" 'dependency': dep,\n",
" 'head': head,\n",
" 'depth': len(list(ancestors)), \n",
" 'children': len(list(children)) \n",
" })\n",
"\n",
"resolved_dependency_relations_df = pd.DataFrame(resolved_dependency_relations) \n",
"dependency_relations_df = pd.DataFrame(dependency_relations)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"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": {
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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": 26,
"id": "b7cfad77-d48a-4708-91f3-89ae1179b90c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1333.5x1000 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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daQoODJDV4rNp5wEAgB9Zz2enr776Sr169VKjRo3UqFEj3XjjjVqzZo2vYwMAQA5Xqoxx+juMIjuV/Yu2H3rVK+EYYItQo5qDVKdKd1ksNj9GBwBlWd7cvebcVQEAQJlX7KTjO++8ox49eigsLEyjR4/W6NGjFRoaqu7du2vBggUlESMAoJKyO9Pkcuf4O4wiMcalAye/1K4j8+V0pXvKo0KaqHnsvYoMaejH6ACgfDDGWe56twMAgIJZTDG/SmzevLnuuece3X///V7lzz//vN544w1t27bNpwH6WlpamqKjo5WamqqoKCarBoCyyuXOlt2Z6u8wiiTHeUJ7jn6gTPt+T5lFNtWp8lfViOyQb0VWmzW0TC+YQFsJoDS53DmyO096lQXaohRgC/VPQAAAwCeK3dPxl19+Ua9evfKV33jjjfkWmQEA4Hy4jVN2Z5q/wyiSExk/afvBf3slHIMDqqlJ7F2qGXVlvoQjAODcHK5Tcrnt/g4DAABcgGLP0hwXF6eVK1eqUaNGXuVffvml4uLifBYYAKByMsb80cOxbM/p5XLb9duJT3Us43uv8qrhrVQv5nrZrMF+igwAKgIju/OkggNjZLUE+jsYAABwHoqddHzggQc0evRoJSUlqVOnTpKktWvXat68eZo1a5bPAwQAVC4OV1qZXzgm035Ie46+rxznUU+Z1RKkuKp/U9XwFn6MDAAqktzEY1BAVVlZhAsAgHKn2EnHe++9V7GxsZo+fbr+85//SMqd53Hx4sXq3bu3zwMEAFQeTleWXO5sf4dRKGOMjqZv0G8nPpeRy1MeFlRX8dX7KTigqh+jA4CKxxh3bo/HgBhZLMWeGQoAAPhRsReSKe+YHB8Ayia3cSjHcUJldVi105Wpvcc/UmpWsld5zajOqhN9jSzF6IXDQjKA/zldbgXYSGKVBQUtJHMmqyVQQQFVSDwCAFCOFLnVPnHihF588UWlpeWf2D81NbXQbQAAnEtuT5Y0ldWE46nsPdp+6FWvhGOANUIX17hDdav8tVgJRwBlg9tllJVdtqdywJ/cxiG7K02VrL8EAADlWpGTji+99JJWr15dYI+H6OhorVmzRi+++KJPgwMAVA4O16kyOY+jMS4dPPk/7ToyTw7XKU95ZEgjNas9XFGhF/sxOgAXKjPL4e8QUAxud44cLjo5AABQXhQ56fjBBx9o+PDhhW7/+9//rvfff98nQQEAKg+nK7NMzuNod57UziPzdChttafMIqvqVLlWF9cYqEBbhB+jA+ALmVkOes6VMy539h894wEAQFlX5IVkUlJS1Lhx40K3N27cWCkpKT4JCgBQObjdDjlc6f4OI5+TmVu199jHcpk/k6HBAVUVX62fwoLr+jEyAL7kdhtl57gUGlLstRXhRy53luxOlem5cQEAQDGSjjabTQcOHFD9+vUL3H7gwAFZrUzsDAAoGmPcsrtSVZbmcXS77dp/8jMdS9/sVR4T1kJxVXvKZg32U2QASkpmloOkYzmUm3g0CrRFyWKx+DscAABQgCJnCVu3bq2lS5cWun3JkiVq3bp1sQN4+eWXFR8fr5CQEHXo0EEbNmw4a/2ZM2eqadOmCg0NVVxcnO6//35lZ5e9YXkAgLNzuNJkjMvfYXhk2Q8r+fAbXglHqyVIDar1VXz1m0g4AhUUQ6zLr9yh1idkjNvfoQAAgAIU+WvdkSNH6tZbb1W9evV07733ymbLXanT5XLplVde0YwZM7RgwYJinXzx4sUaN26c/v3vf6tDhw6aOXOmEhISlJycrJo1a+arv2DBAj366KOaM2eOOnXqpB07dmjIkCGyWCx6/vnni3VuAID/OF0Zcrlz/B2GJMkYo6Ppm/Tbyc+8FrMJDaqt+Go3KySwmh+jA1DS3G6j7GynQkMD/R0KzoPbOJTjPK7ggBhZLDZ/hwMAAE5jMcX4avcf//iHpk6dqsjISDVs2FCS9Msvvyg9PV0PPfSQnnnmmWKdvEOHDmrXrp1eeuklSZLb7VZcXJxGjRqlRx99NF/9kSNHatu2bVq5cqWn7IEHHtD69ev19ddfF+mcaWlpio6OVmpqaoErcQMASpbb7VCO84TKwrBqpytTe49/rNSs7V7lNSM7qXaVa2S1lMyQS5s1tEzPRUZbicrAbnfp4JHcOWXDQgNVo1qYnyOqvFzuHNmdJy/oGBZLwB+JR6Z7AgCgrCjWp6mnnnpKvXv31rvvvqtdu3bJGKMuXbpo4MCBat++fbFObLfbtXnzZo0fP95TZrVa1aNHD61bt67AfTp16qR33nlHGzZsUPv27fXLL79o+fLluuOOOwo9T05OjnJy/uxNk5bGancA4C+58zieVFlIOKZn/6o9xz6Qw/VnuxBgDVODan0VFVr4wmkVEW0lKrusbKeMMcwNWI4Z41SO87iCAqqU2BdGAACgeIrdIrdv377YCcaCHD16VC6XS7Vq1fIqr1WrlrZv317gPgMHDtTRo0f1l7/8RcYYOZ1ODR8+XI899lih55k6daomT558wfECqBgcTrcCA+gF4Q/GGNldqX6fe8sYtw6lrdah1K90evIzMqShGlTrq0BbpP+C8xPaSlR2xhhlZjkUHhbk71BwAYxxKceRm3i0WflZAgDgb+Xqk3diYqKefvppvfLKK/ruu+/04Ycf6pNPPtGUKVMK3Wf8+PFKTU31PPbt21eKEQMoSxxOt3JynOeuiBLhcKXJ7bb7NQa7M1W7jrylQ6mJ+jPhaFWdKj10cY3/q5QJR4m2EpCk9AyHv0OATxjZnSfl8nN7AwAAzqOno69Ur15dNptNhw8f9io/fPiwYmNjC9zniSee0B133KG77rpLknT55ZcrIyND99xzj/7xj3/Ias2fQw0ODlZwMCuOApAyMx2y2Rg65w8OV4Zc7my/xnAyc5v2Hv/IK46ggBjFV+un8OB6fozM/2grASk7x0lv+AojN/EYHFiVodYAAPiR395VBQUF6YorrvBaFMbtdmvlypXq2LFjgftkZmbmSyzmraJdjPVwAFRSGVn0evAHlztHTle6387vdju07/gn2n10sVfCMSbscjWL/XulTzgC+FNGJu2EJLlc/p0GwzdyE4/+ntIDAIDKzK9f/Y0bN06DBw9W27Zt1b59e82cOVMZGRkaOnSoJGnQoEGqW7eupk6dKknq1auXnn/+ebVu3VodOnTQrl279MQTT6hXr16e5CMAFMThdMvh4INHaXMbl+zOVL+dP8txRHuOvq9sxxFPmdUSqHoxPVU1vCWLRgDwkp5hV5WoEH+H4XcOl1NWa2C5/xtpjEt250kFBcSU+2sBAKA88mvSccCAAfr99981YcIEHTp0SK1atdKKFSs8i8vs3bvXq2fj448/LovFoscff1y//fabatSooV69eumpp57y1yUAKCfSM+i9UtqMccvuPCl/rFRtjNGxjO+0/8SnMubPeTxDA2MVX/1mhQRWL/WYAJR9LpdRVrZToSGVe0iuMZLT5VJgQPl/HdzGIYcrTUEB0f4OBQCASsdiijAuuXXr1kX+dvC777674KBKUlpamqKjo5WamqqoqCh/hwOglOw/mCaXy6haTKgiwlnRsqQZY2R3npDblP7CDE53lvYd+69OZm31Kq8ReaXqVOlRJub3sllDFRRQdtsg2kpUBna7SweP5J/6ISw0UDWqhfkhorIjK8cuY4zCQkpnrleXO+ePL6lKTln/uwsAQEVUpE9effr08fw/Oztbr7zyii655BLP3Ivffvutfv75Z913330lEiQAXIjMLIdcLuZ9LU0O1ym/JBzTc/bq16MfyO76c0h3gDVM9av1UXRok1KPB0D5k5XlkMvlls1WuReUcbickirOAlMud5bsTpF4BACgFBUp6Thx4kTP/++66y6NHj1aU6ZMyVdn3759vo0OAHyAodWly+nKksudVarnNMatw2lf62DqKp0+nDsi+CLFV+urQD5kAigio9wvqyIjKk7C7Xw4nC5/h+BzLneWHC6bAm3h/g4FAIBKodhjzN577z1t2rQpX/n//d//qW3btpozZ45PAgMAX3A43crKdp67Inwid+6sU6V6TrszTb8e+1DpOXtOK7WodvQ1qhXVWRZL5e6tBKD4TmXYSTq6Kl7SUZKcrnRZZFGArXIPoQcAoDQUO+kYGhqqtWvXqnHjxl7la9euVUgIq/0BKFvo5Vh6cheOSVVpLhyTmpmsX48v9epZGWSrovjq/RQeHFdqcQCoWBwOt+x2l4KCbP4OxW/cbrdcbrds1or3xY3DdUpGbgXaIvwdCgAAFVqxk45jx47Vvffeq++++07t27eXJK1fv15z5szRE0884fMAAeBCZGSSdCwNxhjZXakypnR6xriNQwdOfKnf09d7lVcJu1RxVf+mAGtoqcQBoOJKz7CralDl/lvicLpkC6p4SUdJcroyZIxTgbboIi+YCQAAiqfYScdHH31UDRs21KxZs/TOO+9Ikpo3b665c+eqf//+Pg8QAM5XFgvIlBqH65Tc7tJJ8GY7fteeo+8ry3HYU2axBCgu5gZVDW/Nh0cAPpGe6VBMlZBK/TfF4XIqRIH+DqPEuNw5MkpVcEAVf4cCAECFVKyko9Pp1NNPP60777yTBCOAMo+5HEuHw5VeKgvHGGN0PON77T/xqdfK2CGBtXRR9ZsVElijxGMAUHkYY5SZ5VB4WJC/Q/GbiriYzJnc7hw5XOkMtQYAoAQUa7xEQECAnnvuOTmdfJAHUPYVlnS0O/gb5itOV6acrowSP4/Lna09xz7Q3uMfeyUcq0e0V9PYu0g4AigR6RmOc1eqwJwVdDGZMzldGXK5s/0dBgAAFU6xh1d3795dX331leLj40sgHADwDYfTLafLXeC2HKdDQYHF/vOHM7jc2aWyUnVGzn7tOfq+7K6TnjKbNVQNqvZWdFizEj8/gMorO8cph9OtwICKOa/huVTUFawLYnemKTjAJqu14g4nBwCgtBX7U/f111+vRx99VD/++KOuuOIKhYeHe22/8cYbfRYcAJyvsy0g43a75XS5FGCrvKuSXii3ccjuTCvRcxjj1uG0tTqYukrSnwnkiOAGalDtJgUFRJfo+QFAym1PqkSF+DsM/zBGDqdLgQGVob00ynGeUIAtjKHWAAD4SLGTjvfdd58k6fnnn8+3zWKxyFWJvhEFUHalZ5x9URO7w0nS8TwZ45bdeVJSyS3S43Cd0p6jHyo9Z/dppRbFRndRbNTVslgqZ68jAKUvPaMSJx2VO8S6ciQdJcl4pgwh8QgAwIUrdtLR7S54uCIAlBUZmfZzrlqd7XAoLCS4lCKqOIxxK8d5QsaUXFuQmrVTe48tkdOd6SkLtEUrvno/RQTXL7HzAkBBXC6jrGynQkMq57QclWVex9M5XRmyyKIAW/i5KwMAgEJVzndPACq0tPSz93KUJAcLYhWbMS7lOE/KmJJ57dzGqQMnV+r3U+u8yquENldctRsVYA0tkfMCwLmkZ9grbdKxMs3reDqHK12yWGl7AAC4AOc1Pu2rr75Sr1691KhRIzVq1Eg33nij1qxZ4+vYAKDYcuxO2e3n/oDkdLnkdpfc8GBJMsaU+DlKi9u4/ujhWDIJx2zHUe04NNsr4WixBCgu5m+Kr96fD30A/CoryyFXIYuTVXSVsadjHoczzTPcGgAAFF+xk47vvPOOevToobCwMI0ePVqjR49WaGiounfvrgULFpREjABQZGmnzt3LMY+9hHs7Ol0umRKc97C0uI1TdudxGeP7D57GGB1LT1LyodeU5TjoKQ8JrKmmte5R9ci2slgsPj8vABSHkZSZ5fB3GH5RmZOOUm6PRxKPAACcH4sxplifiJs3b6577rlH999/v1f5888/rzfeeEPbtm3zaYC+lpaWpujoaKWmpioqKsrf4QDwIYfTrQOHTp21TrWYULnkUHpWtiLDQhUVFlZi8WRkZyskKEg2a/ld9OTPORx9n6B1ubO17/gnOpH5o1d59Yi2qlslQVZroM/PWVbYrKEKCii7bRBtJSoDu92lg0fSi1w/MNCqOrUiSzCisiMrx67jp/5sT2OrxpRoW+Zy5/yxQFnZFWiLUoCNXvcAABRHsd89/PLLL+rVq1e+8htvvFG7d+8uYA8AKB3p6TnFqp/jKNmejtn28t8rxuE6VSIJx4yc37T90GteCUebNUQXVR+guKp/q9AJRwDlk8PhLtL0HRVRZe/tKEkOV5qcrix/hwEAQLlS7KRjXFycVq5cma/8yy+/VFxcnE+CAoDicruNTmUUL8lndzjkcJbcB6mSHr5dkowxsjtT5XJn+/i4bh1OW6sdh2fL7jzhKQ8Prq9mscNVJay5T88HAL6UnlH0KTwqEpKOuRyuU3K5K+c9AADA+Sj2MnwPPPCARo8eraSkJHXq1EmStHbtWs2bN0+zZs3yeYAAUBQZWQ4Vc7YISVKWPUeBAb4fYu1yu+V2l89FB4xxy+48KbfxbU9Nhytdvx5bolPZKaeVWhQbdbVio6+WxWLz6fkAwNcyshyKqRJS6eaaJemYx8jhSpXVUpU2CwCAIih20vHee+9VbGyspk+frv/85z+Scud5XLx4sXr37u3zAAGgKM6390lWjr1E5nUsyR6UJSl30ZhUnw+pTsvapV+PLZHT/edk/IG2SDWo1k+RIfE+PRcAlBS32ygr26mw0Mo1BYSzkq7cXZDcL+ZSFRxY1d+hAABQ5hU56Th37lxdc801atCggfr27au+ffuWZFwAUGQOh+u859lyulxyudyy2Xw7Qb6jHA6tzp3IP1Xy4YrbbuPUwZP/05FT33iVR4c2Vf2qvRVgK7mFfACgJFTOpGP5/CKtpLiNQ3ZnWpleEAwAgLKgyEnH++67T3a7XQ0aNFC3bt10zTXXqFu3bqpTp05JxgcA55SRdWHDgO1Op0JtQT6KJldOOUs6Ol2ZcrjOvvJ3ceU4jmvPsfeVaT/gKbPIproxCaoe0a7SDU8EUDFkZjlULaZyrWLsdLlkjOHv9mlc7iw5XFYF2iL8HQoAAGVWkZOOJ0+e1DfffKOvvvpKq1at0oIFC2S329WoUSN169ZN3bp1U9euXVWrVq2SjBcA8sn0RdIx2LdJx/LS09EYtxyudLncvl2R83jGD9p3fJnc5s9h7yEB1RVf/WaFBsX69FwAUJryhliHhhR7lqJyzelyKTCgcl3zuThdGTLGpUBbFAlZAAAKUOR3DsHBwZ7k4qRJk5Sdna1169Zp1apVSkxM1FtvvSWHwyFnOfmgDaBicDjdcjgubK6pHIdvF0xxucrHIjJOV4Ycrgz5cji1y52j/SeW63jGFq/yauFtVC/mOlmtvk3uAoA/pGfYK13S0e50knQsgMudLSOjIFs0iUcAAM5w3u8crFarrFarLBaLLBaLjDGqX7++L2MDgHPKusBejlJur0SHDz9M2cv4ly9u45TDmebz1akz7Qe05+j7ynEe95TZLMGKq9pLMeGX+fRcAOBPWVkOOV1uBfh4PuCyLMfhVHiIv6Mom9zuHDmUqqCAKv4OBQCAMqXIn7Dtdru+/fZbJSYm6n//+5/Wr1+vBg0a6Oqrr9bdBGaulQAAbZ9JREFUd9+td955R3FxcSUZKwDkcyr9/FatPlOW3V7hk47GGDndmXL6uHejMUa/n/pWB05+IaM/e3iGB9VTg+r9FBwQ47NzAUBZYCSdOpWjmCqVZ25HX48KqGjyFmMLtEXKYqk8yWgAAM6myJ+wo6OjVbNmTfXq1UsjRozQokWLFBvLvFwA/Ccj0y6nyzfDmHMcvksUOsrgKp8ut10O1ykZ49uEqMOVob3Hliote6dXea2oq1Q7uqssFptPzwcAZcWpDIeiIoNlqyS9Hd1utxxOlwID+LteGJc7W25jV6AtWjamEwEAoOhJx5YtW+r777/X6tWrPUOru3btqmrVqpVkfABQqDQf9XKUcnsnut1GVuuFz8fkLENJR2OM/r+9+46zojr/B/6ZcnvbxhZgKaKCdAJKLyoCdqyIxh6/xqhRiYliQ2LvxhLzkxg1RVCJoCYBC4IUUVRQpIgUKcL2dvf2e2fm98fCxQsL2+b2z/v12pfeM3PnPrPs7pl55pznhJVG3ReKAYDGwA7srH4HEdUTbTNIDnTPPx8Oc0/dP4+IKJVomoZGbwg5zuyZcxyKhJl0bIGmqQhF6iBLdhgkW7LDISIiSqpWP5r9/PPPUVNTg8cffxwWiwWPP/44SkpK0L9/f9x00014++23UVlZGc9YiYiiQiEFoZCOyT1NQyjS8aljqqpBSZGko6opCEZqdU84apqCffUfY1vl32MSjk7z8ehT/GsmHIkoazR6QtA0/cpVpDo9ZwVkuojiQSjSAE1L/YXliIiI4qVNBczsdjumTJmCKVOmAAAaGxuxYsUKfPTRR7juuuvg8Xi4ejURJYRXhwVkDuULhmA2dmw6VKrUc4yofoQjjdCzdiMABCN12Fk9H77Q3mibAAmdc09DJ/twrtx5VAIEQYIoSJBEU7KDISIdqKqGQCACi8WQ7FASgnUd2+bAdGtBMACaClE0wiDZkx0WERFRwrRr1QRVVfHll19i2bJlWLp0KVatWgWv14vu3bvrHR8RUbN8Pv1vfPyhECKKAllq/9SxcJKTjooaQkT1QlX1m3p+QJ13A3bXvg9VC0bbTHI+ehRcCKuxRPfPS2eCIEIQDBAFGaIgQ9j/XyLKPF5/OGuSjqqqQlFVSGJ21LHUg6ap0Pb3m6oSBqDBIDmSGxQREVGCtPoOaM2aNVi2bBmWLVuGlStXwuPxoGvXrpgwYQKee+45nHzyyejRo0ccQyUiahIKKbotIBND0+DxB5Bjb38NpkCSRoFEFD8iqheapv/UbkUN4ae6Raj1rotpz7MNRtfcM7K+WL4giBAFw/7EomF/kpE1z4iyhc+vX03gdBBRFCYdOyCi+AAAsmjn7AAiIsp4rU46jhgxAsXFxTj55JPx9NNP4+STT0avXr3iGRsRUbPiMbX6gI4kDTVNS/j0ak1TEFY8UNRAXI7vC5VhZ/V8BCM10TZRMKE07yzk2QbE5TNTmRAzcvFAgpE330TZTNM0+Pxh2G3Z8QAmoigwGbJjZGe8RBQfFDUEWTRDEq1MPhIRUcZqddJx8+bN6N27dzxjISJqkaZp8Pr0nzp8gKIoUBQVktT2RFJEUYAELSgQz1WpDxy/2rMGe+s+hIaDoyetxi7oUXABTHJeXD43dRyovyj/bBQjE4xE1LzsSjrqO9PAH6pApXs18myDIEtWXY+dyjQtgrDiQUQNwCi7WIKDiIgyUqt7NyYciSgVeH1hKEp8E3vBSBhWqe0LfcR7lKOqKVC1EFQ1BFULxW1FzIjixa7ad+H2/xDTXugcjc6uUzJq6vBhtRch7W/LnHMkovgLBCLtfmCVbiKKvmU89tZ9iMrGz1DW8Any7UNR6BgFo+zU9TNSmaZFEIrUwSjnMvFIREQZhz0bEaUNTdPQ4A62vGMHhcIRWE1tTzqGI/rXU9Q0FRHVB0X1xy3J+HONgR+xq+YdhJXGaJss2tE9/zw4LeleUqNp9KIkGiEKRtZeJCLdaGh6KOZ0ZP7K9HomHYPhWlQ1fg4AULUwqho/R3XjGuTZBqPIORomQ75un5XKNE1FMFwDQZAhS1bIoiXZIREREemCSUciShs+fzg+C8gcor0jFsM63oipWhgRxb+/VmP8p2xrmoKyhk9R4V4e0+40H4tu+VNhkOxxj0FfAkTRGLN6dNMoRtbNIqL48HhDWZN01GsFa0m0oDTvLOyrX4KI6gUAaFBR412LGu865Fj7odg5BhZjcYc/Kx1oWgThiBthNEIUZBhkJ0c/EhFRWmMvRkRpw+NNzMrQ4UikzTdUei0io6gBRBQfVC1xq2CHIvXYWf1veEN7om0CRHTOmYhOjhFpVMdQgCSaIYnm/XUYmWAkosQJR1T4/WFYLJm/yEo4EoFk7HgNS1myoGve6Sh0jkZZ/SeobFyNsOLev1VDvW8D6n0b4DQfhyLXWNhN3Tr8melBg6qFEQzXwiDZs6rWJdB0TaUhEi15QkRE6YtJRyJKCxFFRSCYuJWh/cEQ7BZzq/dv7yIymqZC1cJQ1EBc6zQeSZ1vI/bUvA9FO7j6tUnOQ4+CC2E1dk5oLO0hCCJk0QZJNAEQmWgkoqRq9IayIukYikRg1iHpeIAkmlDoHIkCx4mo865HhXslgpHa6HZ3YCvcga2wm7qjyDkWDnOvLPl737RoXET1QxbNkCVbsgPSlaZpODibQwCgQlFDiKheaJoCk5zHpCMRUZprVdJxxowZrT7g008/3e5giIiOxJugUY4H+ILBNiUdg+HWJ0Q1TWka0agGoGmJS6T+nKqG8FP9B6jxfB3TnmcbhK65Z+xP4qUuQZAhixZIoiVLbjyJKB34AxFEFBVyhi8oE4pDDWMAEAUZ+fZfIM82GPW+Tahwr4Q/XB7d7gnugqdqFyzGEhQ7x8Jl6ZMVSakDK12rWhiyZIMopG9iW9UiUNQglCReAxERUeK0Kum4bt26Vh2MN35EFC9efyihnxeORBCOKDDIrVtoJBA6enyapkFR/ftHNCY2gXoof6gCO2vmIxCuiraJghGleWcizzYoiZEdiRCtyyiKBoj7V5smIkpFjZ4Qcl2tf2iVjvRewfpQgiAi19YfOdZ+aAxsQ7l7BbzB3dHt/lAZfqx+Cya5AEXO0cizDcyKhcGaknVBCIIIQZABCJAEw/4HcKmVfNU0BYoW2j8LRIOqKVC1MBONRERZplV3bUuXLo13HETURo3eEBw2/aY2pbJwWEE4nNhpxwDgCwbgkls3lelI9Rw1rWlqlKKGkn6hrWkaqj1fYm/dB9Bw8IbRauyMHvkXpNAqoU2LwEiCAaJoYoKRiNKKxxtCjtOU0Q/jFUWBpmlxP0dBEOC0HAen5Th4ArtQ4V4Bd2BbdHswUo3dte+irGEZipyjkG8bAlHM/GsjTVOhaU0PO1UEEVY8EAUDDJIDotj6UZCKGoSqRSAJxuj7VC0CVQ1CgwpRMEE65PupagpUNYiI6oemKRAEqekLIkRBAiBGy8YkYiE8IiJKbbyTI0pTfn8YsihkRe0orz85IwN9wRBctpaTjg1e7/66RM3REFF8+gbWDhHFh92176HB/31Me6FjJEpyTk2BxJ4AQZAgiSbIojXlRmwQEbWWqmrw+sKwZ/iDwYiiwCAnru+wm7vDbu4OX6gMFe4VqPdtim4LKw34qW4Ryhs+RSfHSHRynAhJzOzRpodStTCCkVrIkg2yaItJCGuaCkX1QxSNECBBUYOIqL7ow9AIAFEwQIN2yANSX9MsA0GGpilQtQgOTSRqWiT6nviOfyUionTUriuFr776Cm+99RZ2796N0CFTCt955502HevFF1/EE088gfLycgwaNAjPP/88TjrppCPuX19fj7vvvhvvvPMOamtr0b17dzz77LM444wz2nMqRGmtzh3IiqSjz5ecpKOqqghHIi3eVPlDyZ0u3RJPYBd21vz7ZyuCArJoQ/f8qXBajkt4PIIg7h89Ydpfl0rI6BFBRJR9siHp2FSCJPEPrKzGEvQsuBiBcDUq3CtR610PoGk2RET1oaxhCSrcK9HJcSI6OUbAINkTHmMyRRQvFDUAg2SHIMhQ1TAiqqdpoToFaFqw5fAHpUcq/aJpESicEk1ERO3U5qEk8+bNw6hRo7B582YsWLAA4XAYGzduxCeffAKXy9WmY7355puYMWMGZs2ahbVr12LQoEGYPHkyKisrm90/FArhtNNOw86dOzF//nxs2bIFc+bMQZcuXdp6GkQZIRxW4fEmttZhogVDEYQjiZ9afYC/hVqNiqJCiXNtq/bSNAVlDcuwtfK1mISjw9wLfUp+ncCEowBJNMEgOWEy5MNs6ASj7IQkmvbXpWLCkYgySzAYgaIkr+9KhLCS3ESU2VCA7vlT0a/zLejkGL6/xmETVQuiwr0SG/c9iz21/0MoUp+8QJNA0xSEIg0IhmsQVtxNCceDW5MWFxERZR9BO/KcwGYNHDgQ119/PW688UY4HA58++236NmzJ66//nqUlJRg9uzZrT7W8OHDceKJJ+KFF14A0DSqqLS0FDfffDPuvPPOw/b/y1/+gieeeALff/89DIb2je5yu91wuVxoaGiA0+ls1zGIUkFltRf+QASiKKBLsQOimJmJm5o6v66J1fxcCxSE4fEHWrW/IAgozs094vc3EAqhxt14xPcX5boQVmraFWtHhCIN2Fnz75jC+4CIzjmnotAxMiHTl0XRBINogyDITCymGfaVlA1CIQVllZ64HT8v15K2tZf9wRBqG4/ctwGAyWBAgUufvw+KGuxwYjCseFHV+DmqG9dA0YKHbBWRZxuIIudomA2dOvQ5lDgmOa9NNSqJiCj1tPmuc/v27TjzzDMBAEajEV6vF4Ig4LbbbsPLL7/c6uOEQiF8/fXXmDhx4sFgRBETJ07E6tWrm33Pe++9h5EjR+LGG29EUVER+vfvj4cffvioo4yCwSDcbnfMF1EmUVUNtfX+ZIcRFwfqYiWTpmnwBo+coAxHUm+UY71vM74vfykm4WiUc3F80TUoco6OY8KxaQEYWbLDZMiHSc6BKBqYcEwD7CuJ9Jes0iCJcqQF1JLFINnQOedU9OtyG0pcp0IWf16TWUWt9xtsLnsRP1a9CV9oX9LiJCIiyiZtvvPMzc1F4/4nn126dMGGDRsANNVa9Plav1hCdXU1FEVBUVFRTHtRURHKy8ubfc+OHTswf/58KIqC//3vf7j33nvx1FNP4cEHHzzi5zzyyCNwuVzRr9LS0lbHSJQuvL4w3I2HPtVPf15/+CgLtCSOL3Dk721L068TSVXD2FP7H/xY/eb+VSOb5FoHoE/x9bCZusbhUwXIkhUmQx4sxkKY5FwYJFsKLExDbcG+kkh/gWByy4PEm6ZpiKRgeRFJNKPYNRb9Ot+KrrlnwCjFln+q92/GlvKXsa3yH/AEdqbEdQYREVGmanPScdy4cfjoo48AABdddBFuueUWXHfddZg+fTpOPfVU3QP8OVVVUVhYiJdffhlDhw7FtGnTcPfdd+Mvf/nLEd8zc+ZMNDQ0RL/27NkT1xiJkqWuIQB/klZ5jpdUqVcZUZRmE4/hiIJwioz08IcqsaViDqo9X0XbRMGAbnlT0aPgAt1X8RQEEbJkg9lQAIPk2L8gDKUr9pVE8ZEq/Vi8pOJo/wNE0YBOjpPQt/Nv0S1vKsxyQcz2xsB2bK18DVsr/4YG/w9MPhIREcVBm4eivPDCCwgEmkbQ3H333TAYDPjss89wwQUX4J577mn1cQoKCiBJEioqKmLaKyoqUFxc3Ox7SkpKYDAYIElStO2EE05AeXk5QqEQjMbD6+aYTCaYTKZWx0WUzqpq/SgpFGEwSC3vnOKCoQhCodS5mXH7/QgrEbhsB6dr+UPJH12qaRpqvF/jp7rF0H62uqTFUIweBRfCbCg4yrvbo2lkoyxaE1IXkhKDfSVRfHh9IeQ4TRlbZiKsRGBBatetFAQJ+fbByLMNRIP/e1S4V8ZMr/YG92BH1RuwGIpQ5ByDHGs/9m9EREQ6aXPSMS8vL/r/oig2u+BLaxiNRgwdOhRLlizB1KlTATSNZFyyZAluuummZt8zevRovPHGG1BVFaLYdDHwww8/oKSkpNmEI1G20TQNldU+FBfaIEnpfcHc6Emt0SGKosDjVyCJEuwWMzRNgy+Y3Bgjqh97at5HvX9TTHsnxwh0zpmo+xRnUTTCKDkhCOmf1CYiSgRF0eAPRGC1ZOZo8FA4NUb7t4YgiMix9oXLcgIaAztQ4V4BT3BndLs/XIGdNf+GqWEpCp2jkWcbxFIhREREHdTmrMTatWvx3XffRV+/++67mDp1Ku666y6E2ljbbMaMGZgzZw5ef/11bN68GTfccAO8Xi+uvvpqAMAVV1yBmTNnRve/4YYbUFtbi1tuuQU//PAD/vvf/+Lhhx/GjTfe2NbTIMpYEUVFda0/racJhSNqyhbgb/B6Ue1uRGV9w1EXsYo3T3A3vi/7S0zCURatOKbTpeiaO0XXGyVBkGGUXTDJuUw4EhG1USZPsU61xWRaQxAEOC29cFzRVTi+6Fo4LcfHbA9GarGn9n1s2vcnVLpXQ1Ez99+PiIgo3tp8V3r99dfjzjvvxIABA7Bjxw5MmzYN559/Pt5++234fD48++yzrT7WtGnTUFVVhfvuuw/l5eUYPHgwFi9eHF1cZvfu3dERjQBQWlqKDz74ALfddhsGDhyILl264JZbbsEdd9zR1tMgymiBYAQebwgOe3pOl6xvCCCVU6bBJC4eo2kqKtwrUdawFPjZd8lu6okeBefDIDl0+yxBECGLdsiSRbdjEhFlG38ggoiiQk7zGQjN0TQN4UgEBjk9RwTaTKXo1elS+EMVqHCvRJ1vAw70rWGlEXvrP0C5ezk6OYajk2M4ZJH9IRERUVsIWhuHQ7lcLqxduxa9evXCY489hk8++QQffPABVq1ahUsuuSTli8+73W64XC40NDTA6XQmOxyidqus9sIfOPIIA0kS0LnIAVFMrzpSfn8YlTW+uB0/P9cCBWF4/IGWd9ZBUa4LYaVGl2OFIm7sqnknZjoYIKDEdQqKnKN1q0HVlGy0QhKtGVuHjI6OfSVlg1BIQVmlJyGfleM0w+VMnweB/mAItY2NrdrXZbPBbunYYmWKGkQoUt+hY+ghGK5FReMq1Hq+gYbY2QyiYESBfRgKnSN1fcBHR2aS8yCKmVmagIgoW7T5saSmaVBVFQDw8ccf46yzzgLQNAqxurpa3+iIqN0URUNNnR+d8q3JDqVN6huTvzhLKmrwbcGu2oVQVH+0zSjloEfBBbCZSnX7HEk0wyA5WESfiEhHXl8orZKObREMhzucdEwVJkMeuuWdjRLneFQ0rkaN5yuoWlO5F1ULobLxM1Q1foF8+xAUOkfBJOe1cEQiIqLs1uak47Bhw/Dggw9i4sSJ+PTTT/HSSy8BAH788cfotGgiSg0+fxiNnmDaTLP2B1JrxepUoGph7Kv7CFWeNTHtOdZ+KM07S7epXoIgwyA5IIlclIuISG/hiIpAMAKzKT2nIR9NIByGpmkZNTLeIDvRNXcyip1jUdX4Bao8X0BRm2ZIaFBQ7fkK1Z6vkWvtjyLnWFiMhUmOmIiIKDW1+crn2WefxWWXXYaFCxfi7rvvxrHHHgsAmD9/PkaNGqV7gETUMXX1ARiNEkzG1L/RafRwlOPPBcJV2Fk9H/5wRbRNEGSU5p6BPNsQXW7wBEGELNlZp4qIKM483lBGJh2haQhFIjAZMm8arCxZUZJzMgqdo1Dt+RqVjZ8hohyYkq+hzvcd6nzfwWXpjSLnWNhMXZMaLxERUappc03HIwkEApAkCYYUv+BgnSrKFC3VdPw5WRJRUmRP6fqOiaqtlQ41HTVNQ613HX6qWxSd1gUAZkMRehZcCLOhky6xyZIVsmjPqNEppA/2lZQNElnTEQAEAF07O1O6Lz6gLTUdAcBptcJhbf/Dq1Sp6dgSVYug1vMNKhpXIRSpO2y73dQTxa6xsJt6sm/VAWs6EhGlP90et5rNmVHLhSgTRRQVtfV+FOSlbn3HBtZyBAAoagC7a/+Det+GmPYC+0noknsaRKHjF9+cSk1ElHgaAK8/DIct8/72+oLBDiUd04UoyChwDEO+fQjqfBtR4V6JQLgyut0T/BHbKn+E1dgFRc6xcFmOZ41kIiLKam1OOoqieNQnd4rCemxEqcjrC8NpV2A0SskO5TDhiAqfP9zyjhnOG/wJO6vnI6TUR9sk0YLueVPhsvbW5TMk0bJ/oRiOwCAiSjSfLzOTjhFFgaKqkMTsSLAJgoQ820DkWvvD7d+KcvcK+EI/Rbf7QnvxY/U8mA2dUOQcg1xrfwhC6l1/ERERxVubk44LFiyIeR0Oh7Fu3Tq8/vrrmD17tm6BEZH+6hoCyMu1wCCn1k2BO8tHOWqaigr3KpQ1LAWgRtvtpu7onn8BjLIe01sFGGUnJJGj0omIkiUQjCAcVmAwZF4CKhyJQDK2PaEaDIchp+m3QxBEuKy94bQcD09wJyrcK9EY2B7dHghXYVfNApTVL0WhczTy7YN1mbFARESULtqcdDz33HMPa7vwwgvRr18/vPnmm7j22mt1CYyI9BcIRlBe6UFJkR2ylBqJx4iiwusNJTuMpAkrjdhZ/Q48wR9/1iqgxDUBRc6xukzLEgQZRtkFUcjABQyIiNJMbX0ARZ1syQ5Dd8FwGOZ2JB0DoRDslvTunwRBgMPcEw5zT/iCe1HuXokG/+bo9pBSj5/q/ovyhmUodI5CgX0YJNGUxIiJiIgSQ7esw4gRI7BkyRK9DkdEcaKqGqprfNBpDakOq6vzIzUiSbwG/w/4vuylmISjQXLhuKKrUewar0vCURSNMMm5TDgSEaWIQDACfwaWFPEG2j5rQVU1BEKZ9b2wmrrgmE7TcELJjcizDcLPb7ciqhf76j/Cxr3PoKz+E0QUb/ICJSIiSgBd7kL9fj+ee+45dOnSRY/DEVGcBUMKqmp86JRvTWptP58/DF8rV+DOJKoWwb76j1HV+HlMe47lBJTmnwNZ1KcYvyxZYZAcuhyLiIj00+gNwWLJrGm2mqYhoiiQpdbPlfYGAlBT5CGo3syGTuiefx5KXCejwr0KNd510LSmax5FC6DcvRyVjauRbx+KQsdIGGVXkiMmIiLSX5uTjrm5uTFJCk3T0NjYCKvVin/+85+6BkdE8eMPRFBbH0B+bvJWm6yrDyTts5MlEK7Gzur58IfLo22CIKNrzhTk24fqlAQWYJAduiUviYhIX4FABIqiQkqRUid6qfN40cnVujrEiqqi0e/P+IXNjHIOSvPORLFrPCobV6O68UuoWlNZGVULo6rxc1Q3rkGebTAKnaNhNuQnOWIiIiL9tDnp+Oyzz8a8FkURnTp1wvDhw5Gbm6tXXESUAB5vCGaTBJs18Stp+vxhRBS15R0zhKZpqPV+i5/q/gtVOziVzGwoRI+CC2ExFOryOYIgwiC5IImZtzoqEVGm0AB4fWE4HZlV1y8UDrd6FWuPPwBN0zI+6XiAQbKjS85pKHKOQXXjl6hq/BwR1QcA0KCixrsWNd51yLH2RZFzLKzG4iRHTERE1HFtTjpeeeWV8YiDiJKkpi4ASRJhNiW25l9DFq1YragB7Kn9L+p838W0F9iHoUvOZIiiPlPsRMEAo5yjSy1IIiKKL48vlHFJR6BpyrTTaj3qPhFFgSeQfbMdAEAWLSh2jUOhYwSqvWtR6f4MYcW9f6uGet9G1Ps2wmk+DkWusbCbuiU1XiIioo5oV5ahvr4er7zyCjZvblqVrV+/frjmmmvgcrEWCVG60TQNFVVeyJKIokJbQla19vnDCIWUuH9OKvAEd2Jb5d8QitRF2yTRjG555yLHeoJunyOKRhglFxOORERpIhxW4fGGYLdl1sj0Rp8fAI6YeNQ0DbWNHiBDazm2ligaUegYgQL7MNR516PCvQrBSE10uzuwFe7AVthN3VHkHAuHuVfWjAolIqLM0ea706+++gq9evXCM888g9raWtTW1uLpp59Gr169sHbt2njESEQJEFFUVCVoVetGTyjun5FsmqaiIbACm/c9E5NwtJm6oU/xr3VNOEqiCUaJIxyJiNKNO0NH/Tf6/AiEQlDVw68p3D4/wpHsW0TuSERBRr79Fzih5Eb0KLgIFkPstGpPcBe2V/0TW8pfRp1vIzQte0rTEBFR+mvzSMfbbrsN55xzDubMmQNZbnp7JBLBr371K9x6661Yvny57kESUWKEQkrcF5cJhxUEgpl/s6EhDE9oDTQcuDkQUOwch2LXOAhC61f2bIkkWmCUW1e0n4iIUks4osLvD2fcStYAUONuhCxJyHM4YJCb+r1gOJy106pbIggicq39kGPpi8bANlS4V8IT3BXd7g+XYWf12zDJ+ShyjkGubQBEIbGlcYiIiNpK0No4rMlisWDdunXo06dPTPumTZswbNgw+Hw+XQPUm9vthsvlQkNDA5xO3qhT+qqs9sIfiE/yLi/HDIdd/zpTiqKiosqLcCR5T+nzcy1QEIbHH/+bnmBkDyo8cyBLdvTIPx92cw9djy9LVhgkh67HJALYV1J2CIUUlFV6kh0GLGYZhQW2ZIcRwx8MobaxUbfjOW1WiIIAt88PVY29BhBFEYU5VoQi9bp9XqbwBHahwr0C7sC2w7YZJCeKnKORbxsCMUMXjzPJebrVvSYiouRo8+Mxp9OJ3bt3H5Z03LNnDxwO3vwSZYLa+gAMBknXxWUO1I5MZsIx0UxyKXoVXgOLIQ+ydPSi+m0liWYmHImIMoA/EEE4rMBg0G8UfKpxe1N7UEKqspu7w27uDl+oDBXulaj3bYxuCytu/FS3COUNn6KTYwQKHCdCFuM3U4WIiKg92lwAbNq0abj22mvx5ptvYs+ePdizZw/mzZuHX/3qV5g+fXo8YiSiJKiu9SEc1m+xF48vnFUJRwAor6vHd9sNcUk4GmUu3EVElCmyodYxtZ/VWIKeBRfhhJKbkG8bAuFnt3AR1Yeyhk+wce+z2Ff/McJK8kfvEhERHdDmYUxPPvkkBEHAFVdcgcj+ItAGgwE33HADHn30Ud0DJKLkUBQN5VVeFHeydXj0haKoqG/IrhpO2/aV48X3F8MfDMFsPA2/OK5Ul+My4UhElHk8vjByc8xcnZiOymwoQLf8c1HsmoDKxtWo8XwNVQsDAFQtiAr3SlQ2fo582y9Q5BwFo5yT3ICJiCjrtammo6IoWLVqFQYMGACTyYTt27cDAHr16gWrVd+RPPHCOlWUKeJZ0/HnDLKI4kI7RLF9N0IebwjuxmDKjHJMRE3Hr7fuwCsffIKI0jRS1GI04MWbL4bTau7QcUXRBBNvICgB2FdSNkiVmo4H5OVa4LClRm0+vWs6Hg1rOrZfRPGiqvELVDWugaIdel0jIs82AEXOMTAbOiUlvo5iTUciovTXppGOkiRh0qRJ2Lx5M3r27IkBAwbEKy4iShHhiIqyCg+KC22QpLZVZKiq8cHnD8cpstT08br1eHv5ahx4miNLEm44a0yHE46CIMMoMflDRKQXVW3TWopx5/WGUibpSOlBlmwoyTkFhc5RqPZ8hUr3akRU7/6tKmq936LW+y1clhNQ7BoLq7FzUuMlIqLs0+aajv3798eOHTviEQsRpaiIoqK61o+2LHZf7w5kVcJR1TS8+elneOtnCUeryYQ/Xn4xRvU7pkPHFgQZJjkHgtDmP9lERNQMvz+MG+5chE9W7kx2KFHBkIJQSL9ayu2lqhpCOtZ0pviTRDOKnGPQr/Ot6Jp7BoxSTsz2Bv9mbCl/Gdsq/47GwI9tup4jIiLqiDbXdHzwwQdx++2344EHHsDQoUNhs9litnMaFlFmCgQjKKvwIMdlhsUsH7XulKpqcDdmT1H8cCSCVz5YirXbDj6QyXfY8dupZ6Bfj1KElZp2H1sQxP0Jx8xd1ZSIKJHCYQW3/3EJvt1YiW83VqLRG8K5k49PdlgAALcniIK85JYsqq33Q9HCiCgKZIl9TzoRRQM6OU5CgX0o6nwbUOFeiUC4Krq9MbADjYEdsBm7osg1Fk7z8awjSkREcdXmpOMZZ5wBADjnnHNiOilN0yAIAhSFT0aJMlU4oqKqxgdRFFBUYIPRePjNiD8QQU2dL2ueonv8Abz4/gfYXlYebSvtVICbz52CnEMeyrSdAIPkYsKRiEhHZZVebNl28GHQa/PWo7ExiMsu6J/0BIzXF4bVEobVkpw6dn5/GD+WVeH1pR+hd9fOOH/M8KTEQR0jCBLybIOQax2ABv8WVLhXwBfaF93uDf2EHVVzYTYUocg5BrnWvrzWICKiuGhz0nHp0qXxiIOI0oiqaiiv9EAQBZiNElxOMxRVQ6MniGBISbk6WfFS3eDGn95dhIq6+mhbv+6luP6MiTAbO16XyyDZIYms70VEpKduXZz427Nn4zd3LMK+iqaFZP793y1we0K4/opfQGrnwml6qanzw2yS272AW3spiorPN+3A8/95F8FIBDsrKtG3e1f0Ke2S0DhIP4IgIsd6AlyWPmgM7kBFwwp4gjuj2wPhCuyq+TfKGj5BkXM08myDIQptvj0kIiI6ojatXt2SDRs2oH///nodLi64IidlikStXp1p9Fq9emdFFZ5/dxEa/f5o25h+fXDpyWNipqMV5braNb1aEs0wyq4OxUjUXuwrKRvsK2/EjTM/wK6fGqJtI4Z2wYzrT4LBkNxRX067Ebk5loR9nqpqqKrxocHjx6PvvIWK+noAQI7dhvsuvRB2S8cWQzsarl6dWN7gT6hwr0CDf8th2wySA4WOkci3D4UkmpIQXSyuXk1ElP46vCpBY2MjXn75ZZx00kkYNGiQHjEREaW09T/uwpPz34tJOJ4zYhguP3WcLvWvBEGGgStVExHFVUGeFQ/eOR59js2Ptn3+9V488MzKpC+E5vaEEAwl5sGiojSVTgkEIzAZDLj6lEmQxKZbhHqPF/9Y8mnWlEzJBjZTVxzTaTr6FN+AXOsAAAdH1IaVRuyt/xAb9z2LsoZliCi+5AVKREQZod1Jx+XLl+PKK69ESUkJnnzySZxyyin4/PPP9YyNiCjlLP9uE158/wOEIk03g6Io4qrTJuCs4UN1qQUmCCKMck7S64oREWUDu82I+28fi6EDi6Nt322uwn2PL0eDO5jEyJqmWcebuzGIvWWNCAQPJji7deqEi8eOir5et30nVmzYHPdYKLEsxiL0KLgAfTvfjAL7MAg4+NBUUf0ob1iGjfuexd66DxFWGpMYKRERpbM2JR3Ly8vx6KOP4rjjjsNFF10Ep9OJYDCIhQsX4tFHH8WJJ54YrziJiJJK0zQs/GwN/vnJiuiID5PBgJvPmYJRfXvr9ClNC8eILOZORJQwJpOMO28ehXEjukXbtu+sw12PLEVVTfJGeoXDKry+UNyOHwhGUNcQQHNjGCcPHYITunWNvn5r+WqU1dbFLRZKHpOch9K8s9Cvy60odIyCKBysJa1qIVQ2foaNe5/F7tr3EYzUJjFSIiJKR61OOp599tno3bs31q9fj2effRb79u3D888/H8/YiIh0FwxGEImobXpPRFHw6odL8b8v10XbcmxW/OGic9Cve6lOkQkwyk4uHENElASyLOKW607EWacdG23bV+7BzIeWYs9ed9LiqmsIxGVqsz8QQXXtkROqoiDg6tMmwGZuquUYikTw18WfIBxRdI+FUoNBcqBL7iT063wril0TIIkHa4pqUFDj+Rqb9j2PndX/hj9UkcRIiYgonbQ66bho0SJce+21mD17Ns4880xIOtQtIyJKlHBExeJPtmP6DQuxaMmOVr/PFwziuXcX4fPvt0bbOufn4o6Lp6K0U4Fu8TUlHONXqJ+IiI5OFAVcM30QLj2vX7Stps6Pux5Zhh+2t31BMD0oiob6ho4tfHaoRk8QldVeKMrRk5k5dhuuPG189PWeqmosXL1G11go9ciSFSWuCejX+VZ0yZkEg+T42VYNdb7v8H35S9hRNRfe4J6kxUlEROmh1UnHlStXorGxEUOHDsXw4cPxwgsvoLq6Op6xERF1mKKo+Hj5j7jxzsX4f/9Yh+paP/7x1kaEQi2P1qhr9OCJt9/D93v2RtuO79oZf7joXOQ7HUd5Z9sYZRcTjkREKUAQBFx0zgm4/oohOFBa1+MN4b7Hl2Pdd+VJicntCSEc7vgIw4iiIhRSUFff+iTm4GN6YPyAvtHXH61dj027fupwLJT6JNGEQuco9O18C0rzzoZRzo3Z3uDfgh8qXsHWitfgDmznYkNERNSsVicdR4wYgTlz5qCsrAzXX3895s2bh86dO0NVVXz00UdobGSBYSJKHYqqYfnq3bj57g/x4qtfx9TlqncH8cP2o9em+qm6Bo++tRB7aw7WLzrp+GNxy7lnwGoy6RangSMciYhSzpSTe+F3N4yALDVlHoMhBQ//aRVWfpGckV01df52J3UiigqPN4R95R6UV3qareF4NBeOHYGSvIMJp1c/WopGf/wXuaHUIAoyCuxD0bfkJnTPvwBmQ2HMdk9wJ7ZX/gM/VMxBvW8zNK1tJWyIiCizCVoHHktt2bIFr7zyCv7xj3+gvr4ep512Gt577z0949Od2+2Gy+VCQ0MDnE5nssMharfKai/8gUjLO2YZTdPw+df7MHfhxsPqcEmSgDMnHotfXnQCLLYjP3P5fs9e/Pk/HyIQOljAf8rQwZg6+iSIbVxVuijXhbDS/LQ8WbLBINnbdDyiRGBfSdkgFFJQVuk56j7fbKzAY89/hkCwaaShIADX/XIITj+lVyJCjGGQRVjMMux2Ewzy0ccNaJoGjy8Mny+MYDDS5kSj3S4hEDm4eveeqho88uY7iChNCaVBx3THb86aDKGNfWJzRFFEYY4VoUh9h49F8adpGtyBH1DRsALe0OGjXs2GTihyjkGutT+EDi6MZ5LzIIqGDh2DiIiSq0NJxwMURcH777+Pv/3tb0w6EiUIk46xNE3D2vXleGPBRuzYVR+zTRSA8aO6Y9q5fdH3+AIoCMPjb3562eff/4DXP/oUitp0YyUIAqZPGI0JA/s1u39LjpR0FAQRJrlAlxs2Ir2xr6Rs0JqkIwD8sKMWDz6zEo2egw+iLpnaFxefc0JS/oYLgoDCAivMJjmmXdM0+PxhmE0yqmp8CLaijMiRHJp0BICP163HW8tXR19fevKYdveNPxfvpKMgiJBEC0TBCEEQoGkHvi8iBEGEpkWgamFomrZ/MTcRqhaCqjVdY6lqCIhJ2woQBGn/e1UAalaO7tM0DZ7gLlS4V6AxsP2w7UYpB4XOUci3DWl34pBJRyKi9KdL0jGd8EaKMgWTjget31SJN97ZgC3ba2PaBQEYfVIpLjm3L7qUNNVgzM+1NJt01DQNi75ch4Wrv4y2GWQZ151+KgYf06PdsR0p6cg6jpTK2FdSNmht0hEA9uxzY/aTK1BTd3Ba8ZkTj8U10wdBFJOQeATgcDSV+hAFAaII1DUEdaur11zSUdU0PP/u/7Bxf01HgyTh7ukXoHN+bnOHaDV9k45NCUFRkJu+RCNEoWNJq6aEorb/2M2PMNU0dX+SUkVE8UHVwh36zHTjC+1DRcMK1Ps3H7ZNFm0odI5EgX1Ym697mHQkIkp/TDoSpSkmHYHNW6vxxjsbseH7qsO2Df9FZ0yf2g/dS10x7c0lHRVVxdylK7F8w8GLZYfFjBvPmYJjios6FGNzSUdJNMMou47wDqLkY19J2aAtSUcAqK7x4f6nVmBv2cE65uNGlOLma0+E3MJ053TTXNIRABq8PvzxX2+jcX8f2rUgHzOnnQeD3P5ptG1LOgoQBXl/8k9sGnG4Pxko7E80pgJFDSGi+poZJZnZAuEqVLhXoda7HkDs6E9JMKPAcRIKHcMhS7ZWHY9JRyKi9MekI1Gayuak47Yfa/HGgo1Y913FYduGDCjCpef1w7E985p976FJx0AojDmLPsZ3O3dH9yl0OfHbqWegMKfjicFDk46CIMMk5x5xtARRKmBfSdmgrUlHAHA3BvHAMyux7ceDi5H9YkAxfn/jiMOmO6ezIyUdAWD9j7vwwnuLo69PHTwA08aPavdnHSnpKIpGSII52l8eGMGYTjRNg6IFoCj+rBr9GIrUo8L9GWq8a6FpsdeqomBAvn0oCh0jW3wAy6QjEVH6Y9KRKE1lY9Jx154GzF24EV+s3XfYtv59OuHS8/vhhOMKjnqMnycd3V4fnn9vMXZVHhwpeUxxIW48ZwocFosuMf886SgIIoxyHsQOFlYnijf2lZQN2pN0BAC/P4zHXliNbzdVRtt698rD3beOgcNu1DPEpDla0hEA5i5biaXfboy+/u25p6N/j27t+ixRFFGUY0dE9UUTi4JgyLi+UlXDCCuNWZV8DCseVDV+jqrGL6FqsT9PAkTk2gahyDkaZkPz125MOhIRpT8mHYnSVDYlHfeWNWLeu5uwas0eHPoXq3evPFx6fj8M7Nu6adAHko7b9pXjuYX/Q7X74DS5wb164NrJp8Bk0O8C92DSUYBRztlfpJ4otbGvpGzQ3qQjAITDCp55eQ1Wf7U32tatixOzfjcWebn6PLRKppaSjqFIBA/Pewf7appGfDqtFtx32UVwWtt+7qIooiSvY3Uh04mqRaCoAShqcP+iNpl/K6aoAVQ1rkFV4+eIqL7DtudY+6HIOQZWY0lMO5OORETpj0lHojSVDUnHiiov3npvE5at2gX1kL9Ux3TLwfTz+2HowOI2rR6an2vBpp924cn578EbOHhDdcqg/rh43EiIor7Tng8kHQ2SA7Jk1fXYRPHCvpKyQUeSjgCgqBpe/vtafPjpj9G2wgIrZv1uLDoXO/QIMWlaSjoCwN7qWjw07x1ElKbVoAf06IabzpnS5hW9sy3peChVC0NRA4gofmR6AlJVQ6jxrkOFexXCivuw7U7zsShyjoXd3B0Ak45ERJmASUeiNJXJScfqWh/m/+d7fLz8RyhK7J+o0i5OTJ/aFyOGdmnzjQ0AbKvYg+ff/y/C+2+SAODCsSNw2pCB7TpeS4pyXVA1H4wy/95Q+mBfSdmgo0lHoKlm37/e2Yh//+f7aJvLacJ9M8bgmO7pm0hrTdIRAD75ZgPmfboq+vqSCaNxyqD+bfqsbE86HqBpatMISC24fwGazKVqEdR5v0OFeyWCkZrDtttM3VDkHItO9pMgSZwhQkSUzlJiJYMXX3wRPXr0gNlsxvDhw7FmzZpWvW/evHkQBAFTp06Nb4BElBD1DQG88sY3+M0di/HB0h0xCceSIjtu+7+T8MwfT8PIYV3blSBctXkTnln4XjThKEsirjv9VEz6xaC4JByBpjqOBim9R7wQEVHzBEHALy/oj6svGRhta3AHcc+jn2LD95VHeWdmOHlQPwz4WS3H+Ss+x97q2iRGlL4EQYQsWWGSc2EyFEASLQDic22SbKIgI98+BCeU3IgeBRfBYiiO2e4N7saOqn/hu72Po9rzNTRNPcKRiIgo1SU96fjmm29ixowZmDVrFtauXYtBgwZh8uTJqKw8+oXazp07cfvtt2Ps2LEJipSI4sXtCeIfb3+HX/9hEf7z0TaEIwcvLjvlW3Hj1UPx/EOTMG5kN0hi+y/AexQWwWxqemJuNRlx63ln4sTjj+1w/C2JV0KTiIhSwzmTj8ct150IcX8f5Q9E8MenVuKLtXtbeGd6EwQBV542IVrLMaIomLN4CUKRzJyJkSiiIMEoO2E2FMAo50CW7BCFzJtmLAgicq390Lv4evTqdBnspu4x232hvdha8RrCSuMRjkBERKku6dOrhw8fjhNPPBEvvPACAEBVVZSWluLmm2/GnXfe2ex7FEXBuHHjcM0112DFihWor6/HwoULW/V5nDJGmSITpld7fWG8/+EPeO+DrYedS16OGReefQImjusJg6zf85F9DZX46wcf4YazJiVkOldxXi4knetEEsUb+0rKBnpMrz7UV9+W4YkXVyMUbnp4JgrAb64ehlPH9tD1c+KttdOrD9iwczeee3dR9PUpg/rjkgmjW/VeTq9uvYjqRzjSiEyu/egJ7kZFwwq4A1sBAEXOcehVOD3JURERUXvJyfzwUCiEr7/+GjNnzoy2iaKIiRMnYvXq1Ud83x//+EcUFhbi2muvxYoVK476GcFgEMHgwYsmt/vwosVElFj+QAT/W7INCxdtgccbjtnmdJhw/pm9MeXkXjAZJd0/e0CP7nj8V79EIBRueWeiLMG+kkgfwwaV4P7fj8ODz6yCzx+GqgEv/O0ruD1BnHd672SHFzf9e3TDqYP7Y8k3GwAAn3y7Af26l2JAz24tvJPaQhYtEA1GhCMNULXMvI6xm7rBXngZfKFyVDeuQZfc05IdEhERdUBSh99UV1dDURQUFRXFtBcVFaG8vLzZ96xcuRKvvPIK5syZ06rPeOSRR+ByuaJfpaWlHY6biNonFFbw/odbccMdi/DP+RtiEo52mwG/vKA//vL46Th38vFxSTgeIEvxOzZROmJfSaSfE44rwEMzxyPXZY62/f2t7/D6W+uRyes3nj96OLoW5EVfv/bRUjR4fUmMKDOJggSTIQ9G2YVMrfkIAFZjMY4rugpmQ0GyQyEiog5Iqzl/jY2NuPzyyzFnzhwUFLSuA5o5cyYaGhqiX3v27IlzlER0qHBExeKl2/GbOxbjb3O/RYP74Igqi1nGxeecgL88fgYuOKsPLOakDsAmykrsK4n01aM0Bw/fNQHFhbZo28JFP+DFV7+GomTmohgGWcavpkyEYf+DvUZ/AK99tAxqBidak0kSzTAZ8iFLVghCWt3SERFRFknq3X1BQQEkSUJFRUVMe0VFBYqLiw/bf/v27di5cyfOPvvsaJuqNl24ybKMLVu2oFevXjHvMZlMMJlMcYieiFqiKCqWfbYbb767CVU1saMdjEYJZ57aC1PP6A2nnb+jRMnEvpJIf8WFdjx818n441MrsHNPAwBgyYqdaPSE8LsbhsNoyLxR953zc3HRuJF4Y+lKAMDGXXvwyTffYeKQgS28k9pDFCSIkgOyaEUwUstVnomIKOUk9bGY0WjE0KFDsWTJkmibqqpYsmQJRo4cedj+ffr0wXfffYdvvvkm+nXOOefg5JNPxjfffMPpYEQpQlU1rPh8N26++0O88LevYhKOsizizInH4i+Pn44rLh7IhCMREWWsXJcZD945Hicclx9tW7NuHx54eiV8/sysyTd+QF8MOubgKsTvrPoCe6pqkhhR5hMECUY5LyNXuCYiovSW9LH4M2bMwJw5c/D6669j8+bNuOGGG+D1enH11VcDAK644oroQjNmsxn9+/eP+crJyYHD4UD//v1hNBqTeSpEWU/TNHz+9V7cet9HePr/rUFZxcFVQSVJwKTxPfHSo1Pwq8sGx9S6IiIiylQ2qxGzbh+HEweXRNs2fF+Fex/9FPXuQBIjiw9BEHDFxPFw2awAgIii4q+LlyAUiSQ5sswmChKMci4k0ZLsUIiIiKKSXjxt2rRpqKqqwn333Yfy8nIMHjwYixcvji4us3v3bohi0nOjRHQUmqZh7XflmLtgE7bvrIvZJgrA+FHdcfE5J6C40J6kCImIiJLHZJTwhxtH4sVXv8ayz3YBAHbsrsddDy/D/bePRWGBrYUjpBeHxYKrTzsZzy78LwCgrLYOby9fjctOGZvkyDKbIAgwyk5EFAPCSiMA1tMkIqLkErRMXkavGW63Gy6XCw0NDXA6nckOh6jdKqu98AeSP2pg/aZKzF2wEd9vO3zq1JiTumLa1L7oWpI6v2v5uRYoCMPjT8zokuK8XEh8cEJphn0lZYNQSEFZpaflHXWkqhpee3M93v9wa7QtL8eM+343Ft27uhIay9HY7RICkWDLO7bg7RWr8dHa9dHXvzl7MgYf0yNmH1EUUZKX2+HPoliapiAUaYCqpe80fpOcB1HklHEionSW9JGORJSevt9ajX+9sxEbvq86bNtJQzpj+nl90aM0J/GBERERpShRFHD1JQPhcprwz/kbAAC19QHc8+gy3H3rGPQ5Nr+FI6SXqSNPwvd79mFPVTUA4O8ff4oel3ZCjj2zRnamImH/dOuI6kVE8SY7HCIiylIcfkNEbbJ9Zx0eeHolZj687LCE45D+RXj83lMw87ejmHAkIiJqhiAIuODMPrjhql9AFJraPN4wZj2xHF+vL0tucDozyBJ+NeUUGOSmcQ4efwCvfrgUanZNtEoaQRBgkOwwyi4AQrLDISKiLMSRjkTUKrt+asDcBRvxxdp9h23r36cTpp/XD32PL0hCZEREROln0vhj4LAZ8fT/W4NIREUopOCR5z7DLb86EWNHdEt2eLopycvFtHEj8c9PVgAANu/Zi4/XrcekXwxKcmTZQxLNMMoiwkojNC35pXmIiCh7MOlIREe1t7wRby7chJVr9uDQgQm9e+Xh0vP7YcAJhRAEPkEnIiJqi5HDuuJeqxGPPP8ZAoEIFEXD0/9vDdyeEM6ceGyyw9PN2P4nYOOuPVi3fScAYMGqNejTtQu6FfJhZaJIohGSmI+I6kdE8UDT1GSHREREWYBJRyJqVkWVF2+9twnLVu2Cekiy8ZhuOZh+fj8MHVictclGSZKgKEqywyAiojQ3sG8hHvjDODzw9Eq4PSEAwF//9Q3cjUFcMrVvRvSzgiDg8lPH48eKKtR7vFBUFX9dvAR3Tz8fFpMp2eFlFVm0QBJM+5OPXnCFayIiiifWdCSiGNW1Pvzl72tx08zF+GRlbMKxtIsTf7hxBJ68/1QMG1SSETdC7WE1m1Ccm4N8pyPZoRARUQY4tmceHr7rZHTKt0bb3npvM17+5zdQD33yl6bsFjOumXRytLJgeV093lq+OqkxZStBEGGQbDAb8iEKXB2aiIjih0lHIgIA1DcE8Le53+A3dyzGB0t3IKIcvMkpKbTj1v87Cc/88TSMHNY1a5ONAGA0GOC0Nt0Umo1GmAyGrP5+EBGRPrqUOPDwXRPQtfPBB1qLP9mOZ/7fFwhHMmMqbJ/SLpg8dHD09YoNm7F2247kBZTlmla4zmHikYiI4obTq4mynNsTxLuLfsB/P96GYCh2unCnfCsuPucEnDy6OySJzygAIM9uhyQe/F7kOx0IhsOocTcmMSoiIsoEBXlWPDRzAh56ZhV+2FELAFi55id4vGHccfNImE3pf+l+zshh2LznJ+yqrAYAvP7RMgzvczwKOHsgKQRBhMmQh4jiQ1jxgNOtiYhIT8wiEGUpnz+MeQs34te/X4R3/rclJuGYl2PG/10+BC8+OgUTx/VkwnE/gywf9r0QBAFmo5E1qYiISBdOuwn3/34cBvcrirZ9s7ECsx5fDrcnmMTI9CFLEn415VQY5aYEqjcQxFPz34OiZsZoznQlS1YYZRcAzt4gIiL9MJNAlGUCwQj+/d/vcf3vF+HNdzfDH4hEtzkdJlx1yUD8+bHTcfopvWCQ+Sfi5+xm8xG3WU3GBEZCRESZzGKWcdctozD6xK7Rth921OLuR5ahutaXxMj0UZSbg0smjI6+Xv/jLixY9UUSIyIAkEQTjHIOBIHXf0REpA/2KERZIhRW8P6HW/HrPyzCP+dvgMcbim6zWQ345QX98ZfHT8e5k4+HySglMdLUJEkSrOYjj2Y0yOk/5Y2IiFKHwSDhtl8Px5RTekXbftrXiLseXoa9Zelf0mN03974xbHHRF9/8f1WjnZMAZJohFHOgyDwuoaIiDqOvQlRhgtHVCxZ8SPmv/89aur8MdssZhlnTToO504+DjYrR+odTUsjGSVRhCxJiCjKUfcjIiJqLUkU8H+/HAyn3Yi33tsMAKiq8eGuh5fivt+NRa8euUmOsP0EQcDlp47DrsoqnDp4AC47ZWxMzWRKHlGQYJJzEVIaoKqhlt9ARER0BEw6EmUoRVHx6erdePPdTaisjp2KZTRKOPPUXph6Rm847axF2CJBgO0oU6sPsJpMcPvSf9obERGlDkEQMP28fnA6TPjrv74BALg9Idzz2KeYefMoDOxbmNwAO8BmNmH25dPQszh9zyFTCYIIo5SDMNxQ1ECywyEiojTFpCNRhlFVDavW7MG8dzdhX7knZpssi5g84RhccFYf5LpaTqJRE4vR2KrRF3aLGZ5AACqnhxERkc7OnHgsHDYjnnvlSyiKhkAgggeeWYkZ1w/HyGFdkh1eu5mNhmSHQEcgCAKMsgthRUZE8bT8BiIiokMw6UiUITRNwxdr92Hugo3Yvdcds02SBJw6pgcuOvsEFORbkxRh+jIbWndDJAgCrCYjPH6OCCAiIv2NG9kNdrsRj72wGqGQgkhExZN/Xo1fXzkUp43vmezwKEMZJBsEQUQ40ghAS3Y4RESURph0JEpzmqZh7XflmLtgE7bvrIvZJgrA+FHdcfE5J6C40J6kCNOf0dD6P5U2s5lJRyIiiptfDCjG7N+Pw0PProTHG4aqAX9+7Wu4PUGcf0ZvCIKQ7BApA8miBYIsIRSpBxOPRETUWkw6EqWx7zZX4o13NuL7bTWHbRtzUldMm9oXXUucSYgsc5gMBshS61fzliUJFpMJ/mAwjlEREVE263NsPh68cwJmP7UCdfVND7r+OX8DGhuDuOLigRBFJh5Jf5JohMmQh1CkAZoWSXY4RESUBph0JEpD326swJ/mrME3GysP23bSkM6Yfl5f9CjNSXxgGchqbvtCOzYzk45ERBRf3bu68OjdJ+P+J1agrLKp3t67H2yF2xPCb64aClnmStCkP1GQYZJzEYzUMfFIREQtYtKRKM0899cv8dqb6w9rH9K/CNPP64fjjslLQlSZy9TKeo6HvkeWJEQUJQ4RERERNSkssOHhuyfggadWYsfuegDA0lW74PGG8LsbRsBkbP1IfaLWEgSRiUciImoVPgIlSjPDfxG7QmW/3gV4aOYE3Pe7sUw46kySpFatWt0cu4WrgxMRUfzlOM344x3j0a93QbTty2/K8MenVsDrCycxMspkTYnHHAgCx7AQEdGRMelIlGZOGlKCYYNK0Oe4fNx/+1g8cMd49D2+oOU3UpsZ5fZfSFtNJojtTFgSERG1hc1qwH2/G4uThnSOtm36oRr3PLoMdQ1c3IziQxAkmOQ8yBIXKyQiouYJmqZl1fJjbrcbLpcLDQ0NcDq5wAalp0ZPED5/GIEgp++2VX6uBQrCrVphOt/pgNlobPdnefwBWEzGdo+WJEoW9pWUDUIhJVoLMVMoioqXXl+LJSt2RtuKC22Y9buxKC5sfWLIbpcQiCSmNrEoiijJy03IZ1H8KGoAoYgbeq5sbZLzIIptL3NDRESpg3fCRGnIYTdBELgyZbwZ5Y5d6NrMJoj8dyIiogSRJBE3Xj0UU08/PtpWXunFXQ8vw8499ckLjDKeJJphknMhCLy9JCKig9grEBE1Q5IkiGLHEoaCIDA5TERECSUIAq68eCCuuGhAtK2uIYB7Hv0Um7dW6/UhsFvMyHc60cnlgstmg9loZFmRLCeKBhjlPNZ5JCKiKF4ZEBE1Q5a44icREaWv887ojRuvHooDz8+8vjDuf3IFvvq2rMPHzrXZ9icaDTAa5P0JSAcKnE72n1lOFCSY5FyIAqdFExERk45ERM2SOVqDiIjS3MRxPfGHm0bCIDf1aaGQgkee+wzLPtvV7mPaLWZYzaZmtxlkCRZT+2shU2YQBBFGJh6JiAhMOhKRzgyyCJfTBJfThBynGYUFNjjtRlgtBljNMtJlsrFB5kgNIiJKf8N/0QX3/W4MLOamKa+qquFPc77E+x9ubfOx7BYLXDbbUfexmcxwWq0c8ZjlBEGAUc6BIPDngIgomzHpSES6MMgiupQ40LnYgRynGTlOM1xOEyxmGbk5FnTKt6JTgQ35eZa0SDyaDHw6T0REmaF/n0I8cMd4OB0HRyj+be63+Ne/N0DTWrnasCDAbja3uJskiXBYLchzOADWNc5qgiDuX4G6+ZGxRESU+Zh0JKIOs1kNKCmyQ5Za/pNisxpRkG9N6cSjLEkcoUFERBmlV49cPHLXBBQWWKNt8//zPf7y93VQ1JYTjxajEVIr+vkDDLIEi5FTrbNdU+IxBxITj0REWYlJRyLqEINBRH6upU2rNFstBnQucSAv1wJLCk65Nhq46iIREWWezsUOPHzXySjt4oy2fbhsB5566XOEw8pR39uaUY6HsrK+I+1nkFyQxLb/DBERUXpj0pGIOiQvp20JxwNkSYTDZkRhgQ1dOzths6bOdGajzKQjERFlpvxcCx66cwJ698qLtq3+ai8eenYV/P5ws++xW8zteiBnMhggcmE2woEajy7IkrXlnYmIKGPwKoCI2i3HaYbZ1PEEnSgKyM+1wGpOjWQfp1YTEVEmc9iNuP/34zBkQFG07dtNlbjv8eVwNwZj9hVFEU5r+xJFgiDA1c73UmYySA6IIkfAEhFlCyYdiahdDLIIp0O/i0ZBENCpwIaCPItux2wvg5QayU8iIqJ4MZtkzPztaIwbURpt27azDnc9sgyV1b5om8tqbdeMhgOsZlOH3k+Zxyi5IAi81iIiygZMOhJRuzgc8bmJsFmNsFqSN9VakiSIIm+OiIgo8xlkEbdcdxLOnHhstG1vWSNuvedj7NnbCKPBAKu54wuAGA2pU0KFku/A4jKCwJklRESZjklHImozAYAtjonBHJc5aYvLsJ4jERFlE1EUcO2lg3DJ1L7RtqoaP+6YvQLlZQFdPsNiZNKRYgmCBKOcC0Hg7SgRUSbjX3kiajOr1RDX0YAGWUSOKzkrHMoS/ywSEVF2EQQB087ti/+7fAgOTGKwmg0oKrDpcnyriVOs6XCiIMEguZIdBhERxRGH9BBRmwgAnPaOT7VqidNhgiAAtfX6jLJoLdZzJCKiRBIEAVZLU98j7k/M+QJhKIqW8FhOP6UXHDYjXn9rPV56bAoKdUo6CoIAs9EIfzDY8s6UVSTRCFmyIqL4Wt6ZiIjSDu+uiajVBAAlRXYYDImpweOwmxCJqHB7Qgn5PAAwyKwvRERE8Wc2ybDbDDCbZEiHjLLPUc1o9ITg9YUQjqgJjWvM8FJMObkn8vP0STgeYDWZmHSkZsmiHYoagqZFkh0KERHpjPMIiajVbDZjwhKOB+TmWGAyJuYzRVGELDHpSERE8WUxyygssMJmNR6WcASa6iy6nCaUFNnhdMR/dsGhzGb9azCaDDLAKdbUDEEQYJSdQNIqehMRUbww6UhErea0G5PyuQX51oSsKG3i6ppERBQnJqOE0s5OFBbY0Cnf2qoah4IgINdlRl6uJe1rIgqCAAMf7NERiIIBBsmR7DCIiEhnTDoSUatYLYaEj3I8QJZEFHeyxT3xaGbSkYiIdOa0G1FYYENxoR2iKMBiltucQHTYjOhSbIcxQSP/44UlTOhoZMkCSbQkOwwiItIRk45E1CJBEJCbk5zVpA8wGCQUFljjOvHGILPMLRER6cNklJCXY0ZujgUWc8f7F0kS0SlBI//jhYu1UUsMkgOimJyZNUREpD8mHYmoRVaLDLmZmlOJZjLK6FRgg0GOQyyCwBEYRESkC4fNiOJCOxx2fesxypKI/Nz0HQlmMjDpSEcnCAKMkguiwNknRESZIPlZBAAvvvgievToAbPZjOHDh2PNmjVH3HfOnDkYO3YscnNzkZubi4kTJx51fyLqOJs1dZ44W8wyigv1n2Imiynx55CIiNKYKAr7RzfGb3aA1WJIWo3ljjLIMiTWdaQWCIIIo5wDQeC1GRFRukv6X/I333wTM2bMwKxZs7B27VoMGjQIkydPRmVlZbP7L1u2DNOnT8fSpUuxevVqlJaWYtKkSdi7d2+CIyfKDrIk6jItTE+iKKAgT98pZrwJIiKijrBZDdHRjfFe9EWvKdvJYGQpE2oFQRAhCLw2IyJKd4KmaVoyAxg+fDhOPPFEvPDCCwAAVVVRWlqKm2++GXfeeWeL71cUBbm5uXjhhRdwxRVXtLi/2+2Gy+VCQ0MDnE5nh+MnSpbKai/8gUjcPycvx6z79DC9+AMRVFZ72/Se/FwLFITh8Qdi2m1mM3LsNj3DI0pb7CspG4RCCsoqPbocy24zJnzac0RRsa/cg3hcyhfkWeI2y6HB64PH74++FkURJXm5cfksIiIiSq6kjnQMhUL4+uuvMXHixGibKIqYOHEiVq9e3apj+Hw+hMNh5OXlNbs9GAzC7XbHfBFR64iiALstdadwWcwyHDrFJ6VAzUqiZGFfSdR+AgCXM/EP52RJhNORun30kbB+MhERUfZI6l12dXU1FEVBUVFRTHtRURHKy8tbdYw77rgDnTt3jklc/twjjzwCl8sV/SotLe1w3ETZwpmAKWIdleMy67LIjSzyJoiyF/tKovazWAxJW2zNYTOm3WrWJgMXCCEiIsoWaT2059FHH8W8efOwYMECmM3NF+yeOXMmGhoaol979uxJcJRE6UmShLQYQSGKAvJ0mNLGGlOUzdhXErWPLIlxXTSmJVIarmYtiSIM7HOJiIiyQlJ7/IKCAkiShIqKipj2iooKFBcXH/W9Tz75JB599FF8/PHHGDhw4BH3M5lMMJlSsx4dUSpz2FJ/lOMBB6ZZN3pD7Xq/KIqcXk1ZjX0lUds5bEbkuMxJH2lotRhgNcvwJaDOs16MsoxwJH3iJSIiovZJ6l220WjE0KFDsWTJkmibqqpYsmQJRo4cecT3Pf7443jggQewePFiDBs2LBGhEmUVAYDNll7Tnzpy48epXkRE1BZOuxF5uZakJxwP6FRgg82aPn0Z+10iIqLskPShPTNmzMCcOXPw+uuvY/Pmzbjhhhvg9Xpx9dVXAwCuuOIKzJw5M7r/Y489hnvvvRd/+9vf0KNHD5SXl6O8vBwejz6rDxJR08jBZNWnai9RFJDTzkL+JgOneRERUesYZBE5ruRNqT6SXJcZqZECbRlLmhAREWWHpPf406ZNQ1VVFe677z6Ul5dj8ODBWLx4cXRxmd27d0MUDyY/XnrpJYRCIVx44YUxx5k1axbuv//+RIZOlLHs9vScZumwm+DxhREKKW16n1HmiAsiImqZ2SQjL9eSkuVHJEmEzWaEp52lRhJJkprqOnKKNRERUWYTNE3Tkh1EIrndbrhcLjQ0NMDpdCY7HKJ2q6z2wh+H+k2yJKJLiUP34yZKKKSgrPLII5/zcy1QEIbHHwDQVM+xJC83UeERpQX2lZQNWuovfk4QBJhNEvJzLSldAziiqNhX7kFHL+8L8iywWeO7mFyD1weP389+mIiIKIMlfaQjEaWWdKvleCijUYLTboTb07qRHpziRURER2I2ybBZDbBZDSk5uvFQsiTCYTfC3RhMdigtYv9LRESU+VL3US0RJUW8RzYkQo7LDIPcuj9vBlmKczRERJSOLGYZRZ1ssNuMaZFwPMBpT494uZgMERFR5mPSkYiiTEap1cm6VCYIAvLzLK0qqM+RFkREdChRFJCfa0l2GO0iSWK7F1ZLJFEUYGAfTERElNHSP7tARLqx29J/lOMBJqMMh6Plmy7e8BAR0c8JAAryrCldu7ElDrsRopj6ox354I+IiCizpe/VFBHpShAEWC2ZNdXJ5TBBko580yVLEiSRfwaJiKiJAKCwkw0Wc3onwwRBgKsVD96SzWhI7+8zERERHR3vtokIAGC3GtJiVERbiKKA/JwjT4/jKEciIvq53BwzzKbM6BscdiPkFB+tyZGOREREmS21r0SIKGGcaVD/qT0sFgOcRxjtkeo3Y0RElDhWswyHPXP6QkEQ0Cnf2qr6xskiS1JaLHpDRERE7cM7biKC2SRndAIu12WGtZmpcrLIlauJiKhpZHxemi4cczRGo9Sq+sbJxNGOREREmStzswxE1GpWa2bVcmxOXq7lsNEUssSkIxERAQW5lrReOOZoWqpvnGwGmX0xERFRpsrMqysiajVBEGDLsAVkmiNJ4mFF9Zl0JCKiXJcZlgzuB0VRgMOWuqMdOdKRiIgoczHpSJTlHHZjxi0gcyROhxFGQ1OiURTFrDlvIiJqnstpOmLd30zisBtTtnYiS50QERFlLiYdibKc1ZI9IwwEQYDR2HRzw5WriYiym8EgIsdpTnYYCSGKAhx2Y7LDaFamTmsnIiIiJh2JspooCjAZszP5ZuBNDhFRVkvVkX/x4kzh0Y5ERESUmXjXTZTFLM2s6JwtDFL2njsREWUfSRLhsGVu7UoiIiJKPUw6EmUxmzU1p1olAlfLJCKibGO3Z379SiIiIkodTDoSZSlJErJ4pKPAlauJiCjrGGQxi/t+IiIiSjQmHYmyVFaPcpQk1rUiIqKsZLdlb/9PREREicWkI1GWsluzt64Tp1YTEVG2sphlSBIfvBEREVH8MelIlIWMRgkGQ/Ym3ji1moiIspUgCBztSERERAnBpCNRFsr2mw1OrSYiomzmsBnBnpCIiIjijUlHoiwjCAJsluydWk1ERJTtJEmENYvLrBAREVFiMOlIlGXsVgNEkeMbiIiIspnDnt2zHoiIiCj+mHQkyjK8ySAiIiKTUYbBwFsBIiIiih9eaRBlEbNJzuoFZIiIiOggR5bXeCYiIqL4YtKRKIs4OcqRiIiI9rPbjCy5QkRERHHDpCNRljDIIixcQIaIiIj2EwQBdo52JCIiojhh0pEoS7CWIxERER2KSUciIiKKFyYdibKAIAiwWXlTQURERLEMsgiTkfWeiYiISH9MOhJlAYedNZuIiIioeTaOdiQiIqI4YNKRKMMJ4NRqIiIiOjKrWQYfTRIREZHemHQkynBWqwGyxF91IiIiap4kcbE5IiIi0h8zEUQZzmk3JTsEIiIiSnFcUIaIiIj0xqQjUQYzm2QYWRyeiIiIWmAxyzDIvDUgIiIi/fDKgiiDsZYjERERtZbNyusGIiIi0g+TjkQZyiCLsLI+ExEREbWSzcbrBiIiItIPk45EGYqjHImIiKgtZEmE2SQnOwwiIiLKEEw6EmUgURRYEJ6IiIjazGblaEciIiLSB5OORBnIbjNCEIRkh0FERERpxmY1QBR5i0BEREQdxysKogwjgFOriYiIqH0EQYDFzCnWRERE1HFMOhJlGKvVAFnirzYRERERERERJQ8zE0QZxmk3JTsEIiIiIiIiIspyTDoSZRCzSYbRKCU7DCIiIiIiIiLKckw6EmUQJ2s5EhEREREREVEKSImk44svvogePXrAbDZj+PDhWLNmzVH3f/vtt9GnTx+YzWYMGDAA//vf/xIUKVHqkiURFosh2WEQERERERERESU/6fjmm29ixowZmDVrFtauXYtBgwZh8uTJqKysbHb/zz77DNOnT8e1116LdevWYerUqZg6dSo2bNiQ4MiJUovVyoQjEREREREREaUGQdM0LZkBDB8+HCeeeCJeeOEFAICqqigtLcXNN9+MO++887D9p02bBq/Xi//85z/RthEjRmDw4MH4y1/+0uLnud1uuFwuNDQ0wOl06nciRAlWWe2FPxCJvu5cZIfBwHqORNRx7CuJiIiIiKijkjrSMRQK4euvv8bEiROjbaIoYuLEiVi9enWz71m9enXM/gAwefLkI+4fDAbhdrtjvogyjdEoMeFIRO3GvpKIiIiIiPSW1KRjdXU1FEVBUVFRTHtRURHKy8ubfU95eXmb9n/kkUfgcrmiX6WlpfoET5RC7DYuIENE7ce+koiIiIiI9Jb0mo7xNnPmTDQ0NES/9uzZk+yQiHQligLsrOdIRB3AvpKIiIiIiPQmJ/PDCwoKIEkSKioqYtorKipQXFzc7HuKi4vbtL/JZILJZNInYKIUZLcaIAhCssMgojTGvpKIiIiIiPSW1JGORqMRQ4cOxZIlS6JtqqpiyZIlGDlyZLPvGTlyZMz+APDRRx8dcX+iTGe3M1FARERERERERKklqSMdAWDGjBm48sorMWzYMJx00kl49tln4fV6cfXVVwMArrjiCnTp0gWPPPIIAOCWW27B+PHj8dRTT+HMM8/EvHnz8NVXX+Hll19O5mkQJYXVLMMgZ3yVBCIiIiIiIiJKM0lPOk6bNg1VVVW47777UF5ejsGDB2Px4sXRxWJ2794NUTyYVBk1ahTeeOMN3HPPPbjrrrtw3HHHYeHChejfv3+yToEoaRwOjnIkIiIiIiIiotQjaJqmJTuIRHK73XC5XGhoaIDT6Ux2OETtVlfvR26OJdlhEFEGYl9JREREREQdxXmZRGnKZjUmOwQiIiIiIiIiomYx6UiUpoxGKdkhEBERERERERE1i0lHIiIiIiIiIiIi0hWTjkRERERERERERKQrJh2JiIiIiIiIiIhIV0w6EhERERERERERka6YdCQiIiIiIiIiIiJdMelIREREREREREREumLSkYiIiIiIiIiIiHTFpCMRERERERERERHpiklHIiIiIiIiIiIi0hWTjkRERERERERERKQrJh2JiIiIiIiIiIhIV0w6EhERERERERERka6YdCQiIiIiIiIiIiJdMelIREREREREREREumLSkYiIiIiIiIiIiHTFpCMRERERERERERHpiklHIiIiIiIiIiIi0hWTjkRERERERERERKQrOdkBJJqmaQAAt9ud5EiIiIj053A4IAhCh47BvpKIiDKVHv0kERG1TtYlHRsbGwEApaWlSY6EiIhIfw0NDXA6nR06BvtKIiLKVHr0k0RE1DqCdmA4Q5ZQVRX79u3LmidcbrcbpaWl2LNnT9Z1rtl87gDPP5vPP5vPHeD569G/ZVNfme0/Lzz/7D3/bD53gOefzeefDX0bEVGqyLqRjqIoomvXrskOI+GcTmfWXVAckM3nDvD8s/n8s/ncAZ5/R2RjX5ntPy88/+w9/2w+d4Dnn+3nT0RE8cWFZIiIiIiIiIiIiEhXTDoSERERERERERGRrph0zHAmkwmzZs2CyWRKdigJl83nDvD8s/n8s/ncAZ4/tU22/7zw/LP3/LP53AGef7afPxERJUbWLSRDRERERERERERE8cWRjkRERERERERERKQrJh2JiIiIiIiIiIhIV0w6EhERERERERERka6YdCQiIiIiIiIiIiJdMemYopYvX46zzz4bnTt3hiAIWLhw4VH3X7lyJUaPHo38/HxYLBb06dMHzzzzTMw+999/PwRBiPnq06dPzD4TJkw4bJ9f//rXep9ei+Jx/gCwd+9e/PKXv4zuN2DAAHz11VfR7Zqm4b777kNJSQksFgsmTpyIrVu36n16LUrW+V911VWH/ftPmTJF79M7qnice48ePQ47L0EQcOONN0b3CQQCuPHGG5Gfnw+73Y4LLrgAFRUV8TjFo0rW+Wfy776iKLj33nvRs2dPWCwW9OrVCw888AB+vo5aqvzuU9uwr8zevjKb+0mAfSX7SvaVRESUHuRkB0DN83q9GDRoEK655hqcf/75Le5vs9lw0003YeDAgbDZbFi5ciWuv/562Gw2/N///V90v379+uHjjz+Ovpblw38ErrvuOvzxj3+MvrZarR08m7aLx/nX1dVh9OjROPnkk7Fo0SJ06tQJW7duRW5ubvQ4jz/+OJ577jm8/vrr6NmzJ+69915MnjwZmzZtgtlsjtv5HipZ5w8AU6ZMwauvvhp9bTKZ9D25FsTj3L/88ksoihJ9z4YNG3Daaafhoosuirbddttt+O9//4u3334bLpcLN910E84//3ysWrVK/5M8imSdP5C5v/uPPfYYXnrpJbz++uvo168fvvrqK1x99dVwuVz47W9/CyB1fvepbdhXZm9fmc39JMC+kn0l+0oiIkoTGqU8ANqCBQva/L7zzjtP++Uvfxl9PWvWLG3QoEFHfc/48eO1W265pc2fFU96nf8dd9yhjRkz5oj7q6qqFRcXa0888US0rb6+XjOZTNrcuXPb/Pl6SdT5a5qmXXnlldq5557b5s+KF73O/VC33HKL1qtXL01VVU3Tmv6dDQaD9vbbb0f32bx5swZAW716dZs/Xy+JOn9Ny+zf/TPPPFO75pprYvY5//zztcsuu0zTtNT93ae2YV+ZvX1lNveTmsa+kn0l+0oiIkpdnF6dodatW4fPPvsM48ePj2nfunUrOnfujGOOOQaXXXYZdu/efdh7//Wvf6GgoAD9+/fHzJkz4fP5EhW2bpo7//feew/Dhg3DRRddhMLCQgwZMgRz5syJbv/xxx9RXl6OiRMnRttcLheGDx+O1atXJzT+jmrP+R+wbNkyFBYWonfv3rjhhhtQU1OTyNA77Eg/+weEQiH885//xDXXXANBEAAAX3/9NcLhcMy/fZ8+fdCtW7eM+Lf/uebO/4BM/d0fNWoUlixZgh9++AEA8O2332LlypU4/fTTAWTW7z61DfvK7O0rs7mfBNhXsq9kX0lERInB6dUZpmvXrqiqqkIkEsH999+PX/3qV9Ftw4cPx2uvvYbevXujrKwMs2fPxtixY7FhwwY4HA4AwKWXXoru3bujc+fOWL9+Pe644w5s2bIF77zzTrJOqU2Odv47duzASy+9hBkzZuCuu+7Cl19+id/+9rcwGo248sorUV5eDgAoKiqKOWZRUVF0W6rryPkDTVPGzj//fPTs2RPbt2/HXXfdhdNPPx2rV6+GJEnJOq1WOdq5/9zChQtRX1+Pq666KtpWXl4Oo9GInJycmH0z5d/+55o7fyCzf/fvvPNOuN1u9OnTB5IkQVEUPPTQQ7jssssAICN+96lt2Fdmb1+Zzf0kwL6SfSX7SiIiSrBkD7WklqEN0yZ27NihrV+/Xnv55Ze1vLw87Y033jjivnV1dZrT6dT++te/HnGfJUuWaAC0bdu2tTVs3eh1/gaDQRs5cmTM/jfffLM2YsQITdM0bdWqVRoAbd++fTH7XHTRRdrFF1/csZPogESdf3O2b9+uAdA+/vjjdsXeUfH42Z80aZJ21llnxbT961//0oxG42H7nnjiidof/vCHNsetl0Sdf3My6Xd/7ty5WteuXbW5c+dq69ev1/7+979reXl52muvvaZpWur+7lPbsK/M3r4ym/tJTWNfyb6SfSUREaUujnTMMD179gQADBgwABUVFbj//vsxffr0ZvfNycnB8ccfj23bth3xeMOHDwcAbNu2Db169dI/YJ0d7fxLSkrQt2/fmP1POOEE/Pvf/wYAFBcXAwAqKipQUlIS3aeiogKDBw9OQPQd15Hzb84xxxyDgoICbNu2Daeeemr8AtdBa372d+3ahY8//viwEQnFxcUIhUKor6+PGcFRUVER/blIdR05/+Zk0u/+73//e9x555245JJLovvs2rULjzzyCK688sqM+N2ntmFfmb19ZTb3kwD7SvaV7CuJiCixWNMxg6mqimAweMTtHo8H27dvj7lwONQ333wDAEfdJ1Udev6jR4/Gli1bYvb54Ycf0L17dwBNF2LFxcVYsmRJdLvb7cYXX3yBkSNHJiZoHbX1/Jvz008/oaamJu3+/Y/0s//qq6+isLAQZ555Zkz70KFDYTAYYv7tt2zZgt27d2fEv/0BRzr/5mTS777P54MoxnZ3kiRBVVUAmfe7T23DvjJ7+8ps7icB9pXsK9lXEhFR/HGkY4ryeDwxoyp+/PFHfPPNN8jLy0O3bt0wc+ZM7N27F3//+98BAC+++CK6deuGPn36AACWL1+OJ598Er/97W+jx7j99ttx9tlno3v37ti3bx9mzZoFSZKiTzi3b9+ON954A2eccQby8/Oxfv163HbbbRg3bhwGDhyYwLOPz/nfdtttGDVqFB5++GFcfPHFWLNmDV5++WW8/PLLAABBEHDrrbfiwQcfxHHHHYeePXvi3nvvRefOnTF16tTEnTySc/4ejwezZ8/GBRdcgOLiYmzfvh1/+MMfcOyxx2Ly5Mlpfe5A08X1q6++iiuvvBKyHPunz+Vy4dprr8WMGTOQl5cHp9OJm2++GSNHjsSIESPifMaxknH+mf67f/bZZ+Ohhx5Ct27d0K9fP6xbtw5PP/00rrnmGgCp9btPbcO+Mnv7ymzuJw/Ewr6SfeUB7CuJiChlJXt+NzVv6dKlGoDDvq688kpN0zTtyiuv1MaPHx/d/7nnntP69eunWa1Wzel0akOGDNH+/Oc/a4qiRPeZNm2aVlJSohmNRq1Lly7atGnTYmrQ7N69Wxs3bpyWl5enmUwm7dhjj9V+//vfaw0NDYk67ah4nL+madr777+v9e/fXzOZTFqfPn20l19+OWa7qqravffeqxUVFWkmk0k79dRTtS1btsT7dA+TjPP3+XzapEmTtE6dOmkGg0Hr3r27dt1112nl5eWJOOWoeJ37Bx98oAE44r+n3+/XfvOb32i5ubma1WrVzjvvPK2srCxep3lEyTj/TP/dd7vd2i233KJ169ZNM5vN2jHHHKPdfffdWjAYjO6TKr/71DbsK7O3r8zmflLT2Feyr2RfSURE6UHQNE3reOqSiIiIiIiIiIiIqAlrOhIREREREREREZGumHQkIiIiIiIiIiIiXTHpSERERERERERERLpi0pGIiIiIiIiIiIh0xaQjERERERERERER6YpJRyIiIiIiIiIiItIVk45ERERERERERESkKyYdiYiIEmD58uU4++yz0blzZwiCgIULF7b5GG+99RYGDx4Mq9WK7t2744knntA/UCIioiRhX0lElFmYdCTKEldddRWmTp2a7DCIspbX68WgQYPw4osvtuv9ixYtwmWXXYZf//rX2LBhA/785z/jmWeewQsvvKBzpETZi30lUXKxryQiyiyCpmlasoMgoo4RBOGo22fNmoXbbrsNmqYhJycnMUE146qrrkJ9fX27nloTZRJBELBgwYKY5EYwGMTdd9+NuXPnor6+Hv3798djjz2GCRMmAAAuvfRShMNhvP3229H3PP/883j88cexe/fuFv8OEGU79pVE6YV9JRFR+pOTHQARdVxZWVn0/998803cd9992LJlS7TNbrfDbrcnIzQiaqWbbroJmzZtwrx589C5c2csWLAAU6ZMwXfffYfjjjsOwWAQVqs15j0WiwU//fQTdu3ahR49eiQncKI0wb6SKP2xryQiSi+cXk2UAYqLi6NfLpcLgiDEtNnt9sOmjE2YMAE333wzbr31VuTm5qKoqAhz5syB1+vF1VdfDYfDgWOPPRaLFi2K+awNGzbg9NNPh91uR1FRES6//HJUV1dHt8+fPx8DBgyAxWJBfn4+Jk6cCK/Xi/vvvx+vv/463n33XQiCAEEQsGzZMgDAHXfcgeOPPx5WqxXHHHMM7r33XoTD4egx77//fgwePBh/+9vf0K1bN9jtdvzmN7+Boih4/PHHUVxcjMLCQjz00EMxsQqCgJdeegmnn346LBYLjjnmGMyfP1//fwCiDtq9ezdeffVVvP322xg7dix69eqF22+/HWPGjMGrr74KAJg8eTLeeecdLFmyBKqq4ocffsBTTz0FIDaZQkTNY1/JvpLSG/tKIqL0w6QjURZ7/fXXUVBQgDVr1uDmm2/GDTfcgIsuugijRo3C2rVrMWnSJFx++eXw+XwAgPr6epxyyikYMmQIvvrqKyxevBgVFRW4+OKLATRdzE2fPh3XXHMNNm/ejGXLluH888+Hpmm4/fbbcfHFF2PKlCkoKytDWVkZRo0aBQBwOBx47bXXsGnTJvzpT3/CnDlz8Mwzz8TEun37dixatAiLFy/G3Llz8corr+DMM8/ETz/9hE8//RSPPfYY7rnnHnzxxRcx77v33ntxwQUX4Ntvv8Vll12GSy65BJs3b07Ad5eo9b777jsoioLjjz8+OtrKbrfj008/xfbt2wEA1113HW666SacddZZMBqNGDFiBC655BIAgCiyOyeKF/aVRKmBfSURURrSiCijvPrqq5rL5Tqs/corr9TOPffc6Ovx48drY8aMib6ORCKazWbTLr/88mhbWVmZBkBbvXq1pmma9sADD2iTJk2KOe6ePXs0ANqWLVu0r7/+WgOg7dy5s9nYDo3hSJ544glt6NCh0dezZs3SrFar5na7o22TJ0/WevTooSmKEm3r3bu39sgjj0RfA9B+/etfxxx7+PDh2g033NBiDETxBEBbsGBB9PW8efM0SZK077//Xtu6dWvMV1lZWcx7I5GI9tNPP2nBYFD73//+pwHQKisrE3wGROmNfSX7Skp97CuJiNIfazoSZbGBAwdG/1+SJOTn52PAgAHRtqKiIgBAZWUlAODbb7/F0qVLm615tX37dkyaNAmnnnoqBgwYgMmTJ2PSpEm48MILkZube9Q43nzzTTz33HPYvn07PB4PIpEInE5nzD49evSAw+GIiU2SpJin1kVFRdFYDxg5cuRhr7/55pujxkOUaEOGDIGiKKisrMTYsWOPuq8kSejSpQsAYO7cuRg5ciQ6deqUiDCJshL7SqLUwL6SiCj9MOlIlMUMBkPMa0EQYtoOrPCnqioAwOPx4Oyzz8Zjjz122LFKSkogSRI++ugjfPbZZ/jwww/x/PPP4+6778YXX3yBnj17NhvD6tWrcdlll2H27NmYPHkyXC4X5s2bF62/09pYD7QdiJUo1Xg8Hmzbti36+scff8Q333yDvLw8HH/88bjssstwxRVX4KmnnsKQIUNQVVWFJUuWYODAgTjzzDNRXV2N+fPnY8KECQgEAtG6Vp9++mkSz4oo87GvJEoc9pVERJmFhS2IqNV+8YtfYOPGjejRoweOPfbYmC+bzQag6WZm9OjRmD17NtatWwej0YgFCxYAAIxGIxRFiTnmZ599hu7du+Puu+/GsGHDcNxxx2HXrl26xfz5558f9vqEE07Q7fhErfXVV19hyJAhGDJkCABgxowZGDJkCO677z4AwKuvvoorrrgCv/vd79C7d29MnToVX375Jbp16xY9xuuvv45hw4Zh9OjR2LhxI5YtW4aTTjopKedDRM1jX0nUfuwriYgyC0c6ElGr3XjjjZgzZw6mT5+OP/zhD8jLy8O2bdswb948/PWvf8VXX32FJUuWYNKkSSgsLMQXX3yBqqqq6I1Ljx498MEHH2DLli3Iz8+Hy+XCcccdh927d2PevHk48cQT8d///jd646WHt99+G8OGDcOYMWPwr3/9C2vWrMErr7yi2/GJWmvChAnQNO2I2w0GA2bPno3Zs2c3u72goACrV6+OV3hEpBP2lUTtx76SiCizcKQjEbVa586dsWrVKiiKgkmTJmHAgAG49dZbkZOTA1EU4XQ6sXz5cpxxxhk4/vjjcc899+Cpp57C6aefDqBpRcHevXtj2LBh6NSpE1atWoVzzjkHt912G2666SYMHjwYn332Ge69917dYp49ezbmzZuHgQMH4u9//zvmzp2Lvn376nZ8IiKin2NfSURERNRE0I72KImIKI0JgoAFCxZg6tSpyQ6FiIgoJbGvJCIionjhSEciIiIiIiIiIiLSFZOOREREREREREREpCtOryYiIiIiIiIiIiJdcaQjERERERERERER6YpJRyIiIiIiIiIiItIVk45ERERERERERESkKyYdiYiIiIiIiIiISFdMOhIREREREREREZGumHQkIiIiIiIiIiIiXTHpSERERERERERERLpi0pGIiIiIiIiIiIh09f8B3ZnmmFRZOVMAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 1333.5x1000 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",
"#fig, axes = plt.subplots(2, 1, figsize=(10, 12), sharex=True)\n",
"\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: {row_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=\"Comment publication timestamp:\")\n",
"fig1 = plot1.fig\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: {row_name}\",col_template=\"WMF Affiliation: {col_name}\")\n",
"plot2.add_legend(title=\"Comment publication timestamp:\")\n",
"#plot2.add_legend(title=\"Before/After 07/01/2013 Wide Release\")\n",
"\n",
"# Show plots\n",
"fig1.savefig('031625_engaged_commenter_D_scoring_fig.png')\n",
"plot2.fig.savefig('031625_engaged_commenter_A_scoring_fig.png')\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": {
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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"
}
},
"nbformat": 4,
"nbformat_minor": 5
}