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mw-lifecycle-analysis/text_analysis/case1/.ipynb_checkpoints/031025_phab_comments-checkpoint.ipynb
2025-03-16 14:15:01 -07:00

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665 KiB
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{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"id": "ba9e5acd-e17d-4318-9272-04c9f6706186",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd \n",
"import spacy"
]
},
{
"cell_type": "code",
"execution_count": 4,
"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": 5,
"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": 6,
"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": 7,
"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": 8,
"id": "3ae40d24-bbe8-49c3-a3a9-70bde1b4d559",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_92409/3649688126.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": 9,
"id": "b8eddf40-1fe2-4fce-be74-b32552b40c57",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_92409/1316816771.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": 10,
"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": 11,
"id": "8b9a12f9-71bf-4bc9-bcfd-c73aab4be920",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_92409/2805711855.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": 12,
"id": "337a528a-5667-4e1f-ac9a-37caabc03a18",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_92409/2117289791.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": 13,
"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": 14,
"id": "828fb57a-e152-42ef-9c60-660648898532",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_92409/2150736954.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_92409/2150736954.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_92409/2150736954.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": 15,
"id": "27e47f6f-0257-4b70-b222-e91ef888c900",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_92409/335308388.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_92409/335308388.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_92409/335308388.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": 16,
"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": 17,
"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": 18,
"id": "82cd9dde-0d14-4de5-8482-5a39de8d2869",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_7541/1212139329.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_7541/1212139329.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"
},
{
"data": {
"text/plain": [
"<Figure size 640x480 with 0 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": 37,
"id": "9a9b08a7-6c95-4971-b259-8e713c58fbe7",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_92409/4223764815.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_92409/4223764815.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_92409/4223764815.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_92409/4223764815.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"
},
{
"data": {
"text/plain": [
"<Figure size 640x480 with 0 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": 21,
"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"
},
{
"data": {
"image/png": 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04XA4Er0S//73v1v9TiORiLDb7eK9995LelxN0xL7/OIXvxDTpk1L3O7Xr5946KGHWn2vgwcPFq+88kq7P4vmq6oOhyPpq76+vtW+uq6L0tJS8f/+3/9LbEOLK/Z7e10tWLBAuFwuEQ6Hk7YPGDBgrz2j++rpFkKIo48+Wlx++eVCiNjfw0knnSSEEOKnP/1poqfj/PPPFxMmTGj1fTc2NoqpU6eKO++8UwghxIQJE8TDDz/c6m82nZ9TM4/HI+x2e6I3f+nSpcLpdAqfz5fYZ88r/+1ta/lz3ldPd1tOPvlk8etf/zpxe8/e4bYe55xzzhEnnHBC0j6//e1vxUEHHZS43a9fP3HeeeclbhuGIXr27Cn+8Y9/JLadf/754qabbmq3bc3fn81mS/rZttXzva/v5eWXXxYul0t4vd5Wx4XDYVFSUiI+++yzpO2XXnqpOPvss/faPso9nmt5rm3WFc61LbV8P29+zKlTpybtk0pP96WXXpo49zVbsGCBkGU58Zpp7/n31tO9evVqASDxXnnYYYeJF198UWzZskVYrVYRCoVEMBgUVqs1MQpDiN29ujt27BBWq1WsX79erF+/XthsNrFz5842e7oVRUl63z/jjDPabZcQQvzrX/8Shx56aOL2ddddl/SYjY2NSaPa2tuWbk/3nnbu3CkAiO+++04I0XaP8p6P4/f7hdlsFv/5z38S9zePgrv33nuFEMk93c3eeustASDxO920aZMYPHiw+OKLL9ptX7P2erqvv/76pP1SeT89/vjjW43U+fe//y169+69z3Z0JqbsRnpK1cqVK/Hll18m5oCaTCZMmzYNs2bNylhhgkMOOSTxb4fDAZfLhR07dgAAli9fjrFjxybNuTz66KPh9/uxadOmxHyZ0aNH7/U5LrroIpxwwgkYPHgwJk+ejJ/97Gf46U9/mlL7/vKXv+CFF17AvHnzYLPZ0v329mrDhg046KCDErc1TYOqqnA6nYltv//97/H73/++zeNFCr0gXq8XW7ZswdFHH520/eijj8Y333yTtK3l76JXr14AgOHDhydta/7dNDv44IMhy3LSPsOGDUvcVhQF3bp1Sxz3zTffYM2aNSgtLU16nHA4jLVr1yY9rqIoidu9e/fGd999t8/vd8WKFfvcB4hdwWzZhvLycmzfvh233HIL5s2bhx07dkDXdQSDwUSv8J729rr65ptv4Pf70a1bt6RjQqFQ0vfZEePHj8dLL70EIDYnsvlvcdy4cZg3bx4uvvhizJs3D5dddlmbx19yySW47rrrcN5552HRokV46aWXElfO99TWz6k9zz//PAYMGIARI0YAAA499FD069cPc+bMwaWXXtqRbzUluq7j7rvvxosvvojNmzcjGo0iEomgpKQkrcdZvnx5q56so48+GjNnzoSu64nXY8u/E0mSUFlZmfR38cwzz6T0fA899FBSD17v3r3T/l5OOOEE9OvXDwcccAAmT56MyZMn47TTTkNJSQnWrFmDYDCIE044IemYaDSKkSNHptRGyg2ea3mu7arn2va0HJmQqm+++Qbffvst/vOf/yS2CSFgGAbq6uowdOjQDrVl4MCB6NOnD+bNm4eDDz4YS5cuxbhx49CzZ0/07dsXixYtghACkUikzZ7uHj164OSTT8ZTTz0FIQROPvlkdO/evc3nmjBhAv7xj38kbjscjr22bfbs2TjvvPMSt8877zyMGzcOjzzySKvfbSatXr0at912G7744gvU19cnerg3bNiQ9Lrbm7Vr10JV1aS/CbPZjMMPPxzLly9P2rfl30Tv3r0BADt27EDfvn1RXV2dt9fbwoULk3q2dV1HOBxGMBhM+zNGoWLoLhCzZs2CpmmoqqpKbBNCwGq14u9//zvcbjdkWW51QkqnSIHZbE66LUlS4o87Vft60xo1ahTq6urwzjvv4MMPP8SZZ56JiRMn4r///e9ej7v//vvxl7/8BR9++GHSG0JlZSUAYPv27Yk3h+bbzZVj9/wgDsRO9A0NDYnjq6qqkio/vvLKK3j55ZeTTijNw+zacuCBB+73G1FLLX8XzR++9ty25++mrd/f3n6nfr8fo0ePTvoem/Xo0WOvj5vu62Jv+vfv36rYx4UXXohdu3bh4YcfRr9+/WC1WjF27Nh2i7zs7XXl9/vRu3fvNodD7W+RkQkTJuCuu+7C5s2bMW/ePPzmN78BEAvd//znP7F27Vps3LixVRG1ZieeeCIuv/xyXHrppZgyZUqrCwMttfVzas+sWbPw/fffw2Ta/RZuGAZmz56d1dB933334eGHH8bMmTMxfPhwOBwOXH/99VkrzpOp12ZlZSUGDhyYtO0vf/lLWt9LaWkpvv76a8ybNw/vv/8+brvtNtxxxx346quvEtWb33rrLVRXVycd116ROsoPnmt5ru2q59r27Plaar6g0PI1vufr2+/341e/+hWmT5/e6vHaKwaaqvHjx2Pu3Lk45JBDkop6Ng8xF0Jg4MCBbU5NAmIXs5uHuT/66KPtPo/D4Wj1vt+eH374AZ9//jm+/PJL/O53v0ts13UdL7zwQrsX1jNhypQp6NevH5544glUVVXBMAwMGzYsJ+fV5r+JTL4O23q97ev91O/3484778TPf/7zVo+X6QuD+cTQXQA0TcMzzzyDBx54oNWV6qlTp+L555/HFVdcgR49esDn8yEQCCRe1HsuIWCxWKDretptGDp0KF5++WUIIRJ/hAsXLkRpaSn69OmT1mO5XC5MmzYN06ZNwxlnnIHJkyejoaGh3RPtvffei7vuugvvvfdeqytk/fv3R2VlJT766KPEid/r9eKLL77AlVdeCQAYO3YsmpqasGTJkkTvwMcffwzDMHDEEUcAiPVmtHzz7dmzJ+x2e8pvyOeccw7OOussvP7666166IQQ8Hq9cLvdqKqqwsKFCzFu3LjE/QsXLsThhx+e0vNk0qhRozBnzhz07NkTLperw4/T0dfU3ixcuBCPPfYYTjrpJADAxo0bUV9fv9dj2ntdjRo1Ctu2bYPJZMr48ihHHXUULBYLHnvsscQcYAA47LDDsHPnTsyePRsOh6Pd36/JZMIFF1yAe++9F++8805G2vTdd99h8eLFmDdvXtLfVENDA8aPH48VK1ZgyJAhGXmuPS1cuBCnnnpqojfAMAysWrUqqWcrldfL0KFDsXDhwlaPfeCBByb1BGVTKt/LnkwmEyZOnIiJEyfi9ttvR1lZGT7++GOccMIJsFqt2LBhQ9LfPhUWnmt5rs2GQj7XtqX5QsDWrVsTI6r2fH2PGjUKP/zwQ8q/t3RMmDAB06dPx0EHHZQ0uuTYY4/FE088ASFEm73czZrnykuShEmTJmWkTbNmzcKxxx7bKsQ/+eSTmDVrVtZC965du7By5crEkn5ArIJ6SxaLBQD2+toYMGBAogZEv379AMSC7VdffdVqCc9cS+X9dNSoUVi5cmVWXm+FhIXUCsCbb76JxsZGXHrppRg2bFjS1+mnn54okHTEEUegpKQEv//977F27Vo899xzrYpr1NbWoq6uDsuWLUN9fT0ikUhKbbjqqquwceNGXHvttVixYgVef/113H777ZgxY0bSMKt9efDBB/H8889jxYoVWLVqFV566SVUVla224P317/+Fbfeeitmz56N2tpabNu2Ddu2bUv0HEmShOuvvx5//vOf8cYbb+C7777DBRdcgKqqKkydOhVA7EPM5MmTcdlll+HLL7/EwoULcc011+Css85K6s3YH2eeeSamTZuGs88+G3fffTcWL16MH3/8EW+++SYmTpyYKADy29/+Fn/9618xZ84crFy5EjfddBOWLVuG6667LiPtSMe5556L7t2749RTT8WCBQtQV1eHefPmYfr06YkCMKmora3F/PnzsXnz5qRgPGTIkFZLYqVq0KBB+Pe//43ly5fjiy++wLnnngu73d7u/nt7XU2cOBFjx47F1KlT8f7772P9+vX47LPP8Ic//AGLFy/uUPua2e12HHnkkXjkkUdw9NFHJwKhxWJJ2r5nD0ZLf/rTn7Bz586Mfjg4/PDDceyxxya9Vxx77LE47LDDkgqqZdqgQYPwwQcf4LPPPsPy5cvxq1/9Ctu3b0/ap7a2Fl988QXWr1+fNFSupV//+tf46KOP8Kc//QmrVq3C008/jb///e+JkQSpuuCCC3DzzTdn7Xtp6c0338Tf/vY3LFu2DD/++COeeeYZGIaBwYMHo7S0FL/5zW9www034Omnn8batWvx9ddf45FHHmm17AzlD8+1PNdmQyGfa9vS3It8xx13YPXq1XjrrbfwwAMPJO3zu9/9Dp999hmuueYaLFu2DKtXr8brr7++34XUgFjoDgQCmD17dtJFk3HjxuGLL77Al19+udfQrSgKli9fjh9++CEjF2lVVcW///1vnH322a3eF375y1/iiy++wPfff7/fz9OW8vJydOvWDf/617+wZs0afPzxx5gxY0bSPs0Xrt59911s374dHo+n1eM4HA5ceeWV+O1vf4t3330XP/zwAy677DIEg8G0Rr9t3rwZQ4YMabegaEek8n5622234ZlnnsGdd96J77//HsuXL8cLL7yAW265JWPtKAQM3QVg1qxZmDhxYqIqZ0unn346Fi9ejG+//RYVFRV49tln8fbbb2P48OF4/vnncccdd7Taf/LkyZgwYQJ69OiB559/PqU2VFdX4+2338aXX36JESNG4IorrsCll16a9gu+tLQU9957L8aMGYPDDjsM69evx9tvv93uh4l//OMfiEajOOOMM9C7d+/E1/3335/Y58Ybb8S1116Lyy+/HIcddhj8fj/efffdpCEn//nPfzBkyBAcf/zxOOmkk/CTn/wE//rXv9Jq+95IkoTnnnsODz74IF577TWMGzcOhxxyCO644w6ceuqpiUA1ffp0zJgxA7/+9a8xfPhwvPvuu3jjjTcwaNCgjLUlVSUlJZg/fz769u2Ln//85xg6dCguvfRShMPhtK7G//GPf8T69esxYMCApKFyK1eubPPNPxWzZs1CY2MjRo0ahfPPPx/Tp0/f67qWe3tdSZKEt99+G8ceeywuvvhiHHjggTjrrLPw448/Jubw7Y8JEybA5/O1mu85btw4+Hy+vX44AGIBvXv37hlZozoajeLZZ5/F6aef3ub9p59+Op555pmsrY15yy23YNSoUZg0aRLGjx+PysrKxAfyZr/5zW+gKAoOOugg9OjRo815+qNGjcKLL76IF154AcOGDcNtt92GP/7xj2lXIt+wYUNSld9Mfy8tlZWV4ZVXXsFxxx2HoUOH4vHHH8fzzz+Pgw8+GEDs4sqtt96Ke+65JxFO3nrrrX2uC0u5w3Mtz7XZUMjn2raYzebEBZtDDjkEf/3rX1tVzz/kkEPwySefYNWqVTjmmGMwcuRI3HbbbRm5uNK/f3/069cPPp8vKXT37dsXVVVViEaj+6yv4HK59mtUQUtvvPEGdu3ahdNOO63VfUOHDsXQoUOzdjFblmW88MILWLJkCYYNG4YbbrgB9913X9I+JpMJf/vb3/DPf/4TVVVVbVb2B2JTpk4//XScf/75GDVqFNasWYP33ntvr/Vh9qSqKlauXIlgMLhf31dLqbyfTpo0CW+++Sbef/99HHbYYTjyyCPx0EMPJXrtuwpJpFK1goioi7noootQW1vb6s2fiIiI0idJEurq6jI+1YuoK2BPNxEREREREVGWMHQTERERERERZQmrlxNRUZo6dep+LylGREREMc2rOhBRa5zTTURERERERJQlHF5ORERERERElCVFF7qFEPB6vWAHPxER0f7hOZWIiGjfii50+3w+uN1u+Hy+fDeFiIioU+M5lYiIaN+KLnQTERERERER5QpDNxEREREREVGWMHQTERERERERZQlDNxEREREREVGWMHQTERERERERZQlDNxEREREREVGWMHQTERERERERZQlDNxEREREREVGWMHQTERERERERZQlDNxEREREREVGWMHQTERERERERZQlDNxEREREREVGWMHQTERERERERZQlDNxEREREREVGWMHQTERERERERZQlDNxEREREREVGWMHQTERERERERZQlDNxEREREREVGWMHQTERERERERZQlDNxERERERZZQQIt9NICoYDN1ERERERJRRumHkuwlEBYOhm4iIiIiIMoqhm2g3hm4iIiIiIsoohm6i3Ri6iYiIiIgo4xi8iWIYuomIiIiIKOMMhm4iAAzdRERERESUBbrBCuZEAEM3ERERERFlAXu6iWIYuomIiIiIKON0wdBNBDB0ExERERFRFhgcXk4EIM+he/78+ZgyZQqqqqogSRJee+21lI9duHAhTCYTDj300Ky1j4iIiIiIOobVy4li8hq6A4EARowYgUcffTSt45qamnDBBRfg+OOPz1LLiIiIiIhofxiCPd1EAGDK55OfeOKJOPHEE9M+7oorrsA555wDRVHS6h0nIiIiIqLcYCE1ophON6f7ySefxLp163D77bentH8kEoHX6036IiIiovTxnEpE6eDwcqKYThW6V69ejZtuugnPPvssTKbUOunvueceuN3uxFdNTU2WW0lERNQ18ZxKROng8HKimE4TunVdxznnnIM777wTBx54YMrH3XzzzfB4PImvjRs3ZrGVREREXRfPqUSUFiFYwZwIeZ7TnQ6fz4fFixdj6dKluOaaawDE5okIIWAymfD+++/juOOOa3Wc1WqF1WrNdXOJiIi6HJ5TiShdhjAgQ8l3M4jyqtOEbpfLhe+++y5p22OPPYaPP/4Y//3vf9G/f/88tYyIiIiIiNqiGwZMCkM3Fbe8hm6/3481a9YkbtfV1WHZsmWoqKhA3759cfPNN2Pz5s145plnIMsyhg0blnR8z549YbPZWm0nIiIiIqL84/ByojyH7sWLF2PChAmJ2zNmzAAAXHjhhXjqqaewdetWbNiwIV/NIyIiIiKi/cAK5kSAJERxlRX0er1wu93weDxwuVz5bg4REVGnxXMqEbUnGImg0edHaYkdrpKSfDeHKK86TfVyIiIiIiLqXNjTTcTQTUREREREWcI53UQM3URERERElCVGcc1kJWoTQzcREREREWUFh5cTMXQTEREREVGWGAzdRAzdRERERESUHUIIFNliSUStMHQTEREREVHWsJgaFTuGbiIiIiIiyhrO66Zix9BNRERERERZw9BNxY6hm4iIiIiIsoahm4odQzcREREREWUNQzcVO4ZuIiIiIiLKGkMwdFNxY+gmIiIiIqKs0Vm9nIocQzcREREREWWNweHlVOQYuomIiIiIKGs4p5uKHUM3ERERERFljWEYEIJDzKl4MXQTEREREVFWsbebihlDNxERERERZRVDNxUzhm4iIiIiIsoqhm4qZgzdRERERESUVQzdVMwYuomIiIiIKKu4bBgVM4ZuIiIiIiLKKt1g9XIqXgzdRERERESUVezppmLG0E1ERERERFnFOd1UzBi6iYiIiIgoqxi6qZgxdBMRERERUVYJISAE53VTcWLoJiIiIiKirDNYTI2KFEM3ERERERFlncGebipSDN1ERERERJR1huC8bipODN1ERERERJR1nNNNxYqhm4iIiIiIso5zuqlYMXQTEREREVHW6RxeTkWKoZuIiIiIiLKOw8upWDF0ExERERFR1nF4ORUrhm4iIiIiIso63eDwcipODN1ERERERJR1DN1UrBi6iYiIiIgo6xi6qVgxdBMRERERUdYZhsFialSUGLqJiIiIiCgnNJ293VR8GLqJiIiIiCgnOMScihFDNxERERER5YTB0E1FiKGbiIiIiIhygj3dVIzyGrrnz5+PKVOmoKqqCpIk4bXXXtvr/q+88gpOOOEE9OjRAy6XC2PHjsV7772Xm8YSEREREdF+MQRDNxWfvIbuQCCAESNG4NFHH01p//nz5+OEE07A22+/jSVLlmDChAmYMmUKli5dmuWWEhERERHR/tINVi+n4iOJAqnbL0kSXn31VUydOjWt4w4++GBMmzYNt912W0r7e71euN1ueDweuFyuDrSUiIiIAJ5Tiah9wUgEjT5/q+1Wsxnd3Xy/oOJiyncD9odhGPD5fKioqGh3n0gkgkgkkrjt9Xpz0TQiIqIuh+dUItpfRmH09xHlVKcupHb//ffD7/fjzDPPbHefe+65B263O/FVU1OTwxYSERF1HTynEtH+YiE1KkadNnQ/99xzuPPOO/Hiiy+iZ8+e7e538803w+PxJL42btyYw1YSERF1HTynEtH+Yk83FaNOObz8hRdewC9/+Uu89NJLmDhx4l73tVqtsFqtOWoZERFR18VzKhHtNyEghIAkSfluCVHOdLqe7ueffx4XX3wxnn/+eZx88sn5bg4REREREaXBYAVzKjJ57en2+/1Ys2ZN4nZdXR2WLVuGiooK9O3bFzfffDM2b96MZ555BkBsSPmFF16Ihx9+GEcccQS2bdsGALDb7XC73Xn5HoiIiIiIKHWGMKB0vr4/og7L66t98eLFGDlyJEaOHAkAmDFjBkaOHJlY/mvr1q3YsGFDYv9//etf0DQNV199NXr37p34uu666/LSfiIiIiIiSg+LqVGxKZh1unOFa4oSERFlBs+pRNSe9tbpBoBypxMlNtaHoOLBcR1ERERERJQz7OmmYsPQTUREREREOcPQTcWGoZuIiIiIiHKGa3VTsWHoJiIiIiKinGFPNxUbhm4iIiIiIsoZg6GbigxDNxERERER5QyHl1OxYegmIiIiIqKcYU83FRuGbiIiIiIiyinO66ZiwtBNREREREQ5xd5uKiYM3URERERElFO6wXndVDwYuomIiIiIKKfY003FhKGbiIiIiIhyShcM3VQ8GLqJiIiIiCinDA4vpyLC0E1ERERERDllsKebighDNxERERER5RR7uqmYMHQTEREREVFOcZ1uKiYM3URERERElFOGYE83FQ+GbiIiIiIiyikuGUbFhKGbiIiIiIhySggBwd5uKhIM3URERERElHMspkbFgqGbiIiIiIhyjsuGUbFg6CYiIiIiopxjBXMqFgzdRERERESUcxxeTsWCoZuIiIiIiHJO5/ByKhIM3URERERElHNcNoyKBUM3ERERERHlnM7h5VQkGLqJiIiIiCjn2NNNxYKhm4iIiIiIco7Vy6lYMHQTEREREVHOaQzdVCQYuomIiIiIKPeEYG83FQWGbiIiIiIiygvO66ZiwNBNRERERER5wZ5uKgYM3URERERElBeaztBNXR9DNxERERER5QV7uqkYMHQTEREREVFeMHRTMWDoJiIiIiKivGAhNSoGDN1ERERERJQX7OmmYsDQTUREREREecHQTcWAoZuIiIiIiPJCCAEhRL6bQZRVDN1ERERERJQ37O2mro6hm4iIiIiI8sYw2NNNXRtDNxERERER5Y0h2NNNXRtDNxERERER5Q17uqmry2vonj9/PqZMmYKqqipIkoTXXnttn8fMmzcPo0aNgtVqxcCBA/HUU09lvZ1ERERERJQdOnu6qYvLa+gOBAIYMWIEHn300ZT2r6urw8knn4wJEyZg2bJluP766/HLX/4S7733XpZbSkRERERE2cCeburqTPl88hNPPBEnnnhiyvs//vjj6N+/Px544AEAwNChQ/Hpp5/ioYcewqRJk9o8JhKJIBKJJG57vd79azQREVGR4jmViLKBc7qpq+tUc7oXLVqEiRMnJm2bNGkSFi1a1O4x99xzD9xud+KrpqYm280kIiLqknhOJaJsYE83dXWdKnRv27YNvXr1StrWq1cveL1ehEKhNo+5+eab4fF4El8bN27MRVOJiIi6HJ5TiSgbuE43dXV5HV6eC1arFVarNd/NICIi6vR4TiWibGDopq6uU/V0V1ZWYvv27Unbtm/fDpfLBbvdnqdWERERERFRRxmCw8upa+tUoXvs2LH46KOPkrZ98MEHGDt2bJ5aRERERERE+0UI9nZTl5bX0O33+7Fs2TIsW7YMQGxJsGXLlmHDhg0AYnPHLrjggsT+V1xxBdatW4cbb7wRK1aswGOPPYYXX3wRN9xwQz6aT0REREREGWAwdFMXltfQvXjxYowcORIjR44EAMyYMQMjR47EbbfdBgDYunVrIoADQP/+/fHWW2/hgw8+wIgRI/DAAw/g//7v/9pdLoyIiIiIiAofe7qpK5OEKK5JFF6vF263Gx6PBy6XK9/NISIi6rR4TiWi9gQjETT6/CnvX+Z0wGGzZbFFRPnTqeZ0ExERFRNVD8Aw1Hw3g4go69jTTV0ZQzcREVGBEUIgqnmh6an3EhERdWYM3dSVpR26n3nmGUQikVbbo9EonnnmmYw0ioiIqFgJYSCqN0E3QvluChFRzuhGUc14pSKTdui++OKL4fF4Wm33+Xy4+OKLM9IoIiKiYmQIHRGtEYYRzXdTiIhyStf1fDeBKGtM6R4ghIAkSa22b9q0CW63OyONIiIiKjaGoSKqN0EIDrEkouKjcXg5dWEph+6RI0dCkiRIkoTjjz8eJtPuQ3VdR11dHSZPnpyVRhIREXVlmhGCqvkAcHglERUpIaBqGsymtPsE44cbkCSWq6LClPKreurUqQCAZcuWYdKkSXA6nYn7LBYLamtrcfrpp2e8gURERF2ZqgdYMI2ICICq6x0O3aruhVlxMXhTQUr5VX377bcDAGprazFt2jTYuI4eERFRhwkhoOo+FkwjIorT9mNetyF0RLUmWExlDN5UcNK+lHThhRcCiFUr37FjB4w95l/07ds3My0jIiLqogyhQ9U8MATX4CYiaqZq+1dMzRBqPHiXt1mDiihf0g7dq1evxiWXXILPPvssaXtzgTVWHiQiImqfbkSg6l4WTCOiLkkIgR937MRXq9aibut2nHvcMSkfq2YgRxhCRVT3wGoq2+/HIsqUtEP3RRddBJPJhDfffBO9e/fmVSQiIqIUqbofmh7IdzOIiLJmW2MTrv77/yVun3T4KJQ7HSkdq+s6DENAlvcvXxhGBFHNE5/jzaxC+Zd26F62bBmWLFmCIUOGZKM9REREXY4QBqK6h+tvE1GX17uiHL3K3Nje5AEArNi4GWOHHpjy8bqhQ5Y7Vkwt+XHCEBCwsLgaFYC0X4EHHXQQ6uvrs9EWIiKiLscwVES0XQzcRFQ0Dh3QP/HvFRs3p3VsJoaYNzOMCCJaIwzB6a+UX2mH7r/+9a+48cYbMW/ePOzatQterzfpi4iIiGI0PYiI1sj520RUVEYc0C/x7+UbN0MIkfKxupHZ90shNES1BhgGC1dS/qQ9dmPixIkAgOOPPz5pOwupERERxQhhxJcDC+e7KUREOTfigNrEv5v8AWxrbELvivKUjt1zZaRMEMJARGuE1VwOWTJn/PGJ9iXt0D137txstIOIiKhLMISGqOaBEFq+m0JElBdlTgf69eyBH3fsBBAbYp5q6Fb1bI0MEvHlxCogS0qWnoOobWmH7nHjxmWjHURERJ2eboQR1bwAUh9KSUTUFQ3v3zcRupdv3IwJI4aldJyqZe+CpRAGoloTrKZyFlejnEo7dM+fP3+v9x977LEdbgwREVFnJISAZvih6cF8N4WIqCAM798Xb36xBACwcuMW6IYBRd530DUMI+V9O0IIDRGtERZTGXu8KWfSDt3jx49vta3l+nec001ERMVECB1RzQNDsEgPEVGzoX37QJZlGIaBUDSKDTvq0b+yZ0rH6nr2QjcQD97qLiiyFSbFAVna/yXKiPYm7VdzY2Nj0teOHTvw7rvv4rDDDsP777+fjTYSEREVJN2IIqI1MHATEe3BbrHggBYhO52lwzJdwbxtIj4lqJHv4ZR1aV/WcbvdrbadcMIJsFgsmDFjBpYsWZKRhhERERUyVQ9A0/35bgYRUcEaWlONNVu2AQCWb9iEEw8bmdJx6YZuVev4SNvmed5mxQ1FtnT4cYj2JmPjNnr16oWVK1dm6uGIiIgKUvMHNAZuIqK9G1JTnfj3mq3bEU2xSJqW5nTVYCSS1v572v2+HtqvxyFqT9o93d9++23SbSEEtm7dir/85S849NBDM9UuIiKigmMINb4cGOuXEBHtS//KnrCaTYioGjRdx5ot23BQ3z77PC7VcA4AEVWFqmmw7ncntYCqe6GLCCyKi9XNKaPSDt2HHnooJEmCEMnLoRx55JGYPXt2xhpGRERUSDQjBFXzgcuBERGlxqQoGFRdhf+t3wAgNq87ldCtahoMQ0CWpX3u6wuGYIjMvS8bRgQRsYvreXcxhtAghAZFtuXl+dMO3XV1dUm3ZVlGjx49YLPl5xsgIiLKJiEEVN0H3eCwQyKidA2tqU6E7uUbNgNHp3acqmuwyua97iOEQETTYFYyG45jw82blxVjZfPOyhAaND0IQ0QghAFJkjtP6O7Xr1822kFERFRwDKEjqjVBiNSHOhIR0W5DW8zr3rBjJwLhCBw26z6Pi2oarOa9h+6opgEZ7OVuSQgdEbUBJqUEJtmRtEQyFTYhDKi6v6AulndossInn3yCKVOmYODAgRg4cCBOOeUULFiwINNtIyIiyhvdiCCqNTBwExHth+ruFSi12wHEJues3JTa0mGpVCSPqtl+fxbQ9AAiWgNreXQCQghoehARbVdBBW6gA6H72WefxcSJE1FSUoLp06dj+vTpsNvtOP744/Hcc89lo41EREQ5per+eA93LtaKJSLquiRJwpCaqsTtVNfrjqj7Xjs7lX0yQQgNEa2JwbtAGEKFpoeSvlTdj4i2C6ruK8hzd9rDy++66y7ce++9uOGGGxLbpk+fjgcffBB/+tOfcM4552S0gURERLkihIGo7oFhRPPdFCKiLmNITTW+WrUWQHxedwoMw4BuGFDk9vsI06lyvr+ag7fVVAaJBdZyRggdhtABGDCEBsOIwhC5udiSSWn3dK9btw5Tpkxptf2UU05pVWSNiIios9CNKCLaLgZuIqIMG9qiYvn2Jg8aff6UjttbT7Y/FG61mlK2xYJ3A1Q9kPPnLiaxeipehNWdCKv1iGqNiGoeaHqgUwZuoAOhu6amBh999FGr7R9++CFqamoy0igiIqJcUvUAolpjQQ5JIyLq7Lq7StHd7UrcXp7iEPO9zdn2h8P73a6OEMKApvsR1T0M3hlmCA1RzYOIGpuT3ZXOyWkPL//1r3+N6dOnY9myZTjqqKMAAAsXLsRTTz2Fhx9+OOMNJCIiypZYhVMvdCOS76YQEXVpQ2uqscDjBRAL3UcdNHifx7TX061qGnQ9v/OrDSOCKJpgUdyQpA7Vpi5quwO1gCF06EawS5+L0w7dV155JSorK/HAAw/gxRdfBAAMHToUc+bMwamnnprxBhIREWWDIVRENS+rkxMR5cDQmmos+N9yALFiakKIfS7Dpek6guEISvZYYqwhxeHp2WYYUUTELpgVFxR538ugFbtYuA7He7GLqyhdh1Z7P+2003Daaadlui1ERDknhIA/qMJskmGzdugtkTqhWKVTH2IL2BARUbYNblHB3BMIYmtDE6q6le/zuGAkOXTrugEtz73cLQlhIKo1QZFtMCul7PWOE8KALiIwDBVCaDCEhmI+56b8qmhsbMQjjzwCr9fb6j6Px9PufUREhUjXDXi8EWze5kNDYwi63nXmDVH7Yh+OPFB1L4r55E9ElGuldjtqenRL3F6+cVNKx0U0LTF32jBETiuWp0M3wohou6DpwaKd620IHZoRQkRrQljdCVXzQjdC8eJnxfkzaZZy6P773/+O+fPnw+VytbrP7XZjwYIFeOSRRzLaOCKiTFNVHQ2NIWze5keTNwxdL+6TQDFprk6uG/kpvkNEVOyG1lQn/p3qet0QAt5gCOGoih0eT94KqKUiVifEFwvfRqhLhW8hYnOvY4VHmxBRGxJfYXUXwupORNR6qJoXRheem91RKYful19+GVdccUW79//qV7/Cf//734w0iogo04IhFdt3BrBlux++QLRLnQhp74TQEdU8rE5ORJRnQ1qE7pWbtkI3UntP9odC8AQC0HUd0b0sI1YohNChal5EtHqour/TnnuEEND0EMJqPcLqDkTUemi6H7oRgSHUxJcQWqf9HnMl5QmMa9euxaBBg9q9f9CgQVi7dm1GGkVElAmGIeAPROHzR6Fx+HhR0vQAVD2AYh/WRkRUCAZV94Yiy9ANA+FoFD9u34kDevdK6dhCmsedqtjyYgFoehBmxQlFtu+zeFwhEEKHZoShG0GG6QxJuadbURRs2bKl3fu3bNkCWWbhACLKP0030OQNY/M2Hxo9YQbuIiSEgYjWBFX3g4GbiKgwWM3mpJCd6nrdnZ+AqvtiQ7C1xoLr/Y4Niw/E1sjWGhGO92gXUhs7u5RT8siRI/Haa6+1e/+rr76KkSNHZqJNRERpE0IgFFKxc1cQW7b64PFGYBgMW8VI00OIaLs4p4yIqAC1nNddPKG7mYBhRKHpAYTVeoSi2xFWdyKqeaHpodiwbUPNSdiNDR0PxOdjNw8bD8Mwoll/7mKU8vDya665BmeddRb69OmDK6+8EoqiAAB0Xcdjjz2Ghx56CM8991zWGkpE1JZQWEMgGEUwpHGedpHjuttERIVvaE013vh8MQBg3dZtiKgqrGZznluVD7HPLLGltULQEdrjfgmybIEiWSFJMmTJDEmS4591RIeWJjMMFboIwzDUol/CK9dSDt2nn346brzxRkyfPh1/+MMfcMABBwAA1q1bB7/fj9/+9rc444wzstZQIqJmum4gEFThD0Shahz6RICmBzmUnIioE+jXqwdsFjPCURWabmDNlm04uF9NvptVgAQMIwIDu0dtxUJ38+ceCbJshixZIEsmSJIMCTIkSYEQBgyhQZIkSJBjS3np/vjSXZQPaV0iueuuu/D555/joosuQlVVFXr37o2LL74YixYtwl/+8pcONeDRRx9FbW0tbDYbjjjiCHz55Zd73X/mzJkYPHgw7HY7ampqcMMNNyBcwEsHEFHmhCMa6huC2Lw1NlebgZti6243QdV96IqBWzfC2O79FGF1Z76bQkSUESZFwYHVvRO3U146jPYYdt48VN2fWMIrNmR9R3zIemNiW1RrZODOs5R7upsdfvjhOPzwwzPy5HPmzMGMGTPw+OOP44gjjsDMmTMxadIkrFy5Ej179my1/3PPPYebbroJs2fPxlFHHYVVq1bhoosugiRJePDBBzPSJiIqLIYhEAhG4QtEoaoM2bSbbkSh6p4uWeglGN2Cet9iNAa/gyFURLQm1HY/Ld/NIiLKiCE11fi2bgOAYpzXnW1d7wJ0V5B26M6kBx98EJdddhkuvvhiAMDjjz+Ot956C7Nnz8ZNN93Uav/PPvsMRx99NM455xwAQG1tLc4++2x88cUXOW03EWVfJKrBH1ARCKqcq02tqLofmh7IdzMySjciaAz+D/X+xQhFtybdt8P3Gfp2+xlkqRjnPRJRVzO0pk/i3xt31CMQDsNhs+WxRUTZlbc1vqLRKJYsWYKJEyfubowsY+LEiVi0aFGbxxx11FFYsmRJYgj6unXr8Pbbb+Okk05q93kikQi8Xm/SFxEVJk034PVFsGW7D9t2BOAPRBm4KYkQOiJqQ5cK3MHoVmxseBP/2/wANjb8v1aBW5FL0MN5WEFUlOU5lYgyoapbOVwldgCxftkVG9tflpioK8hbT3d9fT10XUevXr2Stvfq1QsrVqxo85hzzjkH9fX1+MlPfhIrc69puOKKK/D73/++3ee55557cOedd2a07USUWcGQCp8/inCEVaepfboRhqr7usRwcsOIxnu1lyAYbXtopcNSg27O0ah0/QQmkyPHLWwbz6lElAmSJGFITTW+XLkGQGxe9+hBB+S5VUTZk7ee7o6YN28e7r77bjz22GP4+uuv8corr+Ctt97Cn/70p3aPufnmm+HxeBJfGzduzGGLiag9mm7A441g81Yfdu4KMnBTu4QQiGpeRLXOP387FN2OjQ1v4X+bH8CGhjdaBW5FsqK783AMqbwSB1Zeim7OQyHLljy1tjWeU4koU4p7vW4qNnnr6e7evTsURcH27duTtm/fvh2VlZVtHnPrrbfi/PPPxy9/+UsAwPDhwxEIBHD55ZfjD3/4A2S59TUEq9UKq9Wa+W+AiNImhEAwpCIYVBEKayz1QftkCC0etjvvRRnDUNEY/B67/EsQiLYdUkss1ejuHIOykoOhFFDI3hPPqUSUKUNahO4dTR7s8vrQzVWaxxYRZU9KoXvkyJGQJCmlB/z6669T2s9isWD06NH46KOPMHXqVACAYRj46KOPcM0117R5TDAYbBWsFUUBAM77JCpgmm7A54vAF2BRNEqdpoc69VJgYXUn6v2L0RD4BrrRemlLWbKgwnEIujlHo8TSu41HICLqurq5StHT7cIOT6w2xPKNm/GTg4fkuVVE2ZFS6G4OxQAQDofx2GOP4aCDDsLYsWMBAJ9//jm+//57XHXVVWk9+YwZM3DhhRdizJgxOPzwwzFz5kwEAoFENfMLLrgA1dXVuOeeewAAU6ZMwYMPPoiRI0fiiCOOwJo1a3DrrbdiypQpifBNRIUjHNHg80cRCqmdNDZRPghhQNV9bQbVQmcIFU3B5aj3L0YgsqHNfUosVejmHI3ykmFQZPYaE1HxGtq3D3Z89wOA2Lxuhm7qqlIK3bfffnvi37/85S8xffr0VvOob7/99rTndk2bNg07d+7Ebbfdhm3btuHQQw/Fu+++myiutmHDhqSe7VtuuQWSJOGWW27B5s2b0aNHD0yZMgV33XVXWs9LRNkjhEAgqMLrj3BdbUqbYaiI6h4Ioee7KWkJq/Wo9y9BQ2AZdCPU6n5ZMqO8ZDi6l45BiaUqDy0kIio8Q2qq8UmL0C2ESHl0bTNDRLCh8W8oiwyEy34gnNYaSBI746iwSCLNsZ5utxuLFy/GoEGDkravXr0aY8aMgcfjyWgDM83r9cLtdsPj8cDlcuW7OURdRjiiIRRSEQip0PXO16/dvcIOR0nhzqUtBrG1t4PoLMPJDaHBE1yBev9i+CPr29zHbq5Ed+dolDuGQ5E7tgat1VQBWS7M9bl5TiWi9gQjETT6/Hvdxx8K49f/ejrxrn/7ub9AdfeKtJ4nEP0e9cHnE7cV2Q63/UC47UNQahtQ0HUyKLckSYbN3CMvz512ITW73Y6FCxe2Ct0LFy6EjYvaExWVUFhDMKQiFO6cQbslw2CvfL4IoSOqewtiHepURNRdiV5tzQi2ul+WzCgrGYbuztEosVSn3WtDRFQsnHYbanp2x4Yd9QCA5Rs3pR26Q+rypNu6EUJD4Bs0BL6BBAWltgPgLhkCt/1AmBUWaqP8SDt0X3/99bjyyivx9ddf4/DDDwcAfPHFF5g9ezZuvfXWjDeQiAqLYQj4A1H4/FFoetcJqlFN69CwNto/mh6AqgdQ6L3bQuhoCq3ALv8S+MLr2tzHZu6J7s7RqHCM6HCvNhFRsRlaU50I3Ss2bsbEkYekdXyZ/acosdQion8PX3gtBHZ/NhHQ4Q2vhje8GhsBlFj6oKxkCNz2wXnr8aTilHbovummm3DAAQfg4YcfxrPPPgsAGDp0KJ588kmceeaZGW8gEeWXrhvQdAPRqI5QWEO4iy71JUQseFvNhTmMt6uJFUvzQjci+W7KXkW0RuzyL8Eu/1JoRqDV/ZJkQnnJwejmHA2HpYYXbYiI0jSkphrvLfkGALBy01Zoug5TGgWSTbILdsuRcDnGQNP98IbWwBNaAW9oNXSRfI4JRjchGN2ELU0fwmrqBrd9MNwlQ+Cw9IEktV56mChT0grdmqbh7rvvxiWXXMKATdRFqaoOfyCKSFRHVDWKaomvqMrQnQu6EYaq+yBEYY6UEEKHJ7QK9f4l8IXXtLmPzdQd3ZxjUOE4BCalJMctJCLqOgZWVcKkyNB0AxFVxY/bd2JAVWWHHkuRbSh3DEO5YxiE0OGP/Iim4Ap4Qiug6t6kfSPaLuzwfYYdvs9gkh0t5oEfULB1NKjzSit0m0wm3Hvvvbjggguy1R4iyhNV1dHkjSAYUvPdlLyJqCpKYc93M7osIUS8d7swlwKLak3Y5f8auwJL4+uDJ5OgoKzkIHR3joHD2pe92kREGWA1m3FA70qs2rQFQGy97o6G7pYkKTafu9R2APqIExFSt8ETXAFPaCVC6rakfTUjgF2BpdgVWApZMqPUNiDWC24/ECbFsd9tIUp7ePnxxx+PTz75BLW1tVloDhHlWjSqw+Mr7rDdLMJ53VkjhIGo1gRDFNbrTAgd3tAa1PsXwxteg7bmlltN3RJztfnhi4go84bWVCeF7p8dMTqjjy9JEkosvVFi6Y3eZRMQ1ZrgCa1EU3BFfPWJ3e/9hlDhCcV6xwEJDmsN3PYhKLMPgdWcXpE3omZph+4TTzwRN910E7777juMHj0aDkfyB5BTTjklY40joswTQiASn58dCqlQtcIc4psXQiCiarBZOKwskwyhIao1FdTa21HNE+vV8H/dasghAEiQ4S4Ziu7OMXBaa3khhogoi4bWVOP1RV8BANZt3Y6IqmZ1upfFVIYepUegR+kR0IwQvKHV8Xnga2CIlitpCAQiGxCIbMCWpvdhM/eA2z4EbvsQlFh6cx44pSzt0H3VVVcBAB588MFW90mSBF0vnA9VRBSj6QbCYS0WtMNaUc3TTldEVRm6M0jTQ/Gh2vl/zQlhwBtei13+xfCEVrXZJoupPN6rfSjMijP3jSQiKkL9evWAzWJBOBqFbhhYvXkrhtX2zclzm2Q7KhyHoMJxCAyhwR+uQ1MoNgxd05PXGQ+rOxFWd2K7dwHMSilciXng/SFLaccqKiJpvzq4li1R5xCONIdsFarKv9tURdTCGv7cWQlhxNfezn91clX3YZd/KXb5lyCqe9rYQ0aZfQi6lY5GqbU/ey6IiHJMkWUM7tMb36z7EUBsiHmuQndLsmSCyz4ILvsgCHEygtEt8IRWwhNagbC6M2nf2LllCXb5l0CWLHDZB8JtHwKXfRBMMuvDUDJekiHqIoQQCIZUBEMawhENhpH/nsXOSNU06IYBRWbw6ijdiELVPXmtTi6EAV94Her9i+EJrUSbvdpKGbo5R6Ob81CYldLcN5KIiBKG1FQnQveKjZvz3BpAkmQ4rH3gsPZBVdnxiKi70BQP4IHIRiTPA4+iKfgDmoI/AJDhtPaDu2QwyuxDYDGV5etboALSodD9ySef4P7778fy5csBAAcddBB++9vf4phjjslo44iofYYhEFV1RCI6ItGuu352PkSiKkps1nw3o9MxhAZND+S1Ormq+2O92oGvEdUa29hDgts+GN2dY1BqO4C92kREBWJoTZ/Evzfu3AVfKIRSe+H0GFvN3dDLfBR6uY6Cpgfgic8D94XX7lEk1IA/Ugd/pA6bG9+F3VyZWA/cbq5kjZAilXbofvbZZ3HxxRfj5z//OaZPnw4AWLhwIY4//ng89dRTOOecczLeSKJi1xywVVWPrZ8d1VkALYtC0ShDdxpiS4H5oBuhvD2/P1IX69UOroBA678Ns+JGd+codHOMhNnkykMriYhob3pXlMHtKIEnEAQArNy4BWMOHJDnVrXNpDjQzXkoujkPhWGo8IXXxSuer4JmBJL2DanbEFK3YZv3E5gVdzyAD0aptRaSpOTpO6Bck0SaFZWGDh2Kyy+/HDfccEPS9gcffBBPPPFEove7UHm9Xrjdbng8Hrhc/OBFhae56Jmq6oiqBlRNh66zDztbhBDYuSuIjVs9EJKOI8f0BiQJVRXlvBqdAkNoUDVvXpYCU/UAGgLLsMu/BBGtoY09JLjsg9DdOQYu28BO26ttNVVAlguzuB/PqUTUnmAkgkaff987tjDrvY/xxYrVAIBjhg3F+ccfm9JxZpMJLocGIbS025lJQhgIRDfBE4wNQ49ou9rdV5FscNkHwW0fDJd9IBTZlsOWFidJkmEz98jLc6fd071u3TpMmTKl1fZTTjkFv//97zPSKKJioqo6wvHe60hEYw92ljU0hrBmfWPsq64Ba+sa4fXHlgcZPKg8FrqFQDiqwm615Lm1hUsIA5oRgKaHkMvK5LFe7fWo9y+BJ7gcAq1XzDArpejmGIVuzlGwmNw5axsREe2foTXVidC9vADmdadLkmQ4rX3htPZFdfkJCKs7Y4XYgisQiG5K2lcXYTQGv0Nj8DtIUOC01caXIxsMC0dkdTlph+6amhp89NFHGDhwYNL2Dz/8EDU1NRlrGFFXpqo6AiEVwSDXyc4mrz+CtXXNATsWshua2p9vXLfeA00zYDLJCEWjDN3t0I0wVN2X00Jpmh5EQ2AZ6v1L2u05cNkGoptzDNz2QRyyR0TUCQ2pqU78u97jRb3Xh+6uzlvo0mbuAZu5B3q5fgJV98ETWgVPcAV84XVJF40FdPjCa+ELr8WmxrdQYqlKBHCbuSdH3nUBaYfuX//615g+fTqWLVuGo446CkBsTvdTTz2Fhx9+OOMNJOoKNN2AGtURUXUEQ1zCKxuCIRVr1+8O2GvXN2L7zsC+D4zr3cuBgQeUIRBU4XZZEVFVCCF4omvBECpU3Q/DiObk+YQQCEQ2oN6/BE3B79vs1TbJTnRzjkR352hWiCUi6uQqSp3oVebG9qbY8o4rNmzGT4YNyXOrMsOslKK7czS6O0dDNyLwhdfGlyNb1aomSjC6BcHoFmz1fAyLqTw2D9w+BE5rDS8qd1Jph+4rr7wSlZWVeOCBB/Diiy8CiM3znjNnDk499dSMN5Cos1HVWJGzqKongjbnZGdWJKKhbkMTVtftDtibt/lSPr5buR0D+5djQG05BtaWY0D/cvTuVYKIvntNacMwEFE12CyFOZc2lwyhQ9P9OatKrhkhNAS+wS7/klbrojYrtQ1Ad+douO2D+QGEiKgLGdq3OhG6l2/c1GVCd0uKbEVZyUEoKzkIQujwRzbGC7GtbLXyRlRrxE7f59jp+xyKbIfbfiDc9iEotQ2AInNEXmeRcuh+8skncdxxx6Ffv3447bTTcNppp2WzXUQFT9UMaPFiZ1FVh6rp0FSDy3ZlmKrq+HGTJzY8PN6LvXGzB6kuQ+5yWjCwfwUG9i9PBO2KstSWIAlHo0UdunUjAt0IQzciyPa8bSEEgtFNqPcvRmPw+zaL4ZhkB7o5R6KbcxSspoqstoeIiPJjSE015n37A4DYet1dfdSZJCkotdWi1FaL6rJJCKs74j3gKxCMbknaV49flG4IfANJMqHUegDcJYPhtg+GWXHm6TugVKQcuq+66ipEo1H069cPEyZMwHHHHYcJEyagqqoqm+0jyishYkt1RVUD0agOTTOg6wY0XSDNwv+UAl03sHGLNxGw19Y1Yv3GJmgpjhQosZsxoLYsFrJrYyG7R7eSDp+so1p+q6DmgyF06EYQuhHOyZxt3QijIfAt6v1LEFa3t7mP09o/1qtdMgSylPYALSIi6kQG96mGJEkQQsAXCmNzfQP69OiW72blhCRJsFt6wW7phUr3sYhqntg88NAK+MN1SUtiCqHBG14Fb3gVNuL/wWGpiQfwIbCZu+fxu6C2pPzppampCZ999hk++eQTzJ07F8899xyi0SgGDhyICRMmYMKECRg/fjx69eqVzfYSZU3zvGtVM5KGhzNaZ4dhCGzd7k9UEV9T14h1G5oQjbaet9sWm1XBAf3ivdfx/1f2dEKWM3c1XNU0GIbI6GMWKt2IQjOCMIzIvnfeT7Fe7S3Y5V+MxuD/2lxuzCSXoMJxKLo5R8NmLo4PW0REBDhsVvTt0R0/7ohNL1q+cXPRhO49WUxu9Cg9DD1KD4NuhOENrYEntALe0GroIvl8HYhuRCC6EVuaPoTV1C2+HvgQOCx9Ou2SmV1J2ut0NwuHw1i0aBHmzp2LefPm4auvvoKqqtAKvGeIa4oWLyEENM2IfRki1mMdv61qBoxUxytT2oQQ2FEfTA7YPzYiGErt/cJsklHb142BtbuHiVf3dkHJYBh2OJSkOd3NKkpLu2wVc0No8SHkIQiR2sWO/aEbETQGvkO9fzFC6rY293Faa+O92kPZqx3HdbqJqDPqyDrdzV5Z+AXeXbwMADCsti+mn3riXvcvlHW6c0UIHb7I+sR64KrubXdfk+xoMQ/8gII9n+RCp1qnu5ksy5BlGZIkJYaA9O3bN5NtI+oQLR6mY6E6Pjw8qkPTWTE8V3Y1huIFzhoSQ8V9/tQqXsuyhL7VrqQh4n37uGE25ecqbVjtWkuHCSFgiAg0PdhmD3M2BKNbY3O1A9/BEK1fB4psR4VjBLo7R+ftZEhERIVjSE11InSv3rwFmq7DpLBoZjNJUuCyDYDLNgB9xIkIqdvgCa6AJ7QCoT2mamlGALsCS7ErsBSyZEapbUB8ObJBMCmOPH0HxSfl0B2NRvH5559j3rx5+Pjjj/HFF1+gX79+OPbYY3HZZZfh2Wef5TrdlHOGIRCJ6ohENUSjOqKsFJ5zHm8Ea9Y3xJbrigfsxr2shd2SJAHVvUuTerBra8pgtRTOiTUczU0wzTZDqC16tXMxVzuKpuD/UO9f3KoQTDOHtS+6O0ejzH5QUV95JyKiZAOrKmFSFGi6joiqoW7bDgyq7p3vZhUkSZJQYumNEktv9C6bgIjWGCvEFlwJf2Q9WhZCNYQar5K+AoAEp7VvYjkyq5kFSrMp5dDtdrvRs2dPTJkyBVdffTVeeOEFVFZWZrNtVKCEEBACiUJiAoChC+iGAIRImgOdGPwrSUCL/XVDwNAFDCNWlKx53qwsS5Cl+P4tH0cCJEgQEInnal6ai3InEIythb12fSNWx4eJ79wVTPn4yp6ORA/2gNpyDOhXBru9sMNWbOkwFVZzYbezmRA6DKEBEDCEBkOoEELLSdAGgFB0G+r9i9EQ+A6GaD1cX5FsqHCMQDfnaNgtPXPSJiIi6lwsJhMG9u6FFZtiF22Xb9zM0J0iq6kcPUuPRM/SI6EZIXhDq+PzwNfsMdpMwB/5Ef7Ij9jc9D5s5h7xHvDBKLFUcR54hqUcukeMGIGlS5di/vz5iaHl48ePR7duxVnYoKVwREOTJwyTSYaiyDCZZJhkCbIixYfgx/YTAruDZzyZCjQH2NhGQwgYIhZijfhOzYGz+d/Nxzcf2/IBY9t3z19u7vWVZECWpNhjNh8jITE1AIjd31wwSgjE2hJvhzAEC4oVmXBEw7ofm1r0YDdgy7bU52Y1r4U9qH8FBsSLnZU6O+cw7aiqFVzojoVrHYARuxAGDboRzct8NsOIojH4Per9SxCMbmpznxJLH3R3jkF5yUGQua4oERHtw9C+fRKhe8XGzTjlyDF5blHnY5LtqHAcggrHITCEBl+4LrEeuKYnf6YLqzsRVndiu3cBzEppvAd8MJy2/qyxkgEp/wQ///xz+P1+fPrpp5g7dy7uvfdenH322TjwwAMxfvx4jBs3DuPGjUPPnsXXcyESQ5yzX4iowwq4aZR/qqqjbqNnd8Cua8CmLd6U18J2u6yxgF0bC9gDa8tR5rZlt9E5FFZVlCK1tb2zSQgdWg6X89qXUHQHdvkXoyHwLXTRekqBLFlR4TgE3Z2jYbdwZBQREaVuSE114t/rtu1AOKrCZimsC+CdiSyZ4LYPgts+CEKcjGB0S2I98LC6M2lfVfeh3r8Y9f7FkCULXPZBcNsHw2UfBJOc/89DnVFaly2cTicmT56MyZMnAwB8Ph8WLFiADz74AJdddhn8fn/BVy8nKnaaFlsLOzZEPBawN2zypLwWtqPEHJt/XVuOAbUVGNS/HN0q7B1eC7sziKoqdMOAImd3qJUQRnxoeCxgC2iJbYVSkdUwVDSFfkC9fzECkY1t7lNiqUJ35xiUlQyDwl5tIiLqgH49u6PEakEwEoVhGFi9eSuG92fR5kyQJBkOax84rH1QVXY8ImoDmuJzvWPn9pbzwKNoCn6PpuD3AGQ4rf1QVhIbhm4xleXrW+h0OjRWwDAMfPXVV5g3bx7mzp2LhQsXIhAIoF+/fpluHxHtB8MQ2LzNl9SDXbehCVE1tV5Sm1XBAbXl8SrisWJnlT0cXTpgtycSVVFis2bs8YQwoBsRCBgQQiuoYN2WsLoT9f4laAgsg2601attQbljOLo7x6DEwnl3RES0f2RZxoF9qrBs7XoAwPKNmxi6s8RqrkAv81Ho5ToKmh6AJ7QKntBKeMNr9vhsYsAfqYM/UodNje/Abq5MrAduN1cW5efDVKUcur/88kvMmzcP8+bNw6effgq/348+ffpg/Pjx+Nvf/oYJEyagtrY2i00lor0RQmD7zkCigviaugas/bEJ4XDqa2H371uGgf1jRc4G9a9AVe/SjK6F3ZmFotHMhm7oe11XsxAYQkNTcDl2+RfDH/mxzX3s5kp0Lx2D8pLhUOTM/XyIiIiG1lQnQveKjZvz25giYVIc6OYciW7OkTAMFb7wut3zwI3k4rkhdRtC6jZs834Cs+KG2z4YZSVD4LT2gyQVzko0hSDl0H3kkUeisrISEyZMwIMPPogJEyZgwIAB2WwbEbVDCIFdjaHEEPG18aDtD6S2FraiSOhX7Y4F7Hixs5oqF0x5Wgu7MwjnaIh5IQiru7Ar3qu95wkWAGTJjPKSYbFebWt1G49ARES0/1rO695U3wBvMARXCecU54osm+EuGQx3yWAIYSAQ3RRfD3wlItqupH1V3YN6/5eo938JRbK1mAc+EIrcder8dFTKoXv58uUYPHhwNttCRO1o8oZbDBGPLdnV6EltLWxZAqqrXLEh4rXxtbD7lsFi5hXItAiBiKqixNo1e3MNocETXIF6/xL4I3Vt7mMz90J352hUOA7hCZSIiLKusrwMZU4HmvwBALHe7sMHD8xzq4qTJMlwWvvCae2L6vKfIqzuhCe0Ek3BFa1WLtFFGI3B79AY/A4SFDht/VEWr4ZuNrny9B3kV8qhm4GbKDcCwWiLIeKxgJ3OWti9ezpb9GCXo3/fcthtXOohE8LRrhe6I1pDbK62fxk0I9DqfkkyxXu1R6PE0ofztYiIKGckScLQmmosWr4KAEN3IbGZe8Bm7oFerp9A1X2xeeDBFfCF10G0WDZJQIcvvAa+8BpsbHwLJZaqxHrgNnPPovlcwU/iRHkUWwt7d7heXdeIrdtTXwu7R7cSDIj3XseqiZfD6WC16GwJRaMwDJFYz76zEkKHJ7QS9f4l8IXXtrmPzdwjtq6245AiXR5EavFBQIYkyZAgAZAS9wOI77N7m4Tmmq/x/yaWdhMABAQEIOL/b7E9drQCSTJBkuQWxwqgSD6QEBG1ZUiL0L2c87oLklkpRXfnaHR3joZuROALr40vR7YKuhFK2jcY3YJgdAu2ej6GxVSeCOBOa02XngfO0E2UI1FVx/qNnliBs3jA3pzGWthlLmuigvjA2lhPdpmLQ3xzSgiEM1xQLZeiWhPq/Uuwy78UmtH64o4EBWUlB6N76Rg4LDVd+uqzJMmQJDMkSJAkJR54pfj/lUTwJSKi/Go5r3uX14edHi96uItziHJnoMhWlJUchLKSgyCEDn9kQyyAB1cgqjcl7RvVGrHTtwg7fYugyHa47QfCbR+CUtuALrfkKEM3URY0r4W9uq4hUeTsx00e6Cmuhe10mOM92BWJedjdyrv2WtidRVjN7NJh2Rbr1V6NXf7F8IbXtLmP1dQN3Z1jUOEYAZNSkuMWpiMekCWlRVhu3maK9zPH+5Nb9DALGPH7ZMiSgljPNf+WiIg6g3KnA5XlZdjW2AQAWL5hE3oMPyi/jaKUSJKCUlt/lNr6o7psEsLqjkQl9GB0S9K+uhFCQ+AbNAS+gSSZUGo9IFbEzT4YZsWZp+8gcxi6ifaTbghs2epLLNO1Zn0j1qezFrbNhAP6lWFQbTkGFPla2J1BuJMMMY9qHuzyf41dga+h6r5W98d6tYeim3NMfGmP/H8/sSHcsQAty2bIMAGSvHvwdorDzqTEf4iIqCsY2rc6EbpXbNyMYxm6Ox1JkmC39ILd0guV7nGIap74euAr4A/XQWD352YhNHjDq+ANr8JG/D84LH3gLhkCt30IbObuefwuOi6l0D1jxoyUH/DBBx/scGOICp0QAtvia2GvrWvA6vWNWJfGWtgWs4zavmUY1L8iMRe7urK04AMc7SaEQFiNFmRBNSEMeMOrUe9bAm94NYDWIyuspgp0c45GheNQmBVHztsYG9ZtggQ50WstSyZIMBVE8CciosIztKYP5n7zPQBgxaYtMISAzHNGp2YxudGj9DD0KD0MuhGGN7QGntAKeEOroYtI0r6B6CYEopuwpelDWE3dYvPASwbDYenTaaaDpRS6ly5dmtKD8QMTdSVCCOxqCCX1YK9d3wh/QE3peEWR0K+PO2mIONfC7hoKrYq5qnmxK7AU9f4lUHVvq/slyHCXDEV352g4rf1z9l4tSSbI8S9JMsf/z9c/EVFXp2qpjfZL1YF9ekOSJAgh4A+Fsbl+F2p6dM4eT2pNkW0odwxDuWMYDKHBH/4xMQx9z881EW0XdvgWYodvIUyyA257bB3xUusBkGVznr6DfUspdM+dOzfb7SDKuyZvON6D3YjV62NzsZu8kX0fiNha2H2qXEmFzvrVuLkWdhcVUVO78JJNQhjwhdei3r8EntBKtNWrbTGVo5tjFLo5R+ZkPpQkmaDIVsiShQGbiKiI6LqBUFhDKKwhHNFgtShwlmZuFmuJ1Yp+PXtg/fYdAIDlGzbnJXQnry5B2SBLJrjsA+CyD0AfcRJC6jZ4givgCa1ASN2etK9mBLArEJtKJ0tmlNoGxKuhH1hwNWo4p5uKkj8Qxdr4Otir49XE6xtC+z4wrqrSGe+9joXs/n3LYLPyz6lYGIaBcFSFzZL7K6qq7sMu/1Ls8n/dqgpojAS3fQi6O0ej1HZA1oOvLJkhy1YokqWgrzATEVFmRaM6QmENwbCKaFTf9wH7aWjf6t2he+Nm/HT0iIw9tpQYlaXEzmuSOV6UUwdgQAgRqzUixT7rGUKHEBqEMCCgwxBa/Hb2fw7FRJIklFh6o8TSG73LJiCiNSYqofsjP6Jlh4Mh1Hjv+AoAEpzWvvFe8CGwmiry9j0061BKWLx4MV588UVs2LAB0Wg06b5XXnklIw0jypRQSMW6DU1YE68ivqauAdt2BFI+vke3kkTv9cD+sbWwHSVdaxkDSl8oGslZ6I71atdhl38xmkIrAbS+wm5W3OjuHB3v1S7Nantk2QJFskKRbezNJiIqEoYhEI5o8R5tNeUVWTJlaE013vkqNuV19eat0HQdJiX1EYWxYG2OF+WMrXIhS2YosqXNQp2xopxtP74sKW3eJ4QBIXQY0GAYUehGBG2NRKOOsZrK0bP0SPQsPRKaHoQ3vBqe4Ep4w2tgiJaZVMAf+RH+yI/Y3PQ+bOaecNsHo6zkIFhN3fLy2SXt0P3CCy/gggsuwKRJk/D+++/jpz/9KVatWoXt27fjtNNOy0YbiVIWVXXUbWiKDRGvi83B3rTVC5Hi+12525YocBYL2hVwuwpn7i4VjoiaWvG8/aHqfjQElqHevwRRrbGNPSS47Qeim3MMXLYBWT2JxD6Y2Bi0iYiKiKrqiWHjkYiW1/g4oHcvmBUFqq4jqmlYt207DqyuanPf3athKIkRWXKKK2Dsj1ixUBkyzIBshxA6VD0A3QiD4TuzTEoJKhwjUOEYAUNo8IXrEvPANd2ftG9Y3YGwugPbvQtgUdzo5T4GNRUn57a96R5w991346GHHsLVV1+N0tJSPPzww+jfvz9+9atfoXfv3mk34NFHH8V9992Hbdu2YcSIEXjkkUdw+OGHt7t/U1MT/vCHP+CVV15BQ0MD+vXrh5kzZ+Kkk05K+7mpc9M0Axs2e+JDxGMBe8Pm1NfCLnVaknqvB/avQLdye5ZbTV2FruvQdQOKktkAKoSAP7Ie9f7F8ASXJy2h0cysuNDNOQrdHCNhMbkz+vx7kiUzTIoTiszRHUREXZmmG1BVA5qmIxLVEY5oOe/N3huzyYSBVZVYvnEzgNi87pah2yTbIEuW+MoYhXFxWJIUWEwuCFEKQ6gwRLTFfHADhlA5PzwDZMkEt30Q3PZBEOJkBKNbEgE8rO5M2jeqe6DpqU8pzZS0Q/fatWtx8smxKwMWiwWBQACSJOGGG27AcccdhzvvvDPlx5ozZw5mzJiBxx9/HEcccQRmzpyJSZMmYeXKlejZs2er/aPRKE444QT07NkT//3vf1FdXY0ff/wRZWVl6X4b1MnohsDmrd7YEPG6RqxZ34D1GzwpV8e020y7e7DjAbtn9xJW3Kf9EopG4bTbMvJYmh7ArsA32OVfgoi2q409JLhsg9C9dDRctkFZ/UAhSTJkyQqTYocscZ42EVFX1HK4eDisQdMLP/wN7dsnEbpXbNyMU8celrjPlIdlMFMlSRIUyQIFrS9g60YUuhGMD0Wn/SVJMhzWPnBY+6CqbCIi6i40hVbCE1qBQGQjAIEK5yE5b1faobu8vBw+nw8AUF1djf/9738YPnw4mpqaEAwG03qsBx98EJdddhkuvvhiAMDjjz+Ot956C7Nnz8ZNN93Uav/Zs2ejoaEBn332Gczm2AfB2tradL8FKnBCCGzd7sfa9bt7sNf92IhwJLXiFBaLggP6liV6sAf1r0DvXk6uhU0ZF97P0C2EQCDyI+r9S9AU/AECrV/jZqU0UYHcYirbj9buiwRFtkCRS9irTUTURRXScPGOGFJTnfh33bYdCEejsFk69zkrdu61cCh6lljN3dDLfBR6uY6CZoQQim6FyzYg5+1IO3Qfe+yx+OCDDzB8+HD84he/wHXXXYePP/4YH3zwAY4//viUHycajWLJkiW4+eabE9tkWcbEiROxaNGiNo954403MHbsWFx99dV4/fXX0aNHD5xzzjn43e9+B6WdQgqRSASRyO4rR15v6zVsKX+EEKhvCMXWwY4XOlu7vhGBYGpLMpkUCf1qypIKndVUuTI+5JeoLRFNg24YUOT0Xm+qHsAO70Js9yxAWKtvc59S2wB0d46B235gmwVeMkWSFJhkOxTZXjDD8ahw8ZxK1LkYhkAkUfysc/Rm703fHt1QYrUiGInAEAKrNm3FIQf0y3ezMqJ5KLohHNAYvrPCrDhQ6hqbl+dOO3T//e9/RzgcBgD84Q9/gNlsxmeffYbTTz8dt9xyS8qPU19fD13X0atXr6TtvXr1wooVK9o8Zt26dfj4449x7rnn4u2338aaNWtw1VVXQVVV3H777W0ec88996Q15J2yq9ETTgTstetjIduT6lrYsoSaKldSwO7Xxw0z18KmfBEC4WgUDlvqvd2qHsCS9b/fo8pmjEl2oJtzJLo5R8NqKs9kS1uRJAUmxQFFsnGaBaWM51SiwqbrBiLR2JzsSERDNKp3qdgmyzIG96nC0rV1AGJLh3WV0N1MTswDd8IQUehGFIaIcO53J5d26K6o2L3OmSzLbQ4DzxbDMNCzZ0/861//gqIoGD16NDZv3oz77ruv3dB98803Y8aMGYnbXq8XNTU1uWpyUfP5o1i7viExRHxNXSN2Naa7FnZFopL4AX3LYOVa2BQXW8pDQnNeTPw/dk/iNhL3S5AlCSaTDEWRoCgyTLIEgVhRPgEdKc5gSBKMpBe6zYoDLvtANAV/SGwrtR2Abs7RKLMPyWqvNhCb62SSS6DIrGlA6eM5lajwRONFzwKh3KyXnW9D+1Ynhe6uSpJkKFJs1RAhBHQRhq6HYIjURoNSYUk7wXz99dcwm80YPnw4AOD111/Hk08+iYMOOgh33HEHLCnOq+jevTsURcH27duTtm/fvh2VlZVtHtO7d2+YzeakoeRDhw7Ftm3bEI1G23xuq9UKq5VLPmVbKKRi7Y9N8XAdC9rbd6a+FnbP7iUY2L8CA2tj87Bja2GzgFM2SQAkORZEJRmx/7cIYYYQEELEin/IUtsBrcVabJIc30+WICEWhuX4NiA2QEoIAVmW44/XfGBySN69WdrdDkMk9pUktN+e/RCMRIAO1DCJqmraVcx7uY6BP7wBFY4R6O4cBau5W/pPnKbYMPISLvlF+4XnVKL8aw7ZsS8dItV1UbuIoS3mdW/Z1QBPIIjublceW5R9kiTBJNlhku0whApND3H4eSeTduj+1a9+hZtuugnDhw/HunXrMG3aNPz85z/HSy+9hGAwiJkzZ6b0OBaLBaNHj8ZHH32EqVOnAoj1ZH/00Ue45ppr2jzm6KOPxnPPPQfDMCDH51CuWrUKvXv3Tjns0/6LRONrYccD9pr1jdi81ZfyWtgVZbbdATs+VNxVyg9x2SABMJllmE0KTPHeXbNJhsWidJp57zIkoMBnEAQiYbhKSlLev8IxHO7aP0LVcjEfVoJJKYFJdrBnm4ioE9J0A+H4nOxwRINhFHfQ6lnmRrnTgUZ/rHNnxcbN+EkXD90tyZIZFpMZhnBA1Tzs+e4k0g7dq1atwqGHHgoAeOmllzBu3Dg899xzWLhwIc4666yUQzcAzJgxAxdeeCHGjBmDww8/HDNnzkQgEEhUM7/gggtQXV2Ne+65BwBw5ZVX4u9//zuuu+46XHvttVi9ejXuvvtuTJ8+Pd1vg1KkagY2bPIkipytqWvAhs3elN/wS52WxBzsAbUVGNS/HBVcCzujFEWC2aQkhkwrsgSzSYYp/sWglZrtjR6YZClxQS8dgXAEpXZ7yj9rSVIgp//2m5bdy345IGd5yDoREWWOEALheMAOhbWUl0ctFpIkYWhNNT5bvgpAPHQPG5rnVuWeLCmwmiviFc+DnPNd4NL+1CeEgGHEfqkffvghfvaznwEAampqUF/fdhXe9kybNg07d+7Ebbfdhm3btuHQQw/Fu+++myiutmHDhqQPwDU1NXjvvfdwww034JBDDkF1dTWuu+46/O53v0v326A26LqBTVt9SQF7/UYPtBTf7EvsJhzQrxyD+pdjQP9YwO7RjfNGM6W519piVmJfltj/uRTa/lu2tg53Pf8Kxg4dhGnjjk77eMMw4AuF0urtzp7mnu0SDiMnIuokVM1AKKR22qW8cm1I392he/nGzUU3xL4ls+KASS6BISLQjBAMo3WhVsq/tEP3mDFj8Oc//xkTJ07EJ598gn/84x8AgLq6ulaVyFNxzTXXtDucfN68ea22jR07Fp9//nnaz0PJDENg6w4/1tY1Yk282Fndj02IpFiAg2thZ5dJkWG1KrBaTbCY5VjRr04yHLyzWbqmDrf/ew50w8BHy/6HHm43jjt0WNqPk25vdzbIshVmxQlZYsFBIqJCpukG1KiOiKojHNZS/vxFMS3X627w+bGjyYNe5WX5a1CeSZKUKLqm6QGoegCc711Y0v5kNnPmTJx77rl47bXX8Ic//AEDBw4EAPz3v//FUUcdlfEG0v4TQmDnrmBSD/ba9U0IhlJcC9sko7aPO15FPFZNvE/v0k4zJ7jQKIoEk9IcpGPDmRUlVnBMUWSYzRwSnktD+1ajtrIn1m7ZBgCYM/8zdHeVpr0EiWEYCIQjcNpTr2SeKZJkglkphSKztgURUaFpXsYrHNYQjmrQNFHUPbOZUOZwoKpbObbsagQA/LBhE4b371pLh3WUSXFAke3QjQg0IwghtHw3idCB0H3IIYfgu+++a7X9vvvuS6oqTvnT0BRKBOy18f97famvhd232pUocjaofwX69nHDbGLA7gizWYbNYoLVqsSKmZlkjgYoMDaLBbef+wvc8M+nsMvrgxACT7z7IX57xqno27N7Wo/lDQZht1hydkEqtvxX7OTKCzVERPlnGCJWVTysIaLq0DSj6AufZcuQmuqk0E27SZIMk2KHItug6h7oRgeWZ6GMytgYRFsa69RS5nj9kViwbtGL3dAUTulYSQKqepUm1sEeWFuO/lwLu0MsFgVWswKzWYYpXimcRcw6j26uUtw87TTc8vTzCEdVRFQNf3/jHdw87TSUlzpTfhwhBBr9/hwsXcJ520RE+aaqOlTNgKYZUDUDkQiLnuXSkJpqfLzsfwCA5Rs2wTAEOzb2IEkSzIobAk2c651naacrWd57kNB1zknJlmBIjS3TtT4WsteuT28t7F49HC16sMtxQL9ylNi5FnZHWCwKbJbYnGtrJ1p+i9rXr1cP/OqkE/DI6+/AEAJNgSAeeeNd3PiLU2BLY0nCiKqiweeHWVFgUhTYrW0f29GhhZIkw6y4OZSciCjHolE9sWxXJFp862MXmsHVVZAlCYYQCIQjWLdtOwZWVea7WQVHkiRYFDciopFDzfMo7dD96quvJt1WVRVLly7F008/jTvvvDNjDSt2kYiGug1NWF23O2Bv3uZL+fhu5fZEkbPmoO1yci3sjjKbZNisJthsJtisJl5J7aIO7leDsyf8BP/5eAEAYFP9Lvzr7Q9x9SmToaSxlFgoEkEo/m+34YDTboMvGEJE06DIElRNhywLONIcIKTIdpgVJ3u3iYiySFV1RKIte7F1aKrBslRZYjaZoMdXRhIi9fnudqsFtb16YN22HQBiK5EwdLdNkmRYTeXQjCA0PQgWWcu9tEP3qaee2mrbGWecgYMPPhhz5szBpZdempGGFRNVM/DjxqakHux01sJ2lVpjy3TVlieCdkUZ18LeH5IkwW4zwW6LBW1WDi8e44YfhJ1NHrz/9bcAgP/9uBFzPlmIs8f/pEPTBTyBAPzhcKtRQGZz6q8pFkojIsq8aLx6uBrVYQgBwxCIRHXOwc4hRVHQs8wNXTdgCAMRVYMnGARSDN5D+/ZJhO5v1q3HGceMzWZzO7XYSDlnbJ635oUhUiuoTJmRscm7Rx55JC6//PJMPVyXpesGNm3xYXVdQ2yoeF0j1m9KZy1sc4tlumLVxLtXsIhSJkgArFYTHCVmOErM/JkWsZ//5Ejs9PiwdG0dAGDetz+gh9uNE0Yd0qHH6/i0Gwmm+PqbfD0SEXWcEALhiI5wRIuFbQ4PLwhWcyyKKIoMBTLMJhNkSUKj35/S8UNqqvHWl18DAL7/cSNUTYPZxNpEeyNLJlhMZYhqTQzeOZSRV2UoFMLf/vY3VFdX73vnImIYAlu3+xMFztasT28tbKtFwQH9ymLLdMWHiPfuybWwM0WWJVgtSqwImsUEm1VhsCEAgCxJuGTSBDzwcgDrt8euoP93wSL0cLtw6IDa3LRBtsCsuCBLXBWCiChdqmZAU3WEozpDdgGzt1EzpcRmRSASQVTddyA8oLIXzCYTVE1DRNWwfONmHMKlw/ZJkmRYTOXQRRiaHoAQrMmVbWmH7vLy8qRgIoSAz+dDSUkJnn322Yw2rjNpXgt7dV0j1tY1YHVdI9b92IhgKLWCBSaTjP593RhQWxHvwS5HdW8XFAbsjLJYFJTYzLDbTLBYGGaofVazGddMmYR75ryKXT4/BIAn3v0Ivz3jFNT26pG1540t8+GESeYUESKiVBiGQFSN9WJHIgzYnYVJUdotVFpitaQUus0mBYOqKhNLhn2zdj1Dd4okSYJJskORrFB1P3QjtO+DqMPSDt0zZ85Mui3LMnr06IEjjjgC5eXlmWpXpxAKa3jyhW/w3Q878MPqevj8qZXiT6yFHe/BHti/nGthZ4kExOZl280osZlYZZzS4nKU4NpTT8RfX3wdoWgUqqbh72+8i5unTUU3V2nGn0+RbTArpSyURkVP1w3IssTRR0VCCAHdELF5vUZsSdPmX70QscJm4bCGqGrAEALCEJBkCbIkQUBA1xmwO6MSW/sFfh02G3yh1vVQ2jK8ti8EBA47cCCOGDIok00sCrFebxc03QxV94FF1rJDEkV2KdDr9cLtdsPj8cDl2r+1dHXdwLjTnkUw1P6VOEkCqnuXYmBtRWI97NqaMljZy5o1JkVOKoLGD22UimAkgkZf23PIftiwCX97/R0Y8eqqVd0q8LtfnNrucmCpMJtllNpjF+pihdKcUGSuMECdSybPqc103cCmrbHVOiQAkixBkaVEyJLl+JcUu/Avy7Eem5b7NB/D6Vj5p+kGdN2ArguoaqwSuK4L6IYBwxAwjI4voUiFy24zwVlqave8KkkSKsvL9/o36gkE4A+FU3o+s8mEnmXuDrWVdhNCR1T3dtk1vSVJhs2cvdGKe9OhOd1NTU2YNWsWli9fDgA4+OCDcckll8DtLq4Xu6LIGDqoG5Z8uy2xrbKnI6kH+4C+ZbBzLeysMilyfF62ArvNBLOZFzQosw7q2wfnTTgGz3z0CQBgy64G/PPtD3DNKZNhUvbv9RYrlObgxSGiNggAwhD7VU1akiTIMuJBvWVol/YI9LF6DrKS/LcoRDuFlMXu3laTSS6qgG8YAppmIKLq0NRYT6QkSzD0WG+11txrrQv2mVGbbBbLPv9mSqw2BMIRXpTJIUlSYFHKoMIL3UjtggelJu2e7sWLF2PSpEmw2+04/PDDAQBfffUVQqEQ3n//fYwaNSorDc2UTF+Vf/OD1di81YfKXk4MrC2H08ElfXJBAuBwWOByWhiyKSP21tPd7NWFX+CdxcsSt48ZNhTnHXdMhwKzxaygorSEy4BRp5btnu7OxKTIsJhlWCwmWK2x85JhxNYcbu6Rj22L9ewaRjyQNn8MkyRIiF0caO7hlyUpNtS6xQWD9jQ/ZjOpxf6xtY+RGJqd+LfYvS6yIZB8nxEb8m0YLXqlGaIpRfvq6a4oLU1ptFggHEaTP7DP/djTnXm6EUZU86IrDTfvVD3dN9xwA0455RQ88cQTMMVL8muahl/+8pe4/vrrMX/+/Iw3spD97IRBCIVU7NgVzHdTuixZlmA2yTCblcT/LWaZ87Mp50496nDs9HixePU6AMCC/y1HzzIXJo0+NO3HkiSFgZuoC9F0A5puIBhOrYBqR+0eSr/7dvPwbaJOQZJgNac2CtRi4mjRfFFkGywmCVHNg64UvPMl7dC9ePHipMANACaTCTfeeCPGjBmT0cZR8WougOZ0WDg8nwqGLEm46KcT0ODzY9222FJiL3/6Bbq7XBg96IA8t46IioEQApouAK7wQ52U1WRKeTqG2aRAluVETRXKLUW2wmJyQdV9EIK/g/2Rdlehy+XChg0bWm3fuHEjSkszX82XiovZJKPcbUN171L06O5g4KaCYzGZcPWUyeju3j2UdvZ7H2Pdtu15bBUREVHnYLWk99nOYupQCSrKEEW2wWqqgCLb8t2UTi3t0D1t2jRceumlmDNnDjZu3IiNGzfihRdewC9/+UucffbZ2WgjdXGyLMHpsKBXDweqKkvhKrVy6DgVtNISO649ZTJK4vPRVF3Ho2+8h3qPN88tIyIiKmz2dtbmbo/FzNCdb5KkwGJyw2IqQ2w8KqUr7Vfx/fffD0mScMEFF0DTYvOWzGYzrrzySvzlL3/JeAOpa7LEK43bbSZYLXwzpc6nd0U5rvzZJMx89S3ohgFfKIRH3ngHvztzKkqsXPqLiIhoTyZFSXvVD/N+rhJCmaPIVljN5YhqTRxunqa0uhN1Xcfnn3+OO+64A42NjVi2bBmWLVuGhoYGPPTQQ7Dygya1o3mOdkW5HX16l6J3TyfKXDYGburUBvepwvnHH5u4vbWhCY+/9QE0nZMtiYiI9mRLc2g5EKtMToVDlsywmMohSRyVmo60flqKouCnP/0pmpqaUFJSguHDh2P48OEoKSnJVvuok1MUCW6XFVW9S9GzuwOlDguHjlOXctRBg3Hy4buXSlyxcTP+8/ECritKRES0B6s5/VU7FFlm8C4wsmRi8E5T2j+pYcOGYd26ddloC3UREoASuxk9u5WgT28Xylw2mBi0qQs75cgxOHzwwMTthT+sxLst1vMmIiIqdpIkwdrB+dnpDkmn7IsF7zIG7xSl/VP685//jN/85jd48803sXXrVni93qQvKk6yLKHEZkK3cjv6VLnQo1sJK49T0ZAkCRdOHIeBVZWJba9+9iW+WrUmj60iIiIqHBazGZLUsSJcnNddmGTJDIvC4J2KtC83nXTSSQCAU045JekPRwgBSZKgcy5jUTCbZdgsJlitCqxWE3uyqeiZTSZc+bOf4q9zXsOOeBXzJ9+fhwqnEwNahHEiIqJiZN2PIeJmE0N3oZJlMyxSc3E15sD2pP3qnzt3bjbaQZ2AzWqCo8QMm40hm6gtpXY7rj31RPzlxdcQCEeg6ToeffM93HTmVPQsc+e7eURERHmzP/OyzQrndBcyWTLBaipHRGtk8G5H2q/gcePGtXvf//73v/1qDBUes1mGs8SCkhIzgzZRCnqVl+Gqn03CQ6++CU034A+F8cjr7+CmaVPhsNny3TwiIqKMi6o6fP4ovL4IfP4IwhEd4YiK0aO6w+2KrW5k2Y/QrSgyJElikdICJklKPHg3QQgt380pOPt92cjn8+H555/H//3f/2HJkiUcXt4FmE0ySkrMKLGZYbFwOA9RugZV98aFE8dj1nsfAwC2N3nwjzffx3VTT+YQOSIiKmi6bsAXiMLni8Lrj8Dri8Lnj8ATD9Te+PbE/f4owuG2Q9Z9fzwWbpcVFrMZstyx+dzNTIoCVWOYK2TNwTuqe2EYkXw3p6B0OHTPnz8fs2bNwssvv4yqqir8/Oc/x6OPPprJtlEOSQBKSswodVq4djZRBhwxZBB2erx44/PFAIBVm7fi3x99got/OqHDhWSIiIjSIYRAMKQmgrLX1zI0xwJzbFvs3z5/BP6AmrHn9/qiAACbef+L68oyR1x2BpIkw2oqg6r7oemBfDenYKSVrrZt24annnoKs2bNgtfrxZlnnolIJILXXnsNBx10ULbaSFlktShwOCxw2Pf/CiQRJTv58FHY6fFi0fJVAIDPV6xGzzI3fnbE6Dy3jIiIOhshBCJRPT6EO5oIys1DulsF6Pj/DSN3Q7JtVgWuUivcLhsqym0osceihjUDoVvh59ROxaw4IUtmqLoXQhj5bk7epRy6p0yZgvnz5+Pkk0/GzJkzMXnyZCiKgscffzyb7aMsaB4+7iixwGziVUOibJEkCecffyx2+fxYtWkLAOCNzxejh9uFYw85OM+tIyKifFKb50G3GMLdXnBuDtZRNXfhxWSSUeq0wF1qbfF/a9I2V6kVrlIrSh0WuFxWWMyxKVR2mwnOUhMafX7IsgxLB9fnbklhT3eno8hWSFJFvLJ5cU8NSPkv4J133sH06dNx5ZVXYtCgQdlsE2VBc0E0u80Es5lzSolyxaQouPLkE/CXF1/H9sYmAMDTH85Dz/Iy/OTgIfltHBERZYRuCAQC0fbnPSdCdfw+XwShduZBZ4MsAc49AnObwbnFfTabKSPToTLRyw0AJpmfXzsjWVJgNVVA1X3QjVC+m5M3KYfuTz/9FLNmzcLo0aMxdOhQnH/++TjrrLOy2TbaT5IkwVFihtNh5jxtojxy2Gy49pTJ+MuLr8EfCkPTDfzttbfRv1cPVHfvlu/mERFRC7F50Fqrec97DuluGar9gShyWVjbEa/D4yq1wuXcHZ5b9ki7Sndvc5ZY8jaN0GbJTOhmIdLOS5IkWEwu6Ia1aIebSyLN2vuBQABz5szB7Nmz8eWXX0LXdTz44IO45JJLUFpamq12ZozX64Xb7YbH44HL5crIY4ZCKnbsCmbksTLBHB8O5MjjGyxRZxOMRNDo82f1OdZu2YYHXnkTWnyVh6qKctx/+YVwO0qy+rxE2ZKNc6quG9i01ZeRxyICkJgH7d2jF7r18O3dBcY0PXcJ2mJRdvc6x8NyqdOa1BO9Z4+0qcCnB7YcXl5ZUZ6xoeGbdzWgrasbZpMJPcvcGXkOyi4hdEQ1DwyRuYJ9qZIkGTZzj5w/L9CB0N3SypUrMWvWLPz73/9GU1MTTjjhBLzxxhuZbF/GddXQLSH+BuewwG7PzBVFomKSi9ANAF+tWoMn3vkocfvog4fg92f9POvPS5QNDN2Ua5oWW84qKUD7IslDuJuHdsfDdCSau+VsFUVqs/c5ti0eql2x4Nwcqq3WrjcasTl0B8IR9HBn5r0BAHY0edpcNoyhu/PJR3XzfIbu/forHzx4MO69917cc889+H//7/9h9uzZmWoXpchuM8FRYobdxurjRJ3BYQcORL3Hh1c/+xK1vXrgl5OPz3eTiIjywjAEAkE10bvsSYTmtodwe31RBEO56x2TJMBREgvHzb3Prj3mQyf+XRrrmbZnaB50V5GJpcJa4lrdXUesurkJUc0LIIdzM/IkI5fWFEXB1KlTMXXq1Ew8HO2DokhwOixwOiwwKYU9vIiIWps85lCU2GyYOvYwlNis+W4OEdF+E0IgHNZaVd9uc150PED7/RHkcDUrlNhNibnOpQ5rfLh285DulkO4Y/c7nRYuU7WfMjWfuxkrmHctimyD1WxCVPN0+ermXW88SxdmNstwOa1wlJh5FZWoE5MkCT8dPYKBm4gKVlRtez3o5KWsku/XtNwVR7KY5XhQbj0HumUxsZbbuHpLbplkBWZTZqMGR3V2PbJkgtVUDlX3Qjci+W5O1jB0dwJ2W+zKrN3GXxdRoZAkCWaTCSZFRkTVoOu5mzNIRJQOXTdarwedmPecvLxV85JX4Uju3tNkWYrNd04qHGaFOx6m21reytYF50F3NZlYm3tP7OnumiRJhsVUBlUPQNOzX18nH/iOVaAkACUlZricVlgsvDJLVEgkSUI3V2li7VHdMKDpOlRNhycYbLOyKhFRJhiGQDCk7u5x9kfg8UbaCNW7e6cDwdxWCXY6zEnrPieKiO25lJXDArfLihI7R/BRamSJobsrMysOyJLSJed5M3QXGAmA02GBy2XlfG2iAmM2mWAxmeB2lCR9QFRkGYosw2o2w6QoaAoE2PNNRPskhEA4orcKyS2HbLd1n5HDidA2m6nNYdvNc6GT1ooutaDUYYHCzy+UJZxj3/Upsg0Wk4yo1oSuFLwZugsEwzZRYXPYbK3CdltsFjN6KC7s8HhgGLmb30hE+aeqelKPc+vq262DtZrDedAmk5zocU7ufd4dnBO90M7Y/ZwHTYVE5vDyoqDIFlhMZV0qeDN055nZJMPpsMBRYuaVYaICVFpih8NmS2semaLIKLXb4Qnkdv1JIsoc3RDw+9ue95wI0HusBx0K5676rixLid7nttaFdseDdfMQ7lKHBTYuZ0WdnMzXb9FQZAus5oouU9mcoTtPWByNqPCV2KxwlZR07FirFb5QiL3dRAVAiOZ50LsDc1tVuVv2UgeC0ZyWZyixm+PrPe8ewt2qgJjTklgPusRuZiVnKjqSJEGWZZ5bi0SssnkZIlojhOjc0/aY+HLIYlHgsJtRUmLmEHKiAuew2VDmdHT4eFmW4LBZ4QuGMtgqIgKASESLV9mOFxLzNQ/ZbntpK18gCl3PXYK2WpS2h3DvsR50c6h2Oiwwmfi5gCgVsiSBkbt4SJICq6kcEa0BQnTe33xBhO5HH30U9913H7Zt24YRI0bgkUceweGHH77P41544QWcffbZOPXUU/Haa69lv6Ed0FyFvNRpgdVSED9uItoHp90Gt6PjgbuZq6QEsiRzmDlRin5YVY+Nmz1Yv9HT/rxofxTRaO56PEyKhNIWw7djvdEthnC36H0udcT+beWqI0RZI8sywGKlRUWSFFhMFYh24uCd9xQ4Z84czJgxA48//jiOOOIIzJw5E5MmTcLKlSvRs2fPdo9bv349fvOb3+CYY47JYWtTl5hrxSqeRJ2GJEmoKHXCZrFk7DEdNiv84TCrmROl4J///hoLPt+YtceXJMSC8R4Fw5rXg27ZM93cE23nPGiigsJ53cVJlhRYTOWIao2dMnjnPXQ/+OCDuOyyy3DxxRcDAB5//HG89dZbmD17Nm666aY2j9F1Heeeey7uvPNOLFiwAE1NTe0+fiQSQSQSSdz2er0Zbf+erBYFpU4L15wk6oTKHI6MBm4gFuRL7TY0+dnbTZ1fts+pZS5bWvuX2M1wlVr2qL4d731uMZS7ea60o8TCJYeIOjlO0SxesmSCxVSGiNqIzlbVPK+hOxqNYsmSJbj55psT22RZxsSJE7Fo0aJ2j/vjH/+Inj174tJLL8WCBQv2+hz33HMP7rzzzoy1uS2yIsHtssJRYoGZc7KIOiWrKXsrCNgtVjRJQeS0KhNRFmT7nNqvjxtDBnaDzWqKh2lri//He6GdVrhcsXnQPOcSFR8uG1bcZMncKZcTy2vorq+vh67r6NWrV9L2Xr16YcWKFW0e8+mnn2LWrFlYtmxZSs9x8803Y8aMGYnbXq8XNTU1HW5zW6wWE+drE3Vy2ZwGIssSbGYzwtFo1p6DKBeyfU695OwRuPDM4di01ZexxySirsUks2ZCseuM63h3qqTo8/lw/vnn44knnkD37t1TOsZqtcJqtWa5ZUREe2e3WBi6qdPjOZWI8o3DywloDt5uRDUPOkPwzmvo7t69OxRFwfbt25O2b9++HZWVla32X7t2LdavX48pU6YktjWv02cymbBy5UoMGDAgu40mIuoAm8UCSZIgOMSciIiowxT2dFOcIlthMbniwbuw5fVSkcViwejRo/HRRx8lthmGgY8++ghjx45ttf+QIUPw3XffYdmyZYmvU045BRMmTMCyZcsyPmyciChTYut2p1ckioiIiJLJssR53ZSgyDaYldJ8N2Of8j68fMaMGbjwwgsxZswYHH744Zg5cyYCgUCimvkFF1yA6upq3HPPPbDZbBg2bFjS8WVlZQDQajsRUaFx2Kzwh0L5bgYREVGnpshyYrQrkUkpgYCApvvz3ZR25T10T5s2DTt37sRtt92Gbdu24dBDD8W7776bKK62YcMGXs0ioi7BpCiwcW43ERHRflFkGWq+G0EFxaw4IAFQCzR4S6LIJhh6vV643W54PB64XK58N4eIikxU1bDT44HVYkF3V+EPhyLam2ycU3XdYPVyok7ObjOhZ3dH1h7fEwjAHwonbptNJvQsc2ft+ajzUHU/ND3Q5n2SJMNm7pHjFsWwC5mIKIcsZhMUhUVgiIiIOkqWGGGobWbFCUW257sZrfAVS0SUYzazOd9NICIi6rQUTj2lvTArpZBlS76bkYSvWCKiHLMydBMREXUY6z3R3kiSBIvihiTlvXxZAl+xREQ5ZjEXzkmAiIios2FPN+2LJMmwmMogFchUBH7yIyLKMUWWYea8biIqEhIAWZGgKDJMsgRZkSFLgCRLkCBBkgBJQuw/QsAwAAEBYQg0l/uV4vs3P4YhBHRdQDcEIGL7KYoMRYk9nmHE7wMgQUp6vMRzAUh6gvhtQ8SOFyL2GEIICAOJf1P+MXRTKmRJgVlxI6o1Acjv3y5DNxFRHnCIORF1NhJiwVeWJMiKBJMiw2SSocgSFEWCLMf+LclSIsMqsgSp+UYXoOsGdF1AxD/ACwEIQ8AQuy8QiPiFA0OIWPjXjdh+QiS2GbrIcwTo3GRZSlykIdobRbbAbCqFqnnz2g6GbiKiPLByiDkR5ZkExEKzIkOWJciylBys5Vi4UeLh2qSwdzHWm56ZxxLNATzeK98c0DVdJIJ84j5dsKd9D4osQ9f1fDeDOgGTbIdQDOhGMH9tyNszExEVsa7U80NEhU2O90RbLSZYLQrM5liAVhii80qSYr8XRQFSHfvUPOS9OYQbhpEYZh/rQTdgCEA3jHigR5cN6gzdlA6z4oAs5W9qH0M3ERERUSckSRJM8bnSiiLBZJJhNskwm5R4bzUYrLuY5t850sgOe/aoNw+RbxnU9T163DsDzuumdCmyLW/PzdBNREREVKBkWYr1Tpt2D/E2xf/NETOUio70qOu6kTzsPd67bhhGPLgL6IYBTTXyNjddkfn6p86DoZuIiIgozyQAFosCq0VJzLM2m2NhmyjXmueupxLSNd2IBfIWPeq5CMRcq5s6E4ZuIiIiohyTJAkWswybzQSbNTbXmj3X1BmZFDmt4e6ZwuHl1JkwdBMRERFlkaJIsJgVmM0KLGY58W8i6jiGbupMGLqJiIiIMkACYLYosMTDdSxkK7E1hYkoo2SJoZs6D4ZuIiIiog74/+zdd3hUVfoH8O+dmjqTnhAICQpSBOkisApoENRFsKxYQWUtWFBx1wULqLuK6yrCWlcXLOsi6Kroz4IFCV2QZqX3loTU6e3e8/sjZGBIAhkyd0rm+3mePJp778x9Z5jMue8957xHp9X452EbjXUJNoeIE4UHe7opljDpJiIiIjoFjUbyz72uHybO5biIIkejkQBJAlrpOuTUujDpJiIiIjqOBBytHq5BgrGu0JnBwDnYRNFGq9FAluVIh0F0Sky6iYiIKO7pdRokJemRnGTgMl1EMYJJN8UKJt1EREQUV7RaCUYDh4oTxTrO66ZYwaSbiIiIWj2jQYvEBD2SEnVcrouoldCwcCHFCCbdRERE1OpIkoREoxaJiXokJujYk03UCnE5PooVTLqJiIioVdBpNUhM0CExQYeEBB2X7yJq5Ti8nGIFk24iIiKKWXq9BkmJeiQl6FlhnCjOMOmmWMGkm4iIiGKGBCDhaG92YqIeOg4bJ4pbGol//xQbmHQTERFR1NLrNDAYtDAatDAYtDDotRw2TkQA2NNNsYNJNxEREUUNSZKQnKQ/Ojdbz0JJRNQkfj9QrGDSTURERFFDo5GQlZEU6TCIKAZIkgQNe7spBvBTSkREREREMYlrdVMsYNJNREREREQxiT3dFAv4KSUiIiIiopjEYmoUC/gpJSIiIiKimMTh5RQLmHQTEREREVFMYgVzigVMuomIiIiIKCZxeDnFAn5KiYiIiIgoJmkkpjMU/fgpJSIiIiKimMSebooF/JQSEREREVFM0mqZzlD046eUiIiIiIhiklajgcQK5hTlmHQTEREREVHM4rJhFO2YdBMRERERUczivG6KdvyEEhERERFRzOJa3RTtmHQTEREREVHM4rJhFO34CSUiIiIiopjFnm6KdlGRdL/88ssoKipCQkICBgwYgLVr1zZ57BtvvIHzzz8f6enpSE9PR3Fx8UmPJyIiIiKi1otzuinaRfwTumDBAkyePBnTp0/Hhg0b0LNnT4wYMQLl5eWNHl9SUoLrrrsOS5YswerVq1FQUICLL74YBw8eDHPkREREREQUaRxeTtFOEkKISAYwYMAA9O/fHy+99BIAQFEUFBQU4N5778WUKVNO+XhZlpGeno6XXnoJ48aNO+XxFosFZrMZtbW1MJlMLY6fiIgoXrFNJaJoICsKe7spqukieXKPx4P169dj6tSp/m0ajQbFxcVYvXp1s57D4XDA6/UiIyOj0f1utxtut9v/u8ViaVnQREREcYptKhFFIybcFO0i+gmtqKiALMvIzc0N2J6bm4vS0tJmPcdf/vIX5Ofno7i4uNH9M2bMgNls9v8UFBS0OG4iIqJ4xDaViIgoeDF9W+iZZ57B/Pnz8fHHHyMhIaHRY6ZOnYra2lr/z/79+8McJRERUevANpWIiCh4ER1enpWVBa1Wi7KysoDtZWVlyMvLO+ljn3vuOTzzzDP49ttvcc455zR5nNFohNFoDEm8RERE8YxtKhERUfAi2tNtMBjQt29fLF682L9NURQsXrwYAwcObPJxzz77LP76179i0aJF6NevXzhCJSIiIiIiIgpaRHu6AWDy5MkYP348+vXrh3PPPRezZs2C3W7HLbfcAgAYN24c2rZtixkzZgAA/v73v2PatGmYN28eioqK/HO/U1JSkJKSErHXQURERERERHSiiCfdY8eOxZEjRzBt2jSUlpaiV69eWLRokb+42r59+6A5riLhq6++Co/Hg6uvvjrgeaZPn47HH388nKETERERERERnVTE1+kON64pSkREFBpsU4mIiE4tpquXExEREREREUUzJt1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1EREREREREKomKpPvll19GUVEREhISMGDAAKxdu/akx3/wwQfo0qULEhIS0KNHD3zxxRdhipSIiIiIiIio+SKedC9YsACTJ0/G9OnTsWHDBvTs2RMjRoxAeXl5o8evWrUK1113HSZMmICNGzdizJgxGDNmDH755ZcwR05ERERERER0cpIQQkQygAEDBqB///546aWXAACKoqCgoAD33nsvpkyZ0uD4sWPHwm6347PPPvNvO++889CrVy+89tprpzyfxWKB2WxGbW0tTCZT6F4IERFRnGGbSkREdGoR7en2eDxYv349iouL/ds0Gg2Ki4uxevXqRh+zevXqgOMBYMSIEU0e73a7YbFYAn6IiIgoeGxTiYiIghfRpLuiogKyLCM3Nzdge25uLkpLSxt9TGlpaVDHz5gxA2az2f9TUFAQmuCJiIjiDNtUIiKi4EV8Trfapk6ditraWv/P/v37Ix0SERFRTGKbSkREFDxdJE+elZUFrVaLsrKygO1lZWXIy8tr9DF5eXlBHW80GmE0GkMTMBERURxjm0pERBS8iPZ0GwwG9O3bF4sXL/ZvUxQFixcvxsCBAxt9zMCBAwOOB4BvvvmmyeOJiIiIiIiIIiWiPd0AMHnyZIwfPx79+vXDueeei1mzZsFut+OWW24BAIwbNw5t27bFjBkzAAD33XcfhgwZgueffx6XXXYZ5s+fj3Xr1uH111+P5MsgIiIiIiIiaiDiSffYsWNx5MgRTJs2DaWlpejVqxcWLVrkL5a2b98+aDTHOuQHDRqEefPm4dFHH8XDDz+MTp06YeHChejevXukXgIRERERERFRoyK+Tne4cU1RIiKi0GCbSkREdGqtvno5ERERERERUaQw6SYiIiIiIiJSCZNuIiIiIiIiIpUw6SYiIiIiIiJSCZNuIiIiIiIiIpUw6SYiIiIiIiJSCZNuIiIiIiIiIpUw6SYiIiIiIiJSCZNuIiIiIiIiIpUw6SYiIiIiIiJSCZNuIiIiIiIiIpUw6SYiIiIiIiJSCZNuIiIiIiIiIpUw6SYiIiIiIiJSCZNuIiIiIiIiIpUw6SYiIiIiIiJSCZNuIiIiIiIiIpUw6SYiIiIiIiJSCZNuIiIiIiIiIpUw6SYiIiIiIiJSiS7SAYSbEAIAYLFYIhwJERFR5KSmpkKSpBY9B9tUIiKiU7epcZd0W61WAEBBQUGEIyEiIoqc2tpamEymFj0H21QiIqJTt6mSqL9NHScURcGhQ4dCcoc/VlgsFhQUFGD//v0tvsCKVXwP+B4AfA/q8X3gewCEpqebbWp8fnb4HvA9qMf3ge8BwPcAYE93AxqNBu3atYt0GBFhMpni9g+hHt8DvgcA34N6fB/4HrQU29T4/uzwPeB7UI/vA98DgO/BybCQGhEREREREZFKmHQTERERERERqYRJdxwwGo2YPn06jEZjpEOJGL4HfA8Avgf1+D7wPaDTx88O3wOA70E9vg98DwC+B80Rd4XUiIiIiIiIiMKFPd1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1EREREREREKmHSTURERERERKQSJt1xQpIkLFy4MNJhEDWb2p/Zm2++GY8//rhqzx9ppaWlGD58OJKTk5GWltbktuPf5z179kCSJGzatAkAUFJSAkmSUFNT06JYQvU84TZ06FDcf//9kQ6DYgjbWopnkiRhz549kQ5DNQsXLkTHjh2h1Wr9bcOJ29566y1/+woAjz/+OHr16uX//eabb8aYMWNaHEuonofCh0l3lFm9ejW0Wi0uu+yy03r8iX/c4VBUVISSkpLTeuwbb7yB888/H+np6UhPT0dxcTHWrl0bcIwQAtOmTUObNm2QmJiI4uJibN++PeCYqqoq3HDDDTCZTEhLS8OECRNgs9lO9yU1SgiB119/HQMGDEBKSgrS0tLQr18/zJo1Cw6HI6TniiZFRUWYNWtW0I+rT7RO/Hn00UdDH6QKzjvvPNx5550B21577TVIkoS33norYPvNN9+M888/H8Cx152eng6XyxVw3A8//OB/H+q15H2aMWMGtFot/vGPfzTY98ILL+Dw4cPYtGkTtm3b1uS2w4cP45JLLmn0+QcNGoTDhw/DbDafMpZ6jSWqp/M8odLYe/u73/0u7HFQdGFby7Y22pxOW3vzzTc3+h1X/1NUVKRKrKdjy5YtkCQJ33//fcD28847DwkJCQHtpcvlQkJCAubMmQPg2Os8sU0GgLvvvhuSJOHmm2/2b2vqfdmxY8cp4+zSpQuMRiNKS0sb7Lvjjjtw9dVXY//+/fjrX//a6LaxY8f629fGzJ49u8E1xMmceDP8dJ8nFIYOHXrSz9vQoUPDGk+sYdIdZebMmYN7770Xy5Ytw6FDhyIdzkl5PJ4WP0dJSQmuu+46LFmyBKtXr0ZBQQEuvvhiHDx40H/Ms88+i3/+85947bXXsGbNGiQnJ2PEiBEBX9A33HADfv31V3zzzTf47LPPsGzZMtx+++1Nnvett94K+svhpptuwv3334/Ro0djyZIl2LRpEx577DF88skn+Prrr4N+7fFi69atOHz4sP9nypQpkQ6pWYYNG9bgAnfJkiUoKChosL2kpAQXXnhhwLbU1FR8/PHHAdvmzJmD9u3bN3q+03mf5s6di4ceeghz585tsG/nzp3o27cvOnXqhJycnCa35eXlwWg0Nvr8BoMBeXl5ATcJTkeonud0vfnmmwHv7aeffhqROCh6sK1lW9sazJ49O+C7DQj8vvvhhx8Cjg/FZ+l0denSBXl5eQHtp9VqxYYNG5CdnR2QjK9evRputzugXS0oKMD8+fPhdDr921wuF+bNm9douzpy5MiA9+bw4cPo0KHDSWNcsWIFnE4nrr76arz99tsB+2w2G8rLyzFixAjk5+cjNTW10W2JiYn+9rUxZrM5oCf8dIXqeYLx0Ucf+d/L+pt23377rX/bRx99FHC81+sNa3xRT1DUsFqtIiUlRWzZskWMHTtWPPXUUwH733zzTWE2mwO2ffzxx6L+n/HNN98UAAJ+3nzzTSGEEADEG2+8IcaMGSMSExNFx44dxSeffBLwXCUlJaJ///7CYDCIvLw88Ze//EV4vV7//iFDhoi7775b3HfffSIzM1MMHTpUCCFEYWGhWLJkiRBCCLfbLe6++26Rl5cnjEajaN++vXj66aeb/R74fD6Rmpoq3n77bSGEEIqiiLy8PPGPf/zDf0xNTY0wGo3ivffeE0II8dtvvwkA4ocffvAf8+WXXwpJksTBgwcbPc+bb74phgwZ0uy4FixYIACIhQsXNtinKIqoqakRQgghy7J44oknRNu2bYXBYBA9e/YUX375pf/Y3bt3CwBiwYIF4ne/+51ISEgQ/fr1E1u3bhVr164Vffv2FcnJyWLkyJGivLzc/7jx48eL0aNHi6eeekrk5OQIs9ksnnjiCeH1esWf/vQnkZ6eLtq2bSvmzp0bENu+ffvEH/7wB2E2m0V6erq4/PLLxe7duxs87z/+8Q+Rl5cnMjIyxF133SU8Ho8Qou7f/MTPVHMtWbJEABDV1dUN9q1du1YUFxeLzMxMYTKZxAUXXCDWr18fcAwA8fHHHwshTv25qq6uFhMmTBBZWVkiNTVVDBs2TGzatOmk8Y0fP15Mnz69yf1fffWVACAOHz7s35abmytefvllUVhY6N+2a9cuAcD/N1D/uh999FFRXFzsP87hcAiz2Swee+yxgPfxZO/TyZSUlIi2bdsKj8cj8vPzxcqVK/37CgsLA/7Nxo8f3+g2IQLf5/rP58aNGxuNraKiQlx77bUiPz9fJCYmiu7du4t58+b5zzt+/PgGn5fdu3c3+hr/97//iW7dugmDwSAKCwvFc889F/D6CgsLxVNPPSVuueUWkZKSIgoKCsS//vWvoN6jE1/f8U71WoSo+/zfd999/t9ffvll0bFjR2E0GkVOTo646qqr/PtkWRZPP/20KCoqEgkJCeKcc84RH3zwQdDxkvrY1rKtbU1t7fFO/L4rLCwUTz75pLjppptEamqqGD9+fKPfxxs3bvR/X9dbvny5/71r166duPfee4XNZjvl+Y9/jhNdd911YsSIEf7fv/jiC3H22WeLiRMnBrTH06ZNC2hn69+/7t27i3fffde//b///a8455xzxOjRo/1t2vHHB+vmm28WU6ZMEV9++aU466yz/Nvr37Pjf5raduL3x/Tp00XPnj2bjO3LL78UgwcPFmazWWRkZIjLLrtM7Nixw7//xHPU/z2d+Dwul0vce++9Ijs7WxiNRjF48GCxdu3aBq/h22+/FX379hWJiYli4MCBYsuWLUG/T0I0vF6oj/WVV14Ro0aNEklJSWL69Omn/D6tt3DhQtG7d29hNBpFhw4dxOOPPx7wvdgasKc7irz//vvo0qULOnfujBtvvBFz586FEKLZjx87diwefPBBnH322f67TmPHjvXvf+KJJ3DNNdfgp59+wqWXXoobbrgBVVVVAICDBw/i0ksvRf/+/fHjjz/i1VdfxZw5c/C3v/0t4Bxvv/02DAYDVq5ciddee61BDP/85z/x6aef4v3338fWrVvx3//+N6jhTQ6HA16vFxkZGQCA3bt3o7S0FMXFxf5jzGYzBgwYgNWrVwOouyNaP/ysXnFxMTQaDdasWdPsc5/Mf//7X3Tu3BmjR49usE+SJP+w2dmzZ+P555/Hc889h59++gkjRozA5Zdf3mCI3vTp0/Hoo49iw4YN0Ol0uP766/HQQw9h9uzZWL58OXbs2IFp06YFPOa7777DoUOHsGzZMsycORPTp0/H73//e6Snp2PNmjW48847cccdd+DAgQMA6u4wjhgxAqmpqVi+fDlWrlyJlJQUjBw5MuBu95IlS7Bz504sWbIEb7/9Nt566y3/kKWPPvoI7dq1w5NPPhlwJ73+dZ/u0Car1Yrx48djxYoV+P7779GpUydceumlsFqtjR5/qs/VH/7wB5SXl+PLL7/E+vXr0adPH1x00UX+z/fpGDx4MPR6PZYsWQIA+O233+B0OjFhwgRUVlZi9+7dAOrev4SEBAwcODDg8TfddBOWL1+Offv2AQA+/PBDFBUVoU+fPqcd0/HmzJmD6667Dnq9Htddd51/GB5QN4x95MiRuOaaa3D48GHMnj270W3Bcrlc6Nu3Lz7//HP88ssvuP3223HTTTf573jPnj0bAwcOxG233eb/vBQUFDR4nvXr1+Oaa67Btddei59//hmPP/44HnvssQafp+effx79+vXDxo0bcdddd2HixInYunWrf//QoUMDhhSG8rWcaN26dZg0aRKefPJJbN26FYsWLcIFF1zg3z9jxgy88847eO211/Drr7/igQcewI033oilS5eeVnykHra1bGvjpa0FgOeeew49e/bExo0b8dhjjzXrMTt37sTIkSNx1VVX4aeffsKCBQuwYsUK3HPPPacdB1A3gmzFihXw+XwA6t6ToUOHYsiQIf62tn77sGHDGjz+1ltvxZtvvun/fe7cubjllltaFFM9q9WKDz74ADfeeCOGDx+O2tpaLF++HEDdFKn6tufDDz/E4cOHm9wWLLvdjsmTJ2PdunVYvHgxNBoNrrjiCiiKAgANepRP7E2u99BDD+HDDz/E22+/jQ0bNqBjx44YMWJEg+ugRx55BM8//zzWrVsHnU6HW2+91b+vfij76U5jAeqm3lxxxRX4+eefA577ZJYvX45x48bhvvvuw2+//YZ//etfeOutt/DUU0+ddhxRKdJZPx0zaNAgMWvWLCGEEF6vV2RlZfnvagtx6rvvQjS8o1YPR3ve6tlsNgHAf2f44YcfFp07dxaKoviPefnll0VKSoqQZVkIUXcntnfv3id9Dffee6+48MILA54nGBMnThRnnHGGcDqdQgghVq5cKQCIQ4cOBRz3hz/8QVxzzTVCCCGeeuqpgDuS9bKzs8Urr7zS6HmCvfvetWtXcfnll5/yuPz8/Aa9Jv379xd33XWXEOLYncF///vf/v3vvfeeACAWL17s3zZjxgzRuXNn/+/1PZX1/xZCCNG5c2dx/vnn+3/3+XwiOTnZ3yvxn//8p8G/qdvtFomJieKrr74KeF6fz+c/5g9/+IMYO3as//fCwkLxwgsvNHitnTt3Fh999FGT70X9XdXk5OSAn4qKigbHyrIsUlNTxf/93//5t+G4O/Yn+1wtX75cmEwm4XK5ArafeeaZJ+0ZPVVPtxBCDB48WNx+++1CiLq/h0svvVQIIcTFF1/s7+m46aabxLBhwxq87urqajFmzBjxxBNPCCGEGDZsmJg9e3aDv9lg3qd6tbW1IjEx0d+bv3HjRpGSkiKsVqv/mBPv/De17fj3+VQ93Y257LLLxIMPPuj//cTe4cae5/rrrxfDhw8POObPf/6z6Natm//3wsJCceONN/p/VxRF5OTkiFdffdW/7aabbhJTpkxpMrb615eQkBDw3jbW832q1/Lhhx8Kk8kkLBZLg8e5XC6RlJQkVq1aFbB9woQJ4rrrrjtpfBR+bGvZ1tZrDW3t8Y7/Pq9/zjFjxgQc05ye7gkTJvjbvnrLly8XGo3G/5lp6vwn6+nevn27AOD/ruzfv794//33xaFDh4TRaBROp1M4HA5hNBr9ozCEONarW15eLoxGo9izZ4/Ys2ePSEhIEEeOHGm0p1ur1QZ871999dVNxiWEEK+//rro1auX//f77rsv4Dmrq6sDRrU1tS3Ynu4THTlyRAAQP//8sxCi8R7lE5/HZrMJvV4v/vvf//r314+Ce/bZZ4UQgT3d9T7//HMBwP9veuDAAdG5c2exZs2aJuOr11RP9/333x9wXHO+Ty+66KIGI3X+85//iDZt2pwyjliiUzelp+baunUr1q5d658DqtPpMHbsWMyZMydkhQnOOecc//8nJyfDZDKhvLwcALB582YMHDgwYM7l4MGDYbPZcODAAf98mb59+570HDfffDOGDx+Ozp07Y+TIkfj973+Piy++uFnxPfPMM5g/fz5KSkqQkJAQ7Ms7qX379qFbt27+330+H7xeL1JSUvzbHn74YTz88MONPl40oxfEYrHg0KFDGDx4cMD2wYMH48cffwzYdvy/RW5uLgCgR48eAdvq/23qnX322dBoNAHHdO/e3f+7VqtFZmam/3E//vgjduzYgdTU1IDncblc2LlzZ8DzarVa/+9t2rTBzz//fMrXu2XLllMeA9TdwTw+hvT0dJSVleHRRx9FSUkJysvLIcsyHA6Hv1f4RCf7XP3444+w2WzIzMwMeIzT6Qx4nadj6NCh+OCDDwDUzYms/1scMmQISkpKcMstt6CkpAS33XZbo4+/9dZbcd999+HGG2/E6tWr8cEHH/jvnJ+osfepKe+99x7OPPNM9OzZEwDQq1cvFBYWYsGCBZgwYcLpvNRmkWUZTz/9NN5//30cPHgQHo8HbrcbSUlJQT3P5s2bG/RkDR48GLNmzYIsy/7P4/F/J5IkIS8vL+Dv4p133mnW+V544YWAHrw2bdoE/VqGDx+OwsJCnHHGGRg5ciRGjhyJK664AklJSdixYwccDgeGDx8e8BiPx4PevXs3K0YKD7a1bGtba1vblONHJjTXjz/+iJ9++gn//e9//duEEFAUBbt370bXrl1PK5aOHTuiXbt2KCkpwdlnn42NGzdiyJAhyMnJQfv27bF69WoIIeB2uxvt6c7OzsZll12Gt956C0IIXHbZZcjKymr0XMOGDcOrr77q/z05Ofmksc2dOxc33nij//cbb7wRQ4YMwYsvvtjg3zaUtm/fjmnTpmHNmjWoqKjw93Dv27cv4HN3Mjt37oTX6w34m9Dr9Tj33HOxefPmgGOP/5to06YNAKC8vBzt27dH27ZtI/Z5W7lyZUDPtizLcLlccDgcQV9jRCsm3VFizpw58Pl8yM/P928TQsBoNOKll16C2WyGRqNp0CAFU6RAr9cH/C5Jkv+Pu7lO9aXVp08f7N69G19++SW+/fZbXHPNNSguLsb//ve/kz7uueeewzPPPINvv/024AshLy8PAFBWVub/cqj/vb5y7IkX4kBdQ19VVeV/fH5+fkDlx48++ggffvhhQINSP8yuMWeddVaLv4iOd/y/Rf3F14nbTvy3aezf72T/pjabDX379g14jfWys7NP+rzBfi5OpkOHDg2KfYwfPx6VlZWYPXs2CgsLYTQaMXDgwCaLvJzsc2Wz2dCmTZtGh0O1tMjIsGHD8NRTT+HgwYMoKSnBn/70JwB1Sfe//vUv7Ny5E/v3729QRK3eJZdcgttvvx0TJkzAqFGjGtwYOF5j71NT5syZg19//RU63bGvcEVRMHfuXFWT7n/84x+YPXs2Zs2ahR49eiA5ORn333+/asV5QvXZzMvLQ8eOHQO2PfPMM0G9ltTUVGzYsAElJSX4+uuvMW3aNDz++OP44Ycf/NWbP//8c7Rt2zbgcU0VqaPIYFvLtra1trVNOfGzVH9D4fjP+Imfb5vNhjvuuAOTJk1q8HxNFQNtrqFDh2LJkiU455xzAop61g8xF0KgY8eOjU5NAupuZtcPc3/55ZebPE9ycnKD7/2m/Pbbb/j++++xdu1a/OUvf/Fvl2UZ8+fPb/LGeiiMGjUKhYWFeOONN5Cfnw9FUdC9e/ewtKv1fxOh/Bw29nk71fepzWbDE088gSuvvLLB84X6xmAkMemOAj6fD++88w6ef/75Bneqx4wZg/feew933nknsrOzYbVaYbfb/R/qE5cQMBgMkGU56Bi6du2KDz/8EEII/x/hypUrkZqainbt2gX1XCaTCWPHjsXYsWNx9dVXY+TIkaiqqmqyoX322Wfx1FNP4auvvmpwh6xDhw7Iy8vD4sWL/Q2/xWLBmjVrMHHiRADAwIEDUVNTg/Xr1/t7B7777jsoioIBAwYAqOvNOP7LNycnB4mJic3+Qr7++utx7bXX4pNPPmnQQyeEgMVigdlsRn5+PlauXIkhQ4b4969cuRLnnntus84TSn369MGCBQuQk5MDk8l02s9zup+pk1m5ciVeeeUVXHrppQCA/fv3o6Ki4qSPaepz1adPH5SWlkKn04V8eZRBgwbBYDDglVde8c8BBoD+/fvjyJEjmDt3LpKTk5v899XpdBg3bhyeffZZfPnllyGJ6eeff8a6detQUlIS8DdVVVWFoUOHYsuWLejSpUtIznWilStXYvTo0f7eAEVRsG3btoCereZ8Xrp27YqVK1c2eO6zzjoroCdITc15LSfS6XQoLi5GcXExpk+fjrS0NHz33XcYPnw4jEYj9u3bF/C3T9GFbS3bWjVEc1vbmPobAYcPH/aPqDrx892nTx/89ttvzf53C8awYcMwadIkdOvWLWB0yQUXXIA33ngDQohGe7nr1c+VlyQJI0aMCElMc+bMwQUXXNAgiX/zzTcxZ84c1ZLuyspKbN261b+kH1BXQf14BoMBAE762TjzzDP9NSAKCwsB1CW2P/zwQ4MlPMOtOd+nffr0wdatW1X5vEUTFlKLAp999hmqq6sxYcIEdO/ePeDnqquu8hdIGjBgAJKSkvDwww9j586dmDdvXoPiGkVFRdi9ezc2bdqEiooKuN3uZsVw1113Yf/+/bj33nuxZcsWfPLJJ5g+fTomT54cMMzqVGbOnIn33nsPW7ZswbZt2/DBBx8gLy+vyR68v//973jssccwd+5cFBUVobS0FKWlpf6eI0mScP/99+Nvf/sbPv30U/z8888YN24c8vPzMWbMGAB1FzEjR47EbbfdhrVr12LlypW45557cO211wb0ZrTENddcg7Fjx+K6667D008/jXXr1mHv3r347LPPUFxc7C8A8uc//xl///vfsWDBAmzduhVTpkzBpk2bcN9994UkjmDccMMNyMrKwujRo7F8+XLs3r0bJSUlmDRpkr8ATHMUFRVh2bJlOHjwYEBi3KVLlwZLYjVXp06d8J///AebN2/GmjVrcMMNNyAxMbHJ40/2uSouLsbAgQMxZswYfP3119izZw9WrVqFRx55BOvWrTut+OolJibivPPOw4svvojBgwf7E0KDwRCw/cQejOP99a9/xZEjR0J6cXDuuefiggsuCPiuuOCCC9C/f/+Agmqh1qlTJ3zzzTdYtWoVNm/ejDvuuANlZWUBxxQVFWHNmjXYs2dPwFC54z344INYvHgx/vrXv2Lbtm14++238dJLL/lHEjTXuHHjMHXqVNVey/E+++wz/POf/8SmTZuwd+9evPPOO1AUBZ07d0Zqair+9Kc/4YEHHsDbb7+NnTt3YsOGDXjxxRcbLDtDkcO2lm2tGqK5rW1MfS/y448/ju3bt+Pzzz/H888/H3DMX/7yF6xatQr33HMPNm3ahO3bt+OTTz5pcSE1oC7pttvtmDt3bsBNkyFDhmDNmjVYu3btSZNurVaLzZs347fffgvJTVqv14v//Oc/uO666xp8L/zxj3/EmjVr8Ouvv7b4PI1JT09HZmYmXn/9dezYsQPfffcdJk+eHHBM/Y2rRYsWoaysDLW1tQ2eJzk5GRMnTsSf//xnLFq0CL/99htuu+02OByOoEa/HTx4EF26dGmyoOjpaM736bRp0/DOO+/giSeewK+//orNmzdj/vz5ePTRR0MWRzRg0h0F5syZg+LiYn9VzuNdddVVWLduHX766SdkZGTg3XffxRdffIEePXrgvffew+OPP97g+JEjR2LYsGHIzs7Ge++916wY2rZtiy+++AJr165Fz549ceedd2LChAlBf+BTU1Px7LPPol+/fujfvz/27NmDL774osmLiVdffRUejwdXX3012rRp4/957rnn/Mc89NBDuPfee3H77bejf//+sNlsWLRoUcCQk//+97/o0qULLrroIlx66aX43e9+h9dffz2o2E9GkiTMmzcPM2fOxMKFCzFkyBCcc845ePzxxzF69Gh/QjVp0iRMnjwZDz74IHr06IFFixbh008/RadOnUIWS3MlJSVh2bJlaN++Pa688kp07doVEyZMgMvlCupu/JNPPok9e/bgzDPPDBgqt3Xr1ka//Jtjzpw5qK6uRp8+fXDTTTdh0qRJJ13X8mSfK0mS8MUXX+CCCy7ALbfcgrPOOgvXXnst9u7d65/D1xLDhg2D1WptMN9zyJAhsFqtJ704AOoS9KysrJCsUe3xePDuu+/iqquuanT/VVddhXfeeUe1tTEfffRR9OnTByNGjMDQoUORl5fnvyCv96c//QlarRbdunVDdnZ2o/P0+/Tpg/fffx/z589H9+7dMW3aNDz55JNBVyLft29fQJXfUL+W46WlpeGjjz7ChRdeiK5du+K1117De++9h7PPPhtA3c2Vxx57DDNmzPAnJ59//vkp14Wl8GFby7ZWDdHc1jZGr9f7b9icc845+Pvf/96gev4555yDpUuXYtu2bTj//PPRu3dvTJs2LSQ3Vzp06IDCwkJYrdaApLt9+/bIz8+Hx+M5ZX0Fk8nUolEFx/v0009RWVmJK664osG+rl27omvXrqrdzNZoNJg/fz7Wr1+P7t2744EHHsA//vGPgGN0Oh3++c9/4l//+hfy8/MbrewP1E2Zuuqqq3DTTTehT58+2LFjB7766quT1oc5kdfrxdatW+FwOFr0uo7XnO/TESNG4LPPPsPXX3+N/v3747zzzsMLL7zg77VvLSTRnKoVREStzM0334yioqIGX/5EREQUPEmSsHv37pBP9SJqDdjTTURERERERKQSJt1EREREREREKmH1ciKKS2PGjGnxkmJERERUp35VByJqiHO6iYiIiIiIiFTC4eVEREREREREKom7pFsIAYvFAnbwExERtQzbVCIiolOLu6TbarXCbDbDarVGOhQiIqKYxjaViIjo1OIu6SYiIiIiIiIKFybdRERERERERCph0k1ERERERESkEibdRERERERERCph0k1ERERERESkEibdRERERERERCph0k1ERERERESkEibdRERERERERCph0k1ERERERESkEibdRERERERERCph0k1ERERERESkEibdRERERERERCph0k1ERERERESkEibdRERERERERCph0k1ERERERESkEibdRERERERERCph0k1ERERERESkEibdRERERERERCph0k1ERERERESkEibdRERERERERCph0k1ERERERESkEibdRERERERERCph0k1ERERERESkEibdRERERERERCph0k1ERERERESkEibdRERERERERCph0k1ERERERESkEibdRERERERERCqJaNK9bNkyjBo1Cvn5+ZAkCQsXLmz2Y1euXAmdTodevXqpFh8RERERERFRS0Q06bbb7ejZsydefvnloB5XU1ODcePG4aKLLlIpMiIiIiIiIqKW00Xy5JdccgkuueSSoB9355134vrrr4dWqw2qd5yIiIiIiIgonGJuTvebb76JXbt2Yfr06c063u12w2KxBPwQERFR8NimEhERBS+mku7t27djypQpePfdd6HTNa+TfsaMGTCbzf6fgoIClaMkIiJqndimEhERBS9mkm5ZlnH99dfjiSeewFlnndXsx02dOhW1tbX+n/3796sYJRERUevFNpWIiCh4EZ3THQyr1Yp169Zh48aNuOeeewAAiqJACAGdToevv/4aF154YYPHGY1GGI3GcIdLRETU6rBNJSIiCl7MJN0mkwk///xzwLZXXnkF3333Hf73v/+hQ4cOEYqMiIiIiIiIqHERTbptNht27Njh/3337t3YtGkTMjIy0L59e0ydOhUHDx7EO++8A41Gg+7duwc8PicnBwkJCQ22ExEREREREUWDiCbd69atw7Bhw/y/T548GQAwfvx4vPXWWzh8+DD27dsXqfCIiIiIiIiIWkQSQohIBxFOFosFZrMZtbW1MJlMkQ6HiIgoZrFNJSIiOrWYqV5OREREREREFGuYdBMRERERERGphEk3ERERERERkUqYdBMRERERERGphEk3ERERERERkUqYdBMRERERERGphEk3ERERERERkUqYdBMRERERERGphEk3ERERERERkUqYdBMRERERERGphEk3ERERERERkUqYdBMRERERERGphEk3ERERERERkUqYdBMRERERERGphEk3ERERERERkUqYdBMRERERERGphEk3ERERERERkUqYdBMRERERERGphEk3ERERERERkUqYdBMRERERERGphEk3ERERERERkUqYdBMRERERERGphEk3ERERERERkUqYdBMRERERERGphEk3ERERERERkUqYdBMRERERERGphEk3ERERERERkUqYdBMRERERERGphEk3ERERERERkUqYdBMRERERERGphEk3ERERERERkUqYdBMRERERERGphEk3ERERERERkUqYdBMRERERERGphEk3ERERERERkUqYdBMRERERERGphEk3ERERERERkUqYdBMRERERERGphEk3ERERERERkUqYdBMRERERERGphEk3ERERERERkUqYdBMRERERERGphEk3ERERERERkUoimnQvW7YMo0aNQn5+PiRJwsKFC096/EcffYThw4cjOzsbJpMJAwcOxFdffRWeYImIiIiIiIiCFNGk2263o2fPnnj55ZebdfyyZcswfPhwfPHFF1i/fj2GDRuGUaNGYePGjSpHSkRERERERBQ8SQghIh0EAEiShI8//hhjxowJ6nFnn302xo4di2nTpjW63+12w+12+3+3WCwoKChAbW0tTCZTS0ImIiKKK2xTiYiIghfTc7oVRYHVakVGRkaTx8yYMQNms9n/U1BQEMYIiYiIWg+2qURERMGL6aT7ueeeg81mwzXXXNPkMVOnTkVtba3/Z//+/WGMkIiIqPVgm0pERBQ8XaQDOF3z5s3DE088gU8++QQ5OTlNHmc0GmE0GsMYGRERUevENpWIiCh4MZl0z58/H3/84x/xwQcfoLi4ONLhEBERERERETUq5oaXv/fee7jlllvw3nvv4bLLLot0OERERERERERNimhPt81mw44dO/y/7969G5s2bUJGRgbat2+PqVOn4uDBg3jnnXcA1A0pHz9+PGbPno0BAwagtLQUAJCYmAiz2RyR10BERERERETUlIj2dK9btw69e/dG7969AQCTJ09G7969/ct/HT58GPv27fMf//rrr8Pn8+Huu+9GmzZt/D/33XdfROInIiIiIiIiOpmoWac7XCwWC8xmM9cUJSIiaiG2qURERKcWc3O6iYiIiIiIiGIFk24iIiIiIiIilTDpJiIiIiIiIlIJk24iIiIiIiIilTDpJiIiIiIiIlIJk24iIiIiIiIilTDpJiIiIiIiIlIJk24iIiIiIiIilTDpJiIiIiIiIlIJk24iIiIiIiIilTDpJiIiIiIiIlIJk24iIiIiIiIilTDpJiIiIiIiIlIJk24iIiIiIiIilTDpJiIiikJCCAghIh0GERERtRCTbiIioijklS0AlEiHQURERC3EpJuIiCjKeGU7ZMUV6TCIiIgoBJh0ExERRRFZccMn2yIdBhEREYUIk24iIqIooQgfPL7aSIdBREREIcSkm4iIKAoIoRxNuFk8jYiIqDVh0k1ERBQFvLIFQvgiHQYRERGFGJNuIiKiCPPKNsiKO9JhEBERkQqYdBMREUWQrLjgk+2RDoOIiIhUwqSbiIgoQuoKp1kiHQYRERGpiEk3ERFRBLBwGhERUXxg0k1ERBQBHhZOIyIiigtMuomIiMLMK9ugsHAaERFRXGDSTUREFEaK4mXhNCIiojjCpJuIiChMhFDgkWsjHQYRERGFEZNuIiKiMPHKNgghRzoMIiIiCiMm3URERGEgK27IijPSYRAREVGYMekmIiJSmRAKvDLX4yYiIopHTLqJiIhU5pUtEEKJdBhEREQUAUy6iYiIVOSTnZC5PBgREVHcYtJNRESkEkXI8MrWSIdBREREEcSkm4iISCVeXy0AEekwiIiIKIKYdBMREanAK9uhCG+kwyAiIqIIY9JNREQUYrLigU+2RzoMIiIiigJMuomIiEKobnkwDisnIiKiOky6iYiIQsgj13J5MCIiIvJj0k1ERBQiXtkGRfFEOgwiIiKKIky6iYiIQkBWXJzHTURERA1ENOletmwZRo0ahfz8fEiShIULF57yMSUlJejTpw+MRiM6duyIt956S/U4iYiITkYRPnh8lkiHQURERFEookm33W5Hz5498fLLLzfr+N27d+Oyyy7DsGHDsGnTJtx///344x//iK+++krlSImIiBonhAIP1+MmIiKiJugiefJLLrkEl1xySbOPf+2119ChQwc8//zzAICuXbtixYoVeOGFFzBixAi1wiQiImqSV7ZACF+kwyAiIqIoFdGkO1irV69GcXFxwLYRI0bg/vvvb/Ixbrcbbrfb/7vFwuF/REQUGl7ZDllxn/rAVoJtKhERUfBiqpBaaWkpcnNzA7bl5ubCYrHA6XQ2+pgZM2bAbDb7fwoKCsIRKhERtXKy4oFPtkU6jLBim0pERBS8mEq6T8fUqVNRW1vr/9m/f3+kQyIiohinCBleuTbSYYQd21QiIqLgxdTw8ry8PJSVlQVsKysrg8lkQmJiYqOPMRqNMBqN4QiPiIjigBACHl8NhFAiHUrYsU0lIiIKXkz1dA8cOBCLFy8O2PbNN99g4MCBEYqIiIjiDQunERERUTAimnTbbDZs2rQJmzZtAlC3JNimTZuwb98+AHXD2MaNG+c//s4778SuXbvw0EMPYcuWLXjllVfw/vvv44EHHohE+EREFGd8shOy4op0GERERBRDIpp0r1u3Dr1790bv3r0BAJMnT0bv3r0xbdo0AMDhw4f9CTgAdOjQAZ9//jm++eYb9OzZE88//zz+/e9/c7kwIiJSnaJ44ZWtkQ6DiIiIYowkhBCRDiKcLBYLzGYzamtrYTKZIh0OERHFACEUuH2VYZ/HnaDPgiRpw3rOYLBNJSIiOrWYmtNNREQUbvFcOI2IiIhajkk3ERHRSfgUGxThjXQYREREFKOCTrrfeecduN3uBts9Hg/eeeedkARFREQUDWTFBZ/siHQYREREFMOCTrpvueUW1NbWNthutVpxyy23hCQoIiKiSFOEFx6fJdJhEBERUYwLOukWQkCSpAbbDxw4ALPZHJKgiIiIIkkIBR5fLYC4qjVKREREKtA198DevXtDkiRIkoSLLroIOt2xh8qyjN27d2PkyJGqBElERBROXtkKIeRIh0FEREStQLOT7jFjxgAANm3ahBEjRiAlJcW/z2AwoKioCFdddVXIAyQiIgonn+yErLgiHQYRERG1Es1OuqdPnw4AKCoqwtixY5GQkKBaUERERJGgCB+8sjXSYRAREVEr0uyku9748eMB1FUrLy8vh6IErlvavn370ERGREQURkIIeH0WcB43ERERhVLQSff27dtx6623YtWqVQHb6wusyTLnwBERUezxKXaux01EREQhF3TSffPNN0On0+Gzzz5DmzZtGq1kTkREFEtkxQOfbI90GERERNQKBZ10b9q0CevXr0eXLl3UiIeIiCishFDglWsjHQYRERG1UkGv092tWzdUVFSoEQsREVHYeeRaCKGc+kAiIiKi0xB00v33v/8dDz30EEpKSlBZWQmLxRLwQ0REFCu8shWK4ol0GERERNSKSUKIoMq0ajR1efqJc7ljpZCaxWKB2WxGbW0tTCZTpMMhIqII8SnOo9XKo1eCPguSpI10GE1im0pERHRqQc/pXrJkiRpxEBERhY2seOD1cT1uIiIiUl/QSfeQIUPUiIOIiCgshJCPFk7jetxERESkvqCT7mXLlp10/wUXXHDawRAREalJCAGPj4XTiIiIKHyCTrqHDh3aYNvx87ujfU43ERHFL69shSK8kQ6DiIiI4kjQ1curq6sDfsrLy7Fo0SL0798fX3/9tRoxEhERtZisuCArzkiHQURERHEm6J5us9ncYNvw4cNhMBgwefJkrF+/PiSBERERhUrdPG4WTiMiIqLwC7qnuym5ubnYunVrqJ6OiIgoZDyyhfO4iYiIKCKC7un+6aefAn4XQuDw4cN45pln0KtXr1DFRUREFBI+2Q5F8UQ6DCIiIopTQSfdvXr1giRJECJwqZXzzjsPc+fODVlgRERELaUoXnhle6TDOC2y4kKFdR2yTQMiHQoRERG1QNBJ9+7duwN+12g0yM7ORkJCQsiCIiIiaikhZHjkGsTietw29z7srfgIHrkGep0JaUldIx0SERERnaagk+7CwkI14iAiIgoZIWS4fTUxN49bCBmHa0tQZlmB+psFO8reRs/2j0GvTY5scERERHRaTquQ2tKlSzFq1Ch07NgRHTt2xOWXX47ly5eHOjYiIqKgCaEcTbh9kQ4lKC5vBbaVzUGZZTmO9c5rkGv+HXQajiYjIiKKVUEn3e+++y6Ki4uRlJSESZMmYdKkSUhMTMRFF12EefPmqREjERFRs9VVKo+dhFsIgQrrD9hS+hocnkP+7UZdBrq3nYyCjN9DkrQRjJCIKPoJIUc6BKImSeLEimin0LVrV9x+++144IEHArbPnDkTb7zxBjZv3hzSAEPNYrHAbDajtrYWJpMp0uEQEVEIeWUrfLIj0mE0m1e2YV/lJ7C4tgdsz0zug7bpI5BsbBvVCTfbVCKKFrLigqy4YdCZIx0KUQNB93Tv2rULo0aNarD98ssvb1BkjYiIKFxkxRVTCXetYwu2HH4lIOHWaZLQIetatM+8HFqNMYLRERHFHllxwStbIx0GUQNBF1IrKCjA4sWL0bFjx4Dt3377LQoKCkIWGBERUXMpwguPzxLpMJpFVtw4WPM1Km3rA7abEjqifeZo6LWpEYqMiCj2+WQHJGih0yZFOhQiv6CT7gcffBCTJk3Cpk2bMGjQIADAypUr8dZbb2H27NkhD5CIiOhkhFDg8dUiFpYGs7sPYG/lR3D7qvzbJEmHtmkXIyulPyRJimB0REStg1e2QpK0HDFEUSPopHvixInIy8vD888/j/fffx9A3TzvBQsWYPTo0SEPkIiI6GQ8cm3UF9ARQkapZTlKa5fi+JsDiYY2KMq8Cgn6rMgFR0TUCnl8tTDq06GR9JEOhSj4QmqxjkVfiIhaj1gonOb2VmFP5UdweA4ct1VCrul3yDMPgUZq+v53gj6LhdSIiJpBVlxHRz0dI0kaGHQZ0ETx9yjFh2YXUquursaLL74Ii6XhnLna2tom9xEREanBpzijOuEWQqDStgFbSl8NSLgN2jR0yrkZ+WkXnTThJiKilqmbflQNIZRIh0JxrtlJ90svvYRly5Y1eifbbDZj+fLlePHFF0MaHBERUWMU4YXXF70Var2yHbsrFmBf1adQhNe/PSO5J7q0uRMpCYURjI6IWirOBorGNCFkuJl4U4Q1O+n+8MMPceeddza5/4477sD//ve/kARFRETUlGgvnFbr3I4th19BrXOLf5tWk4iirD+gMPMKaDUJEYyOiELB5fJFOgQKghC+o/U/mHhTZDR7XNvOnTvRqVOnJvd36tQJO3fuDElQRERETfHIlqgsnKYoHhys+QYVth8CtqcmnIH2GWNg0HHOM1Fr4fEq0OkV6HXN7r+iCFMUD9yiGgadmVN7KOya/YnTarU4dOgQ2rdv3+j+Q4cOQaPhFw8REanHK9ugKO5Ih9GAw3MIeyo+hNtX6d8mQYv8tOHITj0XksT2kag1ERCwOzxIM3HkSiwRwgePrxpGXUZUF6mk1qfZVwG9e/fGwoULm9z/8ccfo3fv3qGIiYiIqAFZccEn2yMdRgAhFJTWLsfW0n8HJNyJ+lx0zrsdOabzmHATtVIOh/fUB1HUEUKB21cNReG/H4VPs3u677nnHlx77bVo164dJk6cCK227u6QLMt45ZVX8MILL2DevHmqBUpERPFLUbzw+KJrhQy3rxp7Kz+G3b0vYHtO6iC0SbuQwxeJWjmvT4HL7UOCkX/rsaa+uJpBZ2KdDQqLZn9LXHXVVXjooYcwadIkPPLIIzjjjDMAALt27YLNZsOf//xnXH311aoFSkRE8UkIBR65BtFSOE0IgSr7jzhQ/QUU4fFv12tNKMy8AqkJHSIYHRGFk9XmYdIdswQ8PgsMOglajTHSwVArF9SYt6eeegrff/89br75ZuTn56NNmza45ZZbsHr1ajzzzDOnFcDLL7+MoqIiJCQkYMCAAVi7du1Jj581axY6d+6MxMREFBQU4IEHHoDL5TqtcxMRUXSrHwYYLRVnfbIDeyo/wL6qhQEJd3pSD3RpM5EJN1GccTq98MnR8f1Ep0PA46uFEoXFOal1CfrW3Lnnnotzzz03JCdfsGABJk+ejNdeew0DBgzArFmzMGLECGzduhU5OTkNjp83bx6mTJmCuXPnYtCgQdi2bRtuvvlmSJKEmTNnhiQmIiKKDkKIo0u8RMfSPBbnTuyrWgivfGx9cK1kRLuM3yMjuUcEIyOiSBEA7HYvzCb2lMYuAa+vFgZdOiRJinQw1EpFtLrLzJkzcdttt+GWW25Bt27d8NprryEpKQlz585t9PhVq1Zh8ODBuP7661FUVISLL74Y11133Sl7x4mIKPZ4ZQsUxXPqA1WmCC8OVC/CziP/CUi4U4xF6NJmIhNuojhnd0T+e4paRhHegO93olCLWNLt8Xiwfv16FBcXHwtGo0FxcTFWr17d6GMGDRqE9evX+5PsXbt24YsvvsCll17a5HncbjcsFkvADxHR8RRFwOvl0LJo4pOdkJXITx1yeEqxtfR1HLF+799WvxRYx5xxMOjSIhdcBLBNJWrI61Pg8bANiXWy4oRPdkY6DGqlIlb5oaKiArIsIzc3N2B7bm4utmzZ0uhjrr/+elRUVOB3v/sdhBDw+Xy488478fDDDzd5nhkzZuCJJ54IaexE1LrYnV4Y9FzWKVoowhfxHgchFJRbV+NwzXcQOHYxnaDPRmHmVUgy5EUwushhm0rUOIfLC4OB6z7HOq9sgSRJrGhOIRdTV5klJSV4+umn8corr2DDhg346KOP8Pnnn+Ovf/1rk4+ZOnUqamtr/T/79+8PY8REFAusNnekQ6CjhKgrahPJSuUeXy12lL+DQzXfBCTc2akD0Dn39rhNuAG2qURNcTi55nNr4fFZICu8LqDQilhPd1ZWFrRaLcrKygK2l5WVIS+v8Quaxx57DDfddBP++Mc/AgB69OgBu92O22+/HY888gg0mob3EIxGI4xGFrcgosa5PT54vaw8Gy28siWihdOq7D/jQNVnkMWxCy69NhXtM8bAlHhmxOKKFmxTiRrn9Srw+hTodTHVn0WNqrv5a9ClQasxRDoYaiWalXT37t272dX8NmzY0KzjDAYD+vbti8WLF2PMmDEAAEVRsHjxYtxzzz2NPsbhcDRIrLXauqE8QkTH+q1EFFusNhbAiRY+2R6xedw+xYkDVV+g2vFzwPa0xG4oyPg9dNqkiMRFRLHD4WAV89ZDwOOrgVGXDo1GH+lgqBVoVtJdnxQDgMvlwiuvvIJu3bph4MCBAIDvv/8ev/76K+66666gTj558mSMHz8e/fr1w7nnnotZs2bBbrfjlltuAQCMGzcObdu2xYwZMwAAo0aNwsyZM9G7d28MGDAAO3bswGOPPYZRo0b5k28iouaSZQUOB4cERgNZ8cAr2yNybqtrN/ZWfgyvfKwomEYyoF36pchI7sklZIioWRwuJt2ti4BHroFBSoNGYuJNLdOspHv69On+///jH/+ISZMmNZhHPX369KDndo0dOxZHjhzBtGnTUFpail69emHRokX+4mr79u0L6Nl+9NFHIUkSHn30URw8eBDZ2dkYNWoUnnrqqaDOS0QEABabJ4Izh6meEDK8cvjncSvCh8M136Hcuipge7KxAIWZV8KoSw9rPEQU2zweGT5ZgU7LIeathRDK0R7vDEgSO/jo9EkiyHHZZrMZ69atQ6dOnQK2b9++Hf369UNtbW1IAww1i8UCs9mM2tpamEymSIdDRBEiywoOltr8U1PycpJhNESszEXcUoQMj68aQoR3uR2npxx7Kz+E03t8XREN2piHIdc0GJIUHRfNCfqsqL7QY5tK8arG4kKtpWGxrXRzAkyp7O2OBFlxHS3EGXqSpDuaeHPkE52eoK8wExMTsXLlygZJ98qVK5GQwPL6RBQbbHYva0FEmCJ8RxPu8BWyE0LBEevaBpXJjbpMFGVdhSRDfthiIaLWx+bwMOluhYTwwSPXwqhLi3QoFKOCTrrvv/9+TJw4ERs2bMC5554LAFizZg3mzp2Lxx57LOQBEhGpwWrnciCRpCheeOSasCbcXp8Fe6sWwuraFbA9K6U/2qYNh4ZVaomohbxeBV6vDL0+ekeohIsQolX1DCuKGx6fBQYdR/VQ8IJOuqdMmYIzzjgDs2fPxrvvvgsA6Nq1K958801cc801IQ+QiCjU3B4fZJm93JHik53wylaEcw53teNX7K/6DLLi9G/TaZLRPnM0zIlnhS0OImr9bA4v0s1Mun2yDL2udU3bkhUnfLIWOm1ypEOhGBPUX4LP58PTTz+NW2+9lQk2EcUshzNy60DHO1lxB1QJV/98Lhyo/hJV9h8DtpsTO6Mg43LoeeFERCHmcHiRbuaUS28rTLoBwCvbIElaaDX8N6bmC6pSjE6nw7PPPgufjxesRBS7uExYZMiKR7UiN42xufZiy+HXAhJujaRH+4zL0SHrWibcRKQKn6zA7eG1sk8Ob4HMcPL4LJAVT6TDoBgS9O2niy66CEuXLkVRUZEK4RARqcvp8sEnh28eMdWpS7hrEI4h5ULIOFxbgjLLioDzJRnaoijzShj1marHQETxzW73xv2KGF5f6026AXF0KbF0aDRcw5tOLehvg0suuQRTpkzBzz//jL59+yI5ObCn4PLLLw9ZcEREoWazsYBauCnCG7aE2+U9gj2VH8HpOXzcVgl55iHIM50f1ctvEVHrYXd6kZ6W0KoKiQXL24p7uusIuH3VMOjSoGUhTjqFoJPuu+66CwAwc+bMBvskSYLc6v/AiChWeX0KHC4O+QsnWfHAK9dC7YRbCIEK2w84WPM1hDj2b2zUZaAw80okG9upen4iouMpioDL5UNiYvz2gsqy3OoqmDdU1+Ot16VCp0mMdDAUxYJOuhWFwzKJKDZZrezlDidZccHjs0DthNsr27Cv8hNYXNsDtmcm90Hb9BHQarhmLhGFn93pjeukG6gbYm7Qt/Zh9gJenwVCK0OvTYl0MBSlWvtfARERgLpeBxsLqIWNfHQ9U7UT7hrHFuyv+hQ+xeHfptMkoX3G5TAndVH13EREJ+Nw+qAoAhpNa+7pPTmv7IuDpLuOT7YDABNvalRQ1cvrLV26FKNGjULHjh3RsWNHXH755Vi+fHmoYyMiChm70wshuDZ3OByrUq7e+y0rbuyr/BS7K+YHJNymhE7o0mYiE24iijghBJyu+L7Z64mzFY98sh3eo8k30fGCTrrfffddFBcXIykpCZMmTcKkSZOQmJiIiy66CPPmzVMjRiKiFrPZubRHOChCVr1omt19AFtL/4VK+wb/NknSoV36ZTgj+3rotamqnZuIKBj2OB9h1bormDfOJ9vgkx2nPpDiiiSC7Prp2rUrbr/9djzwwAMB22fOnIk33ngDmzdvDmmAoWaxWGA2m1FbWwuTyRTpcIgoDLw+BYdKrSc9Ji8nOe6Xd2kpIRS4fdUBhcxC+/wySi3LUVq7FIFLgeWjMPNKJOizVDlvJCXos6K64jrbVIpXNRYXai3NqxOSn5cKve60BpfGtIMVlYAkIT8jPSzF1OrqiNSqfp7m0utMLK5GfkF/A+zatQujRo1qsP3yyy/H7t27QxIUEVEo2R3s5VabEAIeuVa1hNvtrcS2srkorS3BsYRbQq7pfJyVO6FVJtxE1DrEdRskBHxxurKR12eBrLgiHQZFiaC7dQoKCrB48WJ07NgxYPu3336LgoKCkAVGRBQqdnt8D+9TmxAKPHItFCX0F5ZCCFTaN+Bg9SIo4ti/o0GbhsLMK5CSUBjycxIRhZLD4UWaKSHSYUSM1ydDr4vPkWQenwV6nWCPNwWfdD/44IOYNGkSNm3ahEGDBgEAVq5cibfeeguzZ88OeYBERC3hdPngk7nUoVoU4YXHVwshQt+T4ZXt2F/1KWqdWwO2ZyT3Qrv0kdBq4vcilohih9enwOORYTBE71QRNXllH4B4XbqxbjkxaAV02qRIB0MRFHTSPXHiROTl5eH555/H+++/D6BunveCBQswevTokAdIRNQSNhvX5laLmutw1zq3YV/lJ/Apx6rAajWJaJ8xCmlJ3UJ+PiIiNdmd3vhNuuOwmNqJvLIVgASdlj3e8arZSfebb76JCy+8EIWFhbjiiitwxRVXqBkXEVGL+WQFTlfz5xjLsgKtNv6K3ZwOr2zzr0kaSoriwcGab1Bh+yFge2rCGSjMGAO9jsW6iCj2OBxepJvjc3ROvC0b1hSvbAEkcKh5nGp20n3XXXfB4/GgsLAQw4YNw4UXXohhw4YhPz9fzfiIiE6b3e4Nqg/W5fUgWRufF0XNJYSAV66FrIR+BIHDcwh7Kj6E21fp3yZBi/z04chOOReSxBsiRBSbfLICt8cXl6tkiKPF1HTa+OzpP17dUHOwxzsONfsvv6amBqtWrcLSpUuxZMkSzJs3Dx6PBx07dsSwYcMwbNgwDB06FLm5uWrGS0TUbMGuze32+pBkFGFZ2sTj9cGgj62LL7UKpgmhoMyyAodrSwAcm3+fqM9DYeaVSDTkhPR8RESR4HB44zLpBuqGmDPpruOVLRCQodemRDoUCqOg1+mu53K5sHr1aixZsgQlJSX44Ycf4PV64YvyISRcU5QoPjidXpRXOpp9fF5OMmwuJ5ITEpBg0KsYGaAoAlanE+bk2Cmqogjf0YJpof2Od/uqsbfyI9jd+wO256QORpu0YdBI8XmBWo/rdBNFp2DW6a6n1Upom5calhu70eBgxbFRSymJiaq3edG2Tvep6LTJTLzjyGlfzWg0Gmg0GkiSBEmSIIRA+/btQxkbEdFpC7aXu57b61E96XZ5PFCj+JhaZMUDj68GoYxZCIEq+484UP0FFHHs30qvNaMwcwxSEzqE7FxERNFAlgVcLh8SE9VtY6IR53U3VF8XhYl3fGh20u3xePD999+jpKQE3333HdasWYPCwkJccMEFuO222/Duu+9ynW4iigo+WYEjiAJqx3N5vDAnhzigE8/h9UKriY2eDp/ihNdnRSgTbp/swP6qz1Dj/C1ge3pSDxRkXMalwIio1bI5vEy6yc8n2yGEDJ02BZooHtVELdfspNtsNiMnJwejRo3C3Xffjfnz5yMvL0/N2IiITsvp9nIDgE+WVa9i7pNlaDXRP2za47NAVpwhfU6Lcyf2Vn0Mn2zzb9NKCSjIuAzpyT1Cei4iomjjdPkgRHhqh0QVIeD1ydDrmFieSFZcUIQHRl1GVE8nopZp9lVfz549sXHjRixbtsw/tHzo0KHIzMxUMz4ioqAIIVqUdAPqVjGvq/4twxjFRdTqCqZZoISwQrmieHGo9lscsa4J2J5iLEJh5hUw6MwhOxcRUbQSQsDh9CI5yRDpUMLOJzPpbooQCty+Ghh16Vypo5Vq9r/q999/j8rKSjz77LNITEzEs88+izZt2qB79+6455578MEHH6C8vFzNWImITsnh9EKWWzYU2ukObXXu4/lkBTi9+pVhISseuH1VIU24HZ5SbC17PSDhlqBFftrF6Jgzjgl3EyRJByDOesOI4oDD4Y10CBHhlTnE/GSE8MHtq4Yi5EiHQioIqqslJSUFI0eOxMiRIwEAVqsVy5cvxzfffIPbbrsNNpst6quXE1HrZrO3/GLG7fNBVhRoNaG/2xyNFx1CCMjCBZ/sCGl1ciEUlFtX43DNYojjlgJL0OegKPNKJBo4Rel4kqSBJOmhlfTQaIxxX7mdqLVyunyqT2OKRl4fk8lTEcIHj68Keq0ZWk38jYZozU6rRVcUBT/88ANKSkqwZMkSrFy5Ena7HYWFhaGOj4io2bw+BS53CJJGIeD2epFkNLb8uU4QbRcdaq297fHVYG/lQtjcewK2Z6eeh/y0i6CR4q+Q0PHqEmwdNJIeGkkHSdKziA5RnBAAHC4fUpPjK6lye71QFAFNjBQSjRQhFHh8NdDrUqHTJEY6HAqRZifda9euRUlJCUpKSrBixQrYbDa0a9cOQ4cOxT//+U8MGzYMRUVFKoZKRHRyLZ3LfTyXR52k2+2NnmGFiuKFR66FCPFQtir7zzhQ9RlkcWyIul6bivYZY2BKPDOk54p2kqSBBO1xSTYTbCIC7HZP3CXd4ugN7URjfL3u0yPg9VmgaDzQa1NYYK0VaHbSfd555yEvLw/Dhg3DzJkzMWzYMJx5ZnxdPBFR9ApFAbXjqZEcy7ICbxRMwZEVD2TFATmE87aBuuXFDlR9gWrHzwHb05LORkH6ZdBpk0J6vmgiSRpoJAM0kgGSdDTJhoYFcYioUW6PDK9PgV4XX98RHp+PSXcQZMUFWXGz17sVaHbSvXnzZnTu3FnNWIiITpvdUTdsLVQUpS5B1utCN6820r3csuKBT7ZBEaGPw+rajb2VH8MrW/zbNJIB7dIvRUZyz1a5PI4kaaHVGKGRjJx7R0RBs1jdyEyPr0TKK0fXFKvYUN/r7YVem9oq29N40OyrSSbcRBTN7CpUg3W4PTCHMOl2etSrit4UIQQU4YVPsYd83jYAKMKHwzXfody6KmB7srE9CjOvgFGXHvJzRkJdT7b+uHnYevZiE1GL2I4OMTcY4mfocDSM9opVsuKEED4YdGYON49BLI1KRDEvZAXUTuDyeGBODt2QaE8YLzYUxQuf4oSsuFBXtif0nJ4y7K38CE5v2XFbNWhjHoZc0+CYTUqPJdj1Rc60rCRORKqoqHagTU5K3PReKoqiyuogipBDXp8kGinCC7evCgZdOtulGMN/LSKKeaGcy308nyyHbIh5XdVW5dQHtoAQCmTFDZ8S2qW/GjvPEesaHKr5FgLHLnKMuiwUZV2JJEO+audWS91Q8QRoNQm8kCGisPF6lboe75TQF+6MVl6fD1pDaKfkHLGsxv7qL5CdMgCZKb2h1bTe97Ouunk1E+8Yw38pIoppoS6gdiKr04WM1JQWP4/Lo958bkV44ZPrC6Op06tdz+OzYF/VQlhduwK2Z6Wci7ZpxdDE2NxmjcYAnSYRWk1CpEMhojhltcVX0u32+pAQwqRbCAWHar6Fx1eNgzWLUGopQVZKf2SnDoBe2/L2Oxr5E29tGjSa+F6CM1Yw6SaimOZwhraA2olcIZqHHarnqVc3V9sDn+KEEuIq5E2pdvyK/VX/d3TIeh2dJgXtM0fDnNgpLDG0VN1Q8bo52RqNkUt3EVHEeX0KPB45buZ2h3pet919AC7vEf/vsuJCmWU5yi2rkJHcEzmmQUjQZ4X0nNFACAVuXxW0mkTotcmc5x3lmpV0T548udlPOHPmzNMOhogoWFabusXJhBAtHmLu9cnwhahiqxDy0bnaTgih7nD1erLiwoHqL1Fl/zFguzmxC9pnjIJOmxyWOIInQaPRH0uyWfyMiKKUw+WNm6Tb4/NBCBGyeewpCe3Rp/CvOFjzDcotq6CIuusCARmV9g2otG+AObELckyDkGJsH5JzRhP5aP0WrSYBOm0iNBJ7vqNRs64iN27c2Kwni5ciEEQUHdweH9we9QunuDzeFiXdLm/LbgwIoUAWbsiKO2y92vVsrr3YW/kxPHKNf5tG0qNd+iXISO4dZd/70tHCZ7qjS3kZoiw+IqLGOZxepJniY5pL3c1sGQZ96AbcGvUZKMwcjezUAai0rUe59Xv4ZJt/f61zC2qdW5BsKECOaRDMiZ1b2U1Y4U++DTpzq57THqua9WlfsmSJ2nEQEQXNYg3PElxOjwepSae3lqoQAnZX8IlyXVE0Z12iLXxQe672iRThQ2ntUpRZVgScO8nQDkWZV8KozwhrPE2pGyZugEYyHO3JZpJNRLHH61Xg9SnQ61pTItg0t88b0qS7nk6TiFzT75Cdeh6q7T+j3LISLl+Ff7/dsx+7KxbAqMtEjmkQMpLPaWU9wwIeX+3RUV6Go6O8tBx6HgU4p5uIYpJPVuB0qlec7Hhenw8er++0LhDcXi/kZg4tr5+nLSuusBRFa4rLewR7Kj+C03P4uK0S8sxDkGc6P6KNd91yXobjerLj4wKViFo/h8MLsyk+eii9PnVHqWkkHTJTeiMjuScsru0ot6yCzb3Xv9/tq8T+qv/D4ZrvkJ06AFkp/aDThm6J0MgSUBQPFBzfMSFBkrT+ZdW0GiP02lR/G6oIGT7ZDkW4IUELvTaVBdpC7LSS7nXr1uH999/Hvn374DmhONBHH30UksCIiE7G4fCGNSW1Op3I1KcG/bjmVC1XFC9k4YKsuMI2T7sxQghU2H7AwZqvA5YcM+oyUJh5JZKN7SIWmyTpoNcmQyMZ2ZtNRK2S1e6GKTU+psW4veG5aS5JGpgTO8Oc2Bl29wGUW1aixrnZv9+n2HG49juUWZYjM6UPclIHwqBLC0ts4SUC2vX6m/uSJEEIgeNv8gvUFWjTaIwwaE0xd3O7rgPDCyFkCNSt3143YlCBQZcWsZENQSfd8+fPx7hx4zBixAh8/fXXuPjii7Ft2zaUlZXhiiuuUCNGIqIG7GHq5a7n8njg9cnQ65rfyyuEgPMkVctlxQWvbI1ool3PK1uxr/ITWFw7ArZnpvRF27SLIzY/TKsxQqtJgjbGliIjIgqWLAtYbR6YUlt/b7eiKPDJMnTa8I2cSja2Q4fssXB7K1FuXY1K+yZ/IqoIL45Y1+CIdS3Sk7ojxzQISYY2YYstMsTRhLtxiuKGW1TDqEsL6Qg3IQQEFH+v+4lTw+r3S5D8Cb8QCgQEAAUStI3eCGhWB4YAEKF7WkEn3U8//TReeOEF3H333UhNTcXs2bPRoUMH3HHHHWjTprV/OIkoGni9MjxhKKB2IpvLifSU5q/56fR4oChNJ9R1d2Ijn3DXOLZgf9Wn8CkO/zadJgntMy6HOalLRGLSSHrotClMtokortRa3UhJNkCjaf293R6vL6xJdz2jPhMFGb9HnnkYKqxrccS2FrLiPLpXoNrxM6odPyM14QzkpA5GasIZcTH6oDFC+ODyVkKnTYIECQICkqSFTtP8OjdCKFCE92iNGm9Aj3sdyT9lrG6K3fHT6+rfd9HI8XoI1D23ongRqSl5zRX0eIGdO3fisssuAwAYDAbY7XZIkoQHHngAr7/+etABvPzyyygqKkJCQgIGDBiAtWvXnvT4mpoa3H333WjTpg2MRiPOOussfPHFF0Gfl6i18cmRT97CxWYPTwG1EzncnqDWBLc5Xac+KIJkxY19lZ9id8X8gITblHAWurS5K+wJtyTpYNCZYdRnwajPYMJNRHFHUYTqS2FGC7cvvCPWTqTXJqNN2jCcnf8A2qVfCoM2LWC/1bULO4/8B1tLX0OV/Ud/z2z8EfDJdnhlW91/fRa4vJXw+Grh8dXA7auBT3ZCVjxQhA9CyJAVN7yyDW5fNVzeCnh8NUeXOm1sjXZxdOSfBbLiQmDyLNAwmRb+kYI+2Q5F8TRyTPQJuqc7PT0dVqsVANC2bVv88ssv6NGjB2pqauBwOE7x6EALFizA5MmT8dprr2HAgAGYNWsWRowYga1btyInJ6fB8R6PB8OHD0dOTg7+97//oW3btti7dy/S0tKCfRlErU6txY2kRD0SE1p3fUQhBGyOCDXUQsDl9SDJeOqhf7KswOtrrHGJDnb3fuyp/AgeX7V/myTp0C5tBDJT+oX1rn5dr3YStJr4WC6HiOhkLLb4mNvt8UZHG6nVGJCdei6yUvqixrEZ5dZVcHgO+fc7vWXYW/kxDtUsRk7qQGSm9In7JbmE8EE+LoFWEN7lTGNR0FfnF1xwAb755hv06NEDf/jDH3Dffffhu+++wzfffIOLLrooqOeaOXMmbrvtNtxyyy0AgNdeew2ff/455s6diylTpjQ4fu7cuaiqqsKqVaug19dNgi8qKjrpOdxuN9zuYx8Ei8USVIxEsUIIgSOVDmSkJSAlufX2ENod3qB6m0PN5fE2K+mO9B38pggho7R2GUotyxC4FFg+CjOvRII+K0yRSNBqEqDTJkEjte4bRa0J21Qi9SmKgN3hbdVtOQD4ZBmKIqJmKL0kaZGe3B1pSWfD5t6DcsvKgDonXtmCgzVfobR2KbJS+yE7dQD02uALrFJ8Cnp4+UsvvYRrr70WAPDII49g8uTJKCsrw1VXXYU5c+Y0+3k8Hg/Wr1+P4uLiY8FoNCguLsbq1asbfcynn36KgQMH4u6770Zubi66d++Op59++qTL8cyYMQNms9n/U1BQ0OwYiWKNEAKV1U7UWKJ7WHNLWGyRvZvq9npPWniknsMdfcMDXd5KbCubi1LLUhw/XyrXdAHOyp0QhoRbgk6bBIMuDQn6bBh0JibcMYZtKlF4RLqtCxdPFN6gliQJqQkdcGbOjeiSNxEZyT1xfMokCxfKLCvw68FZ2Ff5CVzeI5ELlmKGJJpz9aiCQ4cOoW3btli1ahUGDhzo3/7QQw9h6dKlWLNmTYPHdOnSBXv27MENN9yAu+66Czt27MBdd92FSZMmYfr06Y2ep7G78gUFBaitrYXJZAr9CyOKkIoqB+zHDbvOy0mG0dC6Ehq7w4OKKuepDzwNeTnJsLmccJ2k2ni9tJRkJCecfCj04arqkxZRS0lMQFKCAp8c3LSc0yGEQKV9Aw5WL4Iijn1GDNo0FGZdiRRje9VjqJ+vzSQ7trFNJapTY3Gh1qJuYpyTlRzTU8YOVlSe8piUxESYk0OzPrasuODx1YbkuU7k8dXiiHUNKmzroIiG1wnmxM7IMQ0OS3tKp8+oy4jY+uNB/yVv2LABer0ePXr0AAB88sknePPNN9GtWzc8/vjjMBjUGwqjKApycnLw+uuvQ6vVom/fvjh48CD+8Y9/NJl0G41GGJsxFJSotTlS6UBudgr0uthaX/FkLFFSXMbqdCHJ2PR60Q6X+6QJdzh5ZTv2V32KWufWgO0Zyb3QLv0SleelSdBoDNBqjEFVOqXoxTaVKHxsNndMJ93NEa71ulvKoDOjbfrFyDNfgArbehyxfg+vbPXvr3VuRa1zK5IN7ZBjGgxzYueYW9+a1BX0p+GOO+7Atm3bAAC7du3C2LFjkZSUhA8++AAPPfRQs58nKysLWq0WZWVlAdvLysqQl5fX6GPatGmDs846C9rjlhfo2rUrSktL4WlG7xRRPJFlgfIjdsitpKq5y+2LyDJhjZFlGTZX40P4FUWgxm4Pc0SNq3Vuw5bDrwQk3FpNIjpkXYPCzDGqJdwajQF6bSoS9Fkw6tKYcBMRnQaHy9dq2vCmeH2+Zk3ZihZaTQJyTYPRLf8+tM8YjQR9dsB+u+cAdlcswObDLx3tFY+NmwqkvqCT7m3btqFXr14AgA8++ABDhgzBvHnz8NZbb+HDDz9s9vMYDAb07dsXixcv9m9TFAWLFy8OGG5+vMGDB2PHjh0BPUjbtm1DmzZtVO1hJ4pVPllBjcrD38LFHqmK5U2wOJyostoabLe7XBG/gJAVD/ZXfYZdR+bBpxy7AZCacCa65k1EWlK3kJ9TI+mh15qQoM+GUZdet6Yn7/ITEbWIyx0dFb7V5InilT6aopF0yEzpjS55d+GM7OuRYiwM2O/2VWF/1Wf49eAslNYuDctUMopuQV8RCSH8Se+3336LSy+9FABQUFCAioqKoJ5r8uTJeOONN/D2229j8+bNmDhxIux2u7+a+bhx4zB16lT/8RMnTkRVVRXuu+8+bNu2DZ9//jmefvpp3H333cG+DKK4YbN74HTFXoN2PCFE1CXdEAJOjweW45ZKVBQBq1OdOefN5XAfxNbSf6HCts6/TZJ0aJd+Cc7MvgF6XWjn3R5bWzsDOm0iE20iohCK9fa7OaJl6bDTIUkSzIlnoVPuLTgr9zakJXYDcGzqmU+x43DtEvx66AUcqPoC7uOW6aT4EvREkX79+uFvf/sbiouLsXTpUrz66qsAgN27dyM3Nzeo5xo7diyOHDmCadOmobS0FL169cKiRYv8z7Nv3z5oNMcu4AoKCvDVV1/hgQcewDnnnIO2bdvivvvuw1/+8pdgXwZRXKmociA7MwkJxticG2Z3NK9ieNgJAavDiUSDEUIIONzuiMUphIIyywocri0BcGw0UKI+D4VZVyJRnxPS80mSFnptCtfWJiJSkdNVN/y6Na/Z7fZ6kYrYn4aUbGyLDtnXwO2tQrl1NSrtGyGOrmWtCC+O2NbiiO0HpCWdjVzTICQZ8iMcMYVT0NXLf/rpJ9xwww3Yt28fJk+e7C9gdu+996KyshLz5s1TJdBQsVgsMJvNrLRKrc6J1ctPJAHIzkxCYmJkqja2xOFym+rzuYOpXt5A/cVQEF+noaxe7vZVY2/lR7C79wdsz0kdjDZpw0JeMVyrSYRem9qqLwKpedimUrwKR/XyepnpiTG5ZndzqpcDdb3FeenpLV6vW83q5afDJ9txxLoWR2xrISsNR8GlGDsg1zQYqQlnsj0Nk0hWLw/ZkmEulwtarRZ6fXRf0PMCgVqrUyXdQF3i3SY3BXq99qTHRZNaizss6463KOk+DaFIuoUQqLL/iAPVXwQsYaLXmlGYeQVSE4pCEOkxdfO2UyPWYFH0YZtK8SqcSbfBoEWbnJSwnCuUmpt0A4ApOQmpiS3r7Y62pLueonhQad+EcutqeBoZXp6gz0WuaRDSk7pDkmLn+iwWxdSSYU1JOMWatUQUeQJAjcWN7MzQrImpNrfHh9owJNyxyCc7sL/qM9Q4fwvYnp50DtplXBLSiuGSpINemwqtJvZ6WoiIYp3HI8PjkWEwtN6EzOXxtjjpjlYajQHZqeciK6UfapybUW5ZCYfnkH+/y1uGvZUf41DNYuSknofMlL4qL+dJkRB00q3RaE46BEKWo2NJHyJqnMPphc3uiYmhahaLG1E4kzviLM4d2Fu1ED75WPV0rZSAgozfIz25ewjPJEGvTYFOGxs3aYiIWiu7wwODoXUmpUBdBXNFEac9xFxRov9qQZI0SE86G2mJ3WBz70W5ZSUsru3+/V7ZgoM1X6O0dikyU/shJ2VAyIufUuQEnXR//PHHAb97vV5s3LgRb7/9Np544omQBUZE6qmqdkKr1SAxIXoLq8myEhdVW4OhKF4cqvkWR2xrAranGItQmHkFDDpzyM6l0RjrhpJzqBsRUcTZHF6kmRNa79zfo8VIUxKDHzkrhECN3Q5zcvRe0xxPkiSkJhQhNaEITk85yq2rUG3/CeJoEVRZuFFuWYkjltVIT+6JXNOgBuuBU+wJ+tM5evToBtuuvvpqnH322ViwYAEmTJgQksCISD0CQGW1A/m5qS0uXKIWm93LXu7jODyHsbfyI7i8R/zbJGjRJu0i5KSeF7KluiRJc3QoOacMERFFC0URsNo8MKW23mHHTo/ntJLuapv96FrfsZF0Hy/RkIPCzDFoY74QR6xrUGFbB0XU1QoQUFBl34gq+0aYEs5Crmkwko3tW++Nl1YuZJ/O8847D7fffnuono6IVCbLAjW1LmSkR99wNSEErPbwFKiJdkIoKLeuwuGa7/x3wQEgQZ+DoswrkWjIC9m5NJIeBl0a19omIopCFpsbqSmGVpt0ebxeyLICrbb5bZDN6YLT7YZWG9ujsgw6E9qmD0ee+XxU2NbjiPV7eGWrf7/FtQ0W1zYkGdoi1zQY5sQubKtjTEiSbqfTiX/+859o27ZtKJ6OiMLEavdAp9NE3Z3zGosbssx+bo+vBnsrP4bNvTdge3bqQOSnXQiNFLoKnDptEnSalFZ7MUdEFOtkWcDu8MZETZbTZXe7YEpqXh0Rr09Grd2uckThpdUkINc0GNmpA1Bt/wXl1lVwecv9+x2eg9hd8T6MugzkpA5ERnIvrigSI4JOutPT0wMuyoQQsFqtSEpKwrvvvhvS4IhIfdW1Lmi1EpKToqMR93plWK3s5a6y/4QDVZ9DFsfeC7029ehSYGeE8EwSDDoTh5MTEcUAa4wUQj1dVocTiQYD9LpTpygOd+td3UQj6ZCZ0gsZyT1hce1AuWUlbO49/v1uXxX2V3+Ow7VLkJV6LrJTzmXR0ygXdNI9a9asgN81Gg2ys7MxYMAApKenhyouIgqjqhoXEoy6oIZ0qaW61hXXc7l9ihP7qz5HjeOXgO1pSWejIP2ykDaqkqSFQWcOaY85ERGpx+OR4fb4YDTE3vzl5rK5XEhPOfm65F6fDIfbE6aIIkeSJJgTO8Gc2AkO90GUWVehxvEbcPRKyac4UFpbgnLLSmQk90aOaSCMOuZj0Sjov9jx48erEQcRRZCiCFRVO5GdlRzROLxeOa4rlltdu7C3ciG8ssW/TSMZUZBxKdKTzgnp0G+tJhF6bQrnhBERxRiL1YPszNabdDvdHqSfPOdGtc0GRVFOflArk2Rsiw7GP8Dtq0K55XtU2jdAiLprJkV4UWFbiwrbD0hL6obc1EFIMnLabzQ5rb/YmpoazJkzB5s3bwYAnH322bj11lthNoduuRoiCi+Hy4cjFXZotRqYTEboItDrXVPbeoeKnYwifDhcsxjl1tUB25ON7VGYeUWI71pLMOjM0Gqiax4/ERE1j9PphU9WItJOh4MQAl6fDL2u8eJoLo8XXl/83qA36jJQkHEp2piHosL2A45Y18CnOI7uFahx/Ioax69IMRYh1zQYqQkdWa8lCgT917pu3TqceeaZeOGFF1BVVYWqqirMnDkTZ555JjZs2KBGjEQUJg6XD1a7B+UVdggR3kHeTqcXjjjs5XZ6yrC19I0TEm4N8tOK0Snn5pAm3JKkgVGfwYSbiCiGCQA2e+seWm11Ohvd7pNlVNtsYY4mOum0ScgzD8HZ+Q+gIP0yGHUZAftt7j3YeeS/2FL6Kiptm6CI+LvGiiaSCPLK+vzzz0fHjh3xxhtvQHe0yIHP58Mf//hH7Nq1C8uWLVMl0FCxWCwwm82ora2FyWSKdDhEIVNR5YDd4Q3Z8yUn6ZGVEb6iHIfLbfB45LCd70R5OcmwuZxwecJzIZOcYIDVswwHqr6EwLHXnaDLQmHWlUgy5If0fJKkg0GXBo0U28uqUHRhm0rxqsbiQq0lckU/NRoJ7dqkRnUP5sGKyhY9PictLaC32+n2oMZub3RYuVarRbY5AR5fbYvOGcuEUFDr3IIyy0o4PAcb7NdrU5Gdeh6yUvrGbfFUoy4jYtXegx5evm7duoCEGwB0Oh0eeugh9OvXL6TBEVHk2B1eaCQn0swJ0GjUbdSdTm9EE+5w8ym12Fu1EHbP9oDtWSnnom3a8JA3CBqNEQatifO3iYhaCUVp/cuHVVmtyEmrm7pabbPD6ebKJicjSRqkJXWDObEr7O59KLOuhMW5zb/fK1txqOYblNYuQ1ZKP+SkDoBex5ul4RJ00m0ymbBv3z506dIlYPv+/fuRmpoassCIKPKsdg9kWVG1wJoQAtWW+JrLbff8FJBw6zQpKMwcDVNip5Cfqy7hNkd1bwgREQWvtS8f5pNlVFrrCqbF8xzuYEmShJSEQqQkFMLlPYIyyypU23/yj6pThBvl1pU4Yl2N9ORzkJM6CImGnAhH3foFnXSPHTsWEyZMwHPPPYdBgwYBAFauXIk///nPuO6660IeIBFFVv0871SVGvaaWhe83viqQGoyDoZH3gaHdzfMiV3QPmMUdNrQ39jQaozQM+EmImqVPB4ZHo8Mg6H1Thtyh2nKV2uVoM9GYeZo5KddiCPWNaiw/gBZ1I0YEFBQZd+EKvsmmBI6Icc0GCnGQl4zqCTopPu5556DJEkYN24cfEfvOun1ekycOBHPPPNMyAMkosirrnYiwaCFXh/aht3jkWGxxV+DKkkatE27Dl6xHWmJ3VRp4DRMuImIWj2r3YNMQ2Kkw6Aop9emIj+tGLmm36HStgHl1u8Dlie1uLbD4tqOJEM+ckyDkZbYlVPSQiyoQmqyLGPlypXo0aMHjEYjdu7cCQA488wzkZQUvoJLLcGiL9RahbqQ2ok0GgmpKQYYDTokGLUtTuYURaD0iC1qernDWUhNCIHVm7dheN+zYNSHfi67JOlg1KWzwSTVsU2leBXpQmr1JKmuoJratVdOR0sLqQWDhdSCI4SMascvKLOshMtb3mC/QZeOnNSByEzuBY2m9UxhiJlCalqtFhdffDE2b96MDh06oEePHmrFRURRRlHE0QsMN5IS9cjObNmNtngcVg4AXp8Pb3+7FGu37sCPu3ZhyrUXQasJXXIsSVoYdWlMuImI4oAQAnanV7UpYNQ6SZIWGck9kZ50DqyunSizrITNvdu/3+OrxoHqL1BaW4Ks1HORndJflWlw8SToq7Lu3btj165dasRCRDHC4fSiospx2mt5O5xeWFv5GqONsTqcmPnRZ1i7dQcAYOPOffhoxY8he35J0sCgS4fEZcGIiOKG1Rr5HneKTZIkwZTYEZ1yx6Nz3u1IS+oO4NioCZ/iQGltCX459AL2V30Ot7cqcsHGuKCT7r/97W/405/+hM8++wyHDx+GxWIJ+CGi+GB3eHG43AafHFxvtdvjQ0WlQ6WootehymrMWPAxdh4u82/rUdQOl/TvFpLnr0+4uQ43EZH65CDbPjV5fQocTvWml52O070pT5GTZMhHh6yr0S1/ErJTBkAjHRuGLYQPFbYf8NvhF7G74n3Y3Q3XAaeTC2pONwBojhsGefycTiEEJEmCLEf3Wrucf0atldpzuptiNGiRm53crDneXq+Msgo7ZDn6GmM153T/tvcAXvvim4DnHtbzbNx9+RAAoemhMOjSoW1F864oNrBNpXj08+ZyPPx0CR6cOAAd2qdFOhwAQFKCTtXlPYPh9cqw2T1w+MJ3g51zukPPJztQYfsBR6xr4VPsDfanGAuRYxoMU0LHmJnSFjNzugFgyZIlasRBRDHK7ZFxqNSGjLQEJCY2/CITQqCqxgUJgM3hjbu730t//g3vLVkB5ejrlgBc+bsBuHLwAOi0Ar4Q3KfUa1OYcBMRhcG+A7W477FvUFPrwiMzSjDl3oE4p1tupMOC0+WD16dAr4ts8lN/c92g18LmdCElMSGi8dDp02mTkGceghzTIFTZf0S5ZRXcvmPDy23uvbAd2YsEfTZyUgchPbkHNFLQqWXcCPqdGTJkSJP7fvnllxYFQ0SxyScrOFLpQG5OMoyGuq8VRREQQqCswh6XBdMURcH/VnyPbzf+7N9m0OkwYeSF6H1mh6MjA1p+A0KnTWFxEyKiMPltWwUsR+dQO10+/HXmCtwzoT+GDGwf0bgEgFqLC1kZkVtNyOOpS7jtLjcWfLsU+46U45HrroRRH5meRQoNjaRHVko/ZCb3Qa1zK8otK2H3HPDvd3mPYF/VJzhc+x2yUwcgK6UftBrebDlRi29HWK1WvPfee/j3v/+N9evXR/3wciJShwBQXuFATlYSdFoNyo7Y4ZNF3PVsA4DL48G/Fy3GT7v3+belJSfh7lEjUZibHbLz6LUm6LRcn5WIKFxGXngmEhP1mPK37+D2yPDJArNeX4vKKgeuuLRzi5fTbAm7wwtTigyDIby1PYQQqLG4YbW64fZ68feP3kd5bd0w73lLVuCWi4eFNR5ShyRpkJbUFWlJXWFz70O5ZSVqnVv9+72yFYdqvkVp7TJkpfRDduoAGHTmCEYcXU57DMqyZcswfvx4tGnTBs899xwuvPBCfP/996GMjYhijKIIlJXbcajMBq9PicuEu8pqw7MffBqQcBdkZ2HqtVeGNuHWMeEmIoqEIQPbY+YTxTClGv3b/vO/X/D6u5sgK5Ft92osrrCez+7w4GCpFRarGwKAQa9Hrw5n+vev3rwNqzdvC2tMpL4UY3uckX0dura5G5nJfSDh2I0eRXhQbl2FXw/Nxt7Kj+H0lJ3kmeJHUD3dpaWleOuttzBnzhxYLBZcc801cLvdWLhwIbp1C00FXiKKbQKAiPBFR6TsKTuClz5dBIvjWPGYnmcU4Y8jLwzp8DqtJhE6DRNuIqJI6XpWFp55ZBienLkcpeV1RaYWfbcT1TVOPHDHABjD3Ntcz+nyweX2IcGo7txaIQRqrW7UWhoWAx3V71zsKjuMHYcPAwD++91yFOVmo01GuqoxUfgl6LPRPvNytEkbhiPWNaiwroMs6m/8KKiy/4gq+48wJXREjmkwUoxFER0NEknN7ukeNWoUOnfujJ9++gmzZs3CoUOH8OKLL6oZGxFRzFi/fRf+8b9PAxLu4X3OwcTLhoc04dZoDNBrU0P2fEREdHra5KZgxiPD0OmMY8nkmg2HMP3Zpf5535FQVeNUfUmziipnowk3UFdJfOIllyDJWDcSwOPz4fUvvoXH51M1JoocvTYV+WnFOLvtA2ibNgJ6beBqFhbXDuwofxvbyt5Atf0XCBF/05GbnXR/+eWXmDBhAp544glcdtll0Gq5FiwRkRACX/6wEf/64ht4j15QaDQa3HTRBfjD+QMDlllsKUnSwaA1x+1dYiKiaJNmSsCTDw1Bv55t/Nu27qzC1KeXoLTcFpGYvF4FpeV2eL3qJDZOp/eU64Jnmky4+eKh/t8PVlZhwdJVqsRD0UOrMSLHNBBn59+HwswrkagPrOzv8BzCnsr/4bdDL+KIdQ1kJfTLtEarZl8NrlixAlarFX379sWAAQPw0ksvoaKiQs3YiIjCZt/BWihBDov3yTLe/nYpPl611r8tyWjAfaMvwfndu4Y4QgkGnTlm1sIkIooXCUYdptw7EBcP6eDfdqjUhqlPLcHOPdURicknK6iqCf38bqfTi4pqZ7OO7XVGEYp79/D/vvyXzfhh246Qx0TRR5K0yEg+B53z7sSZ2TciNeGMgP0euQYHqr/Er4dewOGaJfDKDdcBb22affV23nnn4Y033sDhw4dxxx13YP78+cjPz4eiKPjmm29gtVrVjJOISBX7D1rw/GtrcO0dC7H8+wOnfsBRdpcLsz7+HKt+O1a5M9tswl+uGYOu7duFPE6DzsT1L4mIopRWq8Gd4/vg+ivO9m+rsbjx6DMl2PBzaURicrl9cJ6iRzoYNrsHRyodQd2gvnLwABTmHCsi+p/Fy1BeUxuymCi6SZIEU2JHdMwZh855dyA9qQeAY6P1ZMWJUstS/HroBeyv+gxub2XkglWZJFpQXnjr1q2YM2cO/vOf/6CmpgbDhw/Hp59+Gsr4Qs5iscBsNqO2thYmk+nUDyCKERVVDtgdoWtcW7u9B2rxwaebCOmDbwAAQIFJREFUsWrdAdR/CxYVmDD7mWHQaE4+fLusugYvfroo4MKhU34e7vz9xUhNbF6Bs5TEBCQlKPDJjlMeq9MmQ69NadbzEoUT21SKVzUWV5Nzmr9bsQevvLUeslzXuGg0Eu66uS8uOr8ojBHCf+7EBB2SkwxITAjuxm19iuD2yHA4vLDamz8UOClRD4+o6xE/UmvBX+d9CJen7vHtc7Lwlz+MgV4XuqmqWq0W2eYEeHxM6KOdx1eDcutqVNo2QBENr1vTErsixzQYycbQd2AYdRnQaCKzbnyLku56sizj//7v/zB37lwm3UQRwqS7efbsr8H7n27G6nUHG+xr386EJ6YMRFZm04nz1gOH8OpnX8PhPnaxNbDrWbjxwguCuoBobtKt0Rhg1LHiK0UntqkUr06WdAPAxp9L8ewr38PlOlY87Nox3XDN5V0jVpcjMUGHrIykRm8sO51e+BQBrUaC0aCF16egvMJx2kt/Hp90A3XFRv/1xTf+3y/s2R3XDh18Ws/dGCbdsccnO1BhW4cj1jXwKQ2Hl6cYC5FjGgRTQqeQTa2L+aQ7lvACgVorJt0nt3tfDT74v8aT7YK2Jtx+Yy+c2y8XHl/T7+GKX7fg3e+WQ1GOVYUdPbA/Lu3fO+iLqOYk3ZKkgVGXyXncFLXYplK8OlXSDQA791TjqVkrUV17bG518QUdcOe43tBqI/O9Xt/zrdVq4PMp0Ok0cLt9cHtCW3TtxKQbqFs6bOnPv/l/n3jZxejdscOJDz0taibdkqQ7Or1LgiRpIEED1Lf5/jRKQEA5epOi/gdQhC8uK3UHQxFeVNl/QrllFdy+hsPLE/TZyEkdiPTkc1o8zY5JdxjxAoFaKybdjdu1txrvf7oZazYcarCvoK0JYy/vioH92iE/LwU2l9M//O14ihBYuHItFq3f5N+m12pxy4hh6NfpzNOK69RJtwSjLj1ijQNRc7BNpXjVnKQbAMor7Hjy+RU4WHqs9lHfnnn408TzVF9LO5IaS7q9Ph+eeX8h9h+pS6ySjAY8ev3VyDK1fBnMkyXdkqSBJOkgQQtJ0kIj1f23LgWqv4keeBOkPrkTUEJST0UIBYAERXghhA8CMhTFC0X4UJ+gxzshFNQ6t6HcshJ2z/4G+3XaFGSnDEBWaj/oNM2bynciJt1hxAsEaq2YdAfauacaCz75DT9sOtxgX2E7M665vCvO69vWP8wuLye50aTb7fVi7lffYePOPf5tpqRE3DVqBM7IC1wKIxinSroNOjO0moTTfn6icGCbSvGquUk3AFhsbsz45yps2X6sF69jUToeeWAw0kyt83u+saQbqKuJ8rf3PoLbW3e90iEvB3+++nLoWrgUcV3SnQRZcR7tmdZDI2lR3zsdrYQQEJAhhAJZcfmT8nhnc+9DuWUVap1bGuzTSAZkpfRFdup5MOjMQT0vk+4w4gUCtVZMuuvs2F2FBZ9sxrofGybbRQVmXHN5Nwzok99gTltjSXeNzY6X/28R9pYfWx6xbWYG7rl8JDJbeGf+ZEm3TpsCvTa5Rc9PFA5sUyleBZN0A3XFyF7415qAUVd5Ocl47IHfIT+v5T290aappBsA1mzZjjlffef//eI+5+Dq8we26HxarRZ56Wkteo5oUpeEu+FTHHGdhLu8FSi3rEKV/UcInDhMX4P0pO7INQ1CoiGvWc/HpDuMeIFArVW8J93bd1Vhwae/Yf2PDZdm6dA+DWNHd0X/Xg2T7XonJt37j1TgxU8XocZ2rLhH96L2uG3kRUg0Glocb1NJt1aTEPSdW6JIYZtK8SrYpBsAZEVg7rxN+GLxTv82U4oBD98/GJ3PzAx1iBF1sqQbAN75dilW/HqsF/Oey0finA6Fp32+1pZ0H09WPAAEFOGDIjx1w9OFcsrHtSZe2Yoj1rWosP0AWWm4/nxqwpnINQ1GirHDSWvsMOkOI14gUGsVr0n3tp2VWPDJ5kbXQT2jMA3XXN4N5/Zuc8pCZ8cn3T/u2oN/L1oMt/fY3eULe3bHNRcMhEYTmmFqjSXdkqSFUZcR1UPhiI7HNpXi1ekk3UDdcOKFX27DOx/87N9mMGjx4J0DcG7v/FCGGFGnSrrdXi+env8xDldVAwCSExIw7fqrkJ56estjtuakuzGy4oJPcUE5mpDHC1lxo9K2EUesq+GRG87fT9S3Qa5pENKSukGSGk5ZYNIdRrxAoNYq3pLuLTsq8f4nv2HjL2UN9p1ZlI6xo7uiX89TJ9v18nKSYXU68Nma9fjf8tX+JkySJFw7ZBCG9ewewugbS7pZOI1iD9tUilenm3TXW7Z6H16c8wN89Wt5S8DtN/XBiGFnhCrEiDpV0g0Ahyqr8dT8j+D11d3g7pifhwevGgXtadzcjreku54QCmThBoRSVz9d8TS69nVrI4SMasevKLesgtPbsNPFoE1Dtuk8ZCb3gVZzbHQik+4w4gUCtVbxknRv2V6BBZ9sxqZfGybbHTukY+zobuh7Tl7QS3hlZSbg1c+/wpIff/FvSzDocfslxehe1L7FcZ/oxKSb87gpFrFNpXjV0qQbAH76rRx/f2kVHM5jo6qu/n0XXH/l2RFbyztUmpN0A3VLcb7z7VL/75f2740xg84N+nzxmnQ3RlY8R5cpU47OCW+9Q9GFELC6d6HcsgpW184G+7WaRGSl9Ed26rnQa1OYdIcTLxCotWrtSfdv2yqw4JPf8NNv5Q32nXVGBq4Z3RV9egSfbAOAw+3GO0u/wU+79/q3Zaam4J7LL0HbrIwWxd2U45NujcYAoy5dlfMQqYltKsWrUCTdALB3fy2enLkcVTXH5qkOHVSIu2/pC50udqcaNTfpFkJg7lffYc3WHQAACcB9Yy5Dt8J2QZ2PSXfj6pdFU4QXPtnRqnvBHZ7DKLesQrXjF5w45F6CFhkpvdAu7RIkJ7SNSHxR8df88ssvo6ioCAkJCRgwYADWrl3brMfNnz8fkiRhzJgx6gZIRBHz69YjeOzvS/HIjJIGCXfnMzMwbfLv8Myjw9D3nOYPJT/R+yuXByTcZ+TlYOrYK1RLuI8nSRoYtCycRkQUjwoLzPj7oxeioO2xm1Ylq/bib7NWwOlsvQlSPUmScMOFFyA3ra4dFADmfPUdau2NL6dJwZEkCZKkhVaTAKM+A3qtCXW3NlqfJEMbFGVdhbPz70N26nnQSMeGlQvIqLStx48HnsKWw/+CV7aGPb6IJ90LFizA5MmTMX36dGzYsAE9e/bEiBEjUF7esDfreHv27MGf/vQnnH/++WGKlIjC6Zct5Xjs70vx6DNL8cuWIwH7unTMxPQ/nY8ZjwxD79Ps3T7elecNQra57oKn/1lnYvJVo2BKTmrRczaPBIM2jYXTiIjiWFZmEp6eOhRnd87yb/vx13I88sxSVNWcurc41iUY9Lj90uH+tbqtTifmfPUdFKX1DouOFJ02EUZ9BiRJF+lQVGPQpaFd+kic3fYBtDFfBJ3m+OJ8Anb3Pmg14bjGCxTx4eUDBgxA//798dJLLwEAFEVBQUEB7r33XkyZMqXRx8iyjAsuuAC33norli9fjpqaGixcuLBZ5+NQOGqtWsPwciEEftlyBAs++Q2/bq1osL9rp0xcO6YbenTNCfl8NzccWPHrZlzc55ywzKVLSUyAKSmRCTfFNLapFK9CNbz8eF6vjH/++wesWHvAvy07MwnTHvwd2rWJrb+v5g4vP17JT79i3pIV/t8vP68ffj+gb7Mey+HlwRFCwCtbISut/6aOInyotv+EMssquH0VKMr6A/LTLgx7HBG9zeHxeLB+/XpMnTrVv02j0aC4uBirV69u8nFPPvkkcnJyMGHCBCxfvvyk53C73XC7j30pWiyWlgdORCElhMBPv5VjwSe/YfP2ygb7u3XOwrWju6F7l2zVEuLCnGxkmlL863SHAxNuijVsU4nUo9dr8cAdA5CZnohPvtoOADhS6cDUp5Zg6qTB6HZW1imeIbYN6dENWw8cwvrtuwAA/7dmPTq1bYPO7VrPUmrRQpIkGHQmyEoCfLKtVc/11kg6ZKb0QUZyLzg8h5Ge3C0ycUTkrEdVVFRAlmXk5uYGbM/NzUVpacPy7wCwYsUKzJkzB2+88UazzjFjxgyYzWb/T0FBQYvjJqLQEEJg069leHhGCR5/bnmDhLt7l2z89S8X4KkpQ1Xp3Sai4LBNJVKXRiPh5mt74tbreqK+ybPZvXj8H8uwet2Bkz84xkmShJsuugBZR6d7CSEwZ9FiWB2tvzc2UrQaA4z6DBh1GdBqEiIdjqokSYOM5B4Re50x1c1itVpx00034Y033kBWVvPu9k2dOhW1tbX+n/3796scJRGdihACG38uxdSnluCJ55ZjywnJdo+u2fjblCH461+GoHuXnAhFSUQnYptKFB6jLu6EByeeB/3RCuZen4J/vPI9Pvtme4QjU1eS0YjbLyn2r9VdY3fgza+XQImvxZbCTqPRw6Azw6jPbNXzvSMpou9qVlYWtFotysoC19stKytDXl5eg+N37tyJPXv2YNSoUf5t9UUWdDodtm7dijPPPDPgMUajEUajUYXoiShYQghs+LkU73+6Gdt2VjXY37NbDq4Z3RXdzsqOQHREdCpsU4nCZ3D/dkg3G/H07FWwO7wQApgz70dUVDkx7g89oNG0ztFfRbnZuOp3A/D+srqppr/s3Y+v1/+Ikf16RTawOKCRdDDq0uH2VUMI36kfQM0W0aTbYDCgb9++WLx4sX/ZL0VRsHjxYtxzzz0Nju/SpQt+/vnngG2PPvoorFYrZs+ezWFuRFFKCIH1P5Xi/U9/w/Zd1Q329zw7B2NHd0PXTq17vhoREVEwup2VjRkPD8OTM5ejoqpumPUni7ahqtr5/+3dd5hU5d3/8c85Z/rM7mwDFpAqIBaagoigYkTQ2Cv6EEHMz8QaI2qUIGCJYoklBmMsiTGPCooRNRZMIIAPsAFR1BgVBREsVAWWumXm/v2BOzqywJbp835d11wXc+bMzH1uZs/3fM/ddOVP+8rtdtJcwuQ4rncPLf3iK7376a7lPF9YsEhd25Zr/9a7N8ohsSzLltdVrOraTTk91jvV0t5/YMyYMRo1apT69u2rww8/XPfff7+2bdum0aNHS5JGjhyptm3batKkSfL5fDrkkEPi3l9UVCRJu20HkH7GGC1+d7WeffFDLfts92S7zyGtdO5pB6l7l9I0lA4AgMzXrm2h7rzxR7r1vnn67PPNkqT/W/i5Nm7eqRuuHKBgwLOPT8g+lmXpwuMH69an/6ZvtmxV1Bg98uosTRhxloK+3B57nAksy5bHVaxIdIdqo9tkDMu3NVfak+7hw4dr/fr1mjBhgtasWaPevXtrxowZscnVVq1aJdvOqqHnQN4zxujNd1brmRc/0KcrN+32+qE9yjX8tAPVbX+SbQAA9qWk2K/bxg7WXZMr9O4H6yRJ73+0Xr++fY7GjxmkspLUrzucbEGfTxefeJzunvaSosZo49at+ss/5+qyk4cysWoKWJYllxOQY/u+XV5sZ7qLlNXSvk53qrGmKHJVJqzTbYzRoiVf6dkXP9Snqzbt9vphvcp17qkHqVvnktQXbh/KWwa1deeOlC0ZFvL7FA4GU/JdQLIQU5GvkrFOd0PU1Eb14J8Xa27Fqti20mK/xl89SB3ahVNenj1pyjrdezJj8Tt6fv7C2PPhRx+p4/r0iNuHdbqTz5iIaqPbVRvZISk700evq0S27U7Ld6e9pRtA9otGjRa+/ZWefemDWNe37+vbq7WGn3agunTKvGQbAIBs4XbZuurifior8etvryyVJH29cYd+PWm2xv7iyJxc8WPoYb209Iuv9N+Vu1ZLeG7ev7V/m3J1bMWkq6lkWY7cToFcdkhRU6WayDYmW2sE+m0DaLJo1GjBm1/omptm6q4HK3ZLuPv1bq3fTjxO4345kIQbAIAEsCxLPzm7h35+QR/VTWC+fUetbr5nnv5vYe4t42dbli4aeqyKgru60EeiUT3y2kxtr0p9TwPs+v05tk9eV4ncTkiWRTrZELR0A2i0aNSo4q0v9eyLH2jVl5W7vd7/0DY699QD1blDcRpKBwBA7jvhR/uruMivex9eqOrqiGpro7r3jwv1zcYdOnVY15wa91wQ8OunJxyne59/WcYYbdhcqf+d9YZ+duKQnDrObLJrzHdQju1TVe0mWr33gaQbQINFvm3Znvb3D/X5HpLt4acdpE7ti1JfOAAA8kz/Q9vo5uuO1u2/m68tW3fNSfKXZ97T+q+3a/T5veTk0FreB+zXRqf0P0wv/XuxJOmtTz7V3P0+0OCeB6e5ZPnNshx5XUXfru0dSXdxMhZJN4B9ikSNFiz6XM/+/UN98dWW3V4f0Letzj31QHVsV5T6wmUQ27YV8HolGVXV1Kqmlru+AIDk6t6lVJPGHatb752nteu3SZJemblM32zaoasuPlxeT+6s5f3jfn308Rdf6aMvvpIkPftGhfZvXa6O5bk3lj2bWJYjj6tI1bUbWV5sD+iED2CPIlGjuRWrdNWN/9C9Dy+KS7gtSxrYbz/df8vx+tXlA/I+4ZZlqaQgpHAwoHAwqNKCArmc3LnQAQBkrrblBbpj3LHav+N3w7oqFn+pm377RqwFPBfYtq2fnnCcCvx+SVJtJKJHXv2ndland/UWSLblksdVzBjvPaBWAOwmEolqzoKV+sW413X/I4v05er4ZHtQ/3a6/9bjde1lR2TUEiXpFPL55HV/twyF49hqVVyk8pJiedzpWZ4CAJA/isI+3Xr9MTq0R3ls20effK2xt8/Wug3b0liyxAoHA/rpsB+pruP82k2b9b+z5irPVkHOSLsS7xLZFtc9P0TSDSAmEonqX/M+05Xj/qHfPfqmvlqzNfaaZUlH9W+n3906VNdc0l/t25Js17EsS4UBf72vObatAr8vxSUCAOQjv8+lsb84UkOO6hjb9uXqLbrhN7P16cqN6StYgh3UYT+d0K9P7Pm/P/xYM5e8l8YSoY5tOfK6S+TY9V8X5SvGdANQbW1UcytW6bmXP9SadfF3w21LGtS/vc45tbv2a12YphJmtsJAYK+zp3rdbrkcR7URJhgBACSXy2XrstGHqawkoKkvfiBJ2rh5p8bdMVfXX36Eeh9Svo9PyA6nHtFXy75crU++WiNJeujl19WtbRt1YP3ujOBxFaq6VopEd6S7KBmBlm4gj9XWRjXzjRW64teva/KfF8cl3LYlDT6yvR64fZiu/vnhJNx74DiOgj7vXvexLEslBQW7ugsAAJBklmVp+OkH6fLRh8n+dgbznTtr9Zv752v2/JVpLl1iOLat/3fCcQr6dvUmq6qp1X3TX6abeQbxuApp8f4WLd1AHqqpjWrO/JV67uUPtW7D9rjXbNvS0Ue01zmndFeb8oI0lTB7FPh9DVoj1O1yVBwKauOWrfvcFwCARBhydCcVh326+w//VlV1RJGI0QOPvamvN27XWSd1z/o1rosLQho9dLAmvzRD7VqU6pdnnJT1x5RrdrV4G0WiO9NdlLQi6QbySE1tVLPnfabnXv5I67/ePdkefGR7nX3KgWrdMpSmEmYXy7K+XSKsYQJer7ZXVauqOndmkgUAZLbDerXWb244Rr+5f742V1ZJkp7623+14ZsdunhEbzlOdnd87dmpgy45aaiOP7SnfB5PuouDeridXb0l8znxJukG8kBNTUSz5n2m519ZWm+yfezADjrr5O4k243k83gafUe9wO8j6QYApFSXTiW6Y9yxuuXeeVq9dlePq9dnf6pvNu7QNZf0l9eb3SlBvwO6kHBnMMuy5HGFVRNxVBvJnZn0GyO7/8IA7FVNTUSz/u8z/e2Vj7Thm/iJLBzH0rEDO+rsk7urVYtgmkqY3fxNCPB1k6oBAJBK5S1DumPcsbrtd/P18fJvJElvvrNaE+56Q7++aqDChQ3vuQU0hdsJybbcqolUyphououTUiTdQA6qrolo5hsr9PwrS/X1xvhk2+VY+tGgjjrr5O5qWUay3VSWZcnnado6lCG/j5nMAQApV1jg1S3XHa17H16kRUu+kiR9/Ok3GnvbbI2/ZhA93pB0ju2VbZWounazoqYm3cVJGZJuIIdU10T0z7kr9PwrH+mbTfHjZlyOpR8d1Ulnn9xdLUoDaSph7nC7XE2erMXv8WrrTpbQAACkntfr0q+uGKDHnlyiGbM/lSStXrdVN/xmtm785UB17VyS5hIi11mWI4+rSFW1G2VMbbqLkxIk3UAO2FlVq+mvLtXUFz/Qxh8m2y5bQ47upLN+fIDKSLYTxuNqehdx27bk99CNDwCQHo5t6WcX9FFZSUBP/u19SVLlliqNv3OurrvsCB3Wq3WaS4hcZ1m2vK5iVdduyosWb5JuIMu9Pnu57vnjwt3GbLtcto4/upPOPOkAlZWQbCdaY2Ytr4+7GUk7AADNZVmWzjq5u0pL/Jr858WKRIyqqiO6/YEFumTkoTr+mE7pLiJynGXZ8riKVRPZokg0t3sAknQDWc7lcuISbrfL1tDBnXXGjw9QabE/jSXLXS7HkdvF6RMAkP0GH9lBRWGf7ppcoR07axWNGv3hL29pwzfbdd7pB7HuNZJq18zmhaqNulVTu0WSSXeRkiK7F+YDoGMHdlCXjsXyuB2dfHwX/fGuE/X/RvQm4U6i5rZyAwCQSXof3Eq3jR2s4iJfbNuzL32oyX9+S7W1+TXLNNLDZfvldZfIsnIzPaWpBshytm3pluuP3jWbdpavs5ktmjprOQAAmapT+yLdMe5Y3XrfPH3x1RZJ0r/mfaaNm3foussGyO/jGgPJZVsueVwlqq79JueWFMvNWwlAnunepYyW7RSxbZuu5QCAnNSyLKjbxx6rA7uWxrYt+c9a3XjHHG3cvHMv7wQSw7YceVzFOdfinVtHAwBJRsINAMhlBSGPbrruaA3o2za27dOVmzT2ttn6cvWWpHyn2+VSwOf9LsYyjjyv2ZZLbicsKXd+ByTdANAIXpJuAECO87gdXXvpETr5+C6xbWvXb9PY22fro2VfJ+x7bNtWy6KwWhaFVRwKqUW4UC2LwioJhRL2HchOju2R28md3wFJN4C0cLts+bwuWcqu+5i0dAMA8oFtW/rp//TWhcN7xrZt2VqtiXfN1cK3v2z253vcbpUVFsbFVcuy5Ha55Pd6ZNukKfnO5QTk2LkxfJKrRwBJ5/O65HHb8ngcuV2O3G47tgSJMUa1EaOt26pVuaUqzSXdB8uS181pEwCQP047oZtKiv164LE3VVsbVXVNVHdOrtD/G9FbPz6uy74/oB5ul0ulBQWy7T3fdg/6vNqyPbfXbsa+eVyFqqqNKhrN8GvEfeAWEoCkChd61apFUMVFfgUDHnk8Ttyan7vuatsqDvtUVuKX42Ruu7fbcVivFACQd47q304TrxmkgH/X6h3GSI8++Y7+d9p/FI02bl1l27ZVWrj3hFuSQj6/XI7T5DIjd3icQllWdjd6kHQDSJqCoEdFhb597/itYMCjtuUFKgx5kliqpqOVGwCQrw7p3lK3/3pw3Gopz7+6VL979E3VNGIt73AwIKcBXcdt21JZuJBJ1SDLsuV1FWX1jObZW3IAGc3ndamkCcuYWZal4iK/Ahm4HqjHxfrcAID81WG/sO648Vi1b1sY2/bGv1fpN/fN07btNft8v23bCni9Df4+x7blcxN7IVmWI4+rSNk1E9B3SLoBJJxlWSotad7EF6UlAbndmXWK8tDSDQDIc2UlAd3+68E6pHuL2Lb3PlinG++Yo6837n0MtrcJCbTfm5m935B6tuWWx1W47x0zUGZd0QLICWUlfrmc5p1ebNtSq7KgPJ7MGM/lcpwGdYcDACDXBQMeTRgzSEcf0S627bPPN+uG3/xLn39ZWf+bLEvhYKDR3+Wllxm+x7F9cjnBdBej0biCBJAwlqQWpYHYRCvN5Ti2ylsEM6KrOa3cAAB8x+12dNXFh+uME7vFtm34ZofG3j5b//lw3W77+9zuJt28dhxbDhOq4XvcTkiO3fBhCpmApBtAwhQX+RKWcNfZ1VU9oGAgvXe6udMOAEA827Y08tyeunhE79h8Z9u212jsbbP1fxXxa3k3pZW7jt9DDEY8d5bNaE7SDSAhCoIeFYSSc9fRti2VlQQUCqZvXBct3QAA1O/HQ7roussGyO3alVrU1EZ19+/f1N9nLJckedzuZi3/FfL5WbITcbJtRvPsKCWAjFYY8jRppvLGKi32q7Ag9d2JbNtmrVAAAPZiQN+2uvlXR8dukFuSWpTtat0O+Rq+fGh9HMdWUTD7xvEiuSzLkccpUjbMaE7SDaBZHMdSuBFrcTdXcdinshJ/Sk+vHhet3ACA9PP7XPJ6HHm+fUh1cdirUNCjcKFXJcV+FYY8zZ7QtCkO7FqmSeMGq1VZUD+7sKeO6NtabpdLvgR0D/d7PazZjd3YtltuV0G6i7FPXEkCaJbisE+2ndogGAx45HLZWrdhu6JRk/TvI+kGAKSDx+PI43ZUEPTIcSw5P0ika2qjcjlWvV2vQ8GINm+p0vYdtTIm+bGyzn6tC/Xwb0+U462VLEvFoVBCuoZbliW346imtjYBpUQucdl+GadWtZHt6S7KHnElCaDJ3G5bwUB6xll7PS61KgtqzfptSb+YcLvoWg4ASB3H2bVsptu99/hTN4a63tfcjspKAqqNRLVla7W2bKlSqlJvv8+talOrkM+X0BjqdbtJulEvt1OgqIkoGq1Kd1HqRfdyAE1WnMJu5fXxeBy1KEn+WHI3Ld0AgBSxLEstSgP7TLgbyuXYKg77VN4ylPKRrwFvYudhSUQ3deQuTwbPaE7SDaBJfF6X/AleHqwp/H63isPJS/5t227SuqIAADRFcZFPXk/iEwePx1FJcermRPG63QnvKeZ1u2UTk7EHmTyjeeaVCEBWKAqnfhbxPSks8KooSa3utHIDAFIl4HerIInLY4aCHhUl8Ub19yW6lbsOrd3Ym0yd0ZykG0CjBXyupNyFb45woTcpFyoexnMDAJLM5dgqLPCqLAVDpgoLvPJ6kh/bfJ7k3DzwudMzlwyyh2275XEVprsYcTIi6X7wwQfVsWNH+Xw+9e/fX4sWLdrjvo8++qiOOuooFRcXq7i4WEOGDNnr/gASryANa2U3REmxX35fYm8GeN3cUQcAJIdtW2rVIqi2rQtUHPYlZJbvhigrDchxkvtdyVrZxOPOrJv+yEyO7ZPLyZy13dOedD/zzDMaM2aMJk6cqLffflu9evXSsGHDtG7dunr3nzNnjs4//3zNnj1bFRUVateunYYOHaovv/wyxSUH8pPf55LPm7kBr7TYn9C1Sd1O5h4rACA7Wdo1N0qrsmBaYqrLsdWyNJiyJD+RHNuWy6EXGvbN7YTk2Omd9LeOZVK5cF89+vfvr379+mny5MmSpGg0qnbt2unKK6/UDTfcsM/3RyIRFRcXa/LkyRo5cuQ+96+srFQ4HNbmzZtVWJhZ3Q6A5tjwzXZt216T1O+wJLVtXbDbOqGZpqq6VmvXbWvU0ijlLYPaunOHdlZXx7Y5jqPy4qKElw/IFcRU5KtNlTu1ubLpSxOVtwxmxDCtpsTLhgj43WpRGkjwp37nmy1btaPqu/onXmNPjDGqjmxWNFolr6tEtp2eHoxpvXKurq7WW2+9pSFDhsS22batIUOGqKKiokGfsX37dtXU1KikpKTe16uqqlRZWRn3ANA0oaAn4xNuadca3sVFzb+z6WESNSAOMRVoHtu2VFbiz4iEW9oVL0tTMI480bx0MUcDWZYljxOWY/vTOrdaWq+eN2zYoEgkolatWsVtb9WqldasWdOgz7j++uvVpk2buMT9+yZNmqRwOBx7tGvXrtnlBvJVpo7lrk9ByKtAM5c08zGeG4hDTAWaxrYtFRX61La8QMFAZk0EFgx4VJhF8V36dpK2LOwaj/SwLEseV6FsK33XdZnfZLUXd9xxh6ZOnarp06fL56u/VWvs2LHavHlz7PH555+nuJRAbvD7XHK7suuUUVrsb1aZmUQNiEdMBRrHcSyVFPm0X+sChQu9SZtcrLmKw75m36hOJce2idHIKmntm1FWVibHcbR27dq47WvXrlV5efle3/vb3/5Wd9xxh2bOnKmePXvucT+v1ytvktYJBPJJKInrhiaLbVtqURrQ6rVbGz1ezeU4WdGVHkglYirQMLZtqSjsUyjgzprJykqL/dpZVatoNK3TPTVYyOdV1ffmYQEyWVqvKD0ejw477DDNmjUrti0ajWrWrFkaMGDAHt9311136dZbb9WMGTPUt2/fVBQVyGuOY2XVHfDvc7udJo3vZkkSAEBTFBZ4tV/rAhUEPVmTcEvfjjcv9mdNmX0eD7OYI2uk/apyzJgxGjVqlPr27avDDz9c999/v7Zt26bRo0dLkkaOHKm2bdtq0qRJkqQ777xTEyZM0NNPP62OHTvGxn6HQiGFQqG0HQeQy8KFmbHcQlMVhLzavqNWO6tqG/welgoDADRGwO9WUdiXdUOxvs/vd6s4HNU3m3amuygNEvB6Vbl9e7qLAexT2q8qhw8frvXr12vChAlas2aNevfurRkzZsQmV1u1apVs+7uT10MPPaTq6mqdffbZcZ8zceJE3XTTTaksOpAX3C5bBVnYtfyHSkv8+mrNVjV0lURmLgcANMSucdv+rO0R9kMFIa+2ba9RVXUk3UXZJ3qlIVukfZ3uVGNNUeSqZK3T3aI0kDMXEtu2V2vDNzvqfS1unW7LUpuS4qzpYgekCzEV+WpT5U7t2FmrwpBHAX/2jNtuqOrqiFav29rk9yd7ne46xhit/majbNtmnW5kNG4PAdgjl2PnTMIt7VoWpaY2qs2VVXvdz+ty5dwFFAAgcQI+t4qyfOjV3ng8jjweR9UZ3tptWZZ8Ho+qaxs+fAxIh+wddAIg6bJxxvJ9KSr07fNCie5qAIC98XhyfwKvbLkG8BKzkQVIugHUy5IUDOZOK/f3hQu9Cvj2HKQ9rtw8bgAAGiqYJd3mmYMF2YCkG0C9/H63XDm8TnVpSaD+47Ms7poDAPKebVsqCGV+a7fb5ZKdBTcHkN9y94oaQLNkQ6BtDtu21KI0oB+GabfjZMWdfQAAkq0g5NktTmYiWruR6Ui6AezG7bLl8+Z+APN4HBUX++O20coNAMAuLsdWIJD5Q66YiwWZjqQbwG5yvZX7+wqCnrgZ2t3cLQcAIKYo7JPjZHZ7Ny3dyHQk3QDiWJalYCB/km5JKi7yyfq2Ax2BGwCA77gcW+EMXx7N5eT+bPLIbiTdAOIE/C7Zdmbf0U40l2PL49k1lpvADQBAvFDAnfGt3UAmI+kGECfoz/yxW8nidpFwAwDwQ5ZlZXxrN5DJSLoBxLhdtvx5nHTTtRwAgPqFAtmxbjeQiUi6AcSEC73pLkJakXQDAFC/XXO+5O+NeaA5SLoBSJIcx4qbxTsfcQcfAIA9KyzwZsW63UCmIekGIEkKBT0knQAAYI/cLlvBYH6tcAIkAkk3AFnalXQDAADsDa3dQOORdAOQ3++Wy+F0AAAA9o7WbqDxuMoGoIIQwRMAADRMYUF+T7wKNBZJN5Dn3G5bPi+zdgMAgIZxu2wFfFw7AA1F0g3kuYIQd6sBAEDjhAt96S4CkDVIuoE8ZtuWQqy5CQAAGsnjcZiEFWggkm4gj7FMGAAAaKpwIb3lgIYg6QbylCUmUAMAAE3ncmy53aQTwL7wVwLkqUCAZcIAAEDzBPwMUwP2hStuIE8xDgsAADRXwEfSDewLSTeQh1wOy4QBAIDm83gcuV2kFMDe8BcC5CFauQEAQKIUFDChGrA3JN1AnrEkhYJ0BQMAAIkRCrhl26yGAuwJSTeQZ/w+lxwmUAMAAAliWZb8PoatAXvClTeQZwIBWrkBAEBiBZnFHNgjkm4gj9i2xdIeAAAg4fx+liIF9oS/DCCPhIIeWRZjrgAAQOIVhJioFagPSTeQJyxJhQRDAACQJMGAW9zaB3ZH0g3kiWDQwwRqAAAgaRzHlp9hbMBuuAIH8kQBa3MDAIAkKyzgegP4IZJuIA+43bY8HifdxQAAADnO63HJ4+aaA/g+km4gD4QC3HUGAACpEQzSxRz4PpJuIA+wNjcAAEgVlg4D4vEXAeQ4n9dF8AMAAADShCtxIMcFaeUGAAAA0oakG8hhlqQAS3cAAAAAaUPSDeQwv98t27bSXQwAAAAgb5F0AzksRNdyAAAAIK0yIul+8MEH1bFjR/l8PvXv31+LFi3a6/7Tpk1T9+7d5fP51KNHD7366qspKimQPWzbks/nSncxAAAAgLyW9qT7mWee0ZgxYzRx4kS9/fbb6tWrl4YNG6Z169bVu/+CBQt0/vnn66c//amWLFmi008/Xaeffrref//9FJccyGxBv1uWRddyAAAAIJ0sY4xJZwH69++vfv36afLkyZKkaDSqdu3a6corr9QNN9yw2/7Dhw/Xtm3b9PLLL8e2HXHEEerdu7f++Mc/7vP7KisrFQ6HtXnzZhUWFibuQIA02/DNdm3bXhN73rplSB6Pk8YSAch1xFQAAPYtrS3d1dXVeuuttzRkyJDYNtu2NWTIEFVUVNT7noqKirj9JWnYsGF73L+qqkqVlZVxDyDXeTwOCTeAhCOmAgDQeGlNujds2KBIJKJWrVrFbW/VqpXWrFlT73vWrFnTqP0nTZqkcDgce7Rr1y4xhQcyWGHIk+4iAMhBxFQAABov7WO6k23s2LHavHlz7PH555+nu0hAUrkcW8EASTeAxCOmAgDQeGmd2risrEyO42jt2rVx29euXavy8vJ631NeXt6o/b1er7xeb2IKDGSBAlq5ASQJMRUAgMZLa0u3x+PRYYcdplmzZsW2RaNRzZo1SwMGDKj3PQMGDIjbX5L++c9/7nF/IJ9YlqVQkKQbAAAAyBRpX8R3zJgxGjVqlPr27avDDz9c999/v7Zt26bRo0dLkkaOHKm2bdtq0qRJkqSrrrpKxxxzjO655x6ddNJJmjp1qhYvXqxHHnkknYcBZISA3yXbZpkwAAAAIFOkPekePny41q9frwkTJmjNmjXq3bu3ZsyYEZssbdWqVbLt7xrkjzzySD399NO68cYb9etf/1pdu3bVCy+8oEMOOSRdhwBkDMZyAwAAAJkl7et0pxpriiJXbdy8U8VhX7qLASCPEFMBANi3nJ+9HMgXQb873UUAAAAA8AMk3UCO8HicdBcBAAAAwA+QdAMAAAAAkCQk3QAAAAAAJAlJNwAAAAAASULSDQAAAABAkpB0AwAAAACQJCTdAAAAAAAkCUk3AAAAAABJQtINAAAAAECSkHQDAAAAAJAkJN0AAAAAACQJSTcAAAAAAElC0g0AAAAAQJKQdAMAAAAAkCQk3QAAAAAAJAlJNwAAAAAASULSDQAAAABAkpB0AwAAAACQJCTdAAAAAAAkiSvdBUg1Y4wkqbKyMs0lAQAgfQoKCmRZVrM+g5gKAMC+Y2reJd1btmyRJLVr1y7NJQEAIH02b96swsLCZn0GMRUAgH3HVMvU3abOE9FoVF999VVC7vBni8rKSrVr106ff/55sy+wshV1QB1I1EEd6oE6kBLT0k1Mzc/fDnVAHdShHqgDiTqQaOnejW3b2m+//dJdjLQoLCzM2z+EOtQBdSBRB3WoB+qguYip+f3boQ6ogzrUA3UgUQd7w0RqAAAAAAAkCUk3AAAAAABJQtKdB7xeryZOnCiv15vuoqQNdUAdSNRBHeqBOkDT8duhDiTqoA71QB1I1EFD5N1EagAAAAAApAot3QAAAAAAJAlJNwAAAAAASULSDQAAAABAkpB0AwAAAACQJCTdGe6NN97QKaecojZt2siyLL3wwgt73X/evHkaOHCgSktL5ff71b17d913331x+9x0002yLCvu0b1797h9Bg8evNs+l1xySaIPr0GSUQeS9OWXX+onP/lJbL8ePXpo8eLFsdeNMZowYYJat24tv9+vIUOG6JNPPkn04TVIuurgwgsv3O13cMIJJyT68BokGXXQsWPH3Y7PsixdfvnlsX127typyy+/XKWlpQqFQjrrrLO0du3aZBziPqWrDnL9fBCJRDR+/Hh16tRJfr9f+++/v2699VZ9f57RTDofoOmIqcRUiZgqEVPrEFeJq6niSncBsHfbtm1Tr169dNFFF+nMM8/c5/7BYFBXXHGFevbsqWAwqHnz5unnP/+5gsGgfvazn8X2O/jggzVz5szYc5dr95/CxRdfrFtuuSX2PBAINPNomiYZdbBx40YNHDhQxx57rF577TW1aNFCn3zyiYqLi2Ofc9ddd+mBBx7QE088oU6dOmn8+PEaNmyYPvjgA/l8vqQdb33SVQeSdMIJJ+jxxx+PPU/XchDJqIM333xTkUgk9p73339fxx9/vM4555zYtquvvlqvvPKKpk2bpnA4rCuuuEJnnnmm5s+fn/iD3Id01YGU2+eDO++8Uw899JCeeOIJHXzwwVq8eLFGjx6tcDisX/ziF5Iy63yApiOmElMlYqpETK1DXCWupoxB1pBkpk+f3uj3nXHGGeYnP/lJ7PnEiRNNr1699vqeY445xlx11VWN/q5kS1QdXH/99WbQoEF73D8ajZry8nJz9913x7Zt2rTJeL1eM2XKlEZ/fyKlqg6MMWbUqFHmtNNOa/R3JVui6uCHrrrqKrP//vubaDRqjNn1f+52u820adNi+3z44YdGkqmoqGj09ydSqurAmNw/H5x00knmoosuitvnzDPPNCNGjDDGZPb5AE1HTCWmGkNMNYaYWoe4SlxNJrqX57glS5ZowYIFOuaYY+K2f/LJJ2rTpo06d+6sESNGaNWqVbu996mnnlJZWZkOOeQQjR07Vtu3b09VsROqvjp46aWX1LdvX51zzjlq2bKl+vTpo0cffTT2+ooVK7RmzRoNGTIkti0cDqt///6qqKhIafkToSl1UGfOnDlq2bKlDjjgAF166aX6+uuvU1n0hNnT30Kd6upqPfnkk7roootkWZYk6a233lJNTU3c76B79+5q3759zvwOvq++OqiTy+eDI488UrNmzdLHH38sSXr33Xc1b948nXjiiZJy73yApiOmElMlYqpETK1DXCWuNli6s340nBpx96lt27bG4/EY27bNLbfcEvfaq6++ap599lnz7rvvmhkzZpgBAwaY9u3bm8rKytg+Dz/8sJkxY4Z57733zJNPPmnatm1rzjjjjEQeTpMkqg68Xq/xer1m7Nix5u233zYPP/yw8fl85i9/+Ysxxpj58+cbSearr76Ke98555xjzj333IQcS1Olqg6MMWbKlCnmxRdfNO+9956ZPn26OfDAA02/fv1MbW1tIg+p0RJVB9/3zDPPGMdxzJdffhnb9tRTTxmPx7Pbvv369TO/+tWvGl3uREpVHRiT++eDSCRirr/+emNZlnG5XMayLHP77bfHXs/k8wGajphKTDWGmGoMMbUOcZW4mkwk3VmkMX8In376qXnvvffMI488YkpKSszTTz+9x303btxoCgsLzWOPPbbHfWbNmmUkmWXLljW22AmVqDpwu91mwIABcftfeeWV5ogjjjDGZPbJIFV1UJ/ly5cbSWbmzJlNKnuiJONvYejQoebkk0+O25bJFwipqoP65Nr5YMqUKWa//fYzU6ZMMe+9957561//akpKSrIiYUDTEVOJqcYQU40hptYhrhJXk4mJ1HJUp06dJEk9evTQ2rVrddNNN+n888+vd9+ioiJ169ZNy5Yt2+Pn9e/fX5K0bNky7b///okvcBLsrQ5at26tgw46KG7/Aw88UH/7298kSeXl5ZKktWvXqnXr1rF91q5dq969e6eg9InRnDqoT+fOnVVWVqZly5bpuOOOS17BE6ghfwsrV67UzJkz9fzzz8dtLy8vV3V1tTZt2qSioqLY9rVr18Z+I9mgOXVQn1w7H1x33XW64YYbdN5558X2WblypSZNmqRRo0blzPkATUdMJaZKxFSJmFqHuEpcbSzGdOeBaDSqqqqqPb6+detWLV++PO5H/0PvvPOOJO11n0z2wzoYOHCgli5dGrfPxx9/rA4dOkjadSIpLy/XrFmzYq9XVlZq4cKFGjBgQGoKnWCNrYP6fPHFF/r6669z5ndQ5/HHH1fLli110kknxW0/7LDD5Ha7434HS5cu1apVq3Lmd1BnT3VQn1w7H2zfvl22HR8OHcdRNBqVlJvnAzQdMZWYKhFTJWJqHeIqcbVB0t3Ujr3bsmWLWbJkiVmyZImRZO69916zZMkSs3LlSmOMMTfccIO54IILYvtPnjzZvPTSS+bjjz82H3/8sXnsscdMQUGBGTduXGyfa665xsyZM8esWLHCzJ8/3wwZMsSUlZWZdevWGWOMWbZsmbnlllvM4sWLzYoVK8yLL75oOnfubI4++ujUHvy3klEHixYtMi6Xy9x2223mk08+MU899ZQJBALmySefjO1zxx13mKKiotj4q9NOO8106tTJ7NixI3UH/6101MGWLVvMtddeayoqKsyKFSvMzJkzzaGHHmq6du1qdu7cmdoKMMmpA2N2jTtq3769uf766+v93ksuucS0b9/e/Otf/zKLFy82AwYM2K0LYaqkow7y4XwwatQo07ZtW/Pyyy+bFStWmOeff96UlZXFdXfMpPMBmo6YSkw1hphaV558j6nGEFeNIa6mCkl3hps9e7aRtNtj1KhRxphdP+pjjjkmtv8DDzxgDj74YBMIBExhYaHp06eP+cMf/mAikUhsn+HDh5vWrVsbj8dj2rZta4YPHx43hmTVqlXm6KOPNiUlJcbr9ZouXbqY6667zmzevDlVhx0nGXVgjDF///vfzSGHHGK8Xq/p3r27eeSRR+Jej0ajZvz48aZVq1bG6/Wa4447zixdujTZh1uvdNTB9u3bzdChQ02LFi2M2+02HTp0MBdffLFZs2ZNKg55N8mqg9dff91I2uP/7Y4dO8xll11miouLTSAQMGeccYZZvXp1sg5zr9JRB/lwPqisrDRXXXWVad++vfH5fKZz585m3LhxpqqqKrZPJp0P0HTEVGKqMcRUY4ipdYirxNVUsYwxpmlt5AAAAAAAYG8Y0w0AAAAAQJKQdAMAAAAAkCQk3QAAAAAAJAlJNwAAAAAASULSDQAAAABAkpB0AwAAAACQJCTdAAAAAAAkCUk3AAAZ5I033tApp5yiNm3ayLIsvfDCC43+jGeffVa9e/dWIBBQhw4ddPfddye+oAAAZLhMiakk3UAeu/DCC3X66aenuxgAvmfbtm3q1auXHnzwwSa9/7XXXtOIESN0ySWX6P3339cf/vAH3XfffZo8eXKCSwrg+4ipQObJlJhqGWNMk0oAIKNZlrXX1ydOnKirr75axhgVFRWlplD1uPDCC7Vp06Ym3XkEcp1lWZo+fXrchXxVVZXGjRunKVOmaNOmTTrkkEN05513avDgwZKk//mf/1FNTY2mTZsWe8/vf/973XXXXVq1atU+zw0AdkdMBbJfOmOqK5EHAiBzrF69OvbvZ555RhMmTNDSpUtj20KhkEKhUDqKBqAZrrjiCn3wwQeaOnWq2rRpo+nTp+uEE07Qf/7zH3Xt2lVVVVUKBAJx7/H7/friiy+0cuVKdezYMT0FB7IYMRXITamKqXQvB3JUeXl57BEOh2VZVty2UCi0W1e4wYMH68orr9Qvf/lLFRcXq1WrVnr00Ue1bds2jR49WgUFBerSpYtee+21uO96//33deKJJyoUCqlVq1a64IILtGHDhtjrzz33nHr06CG/36/S0lINGTJE27Zt00033aQnnnhCL774oizLkmVZmjNnjiTp+uuvV7du3RQIBNS5c2eNHz9eNTU1sc+86aab1Lt3b/35z39W+/btFQqFdNlllykSieiuu+5SeXm5WrZsqdtuuy2urJZl6aGHHtKJJ54ov9+vzp0767nnnkv8fwCQBKtWrdLjjz+uadOm6aijjtL++++va6+9VoMGDdLjjz8uSRo2bJief/55zZo1S9FoVB9//LHuueceSfGJA4CGI6YSU5F7UhlTSboBxHniiSdUVlamRYsW6corr9Sll16qc845R0ceeaTefvttDR06VBdccIG2b98uSdq0aZN+9KMfqU+fPlq8eLFmzJihtWvX6txzz5W064R0/vnn66KLLtKHH36oOXPm6Mwzz5QxRtdee63OPfdcnXDCCVq9erVWr16tI488UpJUUFCgv/zlL/rggw/0u9/9To8++qjuu+++uLIuX75cr732mmbMmKEpU6boT3/6k0466SR98cUXmjt3ru68807deOONWrhwYdz7xo8fr7POOkvvvvuuRowYofPOO08ffvhhCmoXaJ7//Oc/ikQi6tatW6xlLRQKae7cuVq+fLkk6eKLL9YVV1yhk08+WR6PR0cccYTOO+88SZJtE/aBVCKmApkrpTHVAMh5jz/+uAmHw7ttHzVqlDnttNNiz4855hgzaNCg2PPa2loTDAbNBRdcENu2evVqI8lUVFQYY4y59dZbzdChQ+M+9/PPPzeSzNKlS81bb71lJJnPPvus3rL9sAx7cvfdd5vDDjss9nzixIkmEAiYysrK2LZhw4aZjh07mkgkEtt2wAEHmEmTJsWeSzKXXHJJ3Gf379/fXHrppfssA5Bqksz06dNjz6dOnWocxzEfffSR+eSTT+Ieq1evjntvbW2t+eKLL0xVVZV59dVXjSSzbt26FB8BkHuIqcRUZKd0xlTGdAOI07Nnz9i/HcdRaWmpevToEdvWqlUrSdK6deskSe+++65mz55d71i25cuXa+jQoTruuOPUo0cPDRs2TEOHDtXZZ5+t4uLivZbjmWee0QMPPKDly5dr69atqq2tVWFhYdw+HTt2VEFBQVzZHMeJu/PYqlWrWFnrDBgwYLfn77zzzl7LA2SCPn36KBKJaN26dTrqqKP2uq/jOGrbtq0kacqUKRowYIBatGiRimIC+BYxFchcqYypJN0A4rjd7rjnlmXFbaubpTEajUqStm7dqlNOOUV33nnnbp/VunVrOY6jf/7zn1qwYIH+8Y9/6Pe//73GjRunhQsXqlOnTvWWoaKiQiNGjNDNN9+sYcOGKRwOa+rUqbExNA0ta922urIC2WDr1q1atmxZ7PmKFSv0zjvvqKSkRN26ddOIESM0cuRI3XPPPerTp4/Wr1+vWbNmqWfPnjrppJO0YcMGPffccxo8eLB27twZG682d+7cNB4VkJ+IqUB6ZUpMZXAXgGY59NBD9d///lcdO3ZUly5d4h7BYFDSriA9cOBA3XzzzVqyZIk8Ho+mT58uSfJ4PIpEInGfuWDBAnXo0EHjxo1T37591bVrV61cuTJhZf73v/+92/MDDzwwYZ8PNMfixYvVp08f9enTR5I0ZswY9enTRxMmTJAkPf744xo5cqSuueYaHXDAATr99NP15ptvqn379rHPeOKJJ9S3b18NHDhQ//3vfzVnzhwdfvjhaTkeAA1HTAUSK1NiKi3dAJrl8ssv16OPPqrzzz9fv/rVr1RSUqJly5Zp6tSpeuyxx7R48WLNmjVLQ4cOVcuWLbVw4UKtX78+FpA7duyo119/XUuXLlVpaanC4bC6du2qVatWaerUqerXr59eeeWV2AVFIkybNk19+/bVoEGD9NRTT2nRokX605/+lLDPB5pj8ODB2jX0rH5ut1s333yzbr755npfLysrU0VFRbKKByCJiKlAYmVKTKWlG0CztGnTRvPnz1ckEtHQoUPVo0cP/fKXv1RRUZFs21ZhYaHeeOMN/fjHP1a3bt1044036p577tGJJ54oadeskAcccID69u2rFi1aaP78+Tr11FN19dVX64orrlDv3r21YMECjR8/PmFlvvnmmzV16lT17NlTf/3rXzVlyhQddNBBCft8AACagpgK5CbL7C31B4AcY1mWpk+fHreWKgAAaDxiKtAwtHQDAAAAAJAkJN0AAAAAACQJ3csBAAAAAEgSWroBAAAAAEgSkm4AAAAAAJKEpBsAAAAAgCQh6QYAAAAAIElIugEAAAAASBKSbgAAAAAAkoSkGwAAAACAJCHpBgAAAAAgSf4/fFiVJA24U1kAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 1000x1000 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<Figure size 640x480 with 0 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_92409/1551465272.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_92409/1551465272.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_92409/1551465272.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_92409/1551465272.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_92409/1551465272.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_92409/1551465272.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"
}
},
"nbformat": 4,
"nbformat_minor": 5
}