From 1ac47ba4ff583131451f7d08aca8b7a64a37dd9c Mon Sep 17 00:00:00 2001 From: Andrew Maguire Date: Mon, 6 Nov 2023 13:19:52 +0000 Subject: [PATCH 01/10] add initial eda notebook --- notebooks/openassistant-oasst1.1/eda.ipynb | 1337 ++++++++++++++++++++ 1 file changed, 1337 insertions(+) create mode 100644 notebooks/openassistant-oasst1.1/eda.ipynb diff --git a/notebooks/openassistant-oasst1.1/eda.ipynb b/notebooks/openassistant-oasst1.1/eda.ipynb new file mode 100644 index 0000000000..2d4576f613 --- /dev/null +++ b/notebooks/openassistant-oasst1.1/eda.ipynb @@ -0,0 +1,1337 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "#!pip install matplotlib pandas treelib" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import json\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from treelib import Node, Tree\n", + "\n", + "\n", + "# set some pandas options to make the output more readable\n", + "pd.set_option(\"display.max_rows\", 500)\n", + "pd.set_option(\"display.max_columns\", 500)\n", + "pd.set_option(\"display.width\", 1000)\n", + "pd.set_option(\"display.max_info_columns\", 100)\n", + "\n", + "\n", + "# Function to add a message to the tree\n", + "def add_message_to_tree(tree, message):\n", + " tree.create_node(\n", + " tag=message[\"text\"][0:250].replace(\"\\n\", \" \"), # tag used for human-readable node representations\n", + " identifier=message[\"message_id\"], # unique identifier for nodes\n", + " parent=message[\"parent_id\"] if message[\"parent_id\"] in tree else None, # root if parent_id not in tree\n", + " data=message[\"text\"], # storing text of the message as node data\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# inputs\n", + "\n", + "# file to use\n", + "file = \"C:\\\\Users\\\\andre\\\\Downloads\\\\2023-11-05_oasst_all\\\\2023-11-05_oasst_all.jsonl\"\n", + "# file = 'C:\\\\Users\\\\andre\\\\Downloads\\\\2023-11-05_oasst_ready\\\\2023-11-05_oasst_ready.jsonl'\n", + "\n", + "# if want to filter by tree state\n", + "allowed_tree_states = [\n", + " \"prompt_lottery_waiting\",\n", + " \"ready_for_export\",\n", + " \"initial_prompt_review\",\n", + " \"growing\",\n", + " \"halted_by_moderator\",\n", + " \"aborted_low_grade\",\n", + " \"ranking\",\n", + "]\n", + "# allowed_tree_states = 'all'" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "70673\n" + ] + } + ], + "source": [ + "# read json data\n", + "data = []\n", + "with open(file) as f:\n", + " for line in f:\n", + " if allowed_tree_states == \"all\":\n", + " data.append(json.loads(line))\n", + " elif json.loads(line)[\"tree_state\"] in allowed_tree_states:\n", + " data.append(json.loads(line))\n", + "print(len(data))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(70673, 3)\n" + ] + }, + { + "data": { + "text/html": [ + "
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3002dcdac-2584-4d33-b9c2-5c94bedac80aprompt_lottery_waiting002dcdac-2584-4d33-b9c2-5c94bedac80aacf7fdd5-aee9-4db1-ab97-5c74110832ce2023-02-14T03:35:38.273451+00:00Cómo la creciente cantidad de satélites podría...prompteres3TrueFalseFalse2.0NaNNaN[]0.03.00.03.00.03.00.03.00.03.00.03.00.7500003.00.0000003.00.0000003.00.8333333.00.1666673.0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 message_tree_id 70673 non-null object \n", + " 1 tree_state 70673 non-null object \n", + " 2 message_id 70673 non-null object \n", + " 3 user_id 70673 non-null object \n", + " 4 created_date 70673 non-null object \n", + " 5 text 70673 non-null object \n", + " 6 role 70673 non-null object \n", + " 7 lang 70673 non-null object \n", + " 8 review_count 70673 non-null int64 \n", + " 9 review_result 66329 non-null object \n", + " 10 deleted 70673 non-null bool \n", + " 11 synthetic 70673 non-null bool \n", + " 12 emojis_+1 38455 non-null float64\n", + " 13 emojis__skip_reply 14414 non-null float64\n", + " 14 emojis__skip_ranking 7370 non-null float64\n", + " 15 replies 70673 non-null object \n", + " 16 labels_spam_value 69591 non-null float64\n", + " 17 labels_spam_count 69591 non-null float64\n", + " 18 labels_lang_mismatch_value 69356 non-null float64\n", + " 19 labels_lang_mismatch_count 69356 non-null float64\n", + " 20 labels_pii_value 69295 non-null float64\n", + " 21 labels_pii_count 69295 non-null float64\n", + " 22 labels_not_appropriate_value 69323 non-null float64\n", + " 23 labels_not_appropriate_count 69323 non-null float64\n", + " 24 labels_hate_speech_value 69319 non-null float64\n", + " 25 labels_hate_speech_count 69319 non-null float64\n", + " 26 labels_sexual_content_value 69318 non-null float64\n", + " 27 labels_sexual_content_count 69318 non-null float64\n", + " 28 labels_quality_value 69368 non-null float64\n", + " 29 labels_quality_count 69368 non-null float64\n", + " 30 labels_toxicity_value 69381 non-null float64\n", + " 31 labels_toxicity_count 69381 non-null float64\n", + " 32 labels_humor_value 69384 non-null float64\n", + " 33 labels_humor_count 69384 non-null float64\n", + " 34 labels_creativity_value 69367 non-null float64\n", + " 35 labels_creativity_count 69367 non-null float64\n", + " 36 labels_violence_value 69381 non-null float64\n", + " 37 labels_violence_count 69381 non-null float64\n", + " 38 emojis__skip_labeling 12777 non-null float64\n", + " 39 emojis_-1 7066 non-null float64\n", + " 40 labels_helpfulness_value 54 non-null float64\n", + " 41 labels_helpfulness_count 54 non-null float64\n", + " 42 emojis_red_flag 745 non-null float64\n", + " 43 labels_fails_task_value 23 non-null float64\n", + " 44 labels_fails_task_count 23 non-null float64\n", + " 45 labels_moral_judgement_value 23 non-null float64\n", + " 46 labels_moral_judgement_count 23 non-null float64\n", + " 47 labels_political_content_value 24 non-null float64\n", + " 48 labels_political_content_count 24 non-null float64\n", + "dtypes: bool(2), float64(36), int64(1), object(10)\n", + "memory usage: 25.5+ MB\n" + ] + } + ], + "source": [ + "df.info(verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "What are the advantages of using Linux over Windows?\n", + "├── Linux can be more stable and use less resources than Windows, depending on the distribution you choose. Its open-source nature means that it's harder for companies to sneak in unwanted features, such as tracking or advertisements. Many Linux distribu\n", + "├── Linux is completely free and open source, and it also has a large community of developers that maintain it and actively release upgrades. Most scientific computer applications run on Linux and many servers.\n", + "└── There are many advantages to using Linux instead of Windows. Here's a few: 1. Linux is free. 2. Linux is open-source. 3. Most programming tools and packages are designed for Linux. 4. Fewer viruses are designed for Linux, because fewer people use it.\n", + "\n" + ] + } + ], + "source": [ + "# create a message tree from an example message\n", + "\n", + "# a good example message id\n", + "message_tree_id = \"85209e8a-99f6-44f6-9ce0-efc7b2008306\"\n", + "\n", + "# random message_tree_id where replies_count > 0\n", + "# message_tree_id = df[df['replies_count'] > 0]['message_tree_id'].sample(1).values[0]\n", + "\n", + "df_message = df[df[\"message_tree_id\"] == message_tree_id]\n", + "message_reply_data = df_message[\"replies\"].values[0]\n", + "# prompt\n", + "message_data = [\n", + " {\n", + " \"message_id\": df_message[\"message_id\"].values[0],\n", + " \"parent_id\": df_message[\"message_id\"].values[0],\n", + " \"text\": df_message[\"text\"].values[0],\n", + " \"role\": df_message[\"role\"].values[0],\n", + " }\n", + "]\n", + "# extend with replies\n", + "message_data.extend(\n", + " [\n", + " {\n", + " \"message_id\": m[\"message_id\"],\n", + " \"parent_id\": m[\"parent_id\"],\n", + " \"text\": m[\"text\"],\n", + " \"role\": m[\"role\"],\n", + " }\n", + " for m in message_reply_data\n", + " ]\n", + ")\n", + "\n", + "# Create the tree\n", + "tree = Tree()\n", + "\n", + "# Add messages to the tree\n", + "for msg in message_data:\n", + " add_message_to_tree(tree, msg)\n", + "\n", + "# Show the tree\n", + "tree.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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439993940767791
message_tree_id9f1ce75b-f502-41df-8ffb-69db18f0a0738f2b1c19-3bf3-43f7-b217-9b630e93cec7f550516e-9d8e-45db-a470-c6983aa00cb0
tree_stateready_for_exportprompt_lottery_waitinghalted_by_moderator
message_id9f1ce75b-f502-41df-8ffb-69db18f0a0738f2b1c19-3bf3-43f7-b217-9b630e93cec7f550516e-9d8e-45db-a470-c6983aa00cb0
user_id077c19c4-cc35-46a9-a9b9-c143883acf0375543755-a768-4747-9744-780c701e5d728f271291-b2e0-4921-9fb8-1a93f476af0f
created_date2023-02-11T02:11:11.337737+00:002023-02-24T13:31:20.004889+00:002023-02-08T14:11:50.396091+00:00
textExplícame como solucionar ecuaciones diferenci...Who invented the World Wide Web?First, learn the diatonic chords within the ke...
roleprompterprompterprompter
langesenen
review_count333
review_resultTrueTrueTrue
deletedFalseFalseFalse
syntheticFalseFalseFalse
emojis_+16.0NaNNaN
emojis__skip_reply20.0NaNNaN
emojis__skip_ranking3.0NaNNaN
replies[{'message_id': '71c7297c-cb2f-4a80-b216-32ff4...[][]
labels_spam_value0.00.3333330.333333
labels_spam_count4.03.03.0
labels_lang_mismatch_value0.00.00.0
labels_lang_mismatch_count3.03.03.0
labels_pii_value0.00.00.0
labels_pii_count3.03.03.0
labels_not_appropriate_value0.00.00.333333
labels_not_appropriate_count3.03.03.0
labels_hate_speech_value0.00.00.0
labels_hate_speech_count3.03.03.0
labels_sexual_content_value0.00.00.0
labels_sexual_content_count3.03.03.0
labels_quality_value0.93750.250.333333
labels_quality_count4.03.03.0
labels_toxicity_value0.00.1666670.0
labels_toxicity_count4.03.03.0
labels_humor_value0.06250.1666670.0
labels_humor_count4.03.03.0
labels_creativity_value0.56250.00.333333
labels_creativity_count4.03.03.0
labels_violence_value0.00.1666670.0
labels_violence_count4.03.03.0
emojis__skip_labelingNaNNaNNaN
emojis_-1NaNNaN1.0
labels_helpfulness_valueNaNNaNNaN
labels_helpfulness_countNaNNaNNaN
emojis_red_flagNaNNaNNaN
labels_fails_task_valueNaNNaNNaN
labels_fails_task_countNaNNaNNaN
labels_moral_judgement_valueNaNNaNNaN
labels_moral_judgement_countNaNNaNNaN
labels_political_content_valueNaNNaNNaN
labels_political_content_countNaNNaNNaN
\n", + "
" + ], + "text/plain": [ + " 43999 39407 67791\n", + "message_tree_id 9f1ce75b-f502-41df-8ffb-69db18f0a073 8f2b1c19-3bf3-43f7-b217-9b630e93cec7 f550516e-9d8e-45db-a470-c6983aa00cb0\n", + "tree_state ready_for_export prompt_lottery_waiting halted_by_moderator\n", + "message_id 9f1ce75b-f502-41df-8ffb-69db18f0a073 8f2b1c19-3bf3-43f7-b217-9b630e93cec7 f550516e-9d8e-45db-a470-c6983aa00cb0\n", + "user_id 077c19c4-cc35-46a9-a9b9-c143883acf03 75543755-a768-4747-9744-780c701e5d72 8f271291-b2e0-4921-9fb8-1a93f476af0f\n", + "created_date 2023-02-11T02:11:11.337737+00:00 2023-02-24T13:31:20.004889+00:00 2023-02-08T14:11:50.396091+00:00\n", + "text Explícame como solucionar ecuaciones diferenci... Who invented the World Wide Web? First, learn the diatonic chords within the ke...\n", + "role prompter prompter prompter\n", + "lang es en en\n", + "review_count 3 3 3\n", + "review_result True True True\n", + "deleted False False False\n", + "synthetic False False False\n", + "emojis_+1 6.0 NaN NaN\n", + "emojis__skip_reply 20.0 NaN NaN\n", + "emojis__skip_ranking 3.0 NaN NaN\n", + "replies [{'message_id': '71c7297c-cb2f-4a80-b216-32ff4... [] []\n", + "labels_spam_value 0.0 0.333333 0.333333\n", + "labels_spam_count 4.0 3.0 3.0\n", + "labels_lang_mismatch_value 0.0 0.0 0.0\n", + "labels_lang_mismatch_count 3.0 3.0 3.0\n", + "labels_pii_value 0.0 0.0 0.0\n", + "labels_pii_count 3.0 3.0 3.0\n", + "labels_not_appropriate_value 0.0 0.0 0.333333\n", + "labels_not_appropriate_count 3.0 3.0 3.0\n", + "labels_hate_speech_value 0.0 0.0 0.0\n", + "labels_hate_speech_count 3.0 3.0 3.0\n", + "labels_sexual_content_value 0.0 0.0 0.0\n", + "labels_sexual_content_count 3.0 3.0 3.0\n", + "labels_quality_value 0.9375 0.25 0.333333\n", + "labels_quality_count 4.0 3.0 3.0\n", + "labels_toxicity_value 0.0 0.166667 0.0\n", + "labels_toxicity_count 4.0 3.0 3.0\n", + "labels_humor_value 0.0625 0.166667 0.0\n", + "labels_humor_count 4.0 3.0 3.0\n", + "labels_creativity_value 0.5625 0.0 0.333333\n", + "labels_creativity_count 4.0 3.0 3.0\n", + "labels_violence_value 0.0 0.166667 0.0\n", + "labels_violence_count 4.0 3.0 3.0\n", + "emojis__skip_labeling NaN NaN NaN\n", + "emojis_-1 NaN NaN 1.0\n", + "labels_helpfulness_value NaN NaN NaN\n", + "labels_helpfulness_count NaN NaN NaN\n", + "emojis_red_flag NaN NaN NaN\n", + "labels_fails_task_value NaN NaN NaN\n", + "labels_fails_task_count NaN NaN NaN\n", + "labels_moral_judgement_value NaN NaN NaN\n", + "labels_moral_judgement_count NaN NaN NaN\n", + "labels_political_content_value NaN NaN NaN\n", + "labels_political_content_count NaN NaN NaN" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# lets eyeball some random rows\n", + "df.sample(3).transpose()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# some general wrangling\n", + "\n", + "# convert dates to datetime\n", + "df[\"created_date\"] = pd.to_datetime(df[\"created_date\"])\n", + "\n", + "# get reply count col\n", + "df[\"replies_count\"] = df[\"replies\"].apply(lambda x: len(x))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Count the frequency of each unique value in the 'tree_state' column\n", + "tree_state_counts = df[\"tree_state\"].value_counts()\n", + "\n", + "# Plotting the distribution of 'tree_state'\n", + "plt.figure(figsize=(10, 6))\n", + "tree_state_counts.plot(kind=\"bar\")\n", + "plt.title(\"Distribution of Tree State\")\n", + "plt.xlabel(\"Tree State\")\n", + "plt.ylabel(\"Frequency\")\n", + "plt.xticks(rotation=45, ha=\"right\") # Rotate the x labels for better readability\n", + "plt.tight_layout() # Adjust layout to fit the labels\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Resample the data by day and count the number of messages\n", + "freq = \"W\"\n", + "message_count_freq = df.set_index(\"created_date\", inplace=False).resample(freq).size()\n", + "\n", + "# Plotting the count of messages over time\n", + "plt.figure(figsize=(14, 7))\n", + "plt.plot(message_count_freq.index, message_count_freq.values, marker=\"o\")\n", + "plt.title(f\"Count of Messages Over Time (freq={freq})\")\n", + "plt.xlabel(\"Date\")\n", + "plt.ylabel(\"Number of Messages\")\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Count the frequency of each unique value in the 'prompt.role' column\n", + "prompt_role_counts = df[\"role\"].value_counts()\n", + "\n", + "# Plotting the distribution of 'prompt.role'\n", + "plt.figure(figsize=(8, 5))\n", + "prompt_role_counts.plot(kind=\"bar\")\n", + "plt.title(\"Distribution of Prompt Role\")\n", + "plt.xlabel(\"Prompt Role\")\n", + "plt.ylabel(\"Frequency\")\n", + "plt.xticks(rotation=0) # No need to rotate as there might be only a few unique values\n", + "plt.tight_layout() # Adjust layout to fit the labels\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Count the frequency of each unique value in the 'prompt.user_id' column\n", + "user_id_counts = df[\"user_id\"].value_counts()\n", + "\n", + "# Plotting the distribution of number of prompts per user ID using a histogram\n", + "# We choose bins carefully as there could be many unique users\n", + "plt.figure(figsize=(12, 8))\n", + "plt.hist(user_id_counts, bins=50, alpha=0.75)\n", + "plt.title(\"Distribution of Number of Prompts per User ID\")\n", + "plt.xlabel(\"Number of Prompts\")\n", + "plt.ylabel(\"Frequency of User IDs\")\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Count the frequency of each unique value in the 'prompt.lang' column\n", + "language_counts = df[\"lang\"].value_counts()\n", + "\n", + "# Plotting the distribution of 'prompt.lang'\n", + "plt.figure(figsize=(12, 8))\n", + "language_counts.plot(kind=\"bar\")\n", + "plt.title(\"Distribution of Language\")\n", + "plt.xlabel(\"Language\")\n", + "plt.ylabel(\"Frequency\")\n", + "plt.xticks(rotation=90) # Rotate the x labels for better readability\n", + "plt.tight_layout() # Adjust layout to fit the labels\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plotting the distribution of the reply counts per prompt using the new calculated column\n", + "plt.figure(figsize=(10, 6))\n", + "df[\"replies_count\"].plot(kind=\"hist\", bins=30, title=\"Distribution of Reply Counts per Prompt\")\n", + "plt.xlabel(\"Number of Replies\")\n", + "plt.ylabel(\"Frequency\")\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Identify columns that represent label counts by their naming pattern\n", + "label_count_columns = [col for col in df.columns if \"count\" in col and \"label\" in col]\n", + "\n", + "# Now we'll plot the distributions for these label count columns\n", + "fig, axes = plt.subplots(nrows=len(label_count_columns), ncols=1, figsize=(10, 5 * len(label_count_columns)))\n", + "\n", + "for i, col in enumerate(label_count_columns):\n", + " # We'll dropna to avoid errors while plotting\n", + " df[col].dropna().plot(kind=\"hist\", ax=axes[i], bins=20, title=col)\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "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": "3.10.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From d837a5d12c783c97b53b97fa8d8c6f14c58406a4 Mon Sep 17 00:00:00 2001 From: Andrew Maguire Date: Mon, 6 Nov 2023 13:30:39 +0000 Subject: [PATCH 02/10] add plot for reply count when replies --- notebooks/openassistant-oasst1.1/eda.ipynb | 1133 +++++++++++++++++--- 1 file changed, 1002 insertions(+), 131 deletions(-) diff --git a/notebooks/openassistant-oasst1.1/eda.ipynb b/notebooks/openassistant-oasst1.1/eda.ipynb index 2d4576f613..e8cbde7033 100644 --- a/notebooks/openassistant-oasst1.1/eda.ipynb +++ b/notebooks/openassistant-oasst1.1/eda.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -19,6 +19,7 @@ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from treelib import Node, Tree\n", + "import pprint as pp\n", "\n", "\n", "# set some pandas options to make the output more readable\n", @@ -40,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -65,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -90,7 +91,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -183,7 +184,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -561,7 +562,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -633,13 +634,849 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "[{'created_date': '2023-01-25T01:28:48.251568+00:00',\n", + " 'deleted': False,\n", + " 'labels': {'spam': {'count': 3, 'value': 0.0}},\n", + " 'lang': 'en',\n", + " 'message_id': '97223697-d528-4ae5-b3d9-d146e37d90af',\n", + " 'parent_id': '85209e8a-99f6-44f6-9ce0-efc7b2008306',\n", + " 'rank': 0,\n", + " 'replies': [{'created_date': '2023-01-28T21:49:07.762098+00:00',\n", + " 'deleted': False,\n", + " 'labels': {'creativity': {'count': 1, 'value': 0.0},\n", + " 'hate_speech': {'count': 1, 'value': 0.0},\n", + " 'helpfulness': {'count': 1, 'value': 1.0},\n", + " 'humor': {'count': 1, 'value': 0.0},\n", + " 'not_appropriate': {'count': 1, 'value': 0.0},\n", + " 'pii': {'count': 1, 'value': 0.0},\n", + " 'quality': {'count': 3, 'value': 1.0},\n", + " 'sexual_content': {'count': 1, 'value': 0.0},\n", + " 'spam': {'count': 3, 'value': 0.0},\n", + " 'toxicity': {'count': 1, 'value': 0.0},\n", + " 'violence': {'count': 1, 'value': 0.0}},\n", + " 'lang': 'en',\n", + " 'message_id': '1c5ebd2c-2fc6-44fb-8d63-1118385e53cf',\n", + " 'parent_id': '97223697-d528-4ae5-b3d9-d146e37d90af',\n", + " 'replies': [{'created_date': '2023-01-28T22:25:41.785334+00:00',\n", + " 'deleted': False,\n", + " 'labels': {'creativity': {'count': 2,\n", + " 'value': 0.625},\n", + " 'fails_task': {'count': 2, 'value': 0.0},\n", + " 'hate_speech': {'count': 2,\n", + " 'value': 0.0},\n", + " 'helpfulness': {'count': 2,\n", + " 'value': 1.0},\n", + " 'humor': {'count': 2, 'value': 0.0},\n", + " 'not_appropriate': {'count': 2,\n", + " 'value': 0.0},\n", + " 'pii': {'count': 2, 'value': 0.0},\n", + " 'quality': {'count': 3, 'value': 1.0},\n", + " 'sexual_content': {'count': 2,\n", + " 'value': 0.0},\n", + " 'spam': {'count': 3, 'value': 0.0},\n", + " 'toxicity': {'count': 2, 'value': 0.0},\n", + " 'violence': {'count': 2, 'value': 0.0}},\n", + " 'lang': 'en',\n", + " 'message_id': 'fe88e7f2-ef68-4acc-ac07-3c13ef8bc217',\n", + " 'parent_id': '1c5ebd2c-2fc6-44fb-8d63-1118385e53cf',\n", + " 'rank': 0,\n", + " 'replies': [],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'assistant',\n", + " 'synthetic': False,\n", + " 'text': 'There are several advantages of Linux '\n", + " 'over MacOS:\\n'\n", + " '\\n'\n", + " '1. Cost: Linux is open-source software '\n", + " 'and is free to use, while MacOS is '\n", + " 'proprietary and requires the purchase of '\n", + " 'a Mac \\n'\n", + " '\\n'\n", + " '2. Customization: Linux offers a high '\n", + " 'degree of customization, allowing users '\n", + " 'to tailor the operating system to their '\n", + " 'specific needs and preferences. MacOS, on '\n", + " 'the other hand, is more limited in terms '\n", + " 'of customization options.\\n'\n", + " '\\n'\n", + " '3. Security: Linux is generally '\n", + " 'considered to be more secure than MacOS, '\n", + " 'as it is less susceptible to viruses and '\n", + " 'malware.\\n'\n", + " '\\n'\n", + " '4. Compatibility: Linux is compatible '\n", + " 'with a wide range of hardware, making it '\n", + " 'a good choice for older or less powerful '\n", + " 'devices. MacOS, on the other hand, is '\n", + " 'only compatible with Apple hardware.\\n'\n", + " '\\n'\n", + " '5. Flexibility: Linux is widely used in '\n", + " 'servers, embedded systems and mobile '\n", + " 'devices, and is flexible enough to be '\n", + " 'used in a variety of different '\n", + " 'environments, while MacOS is primarily '\n", + " 'used in personal and creative work.\\n'\n", + " '\\n'\n", + " '6. Variety: There are many different '\n", + " 'distributions of Linux, each with its own '\n", + " 'set of features and tools, while MacOS is '\n", + " 'only one option.',\n", + " 'user_id': '52a85953-f8f0-444c-80d0-b0818b39645a'},\n", + " {'created_date': '2023-01-28T22:33:02.490733+00:00',\n", + " 'deleted': False,\n", + " 'labels': {'creativity': {'count': 2,\n", + " 'value': 0.625},\n", + " 'fails_task': {'count': 2, 'value': 0.0},\n", + " 'hate_speech': {'count': 2,\n", + " 'value': 0.0},\n", + " 'helpfulness': {'count': 2,\n", + " 'value': 0.875},\n", + " 'humor': {'count': 2, 'value': 0.125},\n", + " 'not_appropriate': {'count': 2,\n", + " 'value': 0.0},\n", + " 'pii': {'count': 2, 'value': 0.0},\n", + " 'quality': {'count': 3,\n", + " 'value': 0.9166666666666666},\n", + " 'sexual_content': {'count': 2,\n", + " 'value': 0.0},\n", + " 'spam': {'count': 3, 'value': 0.0},\n", + " 'toxicity': {'count': 2, 'value': 0.0},\n", + " 'violence': {'count': 2, 'value': 0.0}},\n", + " 'lang': 'en',\n", + " 'message_id': 'e899dce2-e6d6-4862-9402-c15988f2c743',\n", + " 'parent_id': '1c5ebd2c-2fc6-44fb-8d63-1118385e53cf',\n", + " 'rank': 1,\n", + " 'replies': [],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'assistant',\n", + " 'synthetic': False,\n", + " 'text': 'There are several advantages to using '\n", + " 'Linux over macOS:\\n'\n", + " '1. Price: Linux is free and open-source '\n", + " 'software, whereas macOS is a proprietary '\n", + " 'operating system that requires you to '\n", + " 'purchase a license.\\n'\n", + " '2. Customization: Linux is highly '\n", + " 'customizable and allows you to tailor the '\n", + " 'operating system to your specific needs.\\n'\n", + " '3. Compatibility: Linux is compatible '\n", + " 'with a wider range of hardware.\\n'\n", + " '4. Security: While there is not a 100% '\n", + " 'secure operating system, Linux is '\n", + " 'considered to offer better security when '\n", + " 'properly configured than macOS.\\n'\n", + " '5. Open Source: Linux is completely '\n", + " 'open-source, which means that users can '\n", + " 'access the source code and make '\n", + " 'modifications to it to better suit their '\n", + " 'needs.',\n", + " 'user_id': 'b7c9e643-cfd0-4864-85a8-6e249ae710bd'},\n", + " {'created_date': '2023-01-28T22:30:32.334036+00:00',\n", + " 'deleted': False,\n", + " 'labels': {'creativity': {'count': 2,\n", + " 'value': 0.375},\n", + " 'fails_task': {'count': 2, 'value': 0.0},\n", + " 'hate_speech': {'count': 2,\n", + " 'value': 0.0},\n", + " 'helpfulness': {'count': 2,\n", + " 'value': 0.75},\n", + " 'humor': {'count': 2, 'value': 0.0},\n", + " 'not_appropriate': {'count': 2,\n", + " 'value': 0.0},\n", + " 'pii': {'count': 2, 'value': 0.0},\n", + " 'quality': {'count': 3, 'value': 0.75},\n", + " 'sexual_content': {'count': 2,\n", + " 'value': 0.0},\n", + " 'spam': {'count': 3, 'value': 0.0},\n", + " 'toxicity': {'count': 2, 'value': 0.0},\n", + " 'violence': {'count': 2,\n", + " 'value': 0.125}},\n", + " 'lang': 'en',\n", + " 'message_id': '2272b304-ea34-4c98-bab8-167c1bb117ae',\n", + " 'parent_id': '1c5ebd2c-2fc6-44fb-8d63-1118385e53cf',\n", + " 'rank': 2,\n", + " 'replies': [],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'assistant',\n", + " 'synthetic': False,\n", + " 'text': 'Linux offers a lot of the same features '\n", + " 'as MacOS, but with greater flexibility '\n", + " 'and control over the system. You can '\n", + " 'customize the user interface to fit your '\n", + " 'needs, and you can choose from a wide '\n", + " 'range of applications to run on your '\n", + " 'system. Additionally, many Linux '\n", + " 'distributions are free and open-source, '\n", + " 'meaning that they are constantly updated '\n", + " 'with new features and bug fixes. Security '\n", + " 'is also an advantage of Linux, as it is '\n", + " 'far less likely to be compromised than '\n", + " 'MacOS due to its open-source nature.',\n", + " 'user_id': '00bbfff8-0e6a-4e46-93cc-65785d78c8bc'},\n", + " {'created_date': '2023-01-28T22:29:00.893447+00:00',\n", + " 'deleted': False,\n", + " 'labels': {'creativity': {'count': 2,\n", + " 'value': 0.125},\n", + " 'fails_task': {'count': 2, 'value': 0.0},\n", + " 'hate_speech': {'count': 2,\n", + " 'value': 0.0},\n", + " 'helpfulness': {'count': 2,\n", + " 'value': 0.625},\n", + " 'humor': {'count': 2, 'value': 0.0},\n", + " 'not_appropriate': {'count': 2,\n", + " 'value': 0.0},\n", + " 'pii': {'count': 2, 'value': 0.0},\n", + " 'quality': {'count': 3, 'value': 0.75},\n", + " 'sexual_content': {'count': 2,\n", + " 'value': 0.0},\n", + " 'spam': {'count': 3, 'value': 0.0},\n", + " 'toxicity': {'count': 2, 'value': 0.125},\n", + " 'violence': {'count': 2, 'value': 0.0}},\n", + " 'lang': 'en',\n", + " 'message_id': 'bd645c46-1662-4c99-9474-f81abe2edb15',\n", + " 'parent_id': '1c5ebd2c-2fc6-44fb-8d63-1118385e53cf',\n", + " 'rank': 3,\n", + " 'replies': [],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'assistant',\n", + " 'synthetic': False,\n", + " 'text': 'While Linux and MacOS are both Unix-like, '\n", + " 'Linux is open source and allows for '\n", + " 'greater customisation and control over '\n", + " 'the system.',\n", + " 'user_id': '4587f08b-b793-40c7-83b9-4aaaca5aeb96'}],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'prompter',\n", + " 'synthetic': False,\n", + " 'text': 'What about the advantages of Linux over MacOS?',\n", + " 'user_id': '4b683709-b248-4ecf-afa9-7e68d2d3ed3e'},\n", + " {'created_date': '2023-01-29T00:49:44.836965+00:00',\n", + " 'deleted': False,\n", + " 'labels': {'creativity': {'count': 2, 'value': 0.5},\n", + " 'hate_speech': {'count': 2, 'value': 0.0},\n", + " 'helpfulness': {'count': 2, 'value': 0.75},\n", + " 'humor': {'count': 2, 'value': 0.25},\n", + " 'not_appropriate': {'count': 2, 'value': 0.0},\n", + " 'pii': {'count': 2, 'value': 0.0},\n", + " 'quality': {'count': 3, 'value': 0.8333333333333334},\n", + " 'sexual_content': {'count': 2, 'value': 0.0},\n", + " 'spam': {'count': 3, 'value': 0.0},\n", + " 'toxicity': {'count': 2, 'value': 0.25},\n", + " 'violence': {'count': 2, 'value': 0.0}},\n", + " 'lang': 'en',\n", + " 'message_id': '33c0ef1b-abef-475b-afa2-9e1393f44f0d',\n", + " 'parent_id': '97223697-d528-4ae5-b3d9-d146e37d90af',\n", + " 'replies': [],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'prompter',\n", + " 'synthetic': False,\n", + " 'text': 'What could I tell someone who hates Linux for no good '\n", + " 'reason?',\n", + " 'user_id': '00bbfff8-0e6a-4e46-93cc-65785d78c8bc'},\n", + " {'created_date': '2023-01-28T21:50:28.672523+00:00',\n", + " 'deleted': False,\n", + " 'labels': {'creativity': {'count': 2, 'value': 0.125},\n", + " 'hate_speech': {'count': 2, 'value': 0.0},\n", + " 'helpfulness': {'count': 2, 'value': 0.75},\n", + " 'humor': {'count': 2, 'value': 0.25},\n", + " 'not_appropriate': {'count': 2, 'value': 0.0},\n", + " 'pii': {'count': 2, 'value': 0.0},\n", + " 'quality': {'count': 3, 'value': 0.75},\n", + " 'sexual_content': {'count': 2, 'value': 0.0},\n", + " 'spam': {'count': 3, 'value': 0.0},\n", + " 'toxicity': {'count': 2, 'value': 0.25},\n", + " 'violence': {'count': 2, 'value': 0.0}},\n", + " 'lang': 'en',\n", + " 'message_id': '38c6464b-bb1d-41a5-aafb-4c6c3ee7087e',\n", + " 'parent_id': '97223697-d528-4ae5-b3d9-d146e37d90af',\n", + " 'replies': [],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'prompter',\n", + " 'synthetic': False,\n", + " 'text': 'What are the advantages of using Windows over Linux '\n", + " 'then?',\n", + " 'user_id': '52a85953-f8f0-444c-80d0-b0818b39645a'},\n", + " {'created_date': '2023-01-28T23:06:35.625728+00:00',\n", + " 'deleted': False,\n", + " 'labels': {'creativity': {'count': 2, 'value': 0.25},\n", + " 'hate_speech': {'count': 2, 'value': 0.0},\n", + " 'helpfulness': {'count': 2, 'value': 0.625},\n", + " 'humor': {'count': 2, 'value': 0.25},\n", + " 'not_appropriate': {'count': 2, 'value': 0.0},\n", + " 'pii': {'count': 2, 'value': 0.0},\n", + " 'quality': {'count': 3, 'value': 0.75},\n", + " 'sexual_content': {'count': 2, 'value': 0.0},\n", + " 'spam': {'count': 3, 'value': 0.0},\n", + " 'toxicity': {'count': 2, 'value': 0.125},\n", + " 'violence': {'count': 2, 'value': 0.0}},\n", + " 'lang': 'en',\n", + " 'message_id': '53ed981d-587d-49ca-a342-970b6464bfc2',\n", + " 'parent_id': '97223697-d528-4ae5-b3d9-d146e37d90af',\n", + " 'replies': [],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'prompter',\n", + " 'synthetic': False,\n", + " 'text': 'Is Windows open-source?',\n", + " 'user_id': '4cc27c8e-4ac4-4f6f-aee9-f0f8c884123a'},\n", + " {'created_date': '2023-01-26T10:12:23.016092+00:00',\n", + " 'deleted': False,\n", + " 'emojis': {'+1': 1},\n", + " 'labels': {'creativity': {'count': 1, 'value': 0.0},\n", + " 'hate_speech': {'count': 1, 'value': 0.0},\n", + " 'helpfulness': {'count': 1, 'value': 1.0},\n", + " 'humor': {'count': 1, 'value': 0.0},\n", + " 'not_appropriate': {'count': 1, 'value': 0.0},\n", + " 'pii': {'count': 1, 'value': 0.0},\n", + " 'quality': {'count': 1, 'value': 0.75},\n", + " 'sexual_content': {'count': 1, 'value': 0.0},\n", + " 'spam': {'count': 3, 'value': 0.0},\n", + " 'toxicity': {'count': 1, 'value': 0.0},\n", + " 'violence': {'count': 1, 'value': 0.0}},\n", + " 'lang': 'en',\n", + " 'message_id': '95e57fae-70ef-419e-a8c7-e6d3884573cf',\n", + " 'parent_id': '97223697-d528-4ae5-b3d9-d146e37d90af',\n", + " 'replies': [{'created_date': '2023-01-29T00:36:56.943025+00:00',\n", + " 'deleted': False,\n", + " 'labels': {'creativity': {'count': 2,\n", + " 'value': 0.375},\n", + " 'fails_task': {'count': 2, 'value': 0.0},\n", + " 'hate_speech': {'count': 2,\n", + " 'value': 0.0},\n", + " 'helpfulness': {'count': 2,\n", + " 'value': 1.0},\n", + " 'humor': {'count': 2, 'value': 0.0},\n", + " 'not_appropriate': {'count': 2,\n", + " 'value': 0.0},\n", + " 'pii': {'count': 2, 'value': 0.0},\n", + " 'quality': {'count': 3,\n", + " 'value': 0.9166666666666666},\n", + " 'sexual_content': {'count': 2,\n", + " 'value': 0.0},\n", + " 'spam': {'count': 3, 'value': 0.0},\n", + " 'toxicity': {'count': 2, 'value': 0.0},\n", + " 'violence': {'count': 2, 'value': 0.5}},\n", + " 'lang': 'en',\n", + " 'message_id': '928f6a23-c7c8-4544-b606-e21fc14de60b',\n", + " 'parent_id': '95e57fae-70ef-419e-a8c7-e6d3884573cf',\n", + " 'rank': 0,\n", + " 'replies': [],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'assistant',\n", + " 'synthetic': False,\n", + " 'text': 'The best Linux version for you will '\n", + " 'depend on your specific needs and '\n", + " 'requirements. Some popular and '\n", + " 'widely-used options include:\\n'\n", + " '\\n'\n", + " '- Ubuntu: A user-friendly and stable '\n", + " 'option that is often recommended for '\n", + " 'beginners and users looking for a '\n", + " 'general-purpose operating system.\\n'\n", + " '\\n'\n", + " '- Debian: A more advanced and '\n", + " 'customizable option that is often used as '\n", + " 'the base for other Linux distributions.\\n'\n", + " '\\n'\n", + " '- Fedora: A Red Hat-backed distribution '\n", + " 'that is often used for development and '\n", + " 'testing.\\n'\n", + " '- Arch Linux: A lightweight and highly '\n", + " 'customizable option that is popular among '\n", + " 'experienced Linux users.\\n'\n", + " '\\n'\n", + " 'You can also try out several versions of '\n", + " 'Linux using a virtual machine or a live '\n", + " 'CD/USB before installing it on your '\n", + " 'machine.',\n", + " 'user_id': '52a85953-f8f0-444c-80d0-b0818b39645a'},\n", + " {'created_date': '2023-01-28T21:40:24.128904+00:00',\n", + " 'deleted': False,\n", + " 'labels': {'creativity': {'count': 2, 'value': 0.0},\n", + " 'fails_task': {'count': 2, 'value': 0.0},\n", + " 'hate_speech': {'count': 2,\n", + " 'value': 0.0},\n", + " 'helpfulness': {'count': 2,\n", + " 'value': 0.875},\n", + " 'humor': {'count': 2, 'value': 0.0},\n", + " 'not_appropriate': {'count': 2,\n", + " 'value': 0.0},\n", + " 'pii': {'count': 2, 'value': 0.0},\n", + " 'quality': {'count': 3,\n", + " 'value': 0.8333333333333334},\n", + " 'sexual_content': {'count': 2,\n", + " 'value': 0.0},\n", + " 'spam': {'count': 3, 'value': 0.0},\n", + " 'toxicity': {'count': 2, 'value': 0.0},\n", + " 'violence': {'count': 2, 'value': 0.0}},\n", + " 'lang': 'en',\n", + " 'message_id': 'b509e567-0356-4a9d-94a7-02eedeb97d30',\n", + " 'parent_id': '95e57fae-70ef-419e-a8c7-e6d3884573cf',\n", + " 'rank': 1,\n", + " 'replies': [],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'assistant',\n", + " 'synthetic': False,\n", + " 'text': 'A good choice for beginners is Linux '\n", + " 'Mint. It comes with a familiar '\n", + " 'Windows-like interface, as well as an '\n", + " 'easy-to-use store with many alternatives '\n", + " \"to common Windows software. It's \"\n", + " 'indirectly based on Debian, which has by '\n", + " 'far the most support material available '\n", + " 'for it online.',\n", + " 'user_id': 'cd66a8cb-e5b8-4c6c-98e2-ad887284d201'},\n", + " {'created_date': '2023-01-28T22:39:52.732289+00:00',\n", + " 'deleted': False,\n", + " 'labels': {'creativity': {'count': 3,\n", + " 'value': 0.16666666666666666},\n", + " 'fails_task': {'count': 3, 'value': 0.0},\n", + " 'hate_speech': {'count': 3,\n", + " 'value': 0.0},\n", + " 'helpfulness': {'count': 3,\n", + " 'value': 0.5},\n", + " 'humor': {'count': 3,\n", + " 'value': 0.16666666666666666},\n", + " 'not_appropriate': {'count': 3,\n", + " 'value': 0.0},\n", + " 'pii': {'count': 3, 'value': 0.0},\n", + " 'quality': {'count': 3, 'value': 0.5},\n", + " 'sexual_content': {'count': 3,\n", + " 'value': 0.0},\n", + " 'spam': {'count': 3, 'value': 0.0},\n", + " 'toxicity': {'count': 3,\n", + " 'value': 0.08333333333333333},\n", + " 'violence': {'count': 3,\n", + " 'value': 0.08333333333333333}},\n", + " 'lang': 'en',\n", + " 'message_id': '06f9dd8d-8aab-4a5b-817c-a7324595ae6c',\n", + " 'parent_id': '95e57fae-70ef-419e-a8c7-e6d3884573cf',\n", + " 'rank': 2,\n", + " 'replies': [],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'assistant',\n", + " 'synthetic': False,\n", + " 'text': 'Before deciding a specific version, one '\n", + " 'must choose a distribution first. A '\n", + " 'common distribution would be Ubuntu or '\n", + " 'Fedora. There also exist a lot of '\n", + " 'distributions based on other '\n", + " 'distributions such as Raspbian which is '\n", + " 'based on Ubuntu.',\n", + " 'user_id': '17a28032-6836-402f-aee9-78dda4b6c041'},\n", + " {'created_date': '2023-01-28T21:20:04.461697+00:00',\n", + " 'deleted': False,\n", + " 'labels': {'creativity': {'count': 2,\n", + " 'value': 0.125},\n", + " 'fails_task': {'count': 1, 'value': 0.0},\n", + " 'hate_speech': {'count': 1,\n", + " 'value': 0.0},\n", + " 'helpfulness': {'count': 2,\n", + " 'value': 0.75},\n", + " 'humor': {'count': 2, 'value': 0.125},\n", + " 'not_appropriate': {'count': 1,\n", + " 'value': 0.0},\n", + " 'pii': {'count': 1, 'value': 0.0},\n", + " 'quality': {'count': 4, 'value': 0.6875},\n", + " 'sexual_content': {'count': 1,\n", + " 'value': 0.0},\n", + " 'spam': {'count': 4, 'value': 0.0},\n", + " 'toxicity': {'count': 2, 'value': 0.0},\n", + " 'violence': {'count': 2, 'value': 0.0}},\n", + " 'lang': 'en',\n", + " 'message_id': 'd9190618-199c-4f30-a39e-a758c059e92f',\n", + " 'parent_id': '95e57fae-70ef-419e-a8c7-e6d3884573cf',\n", + " 'rank': 3,\n", + " 'replies': [],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'assistant',\n", + " 'synthetic': False,\n", + " 'text': 'There are many different Linux '\n", + " 'distributions, each with their own pros '\n", + " 'and cons.\\n'\n", + " 'the Linux distribution most often '\n", + " 'recommended for Linux first-timers is '\n", + " 'Ubuntu.',\n", + " 'user_id': '4b683709-b248-4ecf-afa9-7e68d2d3ed3e'},\n", + " {'created_date': '2023-01-29T00:04:00.821376+00:00',\n", + " 'deleted': False,\n", + " 'labels': {'creativity': {'count': 2,\n", + " 'value': 0.125},\n", + " 'fails_task': {'count': 1, 'value': 0.0},\n", + " 'hate_speech': {'count': 1,\n", + " 'value': 0.0},\n", + " 'helpfulness': {'count': 2,\n", + " 'value': 1.0},\n", + " 'humor': {'count': 2, 'value': 0.375},\n", + " 'not_appropriate': {'count': 1,\n", + " 'value': 0.0},\n", + " 'pii': {'count': 1, 'value': 0.0},\n", + " 'quality': {'count': 4, 'value': 0.875},\n", + " 'sexual_content': {'count': 1,\n", + " 'value': 0.0},\n", + " 'spam': {'count': 4, 'value': 0.0},\n", + " 'toxicity': {'count': 2, 'value': 0.25},\n", + " 'violence': {'count': 2, 'value': 0.0}},\n", + " 'lang': 'en',\n", + " 'message_id': 'fdb9deb5-7b55-459d-8511-526368099861',\n", + " 'parent_id': '95e57fae-70ef-419e-a8c7-e6d3884573cf',\n", + " 'rank': 4,\n", + " 'replies': [],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'assistant',\n", + " 'synthetic': False,\n", + " 'text': 'If you are new to Linux and want to use '\n", + " 'it on the desktop then Ubuntu is '\n", + " 'generally the recommended option. Each '\n", + " 'distribution has a culture, priorities '\n", + " 'and use cases. Ubuntu prioritizes ease of '\n", + " 'use and compatibility rather than '\n", + " 'technical or political ends like extreme '\n", + " 'flexibility, minimizing resource usage or '\n", + " 'rejecting nonfree software. It is '\n", + " 'generally seen as the most \"noob '\n", + " 'friendly\" Linux distribution.',\n", + " 'user_id': '0a041bc2-b30a-49a6-8c5c-bca62f92d74a'}],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'prompter',\n", + " 'synthetic': False,\n", + " 'text': 'Which Linux version do you suggest I use?',\n", + " 'user_id': '875d9f7f-0f27-49de-af62-4102804e7beb'}],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'assistant',\n", + " 'synthetic': False,\n", + " 'text': 'Linux can be more stable and use less resources than Windows, '\n", + " 'depending on the distribution you choose. Its open-source nature '\n", + " \"means that it's harder for companies to sneak in unwanted features, \"\n", + " 'such as tracking or advertisements. Many Linux distributions offer '\n", + " 'a centralized package manager (\"app store\"), which makes it far '\n", + " 'less likely that a user will download an infected copy of some '\n", + " 'software.',\n", + " 'user_id': 'd84e29e8-1a3a-4093-b210-4f7a0d95bb49'},\n", + " {'created_date': '2023-01-29T04:57:39.168460+00:00',\n", + " 'deleted': False,\n", + " 'labels': {'creativity': {'count': 1, 'value': 0.25},\n", + " 'fails_task': {'count': 1, 'value': 0.0},\n", + " 'hate_speech': {'count': 1, 'value': 0.0},\n", + " 'helpfulness': {'count': 1, 'value': 1.0},\n", + " 'humor': {'count': 1, 'value': 0.0},\n", + " 'not_appropriate': {'count': 1, 'value': 0.0},\n", + " 'pii': {'count': 1, 'value': 0.0},\n", + " 'quality': {'count': 3, 'value': 0.75},\n", + " 'sexual_content': {'count': 1, 'value': 0.0},\n", + " 'spam': {'count': 3, 'value': 0.0},\n", + " 'toxicity': {'count': 1, 'value': 0.0},\n", + " 'violence': {'count': 1, 'value': 0.0}},\n", + " 'lang': 'en',\n", + " 'message_id': 'ed131ddf-d566-4d87-bfba-a31061076bdd',\n", + " 'parent_id': '85209e8a-99f6-44f6-9ce0-efc7b2008306',\n", + " 'rank': 1,\n", + " 'replies': [],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'assistant',\n", + " 'synthetic': False,\n", + " 'text': \"There are many advantages to using Linux instead of Windows. Here's \"\n", + " 'a few:\\n'\n", + " '1. Linux is free.\\n'\n", + " '2. Linux is open-source.\\n'\n", + " '3. Most programming tools and packages are designed for Linux.\\n'\n", + " '4. Fewer viruses are designed for Linux, because fewer people use '\n", + " 'it.\\n'\n", + " '5. Linux is much lighter-weight, meaning it runs faster and takes '\n", + " 'fewer resources.',\n", + " 'user_id': 'f3d2f618-51e4-460a-9153-24f9c87ae563'},\n", + " {'created_date': '2023-01-28T20:37:06.531853+00:00',\n", + " 'deleted': False,\n", + " 'emojis': {'+1': 1},\n", + " 'labels': {'creativity': {'count': 2, 'value': 0.0},\n", + " 'fails_task': {'count': 2, 'value': 0.0},\n", + " 'hate_speech': {'count': 2, 'value': 0.0},\n", + " 'helpfulness': {'count': 2, 'value': 0.625},\n", + " 'humor': {'count': 2, 'value': 0.125},\n", + " 'not_appropriate': {'count': 2, 'value': 0.0},\n", + " 'pii': {'count': 2, 'value': 0.0},\n", + " 'quality': {'count': 3, 'value': 0.6666666666666666},\n", + " 'sexual_content': {'count': 2, 'value': 0.0},\n", + " 'spam': {'count': 3, 'value': 0.0},\n", + " 'toxicity': {'count': 2, 'value': 0.125},\n", + " 'violence': {'count': 2, 'value': 0.0}},\n", + " 'lang': 'en',\n", + " 'message_id': 'aa61d3ac-8dd0-4ebd-96ab-6b82aaa5a742',\n", + " 'parent_id': '85209e8a-99f6-44f6-9ce0-efc7b2008306',\n", + " 'rank': 2,\n", + " 'replies': [{'created_date': '2023-01-28T21:17:14.494647+00:00',\n", + " 'deleted': False,\n", + " 'labels': {'creativity': {'count': 2, 'value': 0.375},\n", + " 'hate_speech': {'count': 2, 'value': 0.0},\n", + " 'helpfulness': {'count': 2, 'value': 0.75},\n", + " 'humor': {'count': 2, 'value': 0.0},\n", + " 'not_appropriate': {'count': 2, 'value': 0.0},\n", + " 'pii': {'count': 2, 'value': 0.0},\n", + " 'quality': {'count': 3, 'value': 0.9166666666666666},\n", + " 'sexual_content': {'count': 2, 'value': 0.0},\n", + " 'spam': {'count': 3, 'value': 0.0},\n", + " 'toxicity': {'count': 2, 'value': 0.0},\n", + " 'violence': {'count': 2, 'value': 0.0}},\n", + " 'lang': 'en',\n", + " 'message_id': '142bbc74-5ce4-495c-98f3-dd65875e8d88',\n", + " 'parent_id': 'aa61d3ac-8dd0-4ebd-96ab-6b82aaa5a742',\n", + " 'replies': [],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'prompter',\n", + " 'synthetic': False,\n", + " 'text': 'Please provide a list of 10 advantages of Linux over '\n", + " 'Windows.',\n", + " 'user_id': '4d77df6f-764a-44b0-ad36-aeb31aefb159'},\n", + " {'created_date': '2023-01-29T01:52:12.947953+00:00',\n", + " 'deleted': False,\n", + " 'emojis': {'+1': 1},\n", + " 'labels': {'creativity': {'count': 1, 'value': 0.0},\n", + " 'hate_speech': {'count': 1, 'value': 0.0},\n", + " 'helpfulness': {'count': 1, 'value': 1.0},\n", + " 'humor': {'count': 1, 'value': 0.0},\n", + " 'not_appropriate': {'count': 1, 'value': 0.0},\n", + " 'pii': {'count': 1, 'value': 0.0},\n", + " 'quality': {'count': 3, 'value': 0.5},\n", + " 'sexual_content': {'count': 1, 'value': 0.0},\n", + " 'spam': {'count': 3, 'value': 0.0},\n", + " 'toxicity': {'count': 1, 'value': 0.0},\n", + " 'violence': {'count': 1, 'value': 0.0}},\n", + " 'lang': 'en',\n", + " 'message_id': '14de440d-fc4f-489f-81b2-5abf5ad16fd2',\n", + " 'parent_id': 'aa61d3ac-8dd0-4ebd-96ab-6b82aaa5a742',\n", + " 'replies': [],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'prompter',\n", + " 'synthetic': False,\n", + " 'text': 'What distribution should I use if Iam a beginner?',\n", + " 'user_id': 'e54e8c27-8b48-4c2c-ab3a-d64bb30f17dc'},\n", + " {'created_date': '2023-01-29T02:13:22.449672+00:00',\n", + " 'deleted': False,\n", + " 'labels': {'creativity': {'count': 2, 'value': 0.0},\n", + " 'hate_speech': {'count': 2, 'value': 0.0},\n", + " 'helpfulness': {'count': 2, 'value': 0.75},\n", + " 'humor': {'count': 2, 'value': 0.0},\n", + " 'not_appropriate': {'count': 2, 'value': 0.0},\n", + " 'pii': {'count': 2, 'value': 0.0},\n", + " 'quality': {'count': 3, 'value': 0.9166666666666666},\n", + " 'sexual_content': {'count': 2, 'value': 0.0},\n", + " 'spam': {'count': 3, 'value': 0.0},\n", + " 'toxicity': {'count': 2, 'value': 0.125},\n", + " 'violence': {'count': 2, 'value': 0.0}},\n", + " 'lang': 'en',\n", + " 'message_id': '762e0e89-1bf4-4c6d-a9fe-f7860ff1f8aa',\n", + " 'parent_id': 'aa61d3ac-8dd0-4ebd-96ab-6b82aaa5a742',\n", + " 'replies': [],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'prompter',\n", + " 'synthetic': False,\n", + " 'text': 'What are the disadvantages of using Linux?',\n", + " 'user_id': 'f3d2f618-51e4-460a-9153-24f9c87ae563'},\n", + " {'created_date': '2023-01-28T21:26:11.733347+00:00',\n", + " 'deleted': False,\n", + " 'labels': {'creativity': {'count': 2, 'value': 0.625},\n", + " 'hate_speech': {'count': 2, 'value': 0.0},\n", + " 'helpfulness': {'count': 2, 'value': 0.875},\n", + " 'humor': {'count': 2, 'value': 0.375},\n", + " 'not_appropriate': {'count': 2, 'value': 0.0},\n", + " 'pii': {'count': 2, 'value': 0.0},\n", + " 'quality': {'count': 3, 'value': 0.8333333333333334},\n", + " 'sexual_content': {'count': 2, 'value': 0.0},\n", + " 'spam': {'count': 3, 'value': 0.0},\n", + " 'toxicity': {'count': 2, 'value': 0.25},\n", + " 'violence': {'count': 2, 'value': 0.0}},\n", + " 'lang': 'en',\n", + " 'message_id': 'c9f8e778-7c02-4df3-bb7e-e8f63e4f512f',\n", + " 'parent_id': 'aa61d3ac-8dd0-4ebd-96ab-6b82aaa5a742',\n", + " 'replies': [],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'prompter',\n", + " 'synthetic': False,\n", + " 'text': 'And what are the advantages of using Windows over '\n", + " 'Linux?',\n", + " 'user_id': 'f1ac4847-95fc-49dc-a20a-47e2c32c203b'},\n", + " {'created_date': '2023-01-28T21:23:57.221838+00:00',\n", + " 'deleted': False,\n", + " 'labels': {'creativity': {'count': 2, 'value': 0.125},\n", + " 'hate_speech': {'count': 2, 'value': 0.0},\n", + " 'helpfulness': {'count': 2, 'value': 1.0},\n", + " 'humor': {'count': 2, 'value': 0.0},\n", + " 'not_appropriate': {'count': 2, 'value': 0.0},\n", + " 'pii': {'count': 2, 'value': 0.0},\n", + " 'quality': {'count': 3, 'value': 0.8333333333333334},\n", + " 'sexual_content': {'count': 2, 'value': 0.0},\n", + " 'spam': {'count': 3, 'value': 0.0},\n", + " 'toxicity': {'count': 2, 'value': 0.0},\n", + " 'violence': {'count': 2, 'value': 0.0}},\n", + " 'lang': 'en',\n", + " 'message_id': 'cff71ef8-715d-4f1f-ae2f-e7bb7d7f678e',\n", + " 'parent_id': 'aa61d3ac-8dd0-4ebd-96ab-6b82aaa5a742',\n", + " 'replies': [{'created_date': '2023-01-29T06:56:17.954641+00:00',\n", + " 'deleted': False,\n", + " 'labels': {'creativity': {'count': 1, 'value': 0.0},\n", + " 'fails_task': {'count': 1, 'value': 0.0},\n", + " 'hate_speech': {'count': 1,\n", + " 'value': 0.0},\n", + " 'helpfulness': {'count': 1,\n", + " 'value': 1.0},\n", + " 'humor': {'count': 1, 'value': 0.0},\n", + " 'not_appropriate': {'count': 1,\n", + " 'value': 0.0},\n", + " 'pii': {'count': 1, 'value': 0.0},\n", + " 'quality': {'count': 3, 'value': 0.75},\n", + " 'sexual_content': {'count': 1,\n", + " 'value': 0.0},\n", + " 'spam': {'count': 3, 'value': 0.0},\n", + " 'toxicity': {'count': 1, 'value': 0.0},\n", + " 'violence': {'count': 1, 'value': 0.0}},\n", + " 'lang': 'en',\n", + " 'message_id': '4eb084e2-1220-4d90-bc33-cf33e3396302',\n", + " 'parent_id': 'cff71ef8-715d-4f1f-ae2f-e7bb7d7f678e',\n", + " 'rank': 0,\n", + " 'replies': [],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'assistant',\n", + " 'synthetic': False,\n", + " 'text': 'Some advantages to Linux are:\\n'\n", + " '1. Linux is open source. If you need a '\n", + " 'feature then you can suggest a change\\n'\n", + " '2. Linux is secure. Because it is open '\n", + " 'source and popular many security '\n", + " 'researchers are looking for '\n", + " 'vulnerabilities.\\n'\n", + " '3. Linux is good for a development '\n", + " 'machine. Many technologies can be '\n", + " 'installed on Linux using a package '\n", + " 'manager and just work. Plus most '\n", + " 'enterprise servers run Linux so you can '\n", + " 'learn how those systems work.\\n'\n", + " '\\n'\n", + " 'I hope that is a better answer.',\n", + " 'user_id': '2998ffeb-b867-49be-8f75-93ec86aa2f38'},\n", + " {'created_date': '2023-01-29T07:21:00.935160+00:00',\n", + " 'deleted': False,\n", + " 'emojis': {'red_flag': 1},\n", + " 'labels': {'creativity': {'count': 1, 'value': 0.0},\n", + " 'fails_task': {'count': 1, 'value': 0.0},\n", + " 'hate_speech': {'count': 1,\n", + " 'value': 0.0},\n", + " 'helpfulness': {'count': 1,\n", + " 'value': 0.25},\n", + " 'humor': {'count': 1, 'value': 0.0},\n", + " 'not_appropriate': {'count': 1,\n", + " 'value': 0.0},\n", + " 'pii': {'count': 1, 'value': 0.0},\n", + " 'quality': {'count': 3,\n", + " 'value': 0.16666666666666666},\n", + " 'sexual_content': {'count': 1,\n", + " 'value': 0.0},\n", + " 'spam': {'count': 3, 'value': 0.0},\n", + " 'toxicity': {'count': 1, 'value': 0.0},\n", + " 'violence': {'count': 1, 'value': 0.0}},\n", + " 'lang': 'en',\n", + " 'message_id': '2ca84237-cd30-424c-857e-3358113c2a56',\n", + " 'parent_id': 'cff71ef8-715d-4f1f-ae2f-e7bb7d7f678e',\n", + " 'rank': 1,\n", + " 'replies': [],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'assistant',\n", + " 'synthetic': False,\n", + " 'text': 'To break it down further I would say that '\n", + " 'being free and opensource means Linux '\n", + " 'allows it users more freedom to study, '\n", + " 'modify, and share changes they make to '\n", + " 'their systems with others.\\n'\n", + " 'This is even better with a large '\n", + " 'community of people that can help improve '\n", + " 'your system and share in each others '\n", + " 'improvements. Leading to vibrant share of '\n", + " 'free and powerful softwares. This is one '\n", + " 'reason that scientific uses really thrive '\n", + " 'under the open source model as well.',\n", + " 'user_id': 'eeb8a664-0413-4cba-a116-a313e8024626'},\n", + " {'created_date': '2023-01-29T07:05:03.864426+00:00',\n", + " 'deleted': False,\n", + " 'emojis': {'+1': 1},\n", + " 'labels': {'creativity': {'count': 2,\n", + " 'value': 0.375},\n", + " 'fails_task': {'count': 2, 'value': 0.0},\n", + " 'hate_speech': {'count': 2,\n", + " 'value': 0.0},\n", + " 'helpfulness': {'count': 2,\n", + " 'value': 0.75},\n", + " 'humor': {'count': 2, 'value': 0.25},\n", + " 'not_appropriate': {'count': 2,\n", + " 'value': 0.0},\n", + " 'pii': {'count': 2, 'value': 0.0},\n", + " 'quality': {'count': 3,\n", + " 'value': 0.5833333333333334},\n", + " 'sexual_content': {'count': 2,\n", + " 'value': 0.0},\n", + " 'spam': {'count': 3, 'value': 0.0},\n", + " 'toxicity': {'count': 2, 'value': 0.25},\n", + " 'violence': {'count': 2, 'value': 0.0}},\n", + " 'lang': 'en',\n", + " 'message_id': '41020122-cc48-49a6-bc83-0f89d44ee57f',\n", + " 'parent_id': 'cff71ef8-715d-4f1f-ae2f-e7bb7d7f678e',\n", + " 'rank': 2,\n", + " 'replies': [],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'assistant',\n", + " 'synthetic': False,\n", + " 'text': 'As a developer, Linux gives you more '\n", + " 'flexibility to create virtual '\n", + " 'environments, install libraries, and run '\n", + " 'scripts. As a user, Linux makes updates '\n", + " \"seamless compared to Window's painful \"\n", + " 'updates. In addition, Linux has far less '\n", + " '\"bloatware\" that slows down your computer '\n", + " 'on startup or takes up disk space.',\n", + " 'user_id': '779e9ae5-4bf0-411d-a1ec-610bcc8cea3b'}],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'prompter',\n", + " 'synthetic': False,\n", + " 'text': \"That explains what Limux is, but it doesn't explain \"\n", + " 'the advantages.',\n", + " 'user_id': '00bbfff8-0e6a-4e46-93cc-65785d78c8bc'}],\n", + " 'review_count': 3,\n", + " 'review_result': True,\n", + " 'role': 'assistant',\n", + " 'synthetic': False,\n", + " 'text': 'Linux is completely free and open source, and it also has a large '\n", + " 'community of developers that maintain it and actively release '\n", + " 'upgrades. Most scientific computer applications run on Linux and '\n", + " 'many servers.',\n", + " 'user_id': 'b4362d6d-facc-47da-8b51-3331bb06a170'}]\n", "What are the advantages of using Linux over Windows?\n", "├── Linux can be more stable and use less resources than Windows, depending on the distribution you choose. Its open-source nature means that it's harder for companies to sneak in unwanted features, such as tracking or advertisements. Many Linux distribu\n", "├── Linux is completely free and open source, and it also has a large community of developers that maintain it and actively release upgrades. Most scientific computer applications run on Linux and many servers.\n", @@ -659,6 +1496,9 @@ "\n", "df_message = df[df[\"message_tree_id\"] == message_tree_id]\n", "message_reply_data = df_message[\"replies\"].values[0]\n", + "\n", + "pp.pprint(message_reply_data)\n", + "\n", "# prompt\n", "message_data = [\n", " {\n", @@ -694,7 +1534,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -718,47 +1558,47 @@ " \n", " \n", " \n", - " 43999\n", - " 39407\n", - " 67791\n", + " 48018\n", + " 11666\n", + " 41125\n", " \n", " \n", " \n", " \n", " message_tree_id\n", - " 9f1ce75b-f502-41df-8ffb-69db18f0a073\n", - " 8f2b1c19-3bf3-43f7-b217-9b630e93cec7\n", - " f550516e-9d8e-45db-a470-c6983aa00cb0\n", + " ade33ed0-9e7c-46bd-a218-c65b768d614f\n", + " 2a87454e-fcbf-4a92-8f7a-52b6181047bc\n", + " 94ed9f29-300e-416d-ae1f-a31bdd1d0eb5\n", " \n", " \n", " tree_state\n", - " ready_for_export\n", " prompt_lottery_waiting\n", - " halted_by_moderator\n", + " prompt_lottery_waiting\n", + " prompt_lottery_waiting\n", " \n", " \n", " message_id\n", - " 9f1ce75b-f502-41df-8ffb-69db18f0a073\n", - " 8f2b1c19-3bf3-43f7-b217-9b630e93cec7\n", - " f550516e-9d8e-45db-a470-c6983aa00cb0\n", + " ade33ed0-9e7c-46bd-a218-c65b768d614f\n", + " 2a87454e-fcbf-4a92-8f7a-52b6181047bc\n", + " 94ed9f29-300e-416d-ae1f-a31bdd1d0eb5\n", " \n", " \n", " user_id\n", - " 077c19c4-cc35-46a9-a9b9-c143883acf03\n", - " 75543755-a768-4747-9744-780c701e5d72\n", - " 8f271291-b2e0-4921-9fb8-1a93f476af0f\n", + " d9e5aeda-0f3c-4c08-bf9c-a6250fa8a7ec\n", + " 97894afc-2204-4c7b-9b91-f1c71c10f032\n", + " 192504e6-aa57-4377-aa01-10b2aaa2d4e3\n", " \n", " \n", " created_date\n", - " 2023-02-11T02:11:11.337737+00:00\n", - " 2023-02-24T13:31:20.004889+00:00\n", - " 2023-02-08T14:11:50.396091+00:00\n", + " 2023-02-19T07:03:41.540334+00:00\n", + " 2023-02-05T11:19:14.747394+00:00\n", + " 2023-02-07T16:02:40.418925+00:00\n", " \n", " \n", " text\n", - " Explícame como solucionar ecuaciones diferenci...\n", - " Who invented the World Wide Web?\n", - " First, learn the diatonic chords within the ke...\n", + " Hello! Can you give me a topic to write a 200 ...\n", + " Расскажи анекдот про рыбака и крокодила.\n", + " Invent 5 new mythical creatures, give me their...\n", " \n", " \n", " role\n", @@ -768,14 +1608,14 @@ " \n", " \n", " lang\n", - " es\n", " en\n", + " ru\n", " en\n", " \n", " \n", " review_count\n", " 3\n", - " 3\n", + " 4\n", " 3\n", " \n", " \n", @@ -798,50 +1638,50 @@ " \n", " \n", " emojis_+1\n", - " 6.0\n", + " NaN\n", " NaN\n", " NaN\n", " \n", " \n", " emojis__skip_reply\n", - " 20.0\n", + " NaN\n", " NaN\n", " NaN\n", " \n", " \n", " emojis__skip_ranking\n", - " 3.0\n", + " NaN\n", " NaN\n", " NaN\n", " \n", " \n", " replies\n", - " [{'message_id': '71c7297c-cb2f-4a80-b216-32ff4...\n", + " []\n", " []\n", " []\n", " \n", " \n", " labels_spam_value\n", " 0.0\n", - " 0.333333\n", - " 0.333333\n", + " 0.0\n", + " 0.0\n", " \n", " \n", " labels_spam_count\n", - " 4.0\n", " 3.0\n", + " 4.0\n", " 3.0\n", " \n", " \n", " labels_lang_mismatch_value\n", - " 0.0\n", + " 0.333333\n", " 0.0\n", " 0.0\n", " \n", " \n", " labels_lang_mismatch_count\n", " 3.0\n", - " 3.0\n", + " 4.0\n", " 3.0\n", " \n", " \n", @@ -853,19 +1693,19 @@ " \n", " labels_pii_count\n", " 3.0\n", - " 3.0\n", + " 4.0\n", " 3.0\n", " \n", " \n", " labels_not_appropriate_value\n", " 0.0\n", " 0.0\n", - " 0.333333\n", + " 0.0\n", " \n", " \n", " labels_not_appropriate_count\n", " 3.0\n", - " 3.0\n", + " 4.0\n", " 3.0\n", " \n", " \n", @@ -877,7 +1717,7 @@ " \n", " labels_hate_speech_count\n", " 3.0\n", - " 3.0\n", + " 4.0\n", " 3.0\n", " \n", " \n", @@ -889,67 +1729,67 @@ " \n", " labels_sexual_content_count\n", " 3.0\n", - " 3.0\n", + " 4.0\n", " 3.0\n", " \n", " \n", " labels_quality_value\n", - " 0.9375\n", - " 0.25\n", - " 0.333333\n", + " 0.416667\n", + " 0.8125\n", + " 0.5\n", " \n", " \n", " labels_quality_count\n", - " 4.0\n", " 3.0\n", + " 4.0\n", " 3.0\n", " \n", " \n", " labels_toxicity_value\n", - " 0.0\n", - " 0.166667\n", - " 0.0\n", + " 0.333333\n", + " 0.125\n", + " 0.083333\n", " \n", " \n", " labels_toxicity_count\n", - " 4.0\n", " 3.0\n", + " 4.0\n", " 3.0\n", " \n", " \n", " labels_humor_value\n", - " 0.0625\n", - " 0.166667\n", " 0.0\n", + " 0.25\n", + " 0.5\n", " \n", " \n", " labels_humor_count\n", - " 4.0\n", " 3.0\n", + " 4.0\n", " 3.0\n", " \n", " \n", " labels_creativity_value\n", - " 0.5625\n", - " 0.0\n", - " 0.333333\n", + " 0.25\n", + " 0.375\n", + " 0.666667\n", " \n", " \n", " labels_creativity_count\n", - " 4.0\n", " 3.0\n", + " 4.0\n", " 3.0\n", " \n", " \n", " labels_violence_value\n", + " 0.333333\n", " 0.0\n", - " 0.166667\n", - " 0.0\n", + " 0.083333\n", " \n", " \n", " labels_violence_count\n", - " 4.0\n", " 3.0\n", + " 4.0\n", " 3.0\n", " \n", " \n", @@ -962,7 +1802,7 @@ " emojis_-1\n", " NaN\n", " NaN\n", - " 1.0\n", + " NaN\n", " \n", " \n", " labels_helpfulness_value\n", @@ -1023,59 +1863,59 @@ "" ], "text/plain": [ - " 43999 39407 67791\n", - "message_tree_id 9f1ce75b-f502-41df-8ffb-69db18f0a073 8f2b1c19-3bf3-43f7-b217-9b630e93cec7 f550516e-9d8e-45db-a470-c6983aa00cb0\n", - "tree_state ready_for_export prompt_lottery_waiting halted_by_moderator\n", - "message_id 9f1ce75b-f502-41df-8ffb-69db18f0a073 8f2b1c19-3bf3-43f7-b217-9b630e93cec7 f550516e-9d8e-45db-a470-c6983aa00cb0\n", - "user_id 077c19c4-cc35-46a9-a9b9-c143883acf03 75543755-a768-4747-9744-780c701e5d72 8f271291-b2e0-4921-9fb8-1a93f476af0f\n", - "created_date 2023-02-11T02:11:11.337737+00:00 2023-02-24T13:31:20.004889+00:00 2023-02-08T14:11:50.396091+00:00\n", - "text Explícame como solucionar ecuaciones diferenci... Who invented the World Wide Web? First, learn the diatonic chords within the ke...\n", - "role prompter prompter prompter\n", - "lang es en en\n", - "review_count 3 3 3\n", - "review_result True True True\n", - "deleted False False False\n", - "synthetic False False False\n", - "emojis_+1 6.0 NaN NaN\n", - "emojis__skip_reply 20.0 NaN NaN\n", - "emojis__skip_ranking 3.0 NaN NaN\n", - "replies [{'message_id': '71c7297c-cb2f-4a80-b216-32ff4... [] []\n", - "labels_spam_value 0.0 0.333333 0.333333\n", - "labels_spam_count 4.0 3.0 3.0\n", - "labels_lang_mismatch_value 0.0 0.0 0.0\n", - "labels_lang_mismatch_count 3.0 3.0 3.0\n", - "labels_pii_value 0.0 0.0 0.0\n", - "labels_pii_count 3.0 3.0 3.0\n", - "labels_not_appropriate_value 0.0 0.0 0.333333\n", - "labels_not_appropriate_count 3.0 3.0 3.0\n", - "labels_hate_speech_value 0.0 0.0 0.0\n", - "labels_hate_speech_count 3.0 3.0 3.0\n", - "labels_sexual_content_value 0.0 0.0 0.0\n", - "labels_sexual_content_count 3.0 3.0 3.0\n", - "labels_quality_value 0.9375 0.25 0.333333\n", - "labels_quality_count 4.0 3.0 3.0\n", - "labels_toxicity_value 0.0 0.166667 0.0\n", - "labels_toxicity_count 4.0 3.0 3.0\n", - "labels_humor_value 0.0625 0.166667 0.0\n", - "labels_humor_count 4.0 3.0 3.0\n", - "labels_creativity_value 0.5625 0.0 0.333333\n", - "labels_creativity_count 4.0 3.0 3.0\n", - "labels_violence_value 0.0 0.166667 0.0\n", - "labels_violence_count 4.0 3.0 3.0\n", - "emojis__skip_labeling NaN NaN NaN\n", - "emojis_-1 NaN NaN 1.0\n", - "labels_helpfulness_value NaN NaN NaN\n", - "labels_helpfulness_count NaN NaN NaN\n", - "emojis_red_flag NaN NaN NaN\n", - "labels_fails_task_value NaN NaN NaN\n", - "labels_fails_task_count NaN NaN NaN\n", - "labels_moral_judgement_value NaN NaN NaN\n", - "labels_moral_judgement_count NaN NaN NaN\n", - "labels_political_content_value NaN NaN NaN\n", - "labels_political_content_count NaN NaN NaN" + " 48018 11666 41125\n", + "message_tree_id ade33ed0-9e7c-46bd-a218-c65b768d614f 2a87454e-fcbf-4a92-8f7a-52b6181047bc 94ed9f29-300e-416d-ae1f-a31bdd1d0eb5\n", + "tree_state prompt_lottery_waiting prompt_lottery_waiting prompt_lottery_waiting\n", + "message_id ade33ed0-9e7c-46bd-a218-c65b768d614f 2a87454e-fcbf-4a92-8f7a-52b6181047bc 94ed9f29-300e-416d-ae1f-a31bdd1d0eb5\n", + "user_id d9e5aeda-0f3c-4c08-bf9c-a6250fa8a7ec 97894afc-2204-4c7b-9b91-f1c71c10f032 192504e6-aa57-4377-aa01-10b2aaa2d4e3\n", + "created_date 2023-02-19T07:03:41.540334+00:00 2023-02-05T11:19:14.747394+00:00 2023-02-07T16:02:40.418925+00:00\n", + "text Hello! Can you give me a topic to write a 200 ... Расскажи анекдот про рыбака и крокодила. Invent 5 new mythical creatures, give me their...\n", + "role prompter prompter prompter\n", + "lang en ru en\n", + "review_count 3 4 3\n", + "review_result True True True\n", + "deleted False False False\n", + "synthetic False False False\n", + "emojis_+1 NaN NaN NaN\n", + "emojis__skip_reply NaN NaN NaN\n", + "emojis__skip_ranking NaN NaN NaN\n", + "replies [] [] []\n", + "labels_spam_value 0.0 0.0 0.0\n", + "labels_spam_count 3.0 4.0 3.0\n", + "labels_lang_mismatch_value 0.333333 0.0 0.0\n", + "labels_lang_mismatch_count 3.0 4.0 3.0\n", + "labels_pii_value 0.0 0.0 0.0\n", + "labels_pii_count 3.0 4.0 3.0\n", + "labels_not_appropriate_value 0.0 0.0 0.0\n", + "labels_not_appropriate_count 3.0 4.0 3.0\n", + "labels_hate_speech_value 0.0 0.0 0.0\n", + "labels_hate_speech_count 3.0 4.0 3.0\n", + "labels_sexual_content_value 0.0 0.0 0.0\n", + "labels_sexual_content_count 3.0 4.0 3.0\n", + "labels_quality_value 0.416667 0.8125 0.5\n", + "labels_quality_count 3.0 4.0 3.0\n", + "labels_toxicity_value 0.333333 0.125 0.083333\n", + "labels_toxicity_count 3.0 4.0 3.0\n", + "labels_humor_value 0.0 0.25 0.5\n", + "labels_humor_count 3.0 4.0 3.0\n", + "labels_creativity_value 0.25 0.375 0.666667\n", + "labels_creativity_count 3.0 4.0 3.0\n", + "labels_violence_value 0.333333 0.0 0.083333\n", + "labels_violence_count 3.0 4.0 3.0\n", + "emojis__skip_labeling NaN NaN NaN\n", + "emojis_-1 NaN NaN NaN\n", + "labels_helpfulness_value NaN NaN NaN\n", + "labels_helpfulness_count NaN NaN NaN\n", + "emojis_red_flag NaN NaN NaN\n", + "labels_fails_task_value NaN NaN NaN\n", + "labels_fails_task_count NaN NaN NaN\n", + "labels_moral_judgement_value NaN NaN NaN\n", + "labels_moral_judgement_count NaN NaN NaN\n", + "labels_political_content_value NaN NaN NaN\n", + "labels_political_content_count NaN NaN NaN" ] }, - "execution_count": 9, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -1087,7 +1927,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 31, "metadata": {}, "outputs": [], "source": [ @@ -1097,17 +1937,20 @@ "df[\"created_date\"] = pd.to_datetime(df[\"created_date\"])\n", "\n", "# get reply count col\n", - "df[\"replies_count\"] = df[\"replies\"].apply(lambda x: len(x))" + "df[\"replies_count\"] = df[\"replies\"].apply(lambda x: len(x))\n", + "\n", + "# only keep messages with replies\n", + "df = df[df[\"replies_count\"] > 0]" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1133,12 +1976,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 33, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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hhmOr3enU6jB8+HA98MAD+uyzz/T222/r6quvrjFEOXjwoHJzc/Xaa6+d8CmDBw4ckCQ99NBDWrFihS666CJ16NBBAwcO1C233KI+ffo4r50xY4ZGjRql1q1bq0ePHrrqqqs0cuRIl/lIe/fu1ZQpU/TJJ59U+wzz8vJcPoPj++k4duyMqZ9//ll5eXk1bjU8tv5LL71Uw4YN07Rp0zRr1iz169dPQ4cO1S233KLAwMAaXysdDZhO9rNYU1B100036eOPP1ZaWpp69+6tX375RZs2bdLzzz/vUrthGDrrrLNqvO+xIZAknXHGGQoICDhhHfXp+J/7yMhISVLr1q2rHa+oqFBeXp5iY2Pdfk/1JTEx0eXrn3/+WVJlOHUijhlXR44cqbHec845xxlwO/To0aNO9fXt21ezZs3SmjVrdMUVV2jbtm2aMWOGJKl3794qKyvThg0blJCQoP379zu37R3PMIx6mVMFAIBECAUAgKTKEKpVq1b64Ycf3Hrd6fxyVl5eXuNxq9Va4/FjV7j4mpYtW6pfv36aOXOm1qxZc8In4jmGl996660n/GX93HPPlVQZku3cuVOLFy/W0qVL9cEHH+iVV17RlClTNG3aNEmVT++6+OKL9dFHH2n58uV69tln9cwzz+jDDz/UoEGDVF5ergEDBig7O1sPPfSQOnbsqNDQUP3xxx+67bbbXIap11ZFRYVatGiht99+u8bzzZs3l1T5s/H+++9r3bp1WrRokZYtW6bbb79dM2fO1Lp160648sYRDn7//fcaOnRojdd8//33kuTy5LZrrrlGISEheu+999S7d2+999578vPz0w033OBSu8Vi0WeffVbjz9nxNR270sfTTvRzf6p/D+6+p+PFxsaqrKxMhw8frvVKSKn6Z+P4WXr22WfVrVu3Gl8TFhZW41D1k8nOzlZpaWmt6nEEd9LR+U6rV692PtEwOTlZktSsWTOdddZZWr16tXN4+/HzoBxycnLUrFkzt2oGAOBECKEAAKhy9dVX67XXXlNaWprzl7UTSUhIUEVFhX7++WeX4d2ZmZnKzc1VQkKC81h0dLRyc3NdXl9aWqr9+/fXuVZ3wq+EhAStWLGi2i/ZP/74o/N8fbjlllt0xx13KCoqSldddVWN1zRv3lzh4eEqLy93eRrZiYSGhuqmm27STTfdpNLSUl133XV68sknNXnyZAUFBUmqDMDuvfde3XvvvTpw4IC6d++uJ598UoMGDdLWrVv1008/af78+Ro5cqTzvqmpqS7fx/EZ7Nq1q1oNxx9r3769VqxYoT59+tQqpOnVq5d69eqlJ598UgsWLNCIESP0zjvvnHDlSd++fRUVFaUFCxbo73//e43ByltvvSWp8mf22M/q6quv1sKFC/Xcc8/p3Xff1cUXX6xWrVq51G4YhhITE3X22WefsnYzON331LFjR0mVT8lzBKB1rUOqDLRP9rPdvHlzBQcHO1dOHWvnzp3Vjl133XVatWrVKb//qFGjNG/ePOfXLVq0cAZNoaGhSkpKchnQ3rt3b61Zs0a///67rFbrCf87Lz09Xeedd94pvz8AALXBTCgAAKpMmjRJoaGhuuOOO5SZmVnt/C+//KIXXnhBkpwhy7FbnSTpueeekyQNHjzYeax9+/b66quvXK577bXXTrgSqjZCQ0OrBVsnctVVV6m8vFwvv/yyy/FZs2bJYrFo0KBBda7jWNdff70effRRvfLKKyfcwmW1WjVs2DB98MEHNa46O3jwoPPvWVlZLucCAgKUlJQkwzBkt9tVXl7u3E7n0KJFC7Vq1cq52sQR4By7iswwDGcfHVq1aqUuXbrorbfeUkFBgfP4qlWrtHXrVpdrb7zxRpWXl+vxxx+vVn9ZWZmzLzk5OdVWrzlWyJxsNUxISIgeeOAB7dy50/n0w2MtWbJE8+bNU0pKinr16uVy7qabbtK+ffv0+uuv67vvvtNNN93kcv66666T1WrVtGnTqtVmGEa1z9wMTvc9OcKXb7755rTq6NGjh9q3b69//vOfLj9DDo6fbavVqpSUFH388cfau3ev8/yOHTu0bNmyaq+r60woqTLQ3LJli5YvX17tqZ+9e/dWWlqavv76a5177rk1rgLLy8vTL7/8UusnhgIAcCqshAIAoEr79u21YMEC3XTTTerUqZNGjhypLl26qLS0VGvXrtXChQt12223SZLOO+88jRo1Sq+99ppyc3N16aWXasOGDZo/f76GDh2qyy67zHnfO+64Q/fcc4+GDRumAQMG6LvvvtOyZctOa4tLjx499Oqrr+qJJ55Qhw4d1KJFC11++eU1XnvNNdfosssu09///nft2bNH5513npYvX67/9//+n8aPH+9cwXG6IiMjNXXq1FNe9/TTT2vlypXq2bOn7rzzTiUlJSk7O1vffvutVqxYoezsbEnSwIEDFR8frz59+iguLk47duzQyy+/rMGDBys8PFy5ubk688wzdf311+u8885TWFiYVqxYoY0bN2rmzJmSKle5tG/fXg888ID++OMPRURE6IMPPqhxvtZTTz2lIUOGqE+fPho9erRycnL08ssvq0uXLi6hwqWXXqq7775b06dP15YtWzRw4EDZbDb9/PPPWrhwoV544QVdf/31mj9/vl555RVde+21at++vQ4fPqx///vfioiIOOFKMYeHH35Ymzdv1jPPPKO0tDQNGzZMwcHBWr16tf773/+qU6dOmj9/frXXXXXVVQoPD9cDDzzgDPyO1b59ez3xxBOaPHmy9uzZo6FDhyo8PFzp6en66KOPdNddd+mBBx44ZQ99yem+p3bt2qlLly5asWJFtSHo7vDz89Prr7+uQYMGqXPnzho9erTOOOMM/fHHH1q5cqUiIiK0aNEiSdK0adO0dOlSXXzxxbr33ntVVlaml156SZ07d3ZutXSo60woqTKEmjt3rjZu3Khx48a5nOvdu7fy8vKUl5env/zlLzW+fsWKFTIMQ0OGDKlzDQAAuGjIR/EBAGAGP/30k3HnnXcabdu2NQICAozw8HCjT58+xksvvWQUFxc7r7Pb7ca0adOMxMREw2azGa1btzYmT57sco1hGEZ5ebnx0EMPGc2aNTNCQkKMlJQUY9euXUZCQoLLY9Xnzp1rSDI2btzo8nrHI+FXrlzpPJaRkWEMHjzYCA8PNyS5PPK+JocPHzYmTJhgtGrVyrDZbMZZZ51lPPvssy6PkjeMysfBd+7cuVafU22uddS+cOFCl+OZmZnGuHHjjNatWxs2m82Ij483rrjiCuO1115zXvOvf/3LuOSSS4zY2FgjMDDQaN++vfHggw8aeXl5hmEYRklJifHggw8a5513nhEeHm6EhoYa5513nvHKK6+4fK/t27cb/fv3N8LCwoxmzZoZd955p/Hdd98Zkoy5c+e6XPvOO+8YHTt2NAIDA40uXboYn3zyiTFs2DCjY8eO1d7ba6+9ZvTo0cMIDg42wsPDja5duxqTJk0y9u3bZxiGYXz77bfGzTffbLRp08YIDAw0WrRoYVx99dXGN998U6vPt7y83Jg7d67Rp08fIyIiwggKCjI6d+5sTJs2zSgoKDjh60aMGGFIMvr373/Caz744AOjb9++RmhoqBEaGmp07NjRGDdunLFz507nNe78LBxv8ODBRkJCQo3nLr30Upef1xP9jJzo38Ojjz5qSDIOHjzo9ns6keeee84ICwszioqKXI4nJCQYgwcPdjl2onodNm/ebFx33XXOn9uEhATjxhtvND7//HOX61atWmX06NHDCAgIMNq1a2fMmTPH+d7qy86dOw1JhiTjp59+cjlXUVFhREVFGZKMd999t8bX33TTTUbfvn3rrR4AACyG4cNTTgEAALysW7duat68ebU5Umg88vLy1K5dO82YMUNjxozxWh1Tp06tcVuhN2RkZCgxMVHvvPMOK6EAAPWGmVAAAACS7Ha7ysrKXI59+eWX+u6779SvXz/vFIUGERkZqUmTJunZZ5+t0xMTG6Pnn39eXbt2JYACANQrVkIBAABI2rNnj/r3769bb71VrVq10o8//qg5c+YoMjJSP/zwg2JjY71dIho5X1oJBQCAJzCYHAAAQFJ0dLR69Oih119/XQcPHlRoaKgGDx6sp59+mgAKAACgHrASCgAAAAAAAB7HTCgAAAAAAAB4HCEUAAAAAAAAPI6ZULVQUVGhffv2KTw8XBaLxdvlAAAAAAAA1AvDMHT48GG1atVKfn6eXatECFUL+/btU+vWrb1dBgAAAAAAgEf89ttvOvPMMz36PQihaiE8PFxSZUMiIiK8XE3jYbfbtXz5cg0cOFA2m83b5UD0xOzon7nQL3Ojf+ZDz8yN/pkb/TMX+mVudelffn6+Wrdu7cw+PIkQqhYcW/AiIiIIoeqR3W5XSEiIIiIi+C83H0FPzI3+mQv9Mjf6Zz70zNzon7nRP3OhX+Z2Ov1riPFDDCYHAAAAAACAxxFCAQAAAAAAwOMIoQAAAAAAAOBxhFAAAAAAAADwOEIoAAAAAAAAeBwhFAAAAAAAADyOEAoAAAAAAAAeRwgFAAAAAAAAjyOEAgAAAAAAgMcRQgEAAAAAAMDjCKEAAAAAAADgcV4NocrLy/WPf/xDiYmJCg4OVvv27fX444/LMAznNYZhaMqUKWrZsqWCg4PVv39//fzzzy73yc7O1ogRIxQREaGoqCiNGTNGBQUFLtd8//33uvjiixUUFKTWrVtrxowZDfIeAQAAAAAA4OUQ6plnntGrr76ql19+WTt27NAzzzyjGTNm6KWXXnJeM2PGDL344ouaM2eO1q9fr9DQUKWkpKi4uNh5zYgRI7Rt2zalpqZq8eLF+uqrr3TXXXc5z+fn52vgwIFKSEjQpk2b9Oyzz2rq1Kl67bXXGvT9AgAAAAAANFX+3vzma9eu1ZAhQzR48GBJUtu2bfW///1PGzZskFS5Cur555/XI488oiFDhkiS3nrrLcXFxenjjz/W8OHDtWPHDi1dulQbN27UBRdcIEl66aWXdNVVV+mf//ynWrVqpbffflulpaV68803FRAQoM6dO2vLli167rnnXMIqAAAAAAAAeIZXQ6jevXvrtdde008//aSzzz5b3333nVavXq3nnntOkpSenq6MjAz179/f+ZrIyEj17NlTaWlpGj58uNLS0hQVFeUMoCSpf//+8vPz0/r163XttdcqLS1Nl1xyiQICApzXpKSk6JlnnlFOTo6io6Nd6iopKVFJSYnz6/z8fEmS3W6X3W73yGfRFDk+Sz5T30FPzI3+mQv9Mjf6Zz70zNzon7nRP3OhX+ZWl/41ZK+9GkI9/PDDys/PV8eOHWW1WlVeXq4nn3xSI0aMkCRlZGRIkuLi4lxeFxcX5zyXkZGhFi1auJz39/dXTEyMyzWJiYnV7uE4d3wINX36dE2bNq1avcuXL1dISEhd3y5OIDU11dsl4Dj0xNzon7nQL3Ojf+ZDz8yN/pkb/TMX+mVu7vSvqKjIg5W48moI9d577+ntt9/WggULnFvkxo8fr1atWmnUqFFeq2vy5MmaOHGi8+v8/Hy1bt1aAwcOVEREhNfqamzsdrtSU1M1YMAA2Ww2b5fjorzC0De/5ujA4RK1CA/UBQnRsvpZvF2Wx/lyT3Bq9M9c6Je50T/zoWfmRv/Mjf6ZC/0yt7r0z7H7qyF4NYR68MEH9fDDD2v48OGSpK5du+rXX3/V9OnTNWrUKMXHx0uSMjMz1bJlS+frMjMz1a1bN0lSfHy8Dhw44HLfsrIyZWdnO18fHx+vzMxMl2scXzuuOVZgYKACAwOrHbfZbPwj9ABf+1yX/rBf0xZt1/68o8PvW0YG6dFrknRll5YneWXj4Ws9gXvon7nQL3Ojf+ZDz8yN/pkb/TMX+mVu7vSvIfvs1afjFRUVyc/PtQSr1aqKigpJUmJiouLj4/X55587z+fn52v9+vVKTk6WJCUnJys3N1ebNm1yXvPFF1+ooqJCPXv2dF7z1VdfuexzTE1N1TnnnFNtKx6atqU/7NfY/37rEkBJUkZescb+91st/WG/lyoDAAAAAMDcvBpCXXPNNXryySe1ZMkS7dmzRx999JGee+45XXvttZIki8Wi8ePH64knntAnn3yirVu3auTIkWrVqpWGDh0qSerUqZOuvPJK3XnnndqwYYPWrFmj++67T8OHD1erVq0kSbfccosCAgI0ZswYbdu2Te+++65eeOEFly13QHmFoWmLtsuo4Zzj2LRF21VeUdMVAAAAAADgZLy6He+ll17SP/7xD9177706cOCAWrVqpbvvvltTpkxxXjNp0iQVFhbqrrvuUm5urvr27aulS5cqKCjIec3bb7+t++67T1dccYX8/Pw0bNgwvfjii87zkZGRWr58ucaNG6cePXqoWbNmmjJliu66664Gfb/wbRvSs6utgDqWIWl/XrE2pGcruX1swxUGAAAAAEAj4NUQKjw8XM8//7yef/75E15jsVj02GOP6bHHHjvhNTExMVqwYMFJv9e5556rr7/+uq6logk4cPjEAVRdrgMAAAAAAEd5dTse4EtahAed+iI3rgMAAAAAAEcRQgFVLkqMUcvIIFlOcN6iyqfkXZQY05BlAQAAAADQKBBCAVWsfhY9ek1SjeccwdSj1yTJ6neimAoAAAAAAJwIIRRwjCu7tNSrt3aX/3FBU3xkkF69tbuu7NLSS5UBAAAAAGBuXh1MDviiK7u0VGzoNmUeLpEkvT7yAl3WsQUroAAAAAAAOA2shAKOYxiGcorszq/btwgjgAIAAAAA4DQRQgHHKSgpU2l5hfPr7MISL1YDAAAAAEDjQAgFHCeroPSkXwMAAAAAAPcRQgHHySp0DZ1yigihAAAAAAA4XYRQwHGyjwuhjg+lAAAAAACA+wihgOMcPwMqm+14AAAAAACcNkIo4DjHr3zKZjseAAAAAACnjRAKOI5jEHlMaICk6tvzAAAAAACA+wihgOM4QqcOLcJcvgYAAAAAAHVHCAUcx7Ed7yxCKAAAAAAA6g0hFHAcx2ByQigAAAAAAOoPIRRwHMdMqLPiwiVJRaXlKraXe7MkAAAAAABMjxAKOIZhGM7teG1iQmSzWiSxGgoAAAAAgNNFCAUco7C0XKVlFZKk2LAAnpAHAAAAAEA9IYQCjpFdtRUv2GZVSIC/okMqQ6gsQigAAAAAAE4LIRRwjENVQ8kdK6Biwyr/M4cQCgAAAACA00IIBRzDsRLKET7FhAZKYiUUAAAAAACnixAKOIZj9pNjJVRMiK3qeInXagIAAAAAoDEghAKO4VjxFFu1AsqxEiq70O61mgAAAAAAaAwIoYBjZBVUrnhybscLczwdj5VQAAAAAACcDkIo4BjVt+MFuBwHAAAAAAB1QwgFHCPr+BAqlBAKAAAAAID6QAgFHCPbOROqMnyKDSOEAgAAAACgPhBCAcc4OhOqciB5dNV2vNwjdpVXGF6rCwAAAAAAsyOEAqoYhnHM0/Eqw6foEFvVOSm3iNVQAAAAAADUFSEUUKWotFwlZRWSjs6C8rf6KaoqiGJLHgAAAAAAdUcIBVRxhEyB/n4KCbA6jzuekJdFCAUAAAAAQJ0RQgFVHCFTs7BAWSwW53GekAcAAAAAwOkjhAKqOIaSO0InB0IoAAAAAABOHyEUUMWxEooQCgAAAACA+kcIBVTJPu7JeA6EUAAAAAAAnD5CKKCKM4QKI4QCAAAAAKC+EUIBVQ45Z0IFuhwnhAIAAAAA4PQRQgFVTrUdL4sQCgAAAACAOiOEAqpkn2AweWzVyqgcQigAAAAAAOqMEAqoklVQ80yo6FCbpMqQyjCMBq8LAAAAAIDGgBAKqJJVWDkTKva4mVCOr0vLK1RQUtbgdQEAAAAA0BgQQgGSikrLVGyvkCTFHLcSKjjAqmCbVZKUU2hv8NoAAAAAAGgMCKEAHd2KF+Dvp9AAa7XzR4eTlzRoXQAAAAAANBaEUICODiVvFhogi8VS7bwjhMpmODkAAAAAAHVCCAXo6Aqn47fiORBCAQAAAABwegihAB3djhdz3FByB0IoAAAAAABODyEUoKPhUmwoK6EAAAAAAPAEQihAhFAAAAAAAHgaIRQg6ZBjOx4zoQAAAAAA8AhCKEBSdtVg8lOthMoihAIAAAAAoE68GkK1bdtWFoul2p9x48ZJkoqLizVu3DjFxsYqLCxMw4YNU2Zmpss99u7dq8GDByskJEQtWrTQgw8+qLKyMpdrvvzyS3Xv3l2BgYHq0KGD5s2b11BvESbhWOF0osHkjnAqp4gQCgAAAACAuvBqCLVx40bt37/f+Sc1NVWSdMMNN0iSJkyYoEWLFmnhwoVatWqV9u3bp+uuu875+vLycg0ePFilpaVau3at5s+fr3nz5mnKlCnOa9LT0zV48GBddtll2rJli8aPH6877rhDy5Yta9g3C5+W5Qyhal4JFe3YjldACAUAAAAAQF34e/ObN2/e3OXrp59+Wu3bt9ell16qvLw8vfHGG1qwYIEuv/xySdLcuXPVqVMnrVu3Tr169dLy5cu1fft2rVixQnFxcerWrZsef/xxPfTQQ5o6daoCAgI0Z84cJSYmaubMmZKkTp06afXq1Zo1a5ZSUlIa/D3DN2VVhUvNTjATyrES6nBJmUrKyhXob22w2gAAAAAAaAy8GkIdq7S0VP/97381ceJEWSwWbdq0SXa7Xf3793de07FjR7Vp00ZpaWnq1auX0tLS1LVrV8XFxTmvSUlJ0dixY7Vt2zadf/75SktLc7mH45rx48efsJaSkhKVlJQ4v87Pz5ck2e122e32enrHcHyW3v5Mj5SW64i9XJIUHuBXYz3BVsnqZ1F5haGDeUWKiwhq6DIbhK/0BHVD/8yFfpkb/TMfemZu9M/c6J+50C9zq0v/GrLXPhNCffzxx8rNzdVtt90mScrIyFBAQICioqJcrouLi1NGRobzmmMDKMd5x7mTXZOfn68jR44oODi4Wi3Tp0/XtGnTqh1fvny5QkJC6vT+cGKObZjekl0iSf6yWgx99flyWSw1XxdstaqgwqJPln2hM0IbssKG5+2e4PTQP3OhX+ZG/8yHnpkb/TM3+mcu9Mvc3OlfUVGRBytx5TMh1BtvvKFBgwapVatW3i5FkydP1sSJE51f5+fnq3Xr1ho4cKAiIiK8WFnjYrfblZqaqgEDBshms3mtjq1/5Enfrlez8CANHnzpCa97+Zc1+vlAoZK691Sf9rENWGHD8ZWeoG7on7nQL3Ojf+ZDz8yN/pkb/TMX+mVudemfY/dXQ/CJEOrXX3/VihUr9OGHHzqPxcfHq7S0VLm5uS6roTIzMxUfH++8ZsOGDS73cjw979hrjn+iXmZmpiIiImpcBSVJgYGBCgys/pQ0m83GP0IP8PbnmldSIUlqFhZ40jpiwwL184FC5ZdUNPqfA2/3BKeH/pkL/TI3+mc+9Mzc6J+50T9zoV/m5k7/GrLPXn06nsPcuXPVokULDR482HmsR48estls+vzzz53Hdu7cqb179yo5OVmSlJycrK1bt+rAgQPOa1JTUxUREaGkpCTnNcfew3GN4x6AYyj5iZ6M5xDjfEJeyUmvAwAAAAAA1Xk9hKqoqNDcuXM1atQo+fsfXZgVGRmpMWPGaOLEiVq5cqU2bdqk0aNHKzk5Wb169ZIkDRw4UElJSfrzn/+s7777TsuWLdMjjzyicePGOVcy3XPPPdq9e7cmTZqkH3/8Ua+88oree+89TZgwwSvvF74nu7AyVIqtbQhVWOrxmgAAAAAAaGy8vh1vxYoV2rt3r26//fZq52bNmiU/Pz8NGzZMJSUlSklJ0SuvvOI8b7VatXjxYo0dO1bJyckKDQ3VqFGj9NhjjzmvSUxM1JIlSzRhwgS98MILOvPMM/X6668rJSWlQd4ffF9WoWMlVPUtmMdynM8uIoQCAAAAAMBdXg+hBg4cKMMwajwXFBSk2bNna/bs2Sd8fUJCgj799NOTfo9+/fpp8+bNp1UnGq/squ14sWGnWAkVUrlPlpVQAAAAAAC4z+vb8QBvc6yEOuV2vLDKlVCOGVIAAAAAAKD2CKHQ5B3djnfyEMoRUuWwHQ8AAAAAALcRQqHJcw4mP8V2vOgQBpMDAAAAAFBXhFBo8pwzoU4xmNwRUuUU2VVRUfMcMwAAAAAAUDNCKDRpxfZyFZaWS5JiarkSqrzCUH6x3eO1AQAAAADQmBBCoUlzzIOyWS0KDzz5wyID/P0UHuTv8joAAAAAAFA7hFBo0hxb8WJCA2SxWE55vWN4OXOhAAAAAABwDyEUmrQsx1DyU8yDciCEAgAAAACgbgih0KRlOYaSn2IelEMsIRQAAAAAAHVCCIUmzREmOVY4nYpjODkhFAAAAAAA7iGEQpOW5WYI5XiCHiEUAAAAAADuIYRCk5btnAnFdjwAAAAAADyJEApN2tGZULUbTO7YjpdFCAUAAAAAgFsIodCkubsdzzHAPIcQCgAAAAAAtxBCoUlzbKur7Xa8mNBAl9cBAAAAAIDaIYRCk+bu0/FinNvxSjxWEwAAAAAAjREhFJqsYnu5CkrKJNV+JpTj6XjF9godKS33WG0AAAAAADQ2hFBoshyroGxWiyKC/Gv1mtAAqwL8K//ZsBoKAAAAAIDaI4RCk+UIoaJDAmSxWGr1GovF4tySx1woAAAAAABqjxAKTZa7T8ZzcFxPCAUAAAAAQO0RQqHJyq7aTteslvOgHGLDCKEAAAAAAHAXIRSarKyCuq2EimY7HgAAAAAAbiOEQpPFdjwAAAAAABoOIRSarOyqlVCxboZQsYRQAAAAAAC4jRAKTZZjJVSsmzOhoqtCqCxCKAAAAAAAao0QCk1WVtVgcne34zlWQuUQQgEAAAAAUGuEUGiysp0roZgJBQAAAACApxFCocnKruPT8WLYjgcAAAAAgNsIodAklZSV63BJmSSpWah7M6EcIVTeEbvKyivqvTYAAAAAABojQig0SY6tdP5+FkUE+7v12qiQAFkslX/PKbLXd2kAAAAAADRKhFBokrKqtuJFhwbI4kiUasnqZ1FUsE0Sc6EAAAAAAKgtQig0Sc6h5G7Og3JgODkAAAAAAO4hhEKTVNcn4znEVs2RIoQCAAAAAKB2CKHQJB0qKJEkxbg5lNwhOtSxHa+k3moCAAAAAKAxI4RCk3T62/Eqw6ssVkIBAAAAAFArhFBokhwhVEwdQyhHeJVDCAUAAAAAQK0QQqFJyjrNECq66nWshAIAAAAAoHYIodAkZVXNhGpW58HkPB0PAAAAAAB3EEKhSTq6Ha9ug8ljCKEAAAAAAHALIRSapNPdjkcIBQAAAACAewih0OSUllXocHGZpNN5Ol7VYPKiUhmGUW+1AQAAAADQWBFCocnJKapcvWT1sygy2FanezhCKHu5ocMlZfVWGwAAAAAAjRUhFJqcQ1VDyaNDAuTnZ6nTPYJsVoUEWCVJ2QVsyQMAAAAA4FQIodDkOOY41XUrnoNjNVQWc6EAAAAAADglQig0OdmnOZTcwRFi5RBCAQAAAABwSoRQaHKyqrbPxYadXggVzRPyAAAAAACoNUIoNDlZhZUzodiOBwAAAABAwyGEQpNzdDte4Gndx7kdr4gQCgAAAACAUyGEQpPj2I4XU0/b8bJ4Oh4AAAAAAKdECIUmx7ESqlk9DSbPrtreBwAAAAAATowQCk1OVj09Hc+xnS+7yH7aNQEAAAAA0Nh5PYT6448/dOuttyo2NlbBwcHq2rWrvvnmG+d5wzA0ZcoUtWzZUsHBwerfv79+/vlnl3tkZ2drxIgRioiIUFRUlMaMGaOCggKXa77//ntdfPHFCgoKUuvWrTVjxowGeX/wPVkFVYPJT3M7XkyoTRIroQAAAAAAqA2vhlA5OTnq06ePbDabPvvsM23fvl0zZ85UdHS085oZM2boxRdf1Jw5c7R+/XqFhoYqJSVFxcXFzmtGjBihbdu2KTU1VYsXL9ZXX32lu+66y3k+Pz9fAwcOVEJCgjZt2qRnn31WU6dO1Wuvvdag7xfeZy+vUH5xmaTTH0zuXAnFTCgAAAAAAE7J35vf/JlnnlHr1q01d+5c57HExETn3w3D0PPPP69HHnlEQ4YMkSS99dZbiouL08cff6zhw4drx44dWrp0qTZu3KgLLrhAkvTSSy/pqquu0j//+U+1atVKb7/9tkpLS/Xmm28qICBAnTt31pYtW/Tcc8+5hFVo/HKqtuL5WaSoYNtp3cuxna+wtFzF9nIF2aynXR8AAAAAAI2VV0OoTz75RCkpKbrhhhu0atUqnXHGGbr33nt15513SpLS09OVkZGh/v37O18TGRmpnj17Ki0tTcOHD1daWpqioqKcAZQk9e/fX35+flq/fr2uvfZapaWl6ZJLLlFAwNHtVykpKXrmmWeUk5PjsvJKkkpKSlRScnSLVX5+viTJbrfLbmf+T31xfJYN+Zlm5BZJkqJDAlReXqby8rrfK9hqyN/PorIKQwfyitQyMqieqvQeb/QE9Yf+mQv9Mjf6Zz70zNzon7nRP3OhX+ZWl/41ZK+9GkLt3r1br776qiZOnKj/+7//08aNG/XXv/5VAQEBGjVqlDIyMiRJcXFxLq+Li4tznsvIyFCLFi1czvv7+ysmJsblmmNXWB17z4yMjGoh1PTp0zVt2rRq9S5fvlwhISGn8Y5Rk9TU1Ab7XjtzLZKsslWU6NNPPz3t+4VYrcqvsGjR8i90Zujp1+crGrInqH/0z1zol7nRP/OhZ+ZG/8yN/pkL/TI3d/pXVFTkwUpceTWEqqio0AUXXKCnnnpKknT++efrhx9+0Jw5czRq1Civ1TV58mRNnDjR+XV+fr5at26tgQMHKiIiwmt1NTZ2u12pqakaMGCAbLbT2xpXW+Xf75d2bFVCfIyuuurC077fK7vXKj+zQEnn91TfDrH1UKF3eaMnqD/0z1zol7nRP/OhZ+ZG/8yN/pkL/TK3uvTPsfurIXg1hGrZsqWSkpJcjnXq1EkffPCBJCk+Pl6SlJmZqZYtWzqvyczMVLdu3ZzXHDhwwOUeZWVlys7Odr4+Pj5emZmZLtc4vnZcc6zAwEAFBlYfWm2z2fhH6AEN+bnmFVfuv2sWHlQv37NyOHmB8kvKG9XPBj/r5kb/zIV+mRv9Mx96Zm70z9zon7nQL3Nzp38N2WevPh2vT58+2rlzp8uxn376SQkJCZIqh5THx8fr888/d57Pz8/X+vXrlZycLElKTk5Wbm6uNm3a5Lzmiy++UEVFhXr27Om85quvvnLZ55iamqpzzjmn2lY8NG5ZVU+yiw0NOMWVtRMTFuByXwAAAAAAUDOvhlATJkzQunXr9NRTT2nXrl1asGCBXnvtNY0bN06SZLFYNH78eD3xxBP65JNPtHXrVo0cOVKtWrXS0KFDJVWunLryyit15513asOGDVqzZo3uu+8+DR8+XK1atZIk3XLLLQoICNCYMWO0bds2vfvuu3rhhRdcttyhaciqejpeTD2FUI4wK6eIEAoAAAAAgJPx6na8Cy+8UB999JEmT56sxx57TImJiXr++ec1YsQI5zWTJk1SYWGh7rrrLuXm5qpv375aunSpgoKOPons7bff1n333acrrrhCfn5+GjZsmF588UXn+cjISC1fvlzjxo1Tjx491KxZM02ZMkV33XVXg75feF92YeVTD+trJVR0SNVKqEJCKAAAAAAATsarIZQkXX311br66qtPeN5iseixxx7TY489dsJrYmJitGDBgpN+n3PPPVdff/11netE45DtXAlVfeZXXcRWbcfLZjseAAAAAAAn5dXteEBDc86ECqunmVBVK6qy2Y4HAAAAAMBJEUKhSXFsm6u3weRV2/Gy2Y4HAAAAAMBJEUKhybCXVyjvSOUTEutrMLnj6XiEUAAAAAAAnBwhFJoMxxPsLBYpKqR+t+PlFpWqvMKol3sCAAAAANAYEUKhyXAOJQ8JkNXPUi/3dDwdr8KQc5UVAAAAAACojhAKTYZjKHl9bcWTJJvVTxFBlQ+ZzC4sqbf7AgAAAADQ2BBCoclwDCWvzxBKkmLDAiVJ2YWshAIAAAAA4EQIodBkZBdUrlSKDavfECo6xFZ5f1ZCAQAAAABwQoRQaDIcM6FiQwPr9b4xVffL4gl5AAAAAACcECEUmoxDntqOV3W/HEIoAAAAAABOiBAKTUZ21WDyet+OVxVCsRIKAAAAAIATI4RCk5Ht4ZVQ2YRQAAAAAACcECEUmoysqsHh9T8TihAKAAAAAIBTIYRCk+HYLlff2/EIoQAAAAAAODVCKDQJZeUVyi2yS6r/7XiEUAAAAAAAnBohFJqEnKoAymKRokM8F0IZhlGv9wYAAAAAoLEghEKT4FilFB0SIKufpV7v7QihSsoqVFRaXq/3BgAAAACgsSCEQpOQVVA5lLy+t+JJUkiAVYH+lf+U2JIHAAAAAEDNCKHQJDiGknsihLJYLIplLhQAAAAAACdFCIUmwREOxXoghJKkaEIoAAAAAABOihAKTYInV0Ide98sQigAAAAAAGpECIUmwTETKjYs0CP3d6ywyiGEAgAAAACgRoRQaBIaajseK6EAAAAAAKgZIRSaBE9vxzs6mLzEI/cHAAAAAMDsCKHQJHh6JVRMaGDV97F75P4AAAAAAJgdIRSaBGcI5aGZUDGhtqrvw0ooAAAAAABqQgiFRq+8wlBOkaefjudYCcVMKAAAAAAAakIIhUYvp6hUhlH59+gQm0e+R4xzJhQhFAAAAAAANSGEQqPnCIaiQmzyt3rmR94RQuUXl8leXuGR7wEAAAAAgJkRQqHRyyrw7FBySYoKtsnPUvn3HFZDAQAAAABQDSEUGr2sqmHhsaGeGUouSX5+FkWHVG3JKyKEAgAAAADgeIRQaPQc2/E8NZTcIdoxF6qAEAoAAAAAgOMRQqHRc2zHiwnzbAjlCLmy2I4HAAAAAEA1hFBo9BwroZp5eCWUY+ZUDtvxAAAAAACohhAKjZ5jJlRDbcfLYjseAAAAAADVEEKh0Tu6Hc9zg8mloyuhstmOBwAAAABANYRQaPQcoVCsh1dCOVZa8XQ8AAAAAACqI4RCo+cMoRpoMDlPxwMAAAAAoDpCKDRq5RWGc2WSp2dCxbAdDwAAAACAEyKEQqOWW1Qqw6j8e3RIw4RQWYRQAAAAAABUQwiFRs2xKiky2Cab1bM/7o4QKqeoVIYj+QIAAAAAAJIIodDIZTXQPCjpaAhVXmEo/0iZx78fAAAAAABmQgiFRi2roGGejCdJgf5WhQX6V37fwhKPfz8AAAAAAMyEEAqNWnZVGOTpoeQO0aE2SZVb8gAAAAAAwFGEUGjUHNvxYkIDG+T7Ob6PYwUWAAAAAACoRAiFRs0xmLwhtuMd+32yeUIeAAAAAAAuCKHQqDlnQjXAYHJJig6pCqHYjgcAAAAAgAtCKDRqWQ08E8oRdmWzHQ8AAAAAABeEUGjUjm7Ha6iZUGzHAwAAAACgJqcdQpWXl2vLli3Kycmpj3qAepXtHEzeMCuhYtiOBwAAAABAjdwOocaPH6833nhDUmUAdemll6p79+5q3bq1vvzyy/quD6izigrDGUI1a6CZUKyEAgAAAACgZm6HUO+//77OO+88SdKiRYuUnp6uH3/8URMmTNDf//53t+41depUWSwWlz8dO3Z0ni8uLta4ceMUGxursLAwDRs2TJmZmS732Lt3rwYPHqyQkBC1aNFCDz74oMrKylyu+fLLL9W9e3cFBgaqQ4cOmjdvnrtvGyaUe8SuCqPy79ENtRKqKuzKYiYUAAAAAAAu3A6hDh06pPj4eEnSp59+qhtuuEFnn322br/9dm3dutXtAjp37qz9+/c7/6xevdp5bsKECVq0aJEWLlyoVatWad++fbruuuuc58vLyzV48GCVlpZq7dq1mj9/vubNm6cpU6Y4r0lPT9fgwYN12WWXacuWLRo/frzuuOMOLVu2zO1aYS7ZVUPJI4L8ZbM2zPiz2KqwK4fteAAAAAAAuPB39wVxcXHavn27WrZsqaVLl+rVV1+VJBUVFclqtbpfgL+/M9Q6Vl5ent544w0tWLBAl19+uSRp7ty56tSpk9atW6devXpp+fLl2r59u1asWKG4uDh169ZNjz/+uB566CFNnTpVAQEBmjNnjhITEzVz5kxJUqdOnbR69WrNmjVLKSkpbtcL83CsRooNa5ih5NLRFVdFpeUqtpcryOb+vwkAAAAAABojt0Oo0aNH68Ybb1TLli1lsVjUv39/SdL69etdttLV1s8//6xWrVopKChIycnJmj59utq0aaNNmzbJbrc77y9JHTt2VJs2bZSWlqZevXopLS1NXbt2VVxcnPOalJQUjR07Vtu2bdP555+vtLQ0l3s4rhk/fvwJayopKVFJSYnz6/z8fEmS3W6X3W53+z2iZo7P0lOf6YH8I5KkmBBbg/UtyM+QzWqRvdxQZm6hWkUFN8j3rS+e7gk8i/6ZC/0yN/pnPvTM3OifudE/c6Ff5laX/jVkr90OoaZOnaouXbrot99+0w033KDAwMpVJlarVQ8//LBb9+rZs6fmzZunc845R/v379e0adN08cUX64cfflBGRoYCAgIUFRXl8pq4uDhlZGRIkjIyMlwCKMd5x7mTXZOfn68jR44oOLh6SDB9+nRNmzat2vHly5crJCTErfeIU0tNTfXIfVdnWCRZVXo4W59++qlHvkdNQvysyiu3aNHylWod1mDftl55qidoGPTPXOiXudE/86Fn5kb/zI3+mQv9Mjd3+ldUVOTBSly5HUJJ0vXXXy+pcnC4w6hRo9y+z6BBg5x/P/fcc9WzZ08lJCTovffeqzEcaiiTJ0/WxIkTnV/n5+erdevWGjhwoCIiIrxWV2Njt9uVmpqqAQMGyGaz1fv9f1n5i5T+i5Lat9ZVV3Wu9/ufyKu71yovs0BJ51+ki89q1mDftz54uifwLPpnLvTL3Oif+dAzc6N/5kb/zIV+mVtd+ufY/dUQ3A6hysvL9dRTT2nOnDnKzMzUTz/9pHbt2ukf//iH2rZtqzFjxtS5mKioKJ199tnatWuXBgwYoNLSUuXm5rqshsrMzHTOkIqPj9eGDRtc7uF4et6x1xz/RL3MzExFREScMOgKDAx0rvA6ls1m4x+hB3jqc807UvmUxGbhQQ3at9jwQCmzQHkl5ab9eeFn3dzon7nQL3Ojf+ZDz8yN/pkb/TMX+mVu7vSvIfvs9iPDnnzySc2bN08zZsxQQMDRx9536dJFr7/++mkVU1BQoF9++UUtW7ZUjx49ZLPZ9PnnnzvP79y5U3v37lVycrIkKTk5WVu3btWBAwec16SmpioiIkJJSUnOa469h+Maxz3QeGUVVg0mD224weSSFFP1/bIL2UMNAAAAAICD2yHUW2+9pddee00jRoxweRreeeedpx9//NGtez3wwANatWqV9uzZo7Vr1+raa6+V1WrVzTffrMjISI0ZM0YTJ07UypUrtWnTJo0ePVrJycnq1auXJGngwIFKSkrSn//8Z3333XdatmyZHnnkEY0bN865kumee+7R7t27NWnSJP3444965ZVX9N5772nChAnuvnWYzNGn4wWc4sr6FRNSmSJnF5ac4koAAAAAAJoOt7fj/fHHH+rQoUO14xUVFW5PVP/999918803KysrS82bN1ffvn21bt06NW/eXJI0a9Ys+fn5adiwYSopKVFKSopeeeUV5+utVqsWL16ssWPHKjk5WaGhoRo1apQee+wx5zWJiYlasmSJJkyYoBdeeEFnnnmmXn/9daWkpLj71mEy2VUroWJCGziEcq6EKm3Q7wsAAAAAgC9zO4RKSkrS119/rYSEBJfj77//vs4//3y37vXOO++c9HxQUJBmz56t2bNnn/CahISEUz75rF+/ftq8ebNbtcH8srwVQlWtvCKEAgAAAADgKLdDqClTpmjUqFH6448/VFFRoQ8//FA7d+7UW2+9pcWLF3uiRsBtFRWGcooqQ6BmYQ08EyqEEAoAAAAAgOO5PRNqyJAhWrRokVasWKHQ0FBNmTJFO3bs0KJFizRgwABP1Ai4Le+IXeUVhiQpOqSht+NVfr8sQigAAAAAAJzcXgklSRdffLFSU1Pruxag3jgCoPAgfwX4u521nhbHIPQcQigAAAAAAJwa9rdzoIE4tsLFNvA8KOnoyqvcY1ZjAQAAAADQ1Lm9Eio6OloWi6XacYvFoqCgIHXo0EG33XabRo8eXS8FAnWRXVgiqeGHkktSdIhNkmQYUk5RaYPPpAIAAAAAwBfVaTD5k08+qUGDBumiiy6SJG3YsEFLly7VuHHjlJ6errFjx6qsrEx33nlnvRcM1MahgqqVUF4IgPytfooKsSm3yK6cQkIoAAAAAACkOoRQq1ev1hNPPKF77rnH5fi//vUvLV++XB988IHOPfdcvfjii4RQ8BpvbseTKp+Ql1tkV1Zhqc7ySgUAAAAAAPgWt2dCLVu2TP379692/IorrtCyZcskSVdddZV27959+tUBdeQIobyxHe/Y75vNcHIAAAAAACTVIYSKiYnRokWLqh1ftGiRYmJiJEmFhYUKDw8//eqAOsoihAIAAAAAwKe4vR3vH//4h8aOHauVK1c6Z0Jt3LhRn376qebMmSNJSk1N1aWXXlq/lQJucAwm99Y8JkIoAAAAAABcuR1C3XnnnUpKStLLL7+sDz/8UJJ0zjnnaNWqVerdu7ck6W9/+1v9Vgm4KauAlVAAAAAAAPgSt0MoSerTp4/69OlT37UA9YbteAAAAAAA+JY6hVAOxcXFKi11/SU7IiLitAoCTpdhGMpxPB0vjBAKAAAAAABf4PZg8qKiIt13331q0aKFQkNDFR0d7fIH8Lb8I2UqqzAkeX8lVBYhFAAAAAAAkuoQQj344IP64osv9OqrryowMFCvv/66pk2bplatWumtt97yRI2AWw5VDSUPD/RXoL/VKzXEhlYORM8hhAIAAAAAQFIdtuMtWrRIb731lvr166fRo0fr4osvVocOHZSQkKC3335bI0aM8ESdQK05tsDFeGkrniRFh9qctRiGIYvF4rVaAAAAAADwBW6vhMrOzla7du0kVc5/ys7OliT17dtXX331Vf1WB9SBt5+MJx1dCVVaXqGCkjKv1QEAAAAAgK9wO4Rq166d0tPTJUkdO3bUe++9J6lyhVRUVFS9FgfUhWMllCMI8obgAKuCbZVbAXMK7V6rAwAAAAAAX+F2CDV69Gh99913kqSHH35Ys2fPVlBQkCZMmKAHH3yw3gsE3JVVUDkTKtaLK6GkY4eTl3i1DgAAAAAAfIHbM6EmTJjg/Hv//v31448/atOmTerQoYPOPffcei0OqIssH5gJJVWGUH/kHnGuzAIAAAAAoClzO4Q6XkJCgiIjI9mKB59xdDue90MoSYRQAAAAAACoDtvxnnnmGb377rvOr2+88UbFxsbqjDPOcG7TA7zJGUL5wEooiRAKAAAAAACpDiHUnDlz1Lp1a0lSamqqUlNT9dlnn2nQoEHMhIJPOFQ1EyrGi4PJK78/IRQAAAAAAA5ub8fLyMhwhlCLFy/WjTfeqIEDB6pt27bq2bNnvRcIuIvteAAAAAAA+B63V0JFR0frt99+kyQtXbpU/fv3lyQZhqHy8vL6rQ5wk2EYyimqGkxOCAUAAAAAgM9weyXUddddp1tuuUVnnXWWsrKyNGjQIEnS5s2b1aFDh3ovEHBHfnGZ7OWGJN8JobIIoQAAAAAAcD+EmjVrltq2bavffvtNM2bMUFhYmCRp//79uvfee+u9QMAdWVXzoMIC/RVks3q1Fsd2QMfKLAAAAAAAmjK3QyibzaYHHnig2vEJEybUS0HA6XBsffP2KihJinZsxysghAIAAAAAwO2ZUPPnz9eSJUucX0+aNElRUVHq3bu3fv3113otDnBXlg+FUI6VUIdLylRSxrw0AAAAAEDT5nYI9dRTTyk4OFiSlJaWptmzZ2vGjBlq1qwZq6Hgdb7yZDxJigiyyepnkSTlFtm9XA0AAAAAAN7l9na83377zTmA/OOPP9awYcN01113qU+fPurXr1991we4xTETKjbM+yGUn59F0SE2HSooVVZBqeIigrxdEgAAAAAAXuP2SqiwsDBlZWVJkpYvX64BAwZIkoKCgnTkyJH6rQ5w09HteIFerqSSY1tgNk/IAwAAAAA0cW6vhBowYIDuuOMOnX/++frpp5901VVXSZK2bdumtm3b1nd9gFt8aTuedEwIxRPyAAAAAABNnNsroWbPnq3k5GQdPHhQH3zwgWJjYyVJmzZt0s0331zvBQLu8KWn40nHhFBV2wQBAAAAAGiq3F4JFRUVpZdffrna8WnTptVLQcDpyCqoWgnlAzOhJLbjAQAAAADg4PZKKEn6+uuvdeutt6p37976448/JEn/+c9/tHr16notDnBXVmHVYHKfmQlVWQfb8QAAAAAATZ3bIdQHH3yglJQUBQcH69tvv1VJSeUv/Xl5eXrqqafqvUCgtgzDOLodz1dWQoXYJLESCgAAAAAAt0OoJ554QnPmzNG///1v2Ww25/E+ffro22+/rdfiAHccLimTvdyQ5EODycMqV0I5tgkCAAAAANBUuR1C7dy5U5dcckm145GRkcrNza2PmoA6ya4KekIDrAqyWb1cTSVHGJbDdjwAAAAAQBPndggVHx+vXbt2VTu+evVqtWvXrl6KAurCMQ/KV7biSVJ0CIPJAQAAAACQ6hBC3Xnnnbr//vu1fv16WSwW7du3T2+//bYeeOABjR071hM1ArXi2PIW4yNDyaWjT+nLKbKrosLwcjUAAAAAAHiPv7svePjhh1VRUaErrrhCRUVFuuSSSxQYGKgHHnhAf/nLXzxRI1ArjtVGvjIPSjq6Eqq8wlDeEbuifag2AAAAAAAaktshlMVi0d///nc9+OCD2rVrlwoKCpSUlKSwsDBP1AfUWpYPhlAB/n4KD/TX4ZIyZReVEkIBAAAAAJost0Moh4CAACUlJdVnLcBpcW7H86GZUFJlPYdLypRdWKr2zb1dDQAAAAAA3lHrEOr222+v1XVvvvlmnYsBTkd21WByX1oJJUkxoQH6NavIGZIBAAAAANAU1TqEmjdvnhISEnT++efLMBiwDN/j2I7nS4PJJSkmxDGcnBAKAAAAANB01TqEGjt2rP73v/8pPT1do0eP1q233qqYmBhP1ga4xTmY3Ne241WtzHLUBwAAAABAU+RX2wtnz56t/fv3a9KkSVq0aJFat26tG2+8UcuWLWNlFHyCY7ubz23HqwrF2I4HAAAAAGjKah1CSVJgYKBuvvlmpaamavv27ercubPuvfdetW3bVgUFBZ6qETglwzCcK41ifC2EYjseAAAAAADuhVAuL/Tzk8VikWEYKi8vr8+aALcVlJSptLxCkhTrazOhqkKxLLbjAQAAAACaMLdCqJKSEv3vf//TgAEDdPbZZ2vr1q16+eWXtXfvXoWFhXmqRuCUHKuggm1WBQdYvVyNK8eMKsfT+wAAAAAAaIpqHULde++9atmypZ5++mldffXV+u2337Rw4UJdddVV8vOr84Iqp6effloWi0Xjx493HisuLta4ceMUGxursLAwDRs2TJmZmS6v27t3rwYPHqyQkBC1aNFCDz74oMrKylyu+fLLL9W9e3cFBgaqQ4cOmjdv3mnXC99yqMA3h5JLUrRjO16h3cuVAAAAAADgPbV+Ot6cOXPUpk0btWvXTqtWrdKqVatqvO7DDz90u4iNGzfqX//6l84991yX4xMmTNCSJUu0cOFCRUZG6r777tN1112nNWvWSJLKy8s1ePBgxcfHa+3atdq/f79Gjhwpm82mp556SpKUnp6uwYMH65577tHbb7+tzz//XHfccYdatmyplJQUt2uFb3I+Gc/H5kFJR7cHZrESCgAAAADQhNU6hBo5cqQsFku9F1BQUKARI0bo3//+t5544gnn8by8PL3xxhtasGCBLr/8cknS3Llz1alTJ61bt069evXS8uXLtX37dq1YsUJxcXHq1q2bHn/8cT300EOaOnWqAgICNGfOHCUmJmrmzJmSpE6dOmn16tWaNWsWIVQj4tjq5mtDyaWjT8crtleoqLRMIQG1/mcHAAAAAECjUevfhj21hW3cuHEaPHiw+vfv7xJCbdq0SXa7Xf3793ce69ixo9q0aaO0tDT16tVLaWlp6tq1q+Li4pzXpKSkaOzYsdq2bZvOP/98paWludzDcc2x2/6OV1JSopKSo6tW8vPzJUl2u112O1uq6ovjs6yPz/RgfrEkKSrE5nM9CrAYslktspcbOpBXpDOigr1d0gnVZ0/Q8OifudAvc6N/5kPPzI3+mRv9Mxf6ZW516V9D9tqrSzLeeecdffvtt9q4cWO1cxkZGQoICFBUVJTL8bi4OGVkZDivOTaAcpx3nDvZNfn5+Tpy5IiCg6sHAtOnT9e0adOqHV++fLlCQkJq/wZRK6mpqad9j2/2+EnyU17m7/r0072nX1Q9C7FalVdu0aLlK9XGBDP866Mn8B76Zy70y9zon/nQM3Ojf+ZG/8yFfpmbO/0rKiryYCWuvBZC/fbbb7r//vuVmpqqoKAgb5VRo8mTJ2vixInOr/Pz89W6dWsNHDhQERERXqyscbHb7UpNTdWAAQNks9lO615fvL9V2r9fF3Q9R1f1TaynCuvPnPQ05WUcVqduF+rSs5t7u5wTqs+eoOHRP3OhX+ZG/8yHnpkb/TM3+mcu9Mvc6tI/x+6vhuC1EGrTpk06cOCAunfv7jxWXl6ur776Si+//LKWLVum0tJS5ebmuqyGyszMVHx8vCQpPj5eGzZscLmv4+l5x15z/BP1MjMzFRERUeMqKEkKDAxUYGBgteM2m41/hB5QH59rzpHKJyI2Dw/2yR7FhgVKOqz8kgqfrO94/KybG/0zF/plbvTPfOiZudE/c6N/5kK/zM2d/jVkn/0a7Dsd54orrtDWrVu1ZcsW558LLrhAI0aMcP7dZrPp888/d75m586d2rt3r5KTkyVJycnJ2rp1qw4cOOC8JjU1VREREUpKSnJec+w9HNc47oHGwTGYPDbM9waTS0cHpjue4gcAAAAAQFNTqxCqe/fuysnJkSQ99thj9bJfMDw8XF26dHH5ExoaqtjYWHXp0kWRkZEaM2aMJk6cqJUrV2rTpk0aPXq0kpOT1atXL0nSwIEDlZSUpD//+c/67rvvtGzZMj3yyCMaN26ccyXTPffco927d2vSpEn68ccf9corr+i9997ThAkTTvs9wHdkF1SGO7Gh1Vew+QJHCJVFCAUAAAAAaKJqFULt2LFDhYWFkqRp06apoKDAo0U5zJo1S1dffbWGDRumSy65RPHx8frwww+d561WqxYvXiyr1ark5GTdeuutGjlypB577DHnNYmJiVqyZIlSU1N13nnnaebMmXr99deVkpLSIO8BnmcYhg5VhTuOsMfXOOrKIYQCAAAAADRRtZoJ1a1bN40ePVp9+/aVYRj65z//qbCwmh/xNWXKlDoX8+WXX7p8HRQUpNmzZ2v27NknfE1CQoI+/fTTk963X79+2rx5c53rgm8rLC1XaVmFJN/fjsdKKAAAAABAU1WrEGrevHl69NFHtXjxYlksFn322Wfy96/+UovFclohFFAXjq14QTY/hQR4bdb+ScUyEwoAAAAA0MTV6jf2c845R++8844kyc/PT59//rlatGjh0cKA2spyDCX30XlQkhTNdjwAAAAAQBPn9rKRiooKT9QB1FmWYyi5j27Fk46uhGI7HgAAAACgqarT3qVffvlFzz//vHbs2CFJSkpK0v3336/27dvXa3FAbWT7+FBy6WhteUfsspdXyGat1TMBAAAAAABoNNz+TXjZsmVKSkrShg0bdO655+rcc8/V+vXr1blzZ6WmpnqiRuCkskwQQkWFBMhiqfx7bpHdu8UAAAAAAOAFbq+EevjhhzVhwgQ9/fTT1Y4/9NBDGjBgQL0VB9RGdtVMqGZhvjsTyupnUVSwTTlFdmUXlqp5uO/WCgAAAACAJ7i9EmrHjh0aM2ZMteO33367tm/fXi9FAe5wzITy5ZVQ0tH6HIPUAQAAAABoStwOoZo3b64tW7ZUO75lyxaemAevMMN2POlofTmFbMcDAAAAADQ9bm/Hu/POO3XXXXdp9+7d6t27tyRpzZo1euaZZzRx4sR6LxA4Fcdg8liThFDZrIQCAAAAADRBbodQ//jHPxQeHq6ZM2dq8uTJkqRWrVpp6tSp+utf/1rvBQKn4gyhfHgmlCTFhFbW51i5BQAAAABAU+J2CGWxWDRhwgRNmDBBhw8fliSFh4fXe2FAbRiGoUMFlSuLfH8llE2SlEMIBQAAAABogtwOoY5F+ARvKyotV0lZhSQzzIRiJRQAAAAAoOlyezA54EscW/EC/f0UEmD1cjUnF+ucCUUIBQAAAABoegihYGpZxwwlt1gsXq7m5KIJoQAAAAAATRghFEwtyzEPyseHkkushAIAAAAANG1uhVB2u11XXHGFfv75Z0/VA7jFsRLK1+dBSUdrzCkqlWEYXq4GAAAAAICG5VYIZbPZ9P3333uqFsBt2cdsx/N1jhDKXm7ocEmZl6sBAAAAAKBhub0d79Zbb9Ubb7zhiVoAt2WbaCVUkM3qHJ6eXcCWPAAAAABA0+Lv7gvKysr05ptvasWKFerRo4dCQ0Ndzj/33HP1VhxwKllVYY4ZZkJJlWFZUekRZRWWqm2z0FO/AAAAAACARsLtEOqHH35Q9+7dJUk//fSTyzlffzoZGp+swqrB5CZYCSVVhlC/5xxRDsPJAQAAAABNjNsh1MqVKz1RB1AnZtqOJx2tkyfkAQAAAACaGrdnQjns2rVLy5Yt05EjRySJp33BKxzb8WLCzBVCZRFCAQAAAACaGLdDqKysLF1xxRU6++yzddVVV2n//v2SpDFjxuhvf/tbvRcInIxjRVGzUJPMhAqpDKFyigihAAAAAABNi9sh1IQJE2Sz2bR3716FhIQ4j990001aunRpvRYHnExRaZmO2MslmWglVFWdWTwdDwAAAADQxLg9E2r58uVatmyZzjzzTJfjZ511ln799dd6Kww4FUeQE+Dvp9AAq5erqZ1Y50yoEi9XAgAAAABAw3J7JVRhYaHLCiiH7OxsBQaaY0sUGgfHVrzY0ADTPJkxumo7XnaR3cuVAAAAAADQsNwOoS6++GK99dZbzq8tFosqKio0Y8YMXXbZZfVaHHAyzhDKJFvxpKO1shIKAAAAANDUuL0db8aMGbriiiv0zTffqLS0VJMmTdK2bduUnZ2tNWvWeKJGoEaHCiqDnBiTDCWXjtaazUwoAAAAAEAT4/ZKqC5duuinn35S3759NWTIEBUWFuq6667T5s2b1b59e0/UCNTo2O14ZuF4Ol5habmKq4aqAwAAAADQFLi9EkqSIiMj9fe//72+awHc4gihYkwUQkUE+8vfz6KyCkM5RaVqGRns7ZIAAAAAAGgQdQqhcnJy9MYbb2jHjh2SpKSkJI0ePVoxMTH1WhxwMlkmnAllsVgUHRqgg4dLlFVACAUAAAAAaDrc3o731VdfqW3btnrxxReVk5OjnJwcvfjii0pMTNRXX33liRqBGmVVzYQy03Y86eiWvJwi5kIBAAAAAJoOt1dCjRs3TjfddJNeffVVWa1WSVJ5ebnuvfdejRs3Tlu3bq33IoGaHN2OZ57B5NLR7YOO+gEAAAAAaArcXgm1a9cu/e1vf3MGUJJktVo1ceJE7dq1q16LA04my4QzoSQppmr7YBZPyAMAAAAANCFuh1Ddu3d3zoI61o4dO3TeeefVS1FAbZjx6XjS0XrZjgcAAAAAaEpqtR3v+++/d/79r3/9q+6//37t2rVLvXr1kiStW7dOs2fP1tNPP+2ZKoHjHCktV1FpuSRzDSaXpOiqmVBZbMcDAAAAADQhtQqhunXrJovFIsMwnMcmTZpU7bpbbrlFN910U/1VB5xAVmHlUPIAq5/CAuv0kEevcYRm2WzHAwAAAAA0IbX67T09Pd3TdQBuyT5mHpTFYvFyNe5xDiZnOx4AAAAAoAmpVQiVkJDg6ToAt5h1KLkkxYTwdDwAAAAAQNNTp31M+/bt0+rVq3XgwAFVVFS4nPvrX/9aL4UBJ+N4spzZ5kFJR5+ORwgFAAAAAGhK3A6h5s2bp7vvvlsBAQGKjY112QplsVgIodAgsqtmQpntyXjS0dVbuUWlKq8wZPUz13ZCAAAAAADqwu0Q6h//+IemTJmiyZMny8/PzxM1Aad0dDteoJcrcZ/j6XgVhpR3xG7KLYUAAAAAALjL7RSpqKhIw4cPJ4CCV2WbeDuezeqniKDK/NexogsAAAAAgMbO7SRpzJgxWrhwoSdqAWrNMU/JjNvxJCk2rHIFV3ah3cuVAAAAAADQMNzejjd9+nRdffXVWrp0qbp27SqbzeZy/rnnnqu34oATOWTip+NJUnSITeliJRQAAAAAoOmoUwi1bNkynXPOOZJUbTA50BCcg8lNuB1POjrLKosn5AEAAAAAmgi3Q6iZM2fqzTff1G233eaBcoDaccyEMuNgcunoNkLH+wAAAAAAoLFzeyZUYGCg+vTp44lagFoptpersLRcknlXQkU7QqgiQigAAAAAQNPgdgh1//3366WXXvJELUCtOLaw2awWhQe6vZjPJzhXQrEdDwAAAADQRLj9G/yGDRv0xRdfaPHixercuXO1weQffvhhvRUH1OToVrwA084hiyGEAgAAAAA0MW6HUFFRUbruuus8UQtQK1lVQ8nNOg9KIoQCAAAAADQ9bm/Hmzt37kn/uOPVV1/Vueeeq4iICEVERCg5OVmfffaZ83xxcbHGjRun2NhYhYWFadiwYcrMzHS5x969ezV48GCFhISoRYsWevDBB1VWVuZyzZdffqnu3bsrMDBQHTp00Lx589x92/AR5RWGNqRnS5L8/Sq/NiNCKAAAAABAU+N2CFWfzjzzTD399NPatGmTvvnmG11++eUaMmSItm3bJkmaMGGCFi1apIULF2rVqlXat2+fyyqs8vJyDR48WKWlpVq7dq3mz5+vefPmacqUKc5r0tPTNXjwYF122WXasmWLxo8frzvuuEPLli1r8PeL07P0h/3q+8wXeuXLXyRJW//IV99nvtDSH/Z7uTL3OUKorMJSGYY5gzQAAAAAANzh9na8xMTEk87h2b17d63vdc0117h8/eSTT+rVV1/VunXrdOaZZ+qNN97QggULdPnll0uqXIXVqVMnrVu3Tr169dLy5cu1fft2rVixQnFxcerWrZsef/xxPfTQQ5o6daoCAgI0Z84cJSYmaubMmZKkTp06afXq1Zo1a5ZSUlLcffvwkqU/7NfY/36r4+OajLxijf3vt3r11u66sktLr9RWF44QqrSsQkWl5Qo16YB1AAAAAABqy+3ffMePH+/ytd1u1+bNm7V06VI9+OCDdS6kvLxcCxcuVGFhoZKTk7Vp0ybZ7Xb179/feU3Hjh3Vpk0bpaWlqVevXkpLS1PXrl0VFxfnvCYlJUVjx47Vtm3bdP755ystLc3lHo5rjn8fxyopKVFJSYnz6/z8fOd7tdvtdX6PcOX4LE/1mZZXGJr6ybZqAZQkGZIskqYt2qZ+Z8XK6meOQeU2i6FAfz+VlFUoM69QraNDvF2SpNr3BL6J/pkL/TI3+mc+9Mzc6J+50T9zoV/mVpf+NWSv3Q6h7r///hqPz549W998843bBWzdulXJyckqLi5WWFiYPvroIyUlJWnLli0KCAhQVFSUy/VxcXHKyMiQJGVkZLgEUI7zjnMnuyY/P19HjhxRcHBwtZqmT5+uadOmVTu+fPlyhYT4RljQmKSmpp70/M95FmXkW0943pC0P69EL7+7VGdFmmdrW7CfVSWyaPHyL5UQ7u1qXJ2qJ/Bt9M9c6Je50T/zoWfmRv/Mjf6ZC/0yN3f6V1RU5MFKXNXbHqBBgwZp8uTJbg8nP+ecc7Rlyxbl5eXp/fff16hRo7Rq1ar6KqtOJk+erIkTJzq/zs/PV+vWrTVw4EBFRER4sbLGxW63KzU1VQMGDJDNZjvhdYu+3y9t33rK+7Xr3E1XnWueLXn/2pOm3P2H1en8C9Xv7ObeLkdS7XsC30T/zIV+mRv9Mx96Zm70z9zon7nQL3OrS/8cu78aQr2FUO+//75iYmLcfl1AQIA6dOggSerRo4c2btyoF154QTfddJNKS0uVm5vrshoqMzNT8fHxkqT4+Hht2LDB5X6Op+cde83xT9TLzMxUREREjaugJCkwMFCBgYHVjttsNv4ResCpPteWUaG1uk/LqFBT9Sc2LFDSYeUVV/hc3fysmxv9Mxf6ZW70z3zombnRP3Ojf+ZCv8zNnf41ZJ/dDqHOP/98l8HkhmEoIyNDBw8e1CuvvHLaBVVUVKikpEQ9evSQzWbT559/rmHDhkmSdu7cqb179yo5OVmSlJycrCeffFIHDhxQixYtJFUuOYuIiFBSUpLzmk8//dTle6SmpjrvAd93UWKMWkYGKSOvuMa5UBZJ8ZFBuijR/RDUm2KrhpNnF5ac4koAAAAAAMzP7RBq6NChLl/7+fmpefPm6tevnzp27OjWvSZPnqxBgwapTZs2Onz4sBYsWKAvv/xSy5YtU2RkpMaMGaOJEycqJiZGERER+stf/qLk5GT16tVLkjRw4EAlJSXpz3/+s2bMmKGMjAw98sgjGjdunHMl0z333KOXX35ZkyZN0u23364vvvhC7733npYsWeLuW4eXWP0sevSaJI3977fVzjni0EevSTLNUHKHyJDKtHl9era6nhGlixJjTPceAAAAAACoLbdDqEcffbTevvmBAwc0cuRI7d+/X5GRkTr33HO1bNkyDRgwQJI0a9Ys+fn5adiwYSopKVFKSorLaiur1arFixdr7NixSk5OVmhoqEaNGqXHHnvMeU1iYqKWLFmiCRMm6IUXXtCZZ56p119/XSkpKfX2PuB5V3ZpqVdv7a5J73+v/OIy5/H4yCA9ek2SruxinllQkrT0h/36YNMfkqTPdxzQ5zsOqKVJ3wsAAAAAALVRbzOh6uKNN9446fmgoCDNnj1bs2fPPuE1CQkJ1bbbHa9fv37avHlznWqE77iyS0ttSM/Wm2v2qN85zXX3Je1NuXpo6Q/7Nfa/31bbWpiRV6yx//1Wr97anSAKAAAAANDo+NX6Qj8/Wa3Wk/7x9/dqpoUm4NesykdH9u8Up+T2saYLoMorDE1btL3G2VaOY9MWbVd5RU1XAAAAAABgXrVOjT766KMTnktLS9OLL76oioqKeikKOJH0Q4WSpHbNavfEPF+zIT1b+/OKT3jekLQ/r1gb0rOV3D624QoDAAAAAMDDah1CDRkypNqxnTt36uGHH9aiRYs0YsQIl1lMQH0rK6/Q3uzKlVBtTRpCHTh84gCqLtcBAAAAAGAWtd6Od6x9+/bpzjvvVNeuXVVWVqYtW7Zo/vz5SkhIqO/6AKffc46orMJQkM1P8RFB3i6nTlqE167u2l4HAAAAAIBZuBVC5eXl6aGHHlKHDh20bds2ff7551q0aJG6dOniqfoAJ8dWvLaxofIz2Swoh4sSY9QyMkgnqt4iqWVkkC5KjGnIsgAAAAAA8Lhah1AzZsxQu3bttHjxYv3vf//T2rVrdfHFF3uyNsDFbsc8qObm3IonSVY/ix69JkmSqgVRjq8fvSbJdAPXAQAAAAA4lVrPhHr44YcVHBysDh06aP78+Zo/f36N13344Yf1VhxwrPRDBZKkRJPOg3K4sktLvXprd01btN1lSHlcRJCm/ilJV3Zp6cXqAAAAAADwjFqHUCNHjpTFwuoMeM+x2/HM7souLTUgKV4b0rN079vfKqfIrqev66p+HVt4uzQAAAAAADyi1iHUvHnzPFgGcGp7DlU+Gc/M2/GOZfWzKLl9M13RKU7vb/pdaelZhFAAAAAAgEarTk/HAxpasb1cf+QekSQlNgvzcjX1q0+HWElS2i9ZXq4EAAAAAADPIYSCKezJqtyKFxlsU3SIzcvV1K/e7ZtJkrb+kae8IruXqwEAAAAAwDMIoWAK6Qer5kE1C210s8niIoLUvnmoDENal85qKAAAAABA40QIBVPYXTWUvJ3Jn4x3Io7VUGt3HfJyJQAAAAAAeAYhFExhT1UIldhIQyjHXKi1zIUCAAAAADRShFAwhfRGHkL1TIyVxSL9fKBAB/KLvV0OAAAAAAD1jhAKptDYQ6jo0AAltYyQJKXtZjUUAAAAAKDxIYSCz8s7YldWYamkysHkjVWfDpVzodYwFwoAAAAA0AgRQsHnOeZBtQgPVFigv5er8Zzk9syFAgAAAAA0XoRQ8HmNfSuew0VtY+TvZ9HvOUf0W3aRt8sBAAAAAKBeEULB5+2uCqHaNW/cIVRooL+6tY6SxJY8AAAAAEDjQwgFn+dYCdU2tnGHUJLUu2ouFFvyAAAAAACNDSEUfF76oQJJjX87niT1PmYulGEYXq4GAAAAAID6QwgFn2YYhvYcqpyP1Ni340nS+W2iFGTz06GCEv18oMDb5QAAAAAAUG8IoeDTDhaUqKCkTH4WqXVMiLfL8bhAf6subBsjiblQAAAAAIDGhRAKPi39YOU8qDOjQxTob/VyNQ2jd3vmQgEAAAAAGh9CKPg051DyJjAPysExF2rd7iyVlVd4uRoAAAAAAOoHIRR8WnpWZQjVrgmFUF3OiFR4kL8OF5dp2758b5cDAAAAAEC9IISCT3Nsx2sKT8ZzsPpZ1Ktd5WqoNb8wFwoAAAAA0DgQQsGnObbjNaUQSjq6JS+NuVAAAAAAgEaCEAo+q7zC0K9ZRZKaXgjVp0PlcPKNe7JVUlbu5WoAAAAAADh9hFDwWftyj6i0vEIBVj+1igr2djkN6qwWYWoWFqhie4U27831djkAAAAAAJw2Qij4LMdWvITYEFn9LF6upmFZLBbnlry1u5gLBQAAAAAwP0Io+KymOg/KwRlCMRcKAAAAANAIEELBZzlDqOZNM4RyzIXa8luuCkvKvFwNAAAAAACnhxAKPmu3I4SKbZohVOuYEJ0ZHayyCkMb9mR7uxwAAAAAAE4LIRR8VvqhAklNdzueJPVpX7kaKo0teQAAAAAAkyOEgk8qKSvXHzlHJDXd7XiS1LtD5VyoNQwnBwAAAACYHCEUfNJv2UWqMKSwQH81Dwv0djlek9yuMoTavj9fOYWlXq4GAAAAAIC6I4SCT9p98OiT8SwWi5er8Z4WEUE6q0WYDENat5steQAAAAAA8yKEgk9yPBmvbROeB+XQu33laqi1zIUCAAAAAJgYIRR80p6soyuhmrreHSqHk6/5hblQAAAAAADzIoSCT3Jsx2tHCKVeibHys1R+Jhl5xd4uBwAAAACAOiGEgk9ybMdjJZQUGWJTlzMiJUlrWQ0FAAAAADApQij4nIKSMh04XCKJmVAOycyFAgAAAACYHCEUfM6eqlVQsaEBigy2ebka39CnfeVcqLW7DskwDC9XAwAAAACA+wih4HPYilfdBW2jZbNatC+vWL9mFXm7HAAAAAAA3EYIBZ9DCFVdSIC/zm8TLYkteQAAAAAAcyKEgs9xhlDNCaGO1btqLtQahpMDAAAAAEyIEAo+Z7cjhIolhDpW76q5UOt+yVJFBXOhAAAAAADmQggFn2IYhtIPFkhiJdTxurWOUrDNqqzCUu3MPOztcgAAAAAAcAshFHxKTpFd+cVlkqS2rIRyEeDvpwsTYyQxFwoAAAAAYD5eDaGmT5+uCy+8UOHh4WrRooWGDh2qnTt3ulxTXFyscePGKTY2VmFhYRo2bJgyMzNdrtm7d68GDx6skJAQtWjRQg8++KDKyspcrvnyyy/VvXt3BQYGqkOHDpo3b56n3x7qIP1Q5SqoM6KCFWSzerka39Onai7U2l3MhQIAAAAAmItXQ6hVq1Zp3LhxWrdunVJTU2W32zVw4EAVFhY6r5kwYYIWLVqkhQsXatWqVdq3b5+uu+465/ny8nINHjxYpaWlWrt2rebPn6958+ZpypQpzmvS09M1ePBgXXbZZdqyZYvGjx+vO+64Q8uWLWvQ94tT232wsvdtm4V4uRLf5JgLtT49W2XlFV6uBgAAAACA2vP35jdfunSpy9fz5s1TixYttGnTJl1yySXKy8vTG2+8oQULFujyyy+XJM2dO1edOnXSunXr1KtXLy1fvlzbt2/XihUrFBcXp27duunxxx/XQw89pKlTpyogIEBz5sxRYmKiZs6cKUnq1KmTVq9erVmzZiklJaXB3zdOzPlkvGZsxatJUqsIRQbblHfEru//yFP3NtHeLgkAAAAAgFrxagh1vLy8PElSTEzl3JtNmzbJbrerf//+zms6duyoNm3aKC0tTb169VJaWpq6du2quLg45zUpKSkaO3astm3bpvPPP19paWku93BcM378+BrrKCkpUUlJifPr/Px8SZLdbpfdbq+X9wo5P8tjP9PdVUPJ20QH81mfwEVto5W644BW/3RAXVuG1eu9a+oJzIP+mQv9Mjf6Zz70zNzon7nRP3OhX+ZWl/41ZK99JoSqqKjQ+PHj1adPH3Xp0kWSlJGRoYCAAEVFRblcGxcXp4yMDOc1xwZQjvOOcye7Jj8/X0eOHFFwcLDLuenTp2vatGnValy+fLlCQtgmVt9SU1Odf/8+3SrJokPp2/Vp7jbvFeXDIostkqxatOEnJRT+6JHvcWxPYD70z1zol7nRP/OhZ+ZG/8yN/pkL/TI3d/pXVFTkwUpc+UwINW7cOP3www9avXq1t0vR5MmTNXHiROfX+fn5at26tQYOHKiIiAgvVta42O12paamasCAAbLZbKqoMPTQN59LqtCNV16qhFgCv5qcfaBA77+0Vr8W+euKAZcpsB4HuB/fE5gL/TMX+mVu9M986Jm50T9zo3/mQr/MrS79c+z+agg+EULdd999Wrx4sb766iudeeaZzuPx8fEqLS1Vbm6uy2qozMxMxcfHO6/ZsGGDy/0cT8879prjn6iXmZmpiIiIaqugJCkwMFCBgYHVjttsNv4ReoDjc92Xe0TF9gr5+1nUtnm4/K1enZvvszq2ilKL8EAdOFyi7/cVqHeHZvX+PfhZNzf6Zy70y9zon/nQM3Ojf+ZG/8yFfpmbO/1ryD579bd8wzB033336aOPPtIXX3yhxMREl/M9evSQzWbT559/7jy2c+dO7d27V8nJyZKk5ORkbd26VQcOHHBek5qaqoiICCUlJTmvOfYejmsc94BvcAwlbxMTQgB1EhaLRb3bx0qS1v6S5eVqAAAAAACoHa/+pj9u3Dj997//1YIFCxQeHq6MjAxlZGToyJEjkqTIyEiNGTNGEydO1MqVK7Vp0yaNHj1aycnJ6tWrlyRp4MCBSkpK0p///Gd99913WrZsmR555BGNGzfOuZrpnnvu0e7duzVp0iT9+OOPeuWVV/Tee+9pwoQJXnvvqI4n49WeY/XTml8OebkSAAAAAABqx6sh1Kuvvqq8vDz169dPLVu2dP559913ndfMmjVLV199tYYNG6ZLLrlE8fHx+vDDD53nrVarFi9eLKvVquTkZN16660aOXKkHnvsMec1iYmJWrJkiVJTU3Xeeedp5syZev3115WSktKg7xcnRwhVe46VUN//nqfDxTy1AgAAAADg+7w6E8owjFNeExQUpNmzZ2v27NknvCYhIUGffvrpSe/Tr18/bd682e0a0XCcIVRzQqhTOTM6RG1iQrQ3u0gb92Tr8o5xp34RAAAAAABexOAd+AxnCBVLCFUbfTpUroZas4u5UAAAAAAA30cIBZ9gL6/Qb9lFklgJVVvJ7SvnQjGcHAAAAABgBoRQ8Am/5xxRWYWhYJtVceFB3i7HFJLbVa6E2rE/X1kFJV6uBgAAAACAkyOEgk9IP1QgSWrbLFR+fhYvV2MOzcMDdU5cuCRp3e5sL1cDAAAAAMDJEULBJ+w+6HgyXoiXKzGX3o65UL8c8nIlAAAAAACcHCEUfIJzKHkz5kG5o3fVXKg05kIBAAAAAHwcIRR8wp4sRwgV5uVKzKVnuxj5WSpDvH25R7xdDgAAAAAAJ0QIBZ+QfpCVUHUREWRT1zOjJPGUPAAAAACAbyOEgtcdKS3XvrxiSVI7Qii39WlfORdq7S7mQgEAAAAAfBchFLzu1+wiSVJksE3RoQFersZ8HHOh1v6SJcMwvFwNAAAAAAA1I4SC1zGU/PT0SIhWgNVPGfnF2l31WQIAAAAA4GsIoeB1v2ZVroRiK17dBAdY1T0hShJzoQAAAAAAvosQCl6XXhVCsRKq7hxb8tJ+YS4UAAAAAMA3EULB6/ZUhVBtCaHqrE+HyuHkab9kqaKCuVAAAAAAAN9DCAWvYybU6Tv3zCiFBliVU2TXjox8b5cDAAAAAEA1hFDwqqIyKafILokQ6nTYrH66KDFGkrR2F3OhAAAAAAC+hxAKXnXwSOV/xkUEKjTQ37vFmJxjLtRa5kIBAAAAAHwQIRS86kCxRRKroOpD76q5UBvSs2Uvr/ByNQAAAAAAuCKEglcdPEIIVV86xUcoOsSmwtJyff97rrfLAQAAAADABSEUvOpAceV/EkKdPj8/i5LbV66GWsNcKAAAAACAjyGEglcddG7HC/NyJY1DMnOhAAAAAAA+ihAKXmMYhnMwOSuh6kfvqpVQ3/6aqyOl5V6uBgAAAACAowih4DUHC0pVUmGRn0VqExPi7XIahXbNQhUfEaTS8gpt+jXH2+UAAAAAAOBECAWvST9UKEk6IypYAf78KNYHi8XiXA21hi15AAAAAAAfwm/+8Jpfs4okSYnNWAVVn3p3cMyFYjg5AAAAAMB3EELBa9KrQqi2scyDqk+OlVBbf89V3hG7l6sBAAAAAKASIRS8Zk/VdjxWQtWvVlHBSmwWqgpD2pCe7e1yAAAAAACQRAgFL3KshEqIJYSqb8lVq6HWMhcKAAAAAOAjCKHgFeUVhvZmV82EYjtevevTvmou1C7mQgEAAAAAfAMhFLxiX+4R2csN+VsMtYwM8nY5jU6vdjGSpJ2Zh3XwcImXqwEAAAAAgBAKXrK7ah5UsyDJ6mfxcjWNT2xYoDq1jJAkpe1mNRQAAAAAwPsIoeAV6QcLJEnNgwwvV9J4OZ6Sl8ZcKAAAAACADyCEglekV62EahHs5UIaMUcItYa5UAAAAAAAH0AIBa9wbMdjJZTnXJQYIz+LtDe7SHNXpyvtlyyVV/B5AwAAAAC8w9/bBaBp2pPlWAlFKOIpa3YdktXPoopyQ9MWb5cktYwM0qPXJOnKLi29XB0AAAAAoKlhJRQaXElZuX7POSJJas6D8Txi6Q/7Nfa/38pe7hryZeQVa+x/v9XSH/Z7qTIAAAAAQFNFCIUGtzerSIYhhQZaFW7zdjWNT3mFoWmLtqumNWaOY9MWbWdrHgAAAACgQRFCocE55kElxobKYvFyMY3QhvRs7c8rPuF5Q9L+vGJtSM9uuKIAAAAAAE0eIRQa3J6qEKptbIiXK2mcDhw+cQBVl+sAAAAAAKgPhFBocOmOlVDNCKE8oUV47QZt1fY6AAAAAADqAyEUGtxu50qoUC9X0jhdlBijlpFBOtFOR4sqn5J3UWJMQ5YFAAAAAGjiCKHQ4NLZjudRVj+LHr0mSZJOGEQ9ek2SrH4M5AIAAAAANBxCKDSow8V2HTxcIokQypOu7NJSr97aXfGRrlvuLJJeGN5NV3Zp6Z3CAAAAAABNlr+3C0DT8mtWkSSpWViAIoJtXq6mcbuyS0sNSIrXhvRsZeYX67HF25RdaFeAP9kzAAAAAKDh8dsoGtRu51By5kE1BKufRcntYzX0/DN0wwWtJUkffvuHl6sCAAAAADRFhFBoUOkHGUruLdedf6YkaeXOA8otKvVyNQAAAACApoYQCg0q/VCBJCmxOSFUQzsnPlydWkbIXm5oydb93i4HAAAAANDEEEKhQaVXzYRqx3Y8r7j2/FaSpI/YkgcAAAAAaGCEUGgwhmEo/WDVSqhmYV6upmka0u0MWSzSN7/maG9VIAgAAAAAQEMghEKDyS4sVX5xmSwWKSE2xNvlNElxEUHq076ZJOnjLayGAgAAAAA0HEIoNJj0qifjtYoMVpDN6uVqmq5rzz9DkvTx5j9kGIaXqwEAAAAANBVeDaG++uorXXPNNWrVqpUsFos+/vhjl/OGYWjKlClq2bKlgoOD1b9/f/38888u12RnZ2vEiBGKiIhQVFSUxowZo4KCApdrvv/+e1188cUKCgpS69atNWPGDE+/NdRgd1UIlcg8KK9K6RKvIJufdh8q1He/53m7HAAAAABAE+HVEKqwsFDnnXeeZs+eXeP5GTNm6MUXX9ScOXO0fv16hYaGKiUlRcXFxc5rRowYoW3btik1NVWLFy/WV199pbvuust5Pj8/XwMHDlRCQoI2bdqkZ599VlOnTtVrr73m8fcHV3sIoXxCWKC/BibFS6pcDQUAAAAAQEPw9+Y3HzRokAYNGlTjOcMw9Pzzz+uRRx7RkCFDJElvvfWW4uLi9PHHH2v48OHasWOHli5dqo0bN+qCCy6QJL300ku66qqr9M9//lOtWrXS22+/rdLSUr355psKCAhQ586dtWXLFj333HMuYRU8L50Qymdc2/0MffLdPi36bp/+PriTbFZ25gIAAAAAPMurIdTJpKenKyMjQ/3793cei4yMVM+ePZWWlqbhw4crLS1NUVFRzgBKkvr37y8/Pz+tX79e1157rdLS0nTJJZcoICDAeU1KSoqeeeYZ5eTkKDo6utr3LikpUUlJifPr/Px8SZLdbpfdbvfE220Sdlc9Ga91dKDLZ8ln2vB6JUQqNjRAWYWlWrkjQ5ed01yS6InJ0T9zoV/mRv/Mh56ZG/0zN/pnLvTL3OrSv4bstc+GUBkZGZKkuLg4l+NxcXHOcxkZGWrRooXLeX9/f8XExLhck5iYWO0ejnM1hVDTp0/XtGnTqh1fvny5QkJ4qltdVBjS7gNWSRb9unWjPt119FxqaqrX6mrKuoT7aVWhn+Z8tklHfqlwOUdPzI3+mQv9Mjf6Zz70zNzon7nRP3OhX+bmTv+Kioo8WIkrnw2hvGny5MmaOHGi8+v8/Hy1bt1aAwcOVEREhBcrM699uUdkX/e1/P0sGjH0Svlb/WS325WamqoBAwbIZrN5u8Qmp/UfeVo1Z7225fnr4sv7KTzIn56YHP0zF/plbvTPfOiZudE/c6N/5kK/zK0u/XPs/moIPhtCxcdXDk7OzMxUy5YtncczMzPVrVs35zUHDhxweV1ZWZmys7Odr4+Pj1dmZqbLNY6vHdccLzAwUIGBgdWO22w2/hHW0e95lU9haxMbouAg18+Wz9U7zk+IVfvmofrlYKE+33lIN1zQ2nmOnpgb/TMX+mVu9M986Jm50T9zo3/mQr/MzZ3+NWSffXYacWJiouLj4/X55587j+Xn52v9+vVKTk6WJCUnJys3N1ebNm1yXvPFF1+ooqJCPXv2dF7z1VdfuexxTE1N1TnnnFPjVjx4xu6qoeTtGEruMywWi649/wxJ0sdbeEoeAAAAAMCzvBpCFRQUaMuWLdqyZYukymHkW7Zs0d69e2WxWDR+/Hg98cQT+uSTT7R161aNHDlSrVq10tChQyVJnTp10pVXXqk777xTGzZs0Jo1a3Tfffdp+PDhatWqlSTplltuUUBAgMaMGaNt27bp3Xff1QsvvOCy3Q6el36wMoRqG0sI5UuGdKsModb+kqX9eUe8XA0AAAAAoDHz6na8b775Rpdddpnza0cwNGrUKM2bN0+TJk1SYWGh7rrrLuXm5qpv375aunSpgoKCnK95++23dd999+mKK66Qn5+fhg0bphdffNF5PjIyUsuXL9e4cePUo0cPNWvWTFOmTNFdd93VcG8USj9U+WS8xOaEUL6kdUyILmobow17svXJln26vXcbb5cEAAAAAGikvBpC9evXT4ZhnPC8xWLRY489pscee+yE18TExGjBggUn/T7nnnuuvv766zrXidO3J6ty2n4i2/F8ztDzz9CGPdn6aPMfhFAAAAAAAI/x2ZlQaDzs5RXam10ZQrVrFublanC8wV1bKsDqpx8zDuvHjMPeLgcAAAAA0EgRQsHjfssuUnmFoWCbVXER1Z86CO+KDLHp8o4tJEkfb9nn5WoAAAAAAI0VIRQ8Lr3qyXhtm4XKYrF4uRrUZGjVU/IWf5+hihPvkAUAAAAAoM4IoeBxjhCqHfOgfNZlHZsrMtimzMMl+jmfoBAAAAAAUP8IoeBxjhCKoeS+K9DfqsHntpQkfXOQEAoAAAAAUP8IoeBxhFDmcF3Vlrzvsiw6Ulru5WoAAAAAAI0NIRQ87tiZUPBdPRKidWZUkEoqLFrx4wFvlwMAAAAAaGQIoeBRR0rLtT+vWBIzoXydxWLRn85rJUn6f9/t93I1AAAAAIDGhhAKHrUnq3IVVFSITdGhAV6uBqcy5LzKuVCrd2XpUEGJl6sBAAAAADQmhFDwKOZBmUu75qFqE2qovMLQou/2ebscAAAAAEAjQggFj3KGULGEUGZxYfMKSdLHm//wciUAAAAAgMaEEAoetfsgK6HM5vxmhqx+Fn33e55+OVjg7XIAAAAAAI0EIRQ8Kv1QZYiR2JwQyizCbdLFHWIlsRoKAAAAAFB/CKHgUXuyiiSxEspsHAPKP9r8hyoqDC9XAwAAAABoDAih4DG5RaXKLiyVJLVlJpSpXNGxhcIC/fV7zhFt2pvj7XIAAAAAAI0AIRQ8xjGUPC4iUKGB/l6uBu4IDrDqyi7xkipXQwEAAAAAcLoIoeAxzifjsRXPlK49/wxJ0pLv96ukrNzL1QAAAAAAzI4QCh5zNIQK83IlqIte7WIVHxGkvCN2rfzxoLfLAQAAAACYHCEUPMYRQrVjJZQpWf0sGtKtlSTpo82/e7kaAAAAAIDZEULBY9iOZ35Dq7bkrfzxoHKLSr1cDQAAAADAzAih4BGGYThDqLaEUKbVqWWEOsaHq7S8Qp9uzfB2OQAAAAAAEyOEgkccOFyiotJy+VmkNjEh3i4Hp8ExoJwteQAAAACA00EIBY9wrIJqHROiAH9+zMxsSLczZLFIG/fk6LfsIm+XAwAAAAAwKdIBeATzoBqP+Mgg9W4fK0n6ePMfXq4GAAAAAGBWhFDwCOc8qFhCqMZgaLeqLXlb/pBhGF6uBvj/7d15fFNV3j/wz02apg1d6Ja2tAXKJjsCSqFuqOyC4Pj4Gx2V0WH0KeKggzpuzwzg81NQBFSYUcdRFHFnHHFhUTZBqaxlaS1by1q6A91o0zb3PH+kaRtom7TNTXJvP+/Xq680Nzf5nnO+l5B8e+65RERERESkRixCkSKyC21FqB5RLEJpwYSBMQgw6JBdWIGDZ0u83RwiIiIiIiJSIRahSBEnisoB8HQ8rQgOMGBs/xgAwH94Sh55kFUWSM0qxpr9OUjNKoZV5kw8IiIiIiK18vN2A0h7rLLA6boFrFmE0o7fDI3DNwfO4ZsD5/D8bf1g0LOGTcpan56L+d/8itySqvptsaEBmDulPyYMjPViy4iIiIiIqC34LZLcLudCJWqsAv5+OnQJDfR2c8hNru8diYhO/iiuqMZPx4q83RzSuPXpuZi5ap9DAQoA8kqqMHPVPqxPz/VSy4iIiIiIqK1YhCK3y647Fa97hAk6neTl1pC7GPQ6TBnSBQBPySNlWWWB+d/8iqZOvLNvm//Nrzw1j4iIiIhIZViEIrezXxmPp+Jpzx1DbVfJ+/7XPJRbar3cGtKqXSfOXzEDqjEBILekCrtOnPdco4iIiIiIqN24JhS5XUMRKsjLLSF3Gxwfih6RnZBdVIH16Xn4r+Hx3m4SaURRuQW7TpzHzuxifJ+R79JzCsqaL1QREREREZHvYRGK3M5ehOrBmVCaI0kS7hgah8U/HMVXaTksQnVwVllg14nzKCirgjk4ACMSw6F38RTcwjILdp4oxs7s8/gluxjHCspbHV8v8XRfIiIiIiI1YRGK3M5ehOrOIpQmTasrQv2cVYS8kirEhAZ4u0nkBa29cl1BaRV+OWErOO3MLkZWYcUV+/SNCUZSYjhGdA/H/G9/RWGZpcl1oeye+GI/jheW479v7IlAf707ukVERERERApiEYrcqqrGipyLlQC4JpRWJYSbcG33MOw+eQFfH8jBwzf29HaTyMPsV667vEBkv3Ldm/cNw5CEztiZfb5+tlN2kWPRSZKAvjEhSEoMx8geERiRGI7wTv71j+v1Emau2gcJcIhjv9/LHITjBeV4beMxfL77DJ6Z1A9TBsdC4uwoIiIiIiKfxSIUudXp85cgBBBs9ENkkL/zJ5AqTRsah90nL+DLfSxCdTSuXLlu1sdpV1y5TpKA/rEhGNkjwjbbKTEcnU3Nv0dMGBiLN+8bdsVsq5i62VbjB8Rg7aE8vLQ2EzkXKzH7kzSs3HESc6cMwKD4UDf0lIiIiIiI3I1FKHIbqyywPj0PABAVbIQsAD0nJWjSbYNiMf/rX3E4rwyZuaXoFxvi7SaRhzi7ch1gey+QAAyKD0VSYjiSEiNwbWI4QgMNrYo1YWAsxvaPaXbdqdsGx+LWfma8sy0b/9iahT2nLuD2v/+Eu4bH48nxV8EczFNFiYiIiIh8CYtQ5BaXrw+TXVSB61/e3Oz6MKRunU3+uLlvFDZk5OOrtBwWoToQV69It+DOQbj72q7tjqfXSRjVM6LZxwMMevzp1t74r2vi8cr6I/hPWg4+33MWaw/l4dFbeuHB67rD6Mf1ooiIiIiIfIHO2w0g9bOvD3P57Aj7+jDr03O91DJS0h1D4wAAa/afu+LUK9IeWRbYlJmPN7dkubR/t3DPrgkXGxqIpb+9Gv+emYwh8aEot9Ri4brDGLd0G77PyIMQPEaJiIiIiLyNRShqF1fWh5n/za8sUmjQzX3NCAnwQ15pFXZmF3u7OaSQ6loZX+w5g/GvbcOMD/bgcH5Zi/tLsF0lb0RiuGcaeJnh3cLwn0euw+K7hsAcbMSp4kt4+MO9uP/dXTiS13LbiYiIiIhIWSxCUbs4Wx9GAMgtqcKuE+c91yjyCKOfHrcN7gIA+DItx8utIXcrq6rBO9uyceMrW/DU6oM4VlCOIKMf/vvGHljwm0GQYCs4NWa/P3dK//p1m7xBp5Nw5/B4bHlyNGbd3BP+fjr8dLwIE1/fhr+tSceFimqvtY2IiIiIqCPjmlDUZkIIHDx70aV9XV1HhtTlN8Pi8Mmu0/j24DmMTAxHXJjJYeFoUp+C0iqs2HESq345hbKqWgCAOdiIP1yfiN8ldUVIgG1x8TCTodkr1/nKOnCdjH54anxf/PaarnhpbSbWZ+RhZeoprNl/Dn8e0xv3juwGg972txirLJpdAJ2IiIiIiNyDRShqFSEEMnPLsC49F2sP5SKrsMKl5/EqVdpUWGqBXgKqamQ8ufogANupWL5UiCDXZBWW451t2fhyXw6qrTIAoGdUJ/z3jT0xdWiXKxb3dnblOl/SNcKEt+4fjh1ZRXjhG9tVHed98ys+2nkaf53cH5eqa68oqPE4JiIiIiJyPxahyCkhBDLOlWLtoVysS8/DiaKGwpNBJ0Gnk2CplZt8rgTb7AhvrQ9DylmfnotZH++7Yj0w+4L0b943jF/gVWDvqQt4+8cs/JCZD/va3cO7hSHlpp64ta8ZuhaKSs6uXOdrkntG4rvZN+DT3afx6oYjOFZQjunv7WpyXx7HRERERETuxyIUNUkIgQNnS7DuUC7WpufizPnK+sf8/XQY3ScKkwbF4pZ+Zuw4XoSZq/bZntfoNXxlfRhyP2cL0kuwLUg/tn+M23LvidOltBLDWRxZFth8uABvb8vC7pMX6p8zpl80Um7qgWu6a7dorNdJuDepGyYP6oKlG4/i/R0nm9xPqeOYiIiIiKgjYxGqg3Dli68sC6SduYh1dTOeci42FJ4CDDrc0teMiQNjcXNfM4KMDYfOhIGxePO+YT6/Pgy5j6sL0j/+2X6M6B6GuLBAxHU2IS4s0OHYcdX69FzFT5fSSgwA2JCRjxfXHbkiznOT+qKyRsY/t2XjeEE5AMCgl3DH0Dg8fGMP9DIHu60Nvi7UZMD4ATHNFqEAxwsrqGnGFxERERGRr2IRqgNo6Yvv2P4x2HvqAtYeysX69DzklTbsY/LX45a+ZkwaFIvRV0XB5N/84aKm9WGo/VxdaP6bA+fwzYFzDttCAw3o0jkQcZ0DER9mu40LC6zfFhnkD0lqOG7Wp+di5iplT/vTSgwAOFAsYUXqgSvi5JZU4U+f7K+/H2z0w+9GdsUfrktEdEjHXLPN1eP4sU/TMGFgDJJ7RmJUjwiEmgwKt4yIiIiISJtYhNK45r745pZUIWXVPoQE+KG07gpYABBk9MOYfmZMHBSLm/pEIcCgh6vUtj4MtZ2rC82PHxANWQA5FyqRc7ESJZU19T+ZuaVNPsfop0NcZ1tRKjY0AOvS85o97Q8A/romA4mRnQBIsMoCshColUX971ZZQJYFrHXbZYfHgBqrjLlfZ7QY4+l/H0JJZQ30Oh10EiBJgATJditJkNCwzf446h7XSRKELPDsl4dajPH8f9IR3skfBr0OOkmCXmd7vl4nQSfZfxrd19XdlyRIdftXV9fg3yd0Tcax00nAU+Ovwr0ju9Vf6a6jcvU4LiizYGXqKaxMPQWdBAyKC0Vyr0hc1zMS13QPc/l98vIZqUPj1TnzjFcSJCIiIqK2YhFKw1pat8eutKoWQUY9xg2IwaSBsbi+d2SrCk/UMY1IDEdsaADySqqaPL7sC9L/497hDl9Oyy21OHexEjkXKnG27vbcRVuBKudCJfLLqmCplZFdVIHsIteuvFhYZsH417a7p2PNKKmswdP/PqRojOKKavy/t39xwyu1XAyQBXB1QliHL0ABrh3H5hAj5k4egF9OFOOn40XILqzAgbMlOHC2BG9uzYK/nw7Du4bh+t6RSO4ZgUFxofDT6654raZmpMaEGDEpRsIk5brodp46pZSIiIiItIlFKA1ztm6P3Zv3DscNfaI80CLSCr1Owtwp/TFz1T5IcH1B+iCjH/pEB6NPdNMzQKprZeSXVuFs3cypTZn5WJee57Q9Jn89Ag166HQS9HWzguw/jWcPNWyT4Fd3ZccLFdU4Vrc+Ukv6xQQjKiQAQggIAQjU3QpAFsI2BnXbZWFb3F/A9vj5CgtON1rcvzkRnfwR6K+HLNtewyoEhH02l0Dddtusrsb35ZYqzU1w9TQ0rXPlOJ5/+wBMGBiLSYNtBZa8kir8fLwIP2cVYcfxYuSVViE1uxip2cUAbKc5JvWIwHW9InB9r0j0MgdhQ0ZekzNS80steK9Uh2EZ+Zh8dbzS3W03T51SSkREHQdn1xJ1PCxCaZirXzTPX6pWuCWkRUosSO/vp0NCuAkJ4SYAQFznQJeKUO/+/to2nwqamlWMe95xPgPpb1MGKB5j+e+GtTmGLAtsP5KH33+wz+m+rp6G1hG09jiOCQ3AncPjcefweAghkFVYgR1ZRfj5eBFSs4pRWlWLjZn52JiZDwCICvJHmaW2xVMxX1x3GBMHx7nlQ7dSH+Z5RUzfjuGpOFqKsSermDnxoRieisMYvhXHU7NrtTJenoyx88R57C2SEHHiPEb1MnO8vBxDazpUEervf/87Fi1ahLy8PAwZMgTLli3DiBEjvN0sxbj6RZNfSKmtlF6Q3tXT/kYkhnf4GDqdhKQeEejsL1BSLSkWR4vaehxLkoRe5iD0Mgdh+qjusMoCGedK8PPxYvx8vAi7T55HYbmzIr+E3BILvthzBmP6RyPc5A9dG//9uPPDvFUWKCq3IK+kCnmlVfglu9ilK2LO/TodIxIjEBVkhDnEiKhgI4KNfg4XG/B0X7Qew1NxtBLjQLGEBYu3Ia/UolgMQDvjxWO4Y8bwRBxPza7Vynh5J4YeK4/t4Xh5OYYWSUKIVp7IoU6fffYZpk+fjrfeegtJSUl47bXX8MUXX+DIkSMwm80tPre0tBShoaEoKSlBSEiIh1rcflZZ4PqXNzv94vvT07d4pVpbU1ODtWvXYtKkSTAYuD6NL/DFnNg/pABNny7lzivXqT1GTU0NFny4DiuO6hWNQ66pqrFi+eZjWL4ly+Xn+OkkRNYVcMzBRphDAmy3wXW3IbbfI4P8Hdaeau7DfFN5v1Rdaysu1RWY8kqrkF//uwX5JVUoLLfA2trzPJsRYNAhqq4P9cWpRkUqc3AAooKNiOhk61Nr+tJW7ojh7P3SE/3wVBytxPh2/1k8+ul+XL52HnPivRitidOezyhaGS9fy0lrNM6fTu+H61/e3OwfN9z1HUXN46XVGJ6Ko5UYbdWW90tP1jw6TBEqKSkJ1157LZYvXw4AkGUZCQkJ+NOf/oRnnnmmxeeqtQgFeOaLb1v5YsGjo/PVnGjlLxlKx7DnT99tOF5cd4R/lfEBrp6KefmVSp2RJCCik61QFRXsj10nLqCyxtrs/kY/HRLCApFfZkGZi3F0EhAVbERMSAAMeh32nLrg9Dkje4RDFkBRmQUFZRaUW1rXp3CTASWVtahtoQAWGmjAX2/rhwB/PQx6Hfz1Otutnw4GvQSDXgejn22boW6bUa+Hwc/2mATghle2tPvLT0vvl/Y/Ain9BcsTcbQU47qFm5BXWoWmLuDAnHg+RmvjyNbaNn1G0cp4+VpONs65CTVWGZU1VlTVyKistqKq1oqqGvtP420yKqqqkZ55FPHdEnH6QiU2ZhY4bcukgTHoERWEAIMOAQY9Agy2NUBtv+sQaNDDWL9N5/C4n07CjYva/17vrvHy9dz72vHl633x1Hi1FYtQPqC6uhomkwmrV6/GtGnT6rf//ve/x8WLF7FmzRqH/S0WCyyWhmnapaWlSEhIQFFRkeqKUACwISMf/3/t4cumnhvx/MS+GD8g2mvtqqmpwQ8//ICxY8f6VMGjI/PlnFhlgT2nLqCgzAJzsBHXdAtTZp0QFcdonD+d3k/xvpBzVllg9OJtyC+1NHOlUoGYkABsfeJGyEKgqLwahWUWFJZZUFBed1tWjYKyKhSW2R4rqqhu9yylTv56RIcYER0SgOjgutsQY8O2ECMiOzXMtnLWD9uHLSO2zLnR4Ti7VF2LwvLq+qJUff/qb219LK6obvUC+0oL72SA0a/5q8UKIVBVVYWAgIArTje01FpxvqKm3TGccTVOZCcDAvxtKzDYWypJgFR3z/Z7w3Y02l5ZbcU5Fy5ykhAWAJN/21Z5uFRdizMXfCNGTIgRRj99w8UngEYXpGjid9RdnKLu+K2utaKiWnYaJ8ioh7+fDhIkSBKgk+qyUZcLnSQ15EWyXWTDvm9VjdXhM11zuoQG1F3x2NY4exuFw+/CYbv9TlWNFUW+dgwb9KisrITJFAhA4jGsQIzWxNEKT42Xr+fe144vT/Sl4T0SwGXvhY3fI1F3v/5jihAuv0eu+sM1SPLCMhht+U5XWlqKyMhIFqHc5dy5c4iLi8OOHTswatSo+u1/+ctf8OOPP2Lnzp0O+8+bNw/z58+/4nU+/vhjmEwmxdurBFkAWaUSSmuAEAPQM0SA30eJiJR3oFjCe0ftp841fuO1/ff7hz4yhkS4/l+xLIDyGqC0BiitlnDwvITUAp3T543tIuOaKBmd/YGANnyuc3c/GrP3aWeBhG/POP9CGxsoo5NBQq0MWAUabi/73SoDtYL/2RERKUUnCfjrAIMO9bcNv4uG+/qG7aXVwO4i5/9vDYuQEWQAamSgWq67tQI1slR/v/FPtQxY+Z5PPmR6byuGR6qj3HLp0iX87ne/80gRqkMtTO6qZ599FnPmzKm/b58JNW7cOFXOhPJVvjzrpqNiTtSN+fNNkwAMa2JGakxIACbFXMKTd49pV752njiP1Pf2ON3v9xNGtOuvcc31IzY0wG0zaxNPnMe3LvRl0T2u90UIgVpZoMYqo8Yq8Ev2eTz66QGnz3thSj8MjGv+//za2lrs3LkTSUlJ8PNz/DiVnlOKv32T2e4YzrgaZ+7kvhjQJaT+z7j2WTwNv9u3N/wl2O7Xc6V4af1RpzGeHt8H/WKDW9H6Bpm5ZXh5g2/E+J9JV2FAlxBIsF18wD7DRqqbqWSfoQTAYQaTJNn2OXS2BE//J8NpnIXTBmBQfAhkYf8Le90Mq0a/y3UzrVD3F3j7jKuM3BK8uNZ5X56b2Af9Y0Pq2wo0N3NIaigr123POFeKed8edhrDk8dwX7MJO3ftwohrR0Dv58djWIEYrYnzz/uG4vpeETDonReTgCtna7syu/bj2Te2ehZ3rVVGVa2MHVnFmPWJ8/d6T42Xr+fe144vT/SluffIht9RP9O50QRL23tkbhnmufDeNe6GJFXNhPKUDlGEioyMhF6vR35+vsP2/Px8xMTEXLG/0WiE0Wi8YrvBYOAXOwVwXH0Pc6JuzJ/vmXx1PCYOjnO4At/Q+GBsWL+u3fka1cvs0tUX3XGJ5ab64c4rYirVF/9Gv08cHIjYdUecxrh3VKLTNaFyM4Ch3SKuyN+QrhF4c9uJdsdwxtU405N7tDnOqF5mrEg97TTGwzf1anOMG/pEY+Uvysf4IPWU0zWhHry+Z7tyclVsZ7y2OctpX+4a0a3NcZJ6RuG9n52P14wb2j5ew7pH4u3tJ33qGJattSjIBK7tEdmq90wtHcNKx2hNnFv7x7Ypjv3/vHm3D8DMVfsgoel1a+dOGYAAo38Tr+Ds9YFAABMGxSF2rfP3ek+Nl6/n3teOL0/0pd3vkS68d7njs1d7tOYzpie/O7hWulY5f39/DB8+HJs2barfJssyNm3a5HB6HhERkVL0OgmjekZg6tVxGNUzwm0fSvQ6CXOn9Adw5Vfrhg/z/d0aT4l+2F9b6b5oJYan4mgpxv9M6qtoDHscrYwXj+GOF8OTcSYMjMWb9w1DTGiAw/aY0AC3XDhJS+OllRieiqOVGFrWIYpQADBnzhy88847+OCDD5CZmYmZM2eioqICDz74oLebRkRE1C5Kf5j3JE/0RSsxPBVHKzHGD4jGH/rIiA5xnO3OnHgvhqfiMIbvxvnp6VvwyUMj8frdV+OTh0bip6dvUWU/tJB7jpfvxdCqDrEwud3y5cuxaNEi5OXl4eqrr8Ybb7yBpKQkp8/z5OUKO5K2XDqSlMWcqBvzpy5K5MsqC8VOlfM0T/SlPTFczZ+ncuLr4+ULMew5Gz9hItLOljEnPhTDlTjueM/Uynj5Sk5aw5ufUdQ4Xt6OkXq8AN9v34lxNyQpdkqZlsbL1z57teXfmydrHh1iTSi7Rx99FI8++qi3m0FERKQI+6lyWuCJvmglhqfiMIbvxdFKDE/FYQzfjKM0LY2Xp2IkJYajOFMgScGCipbGSwv/Tjypw5yOR0RERERERERE3sMiFBERERERERERKY5FKCIiIiIiIiIiUhyLUEREREREREREpDgWoYiIiIiIiIiISHEsQhERERERERERkeJYhCIiIiIiIiIiIsWxCEVERERERERERIpjEYqIiIiIiIiIiBTHIhQRERERERERESmORSgiIiIiIiIiIlIci1BERERERERERKQ4FqGIiIiIiIiIiEhxLEIREREREREREZHiWIQiIiIiIiIiIiLFsQhFRERERERERESKYxGKiIiIiIiIiIgU5+ftBqiBEAIAUFpa6uWWaEtNTQ0uXbqE0tJSGAwGbzeHwJyoHfOnLsyXujF/6sOcqRvzp27Mn7owX+rWlvzZax322oeSWIRyQVlZGQAgISHByy0hIiIiIiIiInK/srIyhIaGKhpDEp4odamcLMs4d+4cgoODIUmSt5ujGaWlpUhISMCZM2cQEhLi7eYQmBO1Y/7UhflSN+ZPfZgzdWP+1I35UxfmS93akj8hBMrKytClSxfodMqu2sSZUC7Q6XSIj4/3djM0KyQkhG9uPoY5UTfmT12YL3Vj/tSHOVM35k/dmD91Yb7UrbX5U3oGlB0XJiciIiIiIiIiIsWxCEVERERERERERIpjEYq8xmg0Yu7cuTAajd5uCtVhTtSN+VMX5kvdmD/1Yc7UjflTN+ZPXZgvdfP1/HFhciIiIiIiIiIiUhxnQhERERERERERkeJYhCIiIiIiIiIiIsWxCEVERERERERERIpjEYqIiIiIiIiIiBTHIhQ5WLBgAa699loEBwfDbDZj2rRpOHLkiMM+VVVVmDVrFiIiIhAUFIQ777wT+fn59Y8fOHAA99xzDxISEhAYGIh+/frh9ddfd3iNn376Cddddx0iIiIQGBiIvn37YunSpU7bJ4TA3/72N8TGxiIwMBBjxozBsWPH6h8/efIkZsyYgcTERAQGBqJnz56YO3cuqqur2zky3qP2nADA7bffjq5duyIgIACxsbG4//77ce7cuXaMinpoIX92FosFV199NSRJwv79+1s/GCqhhZx1794dkiQ5/CxcuLAdo6IeWsgfAHz33XdISkpCYGAgwsLCMG3atLYNiI9Te762bt16xb81+8/u3bvbOTq+T+35A4CjR49i6tSpiIyMREhICK6//nps2bKlHaOiHlrI3759+zB27Fh07twZERERePjhh1FeXt6OUfFdvp6vL7/8EuPGjUNERESznxWdtU/LtJC/f/7znxg9ejRCQkIgSRIuXrzYprGAIGpk/PjxYsWKFSI9PV3s379fTJo0SXTt2lWUl5fX75OSkiISEhLEpk2bxJ49e8TIkSNFcnJy/ePvvvuumD17tti6davIysoSH374oQgMDBTLli2r32ffvn3i448/Funp6eLEiRPiww8/FCaTSbz99tsttm/hwoUiNDRUfPXVV+LAgQPi9ttvF4mJiaKyslIIIcS6devEAw88IDZs2CCysrLEmjVrhNlsFk888YSbR8pz1J4TIYRYsmSJSE1NFSdPnhQ///yzGDVqlBg1apQbR8l3aSF/drNnzxYTJ04UAERaWlr7B8dHaSFn3bp1Ey+88ILIzc2t/2ncfi3TQv5Wr14twsLCxJtvvimOHDkiMjIyxGeffebGUfIdas+XxWJx+HeWm5sr/vjHP4rExEQhy7KbR8v3qD1/QgjRu3dvMWnSJHHgwAFx9OhR8cgjjwiTySRyc3PdOFK+Se35y8nJEWFhYSIlJUUcPnxY7Nq1SyQnJ4s777zTzSPlG3w9XytXrhTz588X77zzTrOfFZ21T8u0kL+lS5eKBQsWiAULFggA4sKFC20aCxahqEUFBQUCgPjxxx+FEEJcvHhRGAwG8cUXX9Tvk5mZKQCI1NTUZl/nkUceETfffHOLse644w5x3333Nfu4LMsiJiZGLFq0qH7bxYsXhdFoFJ988kmzz3vllVdEYmJii7HVRAs5WbNmjZAkSVRXV7cYX4vUmr+1a9eKvn37ioyMDM0XoS6nxpx169ZNLF261FnXOgS15a+mpkbExcWJf/3rXy71T2vUlq/LVVdXi6ioKPHCCy+0GFur1Ja/wsJCAUBs27atfp/S0lIBQPzwww8td1aD1Ja/t99+W5jNZmG1Wuv3OXjwoAAgjh071nJnNcCX8tXYiRMnmvys2Nb2aZXa8tfYli1b2lWE4ul41KKSkhIAQHh4OABg7969qKmpwZgxY+r36du3L7p27YrU1NQWX8f+Gk1JS0vDjh07cNNNNzW7z4kTJ5CXl+cQOzQ0FElJSe2KrTZqz8n58+fx0UcfITk5GQaDodnX1io15i8/Px8PPfQQPvzwQ5hMJued1Bg15gwAFi5ciIiICAwdOhSLFi1CbW1tyx3VKLXlb9++fcjJyYFOp8PQoUMRGxuLiRMnIj093bUOq5za8nW5r7/+GsXFxXjwwQebfV0tU1v+IiIicNVVV2HlypWoqKhAbW0t3n77bZjNZgwfPty1TmuI2vJnsVjg7+8Pna7hK21gYCAA2ylJWudL+XJFW9unVWrLnzv5ebsB5LtkWcbjjz+O6667DgMHDgQA5OXlwd/fH507d3bYNzo6Gnl5eU2+zo4dO/DZZ5/hu+++u+Kx+Ph4FBYWora2FvPmzcMf//jHZttjf/3o6GiXYx8/fhzLli3Dq6++2uzrqomac/L0009j+fLluHTpEkaOHIlvv/3WaX+1Ro35E0LggQceQEpKCq655hqcPHnS1e5qghpzBgCzZ8/GsGHDEB4ejh07duDZZ59Fbm4ulixZ4lK/tUKN+cvOzgYAzJs3D0uWLEH37t2xePFijB49GkePHtXUH1Uup8Z8Xe7dd9/F+PHjER8f3+zrapUa8ydJEjZu3Ihp06YhODgYOp0OZrMZ69evR1hYmMt91wI15u+WW27BnDlzsGjRIjz22GOoqKjAM888AwDIzc11reMq5Wv5ckVb2qdVasyfO3EmFDVr1qxZSE9Px6efftrm10hPT8fUqVMxd+5cjBs37orHt2/fjj179uCtt97Ca6+9hk8++QQA8NFHHyEoKKj+Z/v27a2OnZOTgwkTJuCuu+7CQw891OY++BI15+Spp55CWloavv/+e+j1ekyfPh1CiDb3Q43UmL9ly5ahrKwMzz77bJvbrGZqzBkAzJkzB6NHj8bgwYORkpKCxYsXY9myZbBYLG3uhxqpMX+yLAMAnn/+edx5550YPnw4VqxYAUmS8MUXX7S5H2qgxnw1dvbsWWzYsAEzZsxoc/vVTI35E0Jg1qxZMJvN2L59O3bt2oVp06ZhypQpmi9iXE6N+RswYAA++OADLF68GCaTCTExMUhMTER0dLTD7CgtUmO+qEGHz1+bTuIjzZs1a5aIj48X2dnZDts3bdrU5PmfXbt2FUuWLHHYlpGRIcxms3juuedcivm///u/ok+fPkII2/n4x44dq/+5dOmSyMrKavL81BtvvFHMnj3bYVtOTo7o3bu3uP/++x3OE1czteeksTNnzggAYseOHS61QwvUmr+pU6cKnU4n9Hp9/Q8AodfrxfTp01sxAuqj1pw1JT09XQAQhw8fdqkdWqDW/G3evFkAENu3b3fYZ8SIES63Q43Umq/GXnjhBREVFdUh1ztUa/42btwodDqdKCkpcdinV69eYsGCBS61QwvUmr/G8vLyRFlZmSgvLxc6nU58/vnnLrVDjXwxX401t6ZQa9qnZWrNX2PtXROKRShyIMuymDVrlujSpYs4evToFY/bF0xbvXp1/bbDhw9fsWBaenq6MJvN4qmnnnI59vz580W3bt1abFtMTIx49dVX67eVlJRcsUDo2bNnRe/evcXdd98tamtrXY7vq7SQk8udOnVKABBbtmxxuS1qpfb8nTp1Shw6dKj+Z8OGDQKAWL16tThz5ozLbVETteesKatWrRI6nU6cP3/e5baoldrzZ7/feGHy6upqYTabnV7ZRo3Unq/G+yYmJqr6arxtofb8ff3110Kn04mysjKH5/bp00e8+OKLLrdFrdSev6a8++67wmQytfnLsS/z5Xw15mxhcmft0yq1568xFqHIrWbOnClCQ0PF1q1bHS433LhCmpKSIrp27So2b94s9uzZI0aNGiVGjRpV//ihQ4dEVFSUuO+++xxeo6CgoH6f5cuXi6+//locPXpUHD16VPzrX/8SwcHB4vnnn2+xfQsXLhSdO3cWa9asEQcPHhRTp051uFTr2bNnRa9evcStt94qzp496xBfrdSek19++UUsW7ZMpKWliZMnT4pNmzaJ5ORk0bNnT1FVVeXm0fI9as/f5Vz5j0nt1J6zHTt2iKVLl4r9+/eLrKwssWrVKhEVFaX5mWt2as+fEEI89thjIi4uTmzYsEEcPnxYzJgxQ5jNZk0WEbWQLyFsM2oAiMzMTDeNjDqoPX+FhYUiIiJC/OY3vxH79+8XR44cEU8++aQwGAxi//79bh4t36P2/AkhxLJly8TevXvFkSNHxPLly0VgYKB4/fXX3ThKvsPX81VcXCzS0tLEd999JwCITz/9VKSlpTl8D3PWPi3TQv5yc3NFWlqaeOedd+qvLJqWliaKi4tbNRYsQpEDAE3+rFixon6fyspK8cgjj4iwsDBhMpnEHXfc4XBwzp07t8nXaFx9feONN8SAAQOEyWQSISEhYujQoeIf//iH01PnZFkWf/3rX0V0dLQwGo3i1ltvFUeOHKl/fMWKFc32Qa3UnpODBw+Km2++WYSHhwuj0Si6d+8uUlJSxNmzZ902Rr5M7fm7XEcoQqk9Z3v37hVJSUkiNDRUBAQEiH79+omXXnqpQxR9hVB//oSwzXx64oknhNlsFsHBwWLMmDEiPT3dLePja7SQLyGEuOeee0RycnK7x0NttJC/3bt3i3Hjxonw8HARHBwsRo4cKdauXeuW8fF1Wsjf/fffL8LDw4W/v78YPHiwWLlypVvGxhf5er6a+x42d+5cl9unZVrIX3PxG/fBFVLdgBARERERERERESlG25cNICIiIiIiIiIin8AiFBERERERERERKY5FKCIiIiIiIiIiUhyLUEREREREREREpDgWoYiIiIiIiIiISHEsQhERERERERERkeJYhCIiIiIiIiIiIsWxCEVERERERERERIpjEYqIiIiIiIiIiBTHIhQRERGRQh544AFIkgRJkmAwGBAdHY2xY8fivffegyzLLr/O+++/j86dOyvXUCIiIiIPYBGKiIiISEETJkxAbm4uTp48iXXr1uHmm2/GY489hsmTJ6O2ttbbzSMiIiLyGBahiIiIiBRkNBoRExODuLg4DBs2DM899xzWrFmDdevW4f333wcALFmyBIMGDUKnTp2QkJCARx55BOXl5QCArVu34sEHH0RJSUn9rKp58+YBACwWC5588knExcWhU6dOSEpKwtatW73TUSIiIiInWIQiIiIi8rBbbrkFQ4YMwZdffgkA0Ol0eOONN5CRkYEPPvgAmzdvxl/+8hcAQHJyMl577TWEhIQgNzcXubm5ePLJJwEAjz76KFJTU/Hpp5/i4MGDuOuuuzBhwgQcO3bMa30jIiIiao4khBDebgQRERGRFj3wwAO4ePEivvrqqyseu/vuu3Hw4EH8+uuvVzy2evVqpKSkoKioCIBtTajHH38cFy9erN/n9OnT6NGjB06fPo0uXbrUbx8zZgxGjBiBl156ye39ISIiImoPP283gIiIiKgjEkJAkiQAwMaNG7FgwQIcPnwYpaWlqK2tRVVVFS5dugSTydTk8w8dOgSr1Yo+ffo4bLdYLIiIiFC8/UREREStxSIUERERkRdkZmYiMTERJ0+exOTJkzFz5ky8+OKLCA8Px08//YQZM2agurq62SJUeXk59Ho99u7dC71e7/BYUFCQJ7pARERE1CosQhERERF52ObNm3Ho0CH8+c9/xt69eyHLMhYvXgydzrZc5+eff+6wv7+/P6xWq8O2oUOHwmq1oqCgADfccIPH2k5ERETUVixCERERESnIYrEgLy8PVqsV+fn5WL9+PRYsWIDJkydj+vTpSE9PR01NDZYtW4YpU6bg559/xltvveXwGt27d0d5eTk2bdqEIUOGwGQyoU+fPrj33nsxffp0LF68GEOHDkVhYSE2bdqEwYMH47bbbvNSj4mIiIiaxqvjERERESlo/fr1iI2NRffu3TFhwgRs2bIFb7zxBtasWQO9Xo8hQ4ZgyZIlePnllzFw4EB89NFHWLBggcNrJCcnIyUlBb/97W8RFRWFV155BQCwYsUKTJ8+HU888QSuuuoqTJs2Dbt370bXrl290VUiIiKiFvHqeEREREREREREpDjOhCIiIiIiIiIiIsWxCEVERERERERERIpjEYqIiIiIiIiIiBTHIhQRERERERERESmORSgiIiIiIiIiIlIci1BERERERERERKQ4FqGIiIiIiIiIiEhxLEIREREREREREZHiWIQiIiIiIiIiIiLFsQhFRERERERERESKYxGKiIiIiIiIiIgU93+MW4h0lV/6KQAAAABJRU5ErkJggg==", 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" ] @@ -1164,12 +2007,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 34, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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GjRtnNGrUyHBzczPq1Klj3HXXXcYrr7xinD9//rI9Aqi8bIZRjlfRAQAAJ5s3b1aXLl20YsUKPfLII+XdDgBcMa6xAAAAAGAZwQIAAACAZQQLAAAAAJZxjQUAAAAAyzhjAQAAAMAyggUAAAAAy3hAXhkpKCjQyZMnVaNGDdlstvJuBwAAALDMMAz98ssvCggIkIvL5c9JECzKyMmTJ9WgQYPybgMAAAAoc8ePH1f9+vUvW0OwKCM1atSQ9Pubbrfby7kbAAAAwDqHw6EGDRqY33Uvh2BRRgp//mS32wkWAAAAuK5cyU/9uXgbAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZa7l3QCA8hU0dm15twAAN4wj0yPKuwXgquGMBQAAAADLCBYAAAAALCNYAAAAALCMYAEAAADAMoIFAAAAAMsIFgAAAAAsI1gAAAAAsIxgAQAAAMAyggUAAAAAywgWAAAAACwjWAAAAACwjGABAAAAwDKCBQAAAADLyjVYJCUlqVevXgoICJDNZtOqVauK1Bw4cEAPPPCAvL295eXlpTvuuEPHjh0z58+dO6eYmBjVrl1b1atXV+/evZWenu60jWPHjikiIkLVqlWTr6+vRo8erfz8fKeazZs3q3Xr1nJ3d1ejRo0UHx9/NQ4ZAAAAuC6Va7DIyclRy5Yt9dprrxU7/8MPP6hjx45q2rSpNm/erD179mjChAny8PAwa0aMGKFPPvlEK1as0JYtW3Ty5Ek9/PDD5vyFCxcUERGh8+fPa9u2bVqyZIni4+M1ceJEs+bw4cOKiIhQly5dtGvXLg0fPlxPPPGE1q1bd/UOHgAAALiO2AzDMMq7CUmy2WxauXKlIiMjzbGoqChVrVpV77zzTrHrZGVlqW7dunr//ff1yCOPSJIOHjyokJAQJScnq3379vrss8/Us2dPnTx5Un5+fpKkuLg4jRkzRqdPn5abm5vGjBmjtWvXat++fU77zszMVEJCwhX173A45O3traysLNnt9lK+C8C1FzR2bXm3AAA3jCPTI8q7BaBESvIdt8JeY1FQUKC1a9fqlltuUXh4uHx9fdWuXTunn0ulpKQoLy9PYWFh5ljTpk3VsGFDJScnS5KSk5PVokULM1RIUnh4uBwOh/bv32/WXLyNwprCbQAAAAC4vAobLDIyMpSdna3p06ere/fuWr9+vR566CE9/PDD2rJliyQpLS1Nbm5u8vHxcVrXz89PaWlpZs3FoaJwvnDucjUOh0O//fZbsf3l5ubK4XA4vQAAAIAblWt5N3ApBQUFkqQHH3xQI0aMkCS1atVK27ZtU1xcnO6+++7ybE/Tpk3T5MmTy7UHAAAAoKKosGcs6tSpI1dXVzVr1sxpPCQkxLwrlL+/v86fP6/MzEynmvT0dPn7+5s1f7xLVOHyn9XY7XZ5enoW29+4ceOUlZVlvo4fP166AwUAAACuAxU2WLi5uemOO+5Qamqq0/h3332nwMBASVKbNm1UtWpVbdiwwZxPTU3VsWPHFBoaKkkKDQ3V3r17lZGRYdYkJibKbreboSU0NNRpG4U1hdsojru7u+x2u9MLAAAAuFGV60+hsrOz9f3335vLhw8f1q5du1SrVi01bNhQo0ePVp8+fdS5c2d16dJFCQkJ+uSTT7R582ZJkre3t6KjozVy5EjVqlVLdrtdzzzzjEJDQ9W+fXtJUrdu3dSsWTMNGDBAM2fOVFpamp5//nnFxMTI3d1dkvTUU09p4cKFeu655/T4449r48aNWr58udau5W45AAAAwJUo19vNbt68WV26dCkyPmjQIPMBdW+99ZamTZumEydOqEmTJpo8ebIefPBBs/bcuXMaNWqUPvjgA+Xm5io8PFz//Oc/zZ85SdLRo0f19NNPa/PmzfLy8tKgQYM0ffp0ubr+v1y1efNmjRgxQt9++63q16+vCRMmaPDgwVd8LNxuFpUVt5sFgGuH282isinJd9wK8xyLyo5ggcqKYAEA1w7BApXNdfEcCwAAAACVB8ECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlpVrsEhKSlKvXr0UEBAgm82mVatWXbL2qaeeks1m07x585zGz5w5o379+slut8vHx0fR0dHKzs52qtmzZ486deokDw8PNWjQQDNnziyy/RUrVqhp06by8PBQixYt9Omnn5bFIQIAAAA3hHINFjk5OWrZsqVee+21y9atXLlSX375pQICAorM9evXT/v371diYqLWrFmjpKQkDR061Jx3OBzq1q2bAgMDlZKSolmzZmnSpEl64403zJpt27bpscceU3R0tL755htFRkYqMjJS+/btK7uDBQAAAK5jNsMwjPJuQpJsNptWrlypyMhIp/Eff/xR7dq107p16xQREaHhw4dr+PDhkqQDBw6oWbNm2rFjh9q2bStJSkhIUI8ePXTixAkFBARo0aJFGj9+vNLS0uTm5iZJGjt2rFatWqWDBw9Kkvr06aOcnBytWbPG3G/79u3VqlUrxcXFXVH/DodD3t7eysrKkt1ut/huANdO0Ni15d0CANwwjkyPKO8WgBIpyXfcCn2NRUFBgQYMGKDRo0fr1ltvLTKfnJwsHx8fM1RIUlhYmFxcXLR9+3azpnPnzmaokKTw8HClpqbq7NmzZk1YWJjTtsPDw5WcnHw1DgsAAAC47riWdwOXM2PGDLm6uurvf/97sfNpaWny9fV1GnN1dVWtWrWUlpZm1gQHBzvV+Pn5mXM1a9ZUWlqaOXZxTeE2ipObm6vc3Fxz2eFwXPmBAQAAANeZCnvGIiUlRfPnz1d8fLxsNlt5t1PEtGnT5O3tbb4aNGhQ3i0BAAAA5abCBosvvvhCGRkZatiwoVxdXeXq6qqjR49q1KhRCgoKkiT5+/srIyPDab38/HydOXNG/v7+Zk16erpTTeHyn9UUzhdn3LhxysrKMl/Hjx+3dLwAAABAZVZhg8WAAQO0Z88e7dq1y3wFBARo9OjRWrdunSQpNDRUmZmZSklJMdfbuHGjCgoK1K5dO7MmKSlJeXl5Zk1iYqKaNGmimjVrmjUbNmxw2n9iYqJCQ0Mv2Z+7u7vsdrvTCwAAALhRles1FtnZ2fr+++/N5cOHD2vXrl2qVauWGjZsqNq1azvVV61aVf7+/mrSpIkkKSQkRN27d9eTTz6puLg45eXlKTY2VlFRUeatafv27avJkycrOjpaY8aM0b59+zR//nzNnTvX3O6wYcN09913a/bs2YqIiNDSpUu1c+dOp1vSAgAAALi0cj1jsXPnTt1+++26/fbbJUkjR47U7bffrokTJ17xNt577z01bdpUXbt2VY8ePdSxY0enQODt7a3169fr8OHDatOmjUaNGqWJEyc6Pevirrvu0vvvv6833nhDLVu21IcffqhVq1apefPmZXewAAAAwHWswjzHorLjORaorHiOBQBcOzzHApXNdfMcCwAAAACVA8ECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlpVrsEhKSlKvXr0UEBAgm82mVatWmXN5eXkaM2aMWrRoIS8vLwUEBGjgwIE6efKk0zbOnDmjfv36yW63y8fHR9HR0crOznaq2bNnjzp16iQPDw81aNBAM2fOLNLLihUr1LRpU3l4eKhFixb69NNPr8oxAwAAANejcg0WOTk5atmypV577bUic7/++qu+/vprTZgwQV9//bU+/vhjpaam6oEHHnCq69evn/bv36/ExEStWbNGSUlJGjp0qDnvcDjUrVs3BQYGKiUlRbNmzdKkSZP0xhtvmDXbtm3TY489pujoaH3zzTeKjIxUZGSk9u3bd/UOHgAAALiO2AzDMMq7CUmy2WxauXKlIiMjL1mzY8cO3XnnnTp69KgaNmyoAwcOqFmzZtqxY4fatm0rSUpISFCPHj104sQJBQQEaNGiRRo/frzS0tLk5uYmSRo7dqxWrVqlgwcPSpL69OmjnJwcrVmzxtxX+/bt1apVK8XFxV1R/w6HQ97e3srKypLdbi/luwBce0Fj15Z3CwBwwzgyPaK8WwBKpCTfcSvVNRZZWVmy2Wzy8fGRJCUnJ8vHx8cMFZIUFhYmFxcXbd++3azp3LmzGSokKTw8XKmpqTp79qxZExYW5rSv8PBwJScnX7KX3NxcORwOpxcAAABwo6o0weLcuXMaM2aMHnvsMTMtpaWlydfX16nO1dVVtWrVUlpamlnj5+fnVFO4/Gc1hfPFmTZtmry9vc1XgwYNrB0gAAAAUIlVimCRl5enRx99VIZhaNGiReXdjiRp3LhxysrKMl/Hjx8v75YAAACAcuNa3g38mcJQcfToUW3cuNHpt13+/v7KyMhwqs/Pz9eZM2fk7+9v1qSnpzvVFC7/WU3hfHHc3d3l7u5e+gMDAAAAriMV+oxFYag4dOiQPv/8c9WuXdtpPjQ0VJmZmUpJSTHHNm7cqIKCArVr186sSUpKUl5enlmTmJioJk2aqGbNmmbNhg0bnLadmJio0NDQq3VoAAAAwHWlXINFdna2du3apV27dkmSDh8+rF27dunYsWPKy8vTI488op07d+q9997ThQsXlJaWprS0NJ0/f16SFBISou7du+vJJ5/UV199pa1btyo2NlZRUVEKCAiQJPXt21dubm6Kjo7W/v37tWzZMs2fP18jR440+xg2bJgSEhI0e/ZsHTx4UJMmTdLOnTsVGxt7zd8TAAAAoDIq19vNbt68WV26dCkyPmjQIE2aNEnBwcHFrrdp0ybdc889kn5/QF5sbKw++eQTubi4qHfv3lqwYIGqV69u1u/Zs0cxMTHasWOH6tSpo2eeeUZjxoxx2uaKFSv0/PPP68iRI2rcuLFmzpypHj16XPGxcLtZVFbcbhYArh1uN4vKpiTfcSvMcywqO4IFKiuCBQBcOwQLVDbX7XMsAAAAAFRMBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGBZqYLF//73v7LuAwAAAEAlVqpg0ahRI3Xp0kXvvvuuzp07V9Y9AQAAAKhkShUsvv76a912220aOXKk/P399be//U1fffVVWfcGAAAAoJIoVbBo1aqV5s+fr5MnT+qtt97SqVOn1LFjRzVv3lxz5szR6dOnr2g7SUlJ6tWrlwICAmSz2bRq1SqnecMwNHHiRNWrV0+enp4KCwvToUOHnGrOnDmjfv36yW63y8fHR9HR0crOznaq2bNnjzp16iQPDw81aNBAM2fOLNLLihUr1LRpU3l4eKhFixb69NNPS/amAAAAADcwSxdvu7q66uGHH9aKFSs0Y8YMff/993r22WfVoEEDDRw4UKdOnbrs+jk5OWrZsqVee+21YudnzpypBQsWKC4uTtu3b5eXl5fCw8Odfn7Vr18/7d+/X4mJiVqzZo2SkpI0dOhQc97hcKhbt24KDAxUSkqKZs2apUmTJumNN94wa7Zt26bHHntM0dHR+uabbxQZGanIyEjt27fPytsDAAAA3DBshmEYpV15586deuutt7R06VJ5eXlp0KBBio6O1okTJzR58mQ5HI4r/omUzWbTypUrFRkZKen3sxUBAQEaNWqUnn32WUlSVlaW/Pz8FB8fr6ioKB04cEDNmjXTjh071LZtW0lSQkKCevTooRMnTiggIECLFi3S+PHjlZaWJjc3N0nS2LFjtWrVKh08eFCS1KdPH+Xk5GjNmjVmP+3bt1erVq0UFxd3Rf07HA55e3srKytLdrv9itYBKoKgsWvLuwUAuGEcmR5R3i0AJVKS77ilOmMxZ84ctWjRQnfddZdOnjypt99+W0ePHtWLL76o4OBgderUSfHx8fr6669LdQCSdPjwYaWlpSksLMwc8/b2Vrt27ZScnCxJSk5Olo+PjxkqJCksLEwuLi7avn27WdO5c2czVEhSeHi4UlNTdfbsWbPm4v0U1hTupzi5ublyOBxOLwAAAOBGVapgsWjRIvXt21dHjx7VqlWr1LNnT7m4OG/K19dX//73v0vdWFpamiTJz8/PadzPz8+cS0tLk6+vr9O8q6uratWq5VRT3DYu3selagrnizNt2jR5e3ubrwYNGpT0EAEAAIDrhmtpVvrjBdTFcXNz06BBg0qz+Uph3LhxGjlypLnscDgIFwAAALhhleqMxeLFi7VixYoi4ytWrNCSJUssNyVJ/v7+kqT09HSn8fT0dHPO399fGRkZTvP5+fk6c+aMU01x27h4H5eqKZwvjru7u+x2u9MLAAAAuFGVKlhMmzZNderUKTLu6+url19+2XJTkhQcHCx/f39t2LDBHHM4HNq+fbtCQ0MlSaGhocrMzFRKSopZs3HjRhUUFKhdu3ZmTVJSkvLy8syaxMRENWnSRDVr1jRrLt5PYU3hfgAAAABcXqmCxbFjxxQcHFxkPDAwUMeOHbvi7WRnZ2vXrl3atWuXpN8v2N61a5eOHTsmm82m4cOH68UXX9Tq1au1d+9eDRw4UAEBAeado0JCQtS9e3c9+eST+uqrr7R161bFxsYqKipKAQEBkqS+ffvKzc1N0dHR2r9/v5YtW6b58+c7/Yxp2LBhSkhI0OzZs3Xw4EFNmjRJO3fuVGxsbGneHgAAAOCGU6prLHx9fbVnzx4FBQU5je/evVu1a9e+4u3s3LlTXbp0MZcLv+wPGjRI8fHxeu6555STk6OhQ4cqMzNTHTt2VEJCgjw8PMx13nvvPcXGxqpr165ycXFR7969tWDBAnPe29tb69evV0xMjNq0aaM6depo4sSJTs+6uOuuu/T+++/r+eef1z/+8Q81btxYq1atUvPmzUv61gAAAAA3pFI9x2LMmDFatmyZFi9erM6dO0uStmzZoscff1yPPPKIXnnllTJvtKLjORaorHiOBQBcOzzHApVNSb7jluqMxdSpU3XkyBF17dpVrq6/b6KgoEADBw4ss2ssAAAAAFQepQoWbm5uWrZsmaZOnardu3fL09NTLVq0UGBgYFn3BwAAAKASKFWwKHTLLbfolltuKateAAAAAFRSpQoWFy5cUHx8vDZs2KCMjAwVFBQ4zW/cuLFMmgMAAABQOZQqWAwbNkzx8fGKiIhQ8+bNZbPZyrovAAAAAJVIqYLF0qVLtXz5cvXo0aOs+wEAAABQCZXqAXlubm5q1KhRWfcCAAAAoJIqVbAYNWqU5s+fr1I8AgMAAADAdahUP4X673//q02bNumzzz7TrbfeqqpVqzrNf/zxx2XSHAAAAIDKoVTBwsfHRw899FBZ9wIAAACgkipVsFi8eHFZ9wEAAACgEivVNRaSlJ+fr88//1yvv/66fvnlF0nSyZMnlZ2dXWbNAQAAAKgcSnXG4ujRo+revbuOHTum3Nxc3XfffapRo4ZmzJih3NxcxcXFlXWfAAAAACqwUp2xGDZsmNq2bauzZ8/K09PTHH/ooYe0YcOGMmsOAAAAQOVQqjMWX3zxhbZt2yY3Nzen8aCgIP34449l0hgAAACAyqNUZywKCgp04cKFIuMnTpxQjRo1LDcFAAAAoHIpVbDo1q2b5s2bZy7bbDZlZ2frhRdeUI8ePcqqNwAAAACVRKl+CjV79myFh4erWbNmOnfunPr27atDhw6pTp06+uCDD8q6RwAAAAAVXKmCRf369bV7924tXbpUe/bsUXZ2tqKjo9WvXz+ni7kBAAAA3BhKFSwkydXVVf379y/LXgAAAABUUqUKFm+//fZl5wcOHFiqZgAAAABUTqUKFsOGDXNazsvL06+//io3NzdVq1aNYAEAAADcYEp1V6izZ886vbKzs5WamqqOHTty8TYAAABwAypVsChO48aNNX369CJnMwAAAABc/8osWEi/X9B98uTJstwkAAAAgEqgVNdYrF692mnZMAydOnVKCxcuVIcOHcqkMQAAAACVR6mCRWRkpNOyzWZT3bp1de+992r27Nll0RcAAACASqRUwaKgoKCs+wAAAABQiZXpNRYAAAAAbkylOmMxcuTIK66dM2dOaXYBAAAAoBIpVbD45ptv9M033ygvL09NmjSRJH333XeqUqWKWrdubdbZbLay6RIAAABAhVaqYNGrVy/VqFFDS5YsUc2aNSX9/tC8IUOGqFOnTho1alSZNgkAAACgYivVNRazZ8/WtGnTzFAhSTVr1tSLL77IXaEAAACAG1CpgoXD4dDp06eLjJ8+fVq//PKL5aYAAAAAVC6lChYPPfSQhgwZoo8//lgnTpzQiRMn9NFHHyk6OloPP/xwmTV34cIFTZgwQcHBwfL09NTNN9+sqVOnyjAMs8YwDE2cOFH16tWTp6enwsLCdOjQIaftnDlzRv369ZPdbpePj4+io6OVnZ3tVLNnzx516tRJHh4eatCggWbOnFlmxwEAAABc70oVLOLi4nT//ferb9++CgwMVGBgoPr27avu3bvrn//8Z5k1N2PGDC1atEgLFy7UgQMHNGPGDM2cOVOvvvqqWTNz5kwtWLBAcXFx2r59u7y8vBQeHq5z586ZNf369dP+/fuVmJioNWvWKCkpSUOHDjXnHQ6HunXrpsDAQKWkpGjWrFmaNGmS3njjjTI7FgAAAOB6ZjMu/uf/EsrJydEPP/wgSbr55pvl5eVVZo1JUs+ePeXn56d///vf5ljv3r3l6empd999V4ZhKCAgQKNGjdKzzz4rScrKypKfn5/i4+MVFRWlAwcOqFmzZtqxY4fatm0rSUpISFCPHj104sQJBQQEaNGiRRo/frzS0tLk5uYmSRo7dqxWrVqlgwcPXlGvDodD3t7eysrKkt1uL9P3AbiagsauLe8WAOCGcWR6RHm3AJRISb7jWnpA3qlTp3Tq1Ck1btxYXl5espBRinXXXXdpw4YN+u677yRJu3fv1n//+1/df//9kqTDhw8rLS1NYWFh5jre3t5q166dkpOTJUnJycny8fExQ4UkhYWFycXFRdu3bzdrOnfubIYKSQoPD1dqaqrOnj1bpscEAAAAXI9KdbvZn3/+WY8++qg2bdokm82mQ4cO6S9/+Yuio6NVs2bNMrsz1NixY+VwONS0aVNVqVJFFy5c0EsvvaR+/fpJktLS0iRJfn5+Tuv5+fmZc2lpafL19XWad3V1Va1atZxqgoODi2yjcO7iu18Vys3NVW5urrnscDisHCoAAABQqZXqjMWIESNUtWpVHTt2TNWqVTPH+/Tpo4SEhDJrbvny5Xrvvff0/vvv6+uvv9aSJUv0yiuvaMmSJWW2j9KaNm2avL29zVeDBg3KuyUAAACg3JQqWKxfv14zZsxQ/fr1ncYbN26so0ePlkljkjR69GiNHTtWUVFRatGihQYMGKARI0Zo2rRpkiR/f39JUnp6utN66enp5py/v78yMjKc5vPz83XmzBmnmuK2cfE+/mjcuHHKysoyX8ePH7d4tAAAAEDlVapgkZOT43SmotCZM2fk7u5uualCv/76q1xcnFusUqWKCgoKJEnBwcHy9/fXhg0bzHmHw6Ht27crNDRUkhQaGqrMzEylpKSYNRs3blRBQYHatWtn1iQlJSkvL8+sSUxMVJMmTYr9GZQkubu7y263O70AAACAG1WpgkWnTp309ttvm8s2m00FBQWaOXOmunTpUmbN9erVSy+99JLWrl2rI0eOaOXKlZozZ44eeughc7/Dhw/Xiy++qNWrV2vv3r0aOHCgAgICFBkZKUkKCQlR9+7d9eSTT+qrr77S1q1bFRsbq6ioKAUEBEiS+vbtKzc3N0VHR2v//v1atmyZ5s+fr5EjR5bZsQAAAADXs1JdvD1z5kx17dpVO3fu1Pnz5/Xcc89p//79OnPmjLZu3Vpmzb366quaMGGC/u///k8ZGRkKCAjQ3/72N02cONGsee6555STk6OhQ4cqMzNTHTt2VEJCgjw8PMya9957T7GxseratatcXFzUu3dvLViwwJz39vbW+vXrFRMTozZt2qhOnTqaOHGi07MuAAAAAFxaqZ9jkZWVpYULF2r37t3Kzs5W69atFRMTo3r16pV1j5UCz7FAZcVzLADg2uE5FqhsSvIdt8RnLPLy8tS9e3fFxcVp/PjxpW4SAAAAwPWjxNdYVK1aVXv27LkavQAAAACopEp18Xb//v3173//u6x7AQAAAFBJleri7fz8fL311lv6/PPP1aZNG3l5eTnNz5kzp0yaAwAAAFA5lChY/O9//1NQUJD27dun1q1bS5K+++47pxqbzVZ23QEAAACoFEoULBo3bqxTp05p06ZNkqQ+ffpowYIF8vPzuyrNAQAAAKgcSnSNxR/vTPvZZ58pJyenTBsCAAAAUPmU6uLtQqV8BAYAAACA60yJgoXNZityDQXXVAAAAAAo0TUWhmFo8ODBcnd3lySdO3dOTz31VJG7Qn388cdl1yEAAACACq9EwWLQoEFOy/379y/TZgAAAABUTiUKFosXL75afQAAAACoxCxdvA0AAAAAEsECAAAAQBkgWAAAAACwjGABAAAAwDKCBQAAAADLCBYAAAAALCNYAAAAALCMYAEAAADAMoIFAAAAAMsIFgAAAAAsI1gAAAAAsIxgAQAAAMAyggUAAAAAywgWAAAAACwjWAAAAACwjGABAAAAwDKCBQAAAADLCBYAAAAALCNYAAAAALCMYAEAAADAMoIFAAAAAMsIFgAAAAAsI1gAAAAAsKzCB4sff/xR/fv3V+3ateXp6akWLVpo586d5rxhGJo4caLq1asnT09PhYWF6dChQ07bOHPmjPr16ye73S4fHx9FR0crOzvbqWbPnj3q1KmTPDw81KBBA82cOfOaHB8AAABwPajQweLs2bPq0KGDqlatqs8++0zffvutZs+erZo1a5o1M2fO1IIFCxQXF6ft27fLy8tL4eHhOnfunFnTr18/7d+/X4mJiVqzZo2SkpI0dOhQc97hcKhbt24KDAxUSkqKZs2apUmTJumNN964pscLAAAAVFY2wzCM8m7iUsaOHautW7fqiy++KHbeMAwFBARo1KhRevbZZyVJWVlZ8vPzU3x8vKKionTgwAE1a9ZMO3bsUNu2bSVJCQkJ6tGjh06cOKGAgAAtWrRI48ePV1pamtzc3Mx9r1q1SgcPHryiXh0Oh7y9vZWVlSW73V4GRw9cG0Fj15Z3CwBwwzgyPaK8WwBKpCTfcSv0GYvVq1erbdu2+utf/ypfX1/dfvvt+te//mXOHz58WGlpaQoLCzPHvL291a5dOyUnJ0uSkpOT5ePjY4YKSQoLC5OLi4u2b99u1nTu3NkMFZIUHh6u1NRUnT179mofJgAAAFDpVehg8b///U+LFi1S48aNtW7dOj399NP6+9//riVLlkiS0tLSJEl+fn5O6/n5+ZlzaWlp8vX1dZp3dXVVrVq1nGqK28bF+/ij3NxcORwOpxcAAABwo3It7wYup6CgQG3bttXLL78sSbr99tu1b98+xcXFadCgQeXa27Rp0zR58uRy7QEAAACoKCr0GYt69eqpWbNmTmMhISE6duyYJMnf31+SlJ6e7lSTnp5uzvn7+ysjI8NpPj8/X2fOnHGqKW4bF+/jj8aNG6esrCzzdfz48dIcIgAAAHBdqNDBokOHDkpNTXUa++677xQYGChJCg4Olr+/vzZs2GDOOxwObd++XaGhoZKk0NBQZWZmKiUlxazZuHGjCgoK1K5dO7MmKSlJeXl5Zk1iYqKaNGnidAeqi7m7u8tutzu9AAAAgBtVhQ4WI0aM0JdffqmXX35Z33//vd5//3298cYbiomJkSTZbDYNHz5cL774olavXq29e/dq4MCBCggIUGRkpKTfz3B0795dTz75pL766itt3bpVsbGxioqKUkBAgCSpb9++cnNzU3R0tPbv369ly5Zp/vz5GjlyZHkdOgAAAFCpVOhrLO644w6tXLlS48aN05QpUxQcHKx58+apX79+Zs1zzz2nnJwcDR06VJmZmerYsaMSEhLk4eFh1rz33nuKjY1V165d5eLiot69e2vBggXmvLe3t9avX6+YmBi1adNGderU0cSJE52edQEAAADg0ir0cywqE55jgcqK51gAwLXDcyxQ2Vw3z7EAAAAAUDkQLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGBZpQoW06dPl81m0/Dhw82xc+fOKSYmRrVr11b16tXVu3dvpaenO6137NgxRUREqFq1avL19dXo0aOVn5/vVLN582a1bt1a7u7uatSokeLj46/BEQEAAADXh0oTLHbs2KHXX39dt912m9P4iBEj9Mknn2jFihXasmWLTp48qYcffticv3DhgiIiInT+/Hlt27ZNS5YsUXx8vCZOnGjWHD58WBEREerSpYt27dql4cOH64knntC6deuu2fEBAAAAlVmlCBbZ2dnq16+f/vWvf6lmzZrmeFZWlv79739rzpw5uvfee9WmTRstXrxY27Zt05dffilJWr9+vb799lu9++67atWqle6//35NnTpVr732ms6fPy9JiouLU3BwsGbPnq2QkBDFxsbqkUce0dy5c8vleAEAAIDKplIEi5iYGEVERCgsLMxpPCUlRXl5eU7jTZs2VcOGDZWcnCxJSk5OVosWLeTn52fWhIeHy+FwaP/+/WbNH7cdHh5ubqM4ubm5cjgcTi8AAADgRuVa3g38maVLl+rrr7/Wjh07isylpaXJzc1NPj4+TuN+fn5KS0szay4OFYXzhXOXq3E4HPrtt9/k6elZZN/Tpk3T5MmTS31cAAAAwPWkQp+xOH78uIYNG6b33ntPHh4e5d2Ok3HjxikrK8t8HT9+vLxbAgAAAMpNhQ4WKSkpysjIUOvWreXq6ipXV1dt2bJFCxYskKurq/z8/HT+/HllZmY6rZeeni5/f39Jkr+/f5G7RBUu/1mN3W4v9myFJLm7u8tutzu9AAAAgBtVhQ4WXbt21d69e7Vr1y7z1bZtW/Xr18/8c9WqVbVhwwZzndTUVB07dkyhoaGSpNDQUO3du1cZGRlmTWJioux2u5o1a2bWXLyNwprCbQAAAAC4vAp9jUWNGjXUvHlzpzEvLy/Vrl3bHI+OjtbIkSNVq1Yt2e12PfPMMwoNDVX79u0lSd26dVOzZs00YMAAzZw5U2lpaXr++ecVExMjd3d3SdJTTz2lhQsX6rnnntPjjz+ujRs3avny5Vq7du21PWAAAACgkqrQweJKzJ07Vy4uLurdu7dyc3MVHh6uf/7zn+Z8lSpVtGbNGj399NMKDQ2Vl5eXBg0apClTppg1wcHBWrt2rUaMGKH58+erfv36evPNNxUeHl4ehwQAAABUOjbDMIzybuJ64HA45O3traysLK63QKUSNJYzcwBwrRyZHlHeLQAlUpLvuBX6GgsAAAAAlQPBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJZV+GAxbdo03XHHHapRo4Z8fX0VGRmp1NRUp5pz584pJiZGtWvXVvXq1dW7d2+lp6c71Rw7dkwRERGqVq2afH19NXr0aOXn5zvVbN68Wa1bt5a7u7saNWqk+Pj4q314AAAAwHWhwgeLLVu2KCYmRl9++aUSExOVl5enbt26KScnx6wZMWKEPvnkE61YsUJbtmzRyZMn9fDDD5vzFy5cUEREhM6fP69t27ZpyZIlio+P18SJE82aw4cPKyIiQl26dNGuXbs0fPhwPfHEE1q3bt01PV4AAACgMrIZhmGUdxMlcfr0afn6+mrLli3q3LmzsrKyVLduXb3//vt65JFHJEkHDx5USEiIkpOT1b59e3322Wfq2bOnTp48KT8/P0lSXFycxowZo9OnT8vNzU1jxozR2rVrtW/fPnNfUVFRyszMVEJCwp/25XA45O3traysLNnt9qtz8MBVEDR2bXm3AAA3jCPTI8q7BaBESvIdt8KfsfijrKwsSVKtWrUkSSkpKcrLy1NYWJhZ07RpUzVs2FDJycmSpOTkZLVo0cIMFZIUHh4uh8Oh/fv3mzUXb6OwpnAbf5SbmyuHw+H0AgAAAG5UlSpYFBQUaPjw4erQoYOaN28uSUpLS5Obm5t8fHycav38/JSWlmbWXBwqCucL5y5X43A49NtvvxXpZdq0afL29jZfDRo0KJNjBAAAACqjShUsYmJitG/fPi1durS8W9G4ceOUlZVlvo4fP17eLQEAAADlxrW8G7hSsbGxWrNmjZKSklS/fn1z3N/fX+fPn1dmZqbTWYv09HT5+/ubNV999ZXT9grvGnVxzR/vJJWeni673S5PT88i/bi7u8vd3b1Mjg0AAACo7Cr8GQvDMBQbG6uVK1dq48aNCg4Odppv06aNqlatqg0bNphjqampOnbsmEJDQyVJoaGh2rt3rzIyMsyaxMRE2e12NWvWzKy5eBuFNYXbAAAAAHBpFf6MRUxMjN5//3395z//UY0aNcxrIry9veXp6Slvb29FR0dr5MiRqlWrlux2u5555hmFhoaqffv2kqRu3bqpWbNmGjBggGbOnKm0tDQ9//zziomJMc86PPXUU1q4cKGee+45Pf7449q4caOWL1+utWu5Yw4AAADwZyr8GYtFixYpKytL99xzj+rVq2e+li1bZtbMnTtXPXv2VO/evdW5c2f5+/vr448/NuerVKmiNWvWqEqVKgoNDVX//v01cOBATZkyxawJDg7W2rVrlZiYqJYtW2r27Nl68803FR4efk2PFwAAAKiMKt1zLCoqnmOByornWADAtcNzLFDZXNfPsQAAAABQ8RAsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAAABgGcECAAAAgGUECwAAAACWESwAAAAAWEawAAAAAGAZwQIAAACAZQQLAAAAAJYRLAAAAABYRrD4g9dee01BQUHy8PBQu3bt9NVXX5V3SwAAAECFR7C4yLJlyzRy5Ei98MIL+vrrr9WyZUuFh4crIyOjvFsDAAAAKjSCxUXmzJmjJ598UkOGDFGzZs0UFxenatWq6a233irv1gAAAIAKjWDx/zt//rxSUlIUFhZmjrm4uCgsLEzJycnl2BkAAABQ8bmWdwMVxU8//aQLFy7Iz8/PadzPz08HDx4sUp+bm6vc3FxzOSsrS5LkcDiubqNAGSvI/bW8WwCAGwbfE1DZFP6dNQzjT2sJFqU0bdo0TZ48uch4gwYNyqEbAABQGXjPK+8OgNL55Zdf5O3tfdkagsX/r06dOqpSpYrS09OdxtPT0+Xv71+kfty4cRo5cqS5XFBQoDNnzqh27dqy2WxXvV8AuJE5HA41aNBAx48fl91uL+92AOC6ZRiGfvnlFwUEBPxpLcHi/+fm5qY2bdpow4YNioyMlPR7WNiwYYNiY2OL1Lu7u8vd3d1pzMfH5xp0CgAoZLfbCRYAcJX92ZmKQgSLi4wcOVKDBg1S27Ztdeedd2revHnKycnRkCFDyrs1AAAAoEIjWFykT58+On36tCZOnKi0tDS1atVKCQkJRS7oBgAAAODMZlzJJd4AAFQgubm5mjZtmsaNG1fkZ6kAgPJBsAAAAABgGQ/IAwAAAGAZwQIAAACAZQQLAAAAAJYRLAAAN4RJkyapVatW5d0GAFy3CBYAgGvi/Pnz5d1CmbhejgMAyhrBAgBQKvfcc49iY2MVGxsrb29v1alTRxMmTFDhzQaDgoI0depUDRw4UHa7XUOHDpUkffTRR7r11lvl7u6uoKAgzZ4922m7QUFBevHFFzVw4EBVr15dgYGBWr16tU6fPq0HH3xQ1atX12233aadO3ea68THx8vHx0erVq1S48aN5eHhofDwcB0/ftycnzx5snbv3i2bzSabzab4+HhJUmZmpp544gnVrVtXdrtd9957r3bv3m1uu/BMx5tvvqng4GB5eHhczbcVACotggUAoNSWLFkiV1dXffXVV5o/f77mzJmjN99805x/5ZVX1LJlS33zzTeaMGGCUlJS9OijjyoqKkp79+7VpEmTNGHCBPNLfqG5c+eqQ4cO+uabbxQREaEBAwZo4MCB6t+/v77++mvdfPPNGjhwoC6+Y/qvv/6ql156SW+//ba2bt2qzMxMRUVFSfr9AaijRo3SrbfeqlOnTunUqVPq06ePJOmvf/2rMjIy9NlnnyklJUWtW7dW165ddebMGXPb33//vT766CN9/PHH2rVr19V7QwGgMjMAACiFu+++2wgJCTEKCgrMsTFjxhghISGGYRhGYGCgERkZ6bRO3759jfvuu89pbPTo0UazZs3M5cDAQKN///7m8qlTpwxJxoQJE8yx5ORkQ5Jx6tQpwzAMY/HixYYk48svvzRrDhw4YEgytm/fbhiGYbzwwgtGy5Ytnfb9xRdfGHa73Th37pzT+M0332y8/vrr5npVq1Y1MjIyruyNAYAbFGcsAACl1r59e9lsNnM5NDRUhw4d0oULFyRJbdu2dao/cOCAOnTo4DTWoUMHp3Uk6bbbbjP/7OfnJ0lq0aJFkbGMjAxzzNXVVXfccYe53LRpU/n4+OjAgQOX7H/37t3Kzs5W7dq1Vb16dfN1+PBh/fDDD2ZdYGCg6tate5l3AgDgWt4NAACuX15eXqVar2rVquafC4NLcWMFBQUWupOys7NVr149bd68ucicj4+P+efSHgcA3EgIFgCAUtu+fbvT8pdffqnGjRurSpUqxdaHhIRo69atTmNbt27VLbfccsl1rlR+fr527typO++8U5KUmpqqzMxMhYSESJLc3NyczopIUuvWrZWWliZXV1cFBQVZ2j8A3Oj4KRQAoNSOHTumkSNHKjU1VR988IFeffVVDRs27JL1o0aN0oYNGzR16lR99913WrJkiRYuXKhnn33Wci9Vq1bVM888o+3btyslJUWDBw9W+/btzaARFBSkw4cPa9euXfrpp5+Um5ursLAwhYaGKjIyUuvXr9eRI0e0bds2jR8/3umuUwCAP0ewAACU2sCBA/Xbb7/pzjvvVExMjIYNG2beVrY4rVu31vLly7V06VI1b95cEydO1JQpUzR48GDLvVSrVk1jxoxR37591aFDB1WvXl3Lli0z53v37q3u3burS5cuqlu3rj744APZbDZ9+umn6ty5s4YMGaJbbrlFUVFROnr0qHkdBwDgytgM46J79QEAcIXuuecetWrVSvPmzSvvVhQfH6/hw4crMzOzvFsBgBsWZywAAAAAWEawAAAAAGAZP4UCAAAAYBlnLAAAAABYRrAAAAAAYBnBAgAAAIBlBAsAAAAAlhEsAAAAAFhGsAAAoISCgoIqxIMBAaAiIVgAAIoYPHiwbDabbDab3Nzc1KhRI02ZMkX5+fnl3VqxNm/eLJvN9qdP3i6sK3zVrVtXPXr00N69e69NowBwHSNYAACK1b17d506dUqHDh3SqFGjNGnSJM2aNavY2vPnz1/j7qxJTU3VqVOntG7dOuXm5ioiIqLSHQMAVDQECwBAsdzd3eXv76/AwEA9/fTTCgsL0+rVqyX9fkYjMjJSL730kgICAtSkSRNJ0t69e3XvvffK09NTtWvX1tChQ5WdnW1us3C9l19+WX5+fvLx8THPhIwePVq1atVS/fr1tXjxYnOdI0eOyGazaenSpbrrrrvk4eGh5s2ba8uWLeZ8ly5dJEk1a9aUzWbT4MGDL3tsvr6+8vf3V+vWrTV8+HAdP35cBw8eNOc/+ugj3XrrrXJ3d1dQUJBmz5592e1lZmbqiSeeUN26dWW323Xvvfdq9+7dV/5mA8B1gGABALginp6eTv+qv2HDBqWmpioxMVFr1qxRTk6OwsPDVbNmTe3YsUMrVqzQ559/rtjYWKftbNy4USdPnlRSUpLmzJmjF154QT179lTNmjW1fft2PfXUU/rb3/6mEydOOK03evRojRo1St98841CQ0PVq1cv/fzzz2rQoIE++ugjSf/vTMT8+fOv6JiysrK0dOlSSZKbm5skKSUlRY8++qiioqK0d+9eTZo0SRMmTFB8fPwlt/PXv/5VGRkZ+uyzz5SSkqLWrVura9euOnPmzBX1AQDXBQMAgD8YNGiQ8eCDDxqGYRgFBQVGYmKi4e7ubjz77LPmvJ+fn5Gbm2uu88Ybbxg1a9Y0srOzzbG1a9caLi4uRlpamrleYGCgceHCBbOmSZMmRqdOnczl/Px8w8vLy/jggw8MwzCMw4cPG5KM6dOnmzV5eXlG/fr1jRkzZhiGYRibNm0yJBlnz5697HEV1nl5eRleXl6GJEOS8cADD5g1ffv2Ne677z6n9UaPHm00a9bMXA4MDDTmzp1rGIZhfPHFF4bdbjfOnTvntM7NN99svP7665ftBwCuJ67lmmoAABXWmjVrVL16deXl5amgoEB9+/bVpEmTzPkWLVqY/8ovSQcOHFDLli3l5eVljnXo0EEFBQVKTU2Vn5+fJOnWW2+Vi8v/O2Hu5+en5s2bm8tVqlRR7dq1lZGR4dRPaGio+WdXV1e1bdtWBw4cKNWxffHFF6pWrZq+/PJLvfzyy4qLi3M6jgcffNCpvkOHDpo3b54uXLigKlWqOM3t3r1b2dnZql27ttP4b7/9ph9++KFU/QFAZUSwAAAUq0uXLlq0aJHc3NwUEBAgV1fn/2VcHCBKomrVqk7LNput2LGCgoJSbf9KBAcHy8fHR02aNFFGRob69OmjpKSkUm0rOztb9erV0+bNm4vM+fj4WGsUACoRrrEAABTLy8tLjRo1UsOGDYuEiuKEhIRo9+7dysnJMce2bt0qFxcX8+JuK7788kvzz/n5+UpJSVFISIik/3d9xIULF0q83ZiYGO3bt08rV66U9PtxbN261alm69atuuWWW4qcrZCk1q1bKy0tTa6urmrUqJHTq06dOiXuBwAqK4IFAKBM9OvXTx4eHho0aJD27dunTZs26ZlnntGAAQPMn0FZ8dprr2nlypU6ePCgYmJidPbsWT3++OOSpMDAQNlsNq1Zs0anT592uhPVn6lWrZqefPJJvfDCCzIMQ6NGjdKGDRs0depUfffdd1qyZIkWLlyoZ599ttj1w8LCFBoaqsjISK1fv15HjhzRtm3bNH78eO3cudPycQNAZUGwAACUiWrVqmndunU6c+aM7rjjDj3yyCPq2rWrFi5cWCbbnz59uqZPn66WLVvqv//9r1avXm2eEbjppps0efJkjR07Vn5+fkXuRPVnYmNjdeDAAa1YsUKtW7fW8uXLtXTpUjVv3lwTJ07UlClTLnkLW5vNpk8//VSdO3fWkCFDdMsttygqKkpHjx4tk0AFAJWFzTAMo7ybAADgUo4cOaLg4GB98803atWqVXm3AwC4BM5YAAAAALCMYAEAAADAMn4KBQAAAMAyzlgAAAAAsIxgAQAAAMAyggUAAAAAywgWAAAAACwjWAAAAACwjGABAAAAwDKCBQAAAADLCBYAAAAALCNYAAAAALDs/wPLRWFhxRe47wAAAABJRU5ErkJggg==", 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" ] @@ -1195,12 +2038,12 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 35, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1226,12 +2069,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { - "image/png": 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zNnj89ddfn2y77bZJbm5usu+++ybvvvvuBsf8pb517do1adCgQb62P/zwQ9K7d++kbt26SenSpZMddtghue6665I1a9bkaxcRSY8ePTboU4MGDZKuXbtu9HzXN2/evOTkk09OqlevnpQpUybZddddM/36+fE6dOjwq8db13b93/f6t+7duydJkiQff/xx0rZt26RixYpJ9erVk9NOOy2ZNGlSvp9Lkqz92VSoUGGDGj///5EkSbJgwYLkhBNOSCpVqpRUrlw56datW/L6668nEZE8+OCD+dred999SePGjZMyZcoke+yxR/LCCy9s9Pdw5513JjvssEOSm5ubNGvWLBk6dOhGa//4449Jjx49kqpVqyYVK1ZMjj766GTq1KlJRCTXXHNNvrbz5s1LevTokdSrVy8pXbp0Urt27eTggw9O7rjjjs36+QLA1i4nSX6nM2cCAMD/78knn4xjjjkmXnvttdh3331TrT1x4sTYc88947777vvFS1MBgN/GnFIAAPyuLFu2LN/91atXx0033RR5eXmx1157pVo7IuKGG26IEiVKxAEHHFCotQFga2NOKQAAfld69uwZy5Yti1atWsXy5cvj8ccfjzfeeCOuvvrqKFeuXKHWvvbaa2PChAlx0EEHRalSpeK5556L5557Lk4//fSoV69eodYGgK2Ny/cAAPhdGT58eFx//fUxbdq0+Omnn6JJkyZx5plnxllnnVXotV988cW48sor4+OPP44lS5ZE/fr146STTopLLrkkSpXyfS4AZJNQCgAAAIDUmVMKAAAAgNQJpQAAAABInQvjN8OaNWti9uzZUalSpcjJySnq7gAAAAD8biVJEj/88EPUrVs3SpTY9HgoodRmmD17ttVWAAAAAH6DWbNmxXbbbbfJ/UKpzVCpUqWIWPvDzMvLK+LeAAAAAPx+LV68OOrVq5fJUzZFKLUZ1l2yl5eXJ5QCAAAA2Ay/NgWSic4BAAAASJ1QCgAAAIDUCaUAAAAASJ1QCgAAAIDUCaUAAAAASJ1QCgAAAIDUCaUAAAAASJ1QCgAAAIDUCaUAAAAASJ1QCgAAAIDUCaUAAAAASJ1QCgAAAIDUCaUAAAAASJ1QCgAAAIDUCaUAAAAASJ1QCgAAAIDUCaUAAAAASJ1QCgAAAIDUCaUAAAAASJ1QCgAAAIDUCaUAAAAASJ1QCgAAAIDUCaUAAAAASJ1QCgAAAIDUCaUAAAAASJ1QCgAAAIDUCaUAAAAASJ1QCgAAAIDUCaUAAAAASF2pou5AcdDwwpEFfuz0azpksScAAAAAfwxGSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkr0lDqiiuuiJycnHy3Zs2aZfb/9NNP0aNHj6hWrVpUrFgxOnXqFPPmzct3jJkzZ0aHDh2ifPnyUbNmzTjvvPNi1apV+dq8/PLLsddee0Vubm40adIkhg0blsbpAQAAALAJRT5Sauedd445c+Zkbq+99lpmX+/eveOZZ56JRx55JMaNGxezZ8+Ojh07ZvavXr06OnToECtWrIg33ngj7r777hg2bFj07ds30+bLL7+MDh06xEEHHRQTJ06MXr16xamnnhovvPBCqucJAAAAwP9Tqsg7UKpU1K5de4PtixYtijvvvDOGDx8ebdq0iYiIoUOHxk477RRvvvlmtGzZMkaNGhUff/xxvPTSS1GrVq3YY4894l//+ldccMEFccUVV0SZMmVi8ODB0ahRo7j++usjImKnnXaK1157LQYOHBjt27dP9VwBAAAAWKvIR0p99tlnUbdu3WjcuHF07tw5Zs6cGREREyZMiJUrV0bbtm0zbZs1axb169eP8ePHR0TE+PHjY9ddd41atWpl2rRv3z4WL14cH330UabN+sdY12bdMTZm+fLlsXjx4nw3AAAAALKnSEOpFi1axLBhw+L555+P2267Lb788svYf//944cffoi5c+dGmTJlokqVKvkeU6tWrZg7d25ERMydOzdfILVu/7p9v9Rm8eLFsWzZso32q3///lG5cuXMrV69etk4XQAAAAD+f0V6+d6hhx6a+fduu+0WLVq0iAYNGsTDDz8c5cqVK7J+XXTRRdGnT5/M/cWLFwumAAAAALKoyC/fW1+VKlVixx13jGnTpkXt2rVjxYoVsXDhwnxt5s2bl5mDqnbt2husxrfu/q+1ycvL22TwlZubG3l5efluAAAAAGTP7yqUWrJkSXz++edRp06d2HvvvaN06dIxevTozP6pU6fGzJkzo1WrVhER0apVq5g8eXLMnz8/0+bFF1+MvLy8aN68eabN+sdY12bdMQAAAABIX5GGUueee26MGzcupk+fHm+88UYcc8wxUbJkyTj++OOjcuXK0b179+jTp0+MHTs2JkyYECeffHK0atUqWrZsGRER7dq1i+bNm8dJJ50UkyZNihdeeCEuvfTS6NGjR+Tm5kZExBlnnBFffPFFnH/++TFlypS49dZb4+GHH47evXsX5akDAAAAbNWKdE6pr776Ko4//vj49ttvo0aNGrHffvvFm2++GTVq1IiIiIEDB0aJEiWiU6dOsXz58mjfvn3ceuutmceXLFkyRowYEWeeeWa0atUqKlSoEF27do1+/fpl2jRq1ChGjhwZvXv3jkGDBsV2220XQ4YMifbt26d+vgAAAACslZMkSVLUnfi9W7x4cVSuXDkWLVq00fmlGl44ssDHnn5Nhy3pGgAAAMDvyq/lKOv8ruaUAgAAAGDrIJQCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHVCKQAAAABSJ5QCAAAAIHWliroDFEzDC0cW6HHTr+mQ5Z4AAAAA/HZGSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKn73YRS11xzTeTk5ESvXr0y23766afo0aNHVKtWLSpWrBidOnWKefPm5XvczJkzo0OHDlG+fPmoWbNmnHfeebFq1ap8bV5++eXYa6+9Ijc3N5o0aRLDhg1L4YwAAAAA2JTfRSj1zjvvxO233x677bZbvu29e/eOZ555Jh555JEYN25czJ49Ozp27JjZv3r16ujQoUOsWLEi3njjjbj77rtj2LBh0bdv30ybL7/8Mjp06BAHHXRQTJw4MXr16hWnnnpqvPDCC6mdHwAAAAD5FXkotWTJkujcuXP897//jW222SazfdGiRXHnnXfGgAEDok2bNrH33nvH0KFD44033og333wzIiJGjRoVH3/8cdx3332xxx57xKGHHhr/+te/4pZbbokVK1ZERMTgwYOjUaNGcf3118dOO+0UZ511Vhx77LExcODAIjlfAAAAAH4HoVSPHj2iQ4cO0bZt23zbJ0yYECtXrsy3vVmzZlG/fv0YP358RESMHz8+dt1116hVq1amTfv27WPx4sXx0UcfZdr8/Njt27fPHGNjli9fHosXL853AwAAACB7ShVl8QcffDDee++9eOeddzbYN3fu3ChTpkxUqVIl3/ZatWrF3LlzM23WD6TW7V+375faLF68OJYtWxblypXboHb//v3jyiuvLPB5AQAAAPDLimyk1KxZs+Lss8+O+++/P8qWLVtU3dioiy66KBYtWpS5zZo1q6i7BAAAAFCsFFkoNWHChJg/f37stddeUapUqShVqlSMGzcubrzxxihVqlTUqlUrVqxYEQsXLsz3uHnz5kXt2rUjIqJ27dobrMa37v6vtcnLy9voKKmIiNzc3MjLy8t3AwAAACB7iiyUOvjgg2Py5MkxceLEzG2fffaJzp07Z/5dunTpGD16dOYxU6dOjZkzZ0arVq0iIqJVq1YxefLkmD9/fqbNiy++GHl5edG8efNMm/WPsa7NumMAAAAAkL4im1OqUqVKscsuu+TbVqFChahWrVpme/fu3aNPnz5RtWrVyMvLi549e0arVq2iZcuWERHRrl27aN68eZx00klx7bXXxty5c+PSSy+NHj16RG5ubkREnHHGGXHzzTfH+eefH6ecckqMGTMmHn744Rg5cmS6JwwAAABARpFOdP5rBg4cGCVKlIhOnTrF8uXLo3379nHrrbdm9pcsWTJGjBgRZ555ZrRq1SoqVKgQXbt2jX79+mXaNGrUKEaOHBm9e/eOQYMGxXbbbRdDhgyJ9u3bF8UpAQAAABAROUmSJEXdid+7xYsXR+XKlWPRokUbnV+q4YUFH3U1/ZoOBXpcQWsWtB4AAADA5vi1HGWdIptTCgAAAICtl1AKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABIXYFCqS+++CLb/QAAAABgK1KgUKpJkyZx0EEHxX333Rc//fRTtvsEAAAAQDFXoFDqvffei9122y369OkTtWvXjv/93/+Nt99+O9t9AwAAAKCYKlAotccee8SgQYNi9uzZcdddd8WcOXNiv/32i1122SUGDBgQCxYsyHY/AQAAAChGtmii81KlSkXHjh3jkUceiX//+98xbdq0OPfcc6NevXrRpUuXmDNnTrb6CQAAAEAxskWh1Lvvvhv/+Mc/ok6dOjFgwIA499xz4/PPP48XX3wxZs+eHUcddVS2+gkAAABAMVKqIA8aMGBADB06NKZOnRqHHXZY3HPPPXHYYYdFiRJrM65GjRrFsGHDomHDhtnsKwAAAADFRIFCqdtuuy1OOeWU6NatW9SpU2ejbWrWrBl33nnnFnUOAAAAgOKpQKHUZ5999qttypQpE127di3I4QEAAAAo5go0p9TQoUPjkUce2WD7I488EnffffcWdwoAAACA4q1AoVT//v2jevXqG2yvWbNmXH311VvcKQAAAACKtwKFUjNnzoxGjRptsL1BgwYxc+bMLe4UAAAAAMVbgUKpmjVrxgcffLDB9kmTJkW1atW2uFMAAAAAFG8FCqWOP/74+Oc//xljx46N1atXx+rVq2PMmDFx9tlnx3HHHZftPgIAAABQzBRo9b1//etfMX369Dj44IOjVKm1h1izZk106dLFnFIAAAAA/KoChVJlypSJhx56KP71r3/FpEmToly5crHrrrtGgwYNst0/AAAAAIqhAoVS6+y4446x4447ZqsvAAAAAGwlChRKrV69OoYNGxajR4+O+fPnx5o1a/LtHzNmTFY6BwAAAEDxVKBQ6uyzz45hw4ZFhw4dYpdddomcnJxs9wsAAACAYqxAodSDDz4YDz/8cBx22GHZ7g8AAAAAW4ESBXlQmTJlokmTJtnuCwAAAABbiQKFUuecc04MGjQokiTJdn8AAAAA2AoU6PK91157LcaOHRvPPfdc7LzzzlG6dOl8+x9//PGsdA4AAACA4qlAoVSVKlXimGOOyXZfAAAAANhKFOjyvaFDh/7ibXPddtttsdtuu0VeXl7k5eVFq1at4rnnnsvs/+mnn6JHjx5RrVq1qFixYnTq1CnmzZuX7xgzZ86MDh06RPny5aNmzZpx3nnnxapVq/K1efnll2OvvfaK3NzcaNKkSQwbNqwgpw0AAABAlhQolIqIWLVqVbz00ktx++23xw8//BAREbNnz44lS5Zs9jG22267uOaaa2LChAnx7rvvRps2beKoo46Kjz76KCIievfuHc8880w88sgjMW7cuJg9e3Z07Ngx8/jVq1dHhw4dYsWKFfHGG2/E3XffHcOGDYu+fftm2nz55ZfRoUOHOOigg2LixInRq1evOPXUU+OFF14o6KkDAAAAsIVykgLMVj5jxow45JBDYubMmbF8+fL49NNPo3HjxnH22WfH8uXLY/DgwQXuUNWqVeO6666LY489NmrUqBHDhw+PY489NiIipkyZEjvttFOMHz8+WrZsGc8991wcfvjhMXv27KhVq1ZERAwePDguuOCCWLBgQZQpUyYuuOCCGDlyZHz44YeZGscdd1wsXLgwnn/++c3q0+LFi6Ny5cqxaNGiyMvL22B/wwtHFvh8p1/ToUCPK2jNgtYDAAAA2By/lqOsU6CRUmeffXbss88+8f3330e5cuUy24855pgYPXp0QQ4Zq1evjgcffDB+/PHHaNWqVUyYMCFWrlwZbdu2zbRp1qxZ1K9fP8aPHx8REePHj49dd901E0hFRLRv3z4WL16cGW01fvz4fMdY12bdMTZm+fLlsXjx4nw3AAAAALKnQBOdv/rqq/HGG29EmTJl8m1v2LBhfP3117/pWJMnT45WrVrFTz/9FBUrVownnngimjdvHhMnTowyZcpElSpV8rWvVatWzJ07NyIi5s6dmy+QWrd/3b5farN48eJYtmxZvlBtnf79+8eVV175m84DAAAAgM1XoJFSa9asidWrV2+w/auvvopKlSr9pmM1bdo0Jk6cGG+99VaceeaZ0bVr1/j4448L0q2sueiii2LRokWZ26xZs4q0PwAAAADFTYFCqXbt2sUNN9yQuZ+TkxNLliyJyy+/PA477LDfdKwyZcpEkyZNYu+9947+/fvH7rvvHoMGDYratWvHihUrYuHChfnaz5s3L2rXrh0REbVr195gNb5193+tTV5e3kZHSUVE5ObmZlYEXHcDAAAAIHsKFEpdf/318frrr0fz5s3jp59+ihNOOCFz6d6///3vLerQmjVrYvny5bH33ntH6dKl881RNXXq1Jg5c2a0atUqIiJatWoVkydPjvnz52favPjii5GXlxfNmzfPtPn5PFcvvvhi5hgAAAAApK9Ac0ptt912MWnSpHjwwQfjgw8+iCVLlkT37t2jc+fOmxx9tDEXXXRRHHrooVG/fv344YcfYvjw4fHyyy/HCy+8EJUrV47u3btHnz59omrVqpGXlxc9e/aMVq1aRcuWLSNi7Yit5s2bx0knnRTXXnttzJ07Ny699NLo0aNH5ObmRkTEGWecETfffHOcf/75ccopp8SYMWPi4YcfjpEjC75iHgAAAABbpkChVEREqVKl4sQTT9yi4vPnz48uXbrEnDlzonLlyrHbbrvFCy+8EH/5y18iImLgwIFRokSJ6NSpUyxfvjzat28ft956a+bxJUuWjBEjRsSZZ54ZrVq1igoVKkTXrl2jX79+mTaNGjWKkSNHRu/evWPQoEGx3XbbxZAhQ6J9+/Zb1HcAAAAACi4nSZLktz7onnvu+cX9Xbp0KXCHfo8WL14clStXjkWLFm10fqmGFxZ81NX0azoU6HEFrVnQegAAAACb49dylHUKNFLq7LPPznd/5cqVsXTp0ihTpkyUL1++2IVSAAAAAGRXgSY6//777/PdlixZElOnTo399tsvHnjggWz3EQAAAIBipkCh1MbssMMOcc0112wwigoAAAAAfi5roVTE2snPZ8+enc1DAgAAAFAMFWhOqaeffjrf/SRJYs6cOXHzzTfHvvvum5WOAQAAAFB8FSiUOvroo/Pdz8nJiRo1akSbNm3i+uuvz0a/AAAAACjGChRKrVmzJtv9AAAAAGArktU5pQAAAABgcxRopFSfPn02u+2AAQMKUgIAAACAYqxAodT7778f77//fqxcuTKaNm0aERGffvpplCxZMvbaa69Mu5ycnOz0EgAAAIBipUCh1BFHHBGVKlWKu+++O7bZZpuIiPj+++/j5JNPjv333z/OOeecrHYSAAAAgOKlQHNKXX/99dG/f/9MIBURsc0228RVV11l9T0AAAAAflWBQqnFixfHggULNti+YMGC+OGHH7a4UwAAAAAUbwUKpY455pg4+eST4/HHH4+vvvoqvvrqq3jssceie/fu0bFjx2z3EQAAAIBipkBzSg0ePDjOPffcOOGEE2LlypVrD1SqVHTv3j2uu+66rHYQAAAAgOKnQKFU+fLl49Zbb43rrrsuPv/884iI2H777aNChQpZ7RwAAAAAxVOBLt9bZ86cOTFnzpzYYYcdokKFCpEkSbb6BQAAAEAxVqBQ6ttvv42DDz44dtxxxzjssMNizpw5ERHRvXv3OOecc7LaQQAAAACKnwKFUr17947SpUvHzJkzo3z58pntf//73+P555/PWucAAAAAKJ4KNKfUqFGj4oUXXojtttsu3/YddtghZsyYkZWOAQAAAFB8FWik1I8//phvhNQ63333XeTm5m5xpwAAAAAo3goUSu2///5xzz33ZO7n5OTEmjVr4tprr42DDjooa50DAAAAoHgq0OV71157bRx88MHx7rvvxooVK+L888+Pjz76KL777rt4/fXXs91HAAAAAIqZAo2U2mWXXeLTTz+N/fbbL4466qj48ccfo2PHjvH+++/H9ttvn+0+AgAAAFDM/OaRUitXroxDDjkkBg8eHJdccklh9AkAAACAYu43j5QqXbp0fPDBB4XRFwAAAAC2EgW6fO/EE0+MO++8M9t9AQAAAGArUaCJzletWhV33XVXvPTSS7H33ntHhQoV8u0fMGBAVjoHAAAAQPH0m0KpL774Iho2bBgffvhh7LXXXhER8emnn+Zrk5OTk73eAQAAAFAs/aZQaocddog5c+bE2LFjIyLi73//e9x4441Rq1atQukcAAAAAMXTb5pTKkmSfPefe+65+PHHH7PaIQAAAACKvwJNdL7Oz0MqAAAAANgcvymUysnJ2WDOKHNIAQAAAPBb/aY5pZIkiW7dukVubm5ERPz0009xxhlnbLD63uOPP569HgIAAABQ7PymUKpr16757p944olZ7QwAAAAAW4ffFEoNHTq0sPoBAAAAwFZkiyY6BwAAAICCEEoBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpE0oBAAAAkDqhFAAAAACpK9JQqn///vE///M/UalSpahZs2YcffTRMXXq1Hxtfvrpp+jRo0dUq1YtKlasGJ06dYp58+blazNz5szo0KFDlC9fPmrWrBnnnXderFq1Kl+bl19+Ofbaa6/Izc2NJk2axLBhwwr79AAAAADYhCINpcaNGxc9evSIN998M1588cVYuXJltGvXLn788cdMm969e8czzzwTjzzySIwbNy5mz54dHTt2zOxfvXp1dOjQIVasWBFvvPFG3H333TFs2LDo27dvps2XX34ZHTp0iIMOOigmTpwYvXr1ilNPPTVeeOGFVM8XAAAAgLVykiRJiroT6yxYsCBq1qwZ48aNiwMOOCAWLVoUNWrUiOHDh8exxx4bERFTpkyJnXbaKcaPHx8tW7aM5557Lg4//PCYPXt21KpVKyIiBg8eHBdccEEsWLAgypQpExdccEGMHDkyPvzww0yt4447LhYuXBjPP//8r/Zr8eLFUbly5Vi0aFHk5eVtsL/hhSMLfM7Tr+lQoMcVtGZB6wEAAABsjl/LUdb5Xc0ptWjRooiIqFq1akRETJgwIVauXBlt27bNtGnWrFnUr18/xo8fHxER48ePj1133TUTSEVEtG/fPhYvXhwfffRRps36x1jXZt0xfm758uWxePHifDcAAAAAsud3E0qtWbMmevXqFfvuu2/ssssuERExd+7cKFOmTFSpUiVf21q1asXcuXMzbdYPpNbtX7fvl9osXrw4li1btkFf+vfvH5UrV87c6tWrl5VzBAAAAGCt300o1aNHj/jwww/jwQcfLOquxEUXXRSLFi3K3GbNmlXUXQIAAAAoVkoVdQciIs4666wYMWJEvPLKK7HddttltteuXTtWrFgRCxcuzDdaat68eVG7du1Mm7fffjvf8datzrd+m5+v2Ddv3rzIy8uLcuXKbdCf3NzcyM3Nzcq5AQAAALChIh0plSRJnHXWWfHEE0/EmDFjolGjRvn277333lG6dOkYPXp0ZtvUqVNj5syZ0apVq4iIaNWqVUyePDnmz5+fafPiiy9GXl5eNG/ePNNm/WOsa7PuGAAAAACkq0hHSvXo0SOGDx8eTz31VFSqVCkzB1TlypWjXLlyUbly5ejevXv06dMnqlatGnl5edGzZ89o1apVtGzZMiIi2rVrF82bN4+TTjoprr322pg7d25ceuml0aNHj8xopzPOOCNuvvnmOP/88+OUU06JMWPGxMMPPxwjRxZ81TwAAAAACq5IR0rddtttsWjRomjdunXUqVMnc3vooYcybQYOHBiHH354dOrUKQ444ICoXbt2PP7445n9JUuWjBEjRkTJkiWjVatWceKJJ0aXLl2iX79+mTaNGjWKkSNHxosvvhi77757XH/99TFkyJBo3759qucLAAAAwFo5SZIkRd2J37vFixdH5cqVY9GiRZGXl7fB/oYXFnzE1fRrOhTocQWtWdB6AAAAAJvj13KUdX43q+8BAAAAsPUQSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkrVdQd4I+h4YUjC/S46dd0yHJPAAAAgOLASCkAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUlekodQrr7wSRxxxRNStWzdycnLiySefzLc/SZLo27dv1KlTJ8qVKxdt27aNzz77LF+b7777Ljp37hx5eXlRpUqV6N69eyxZsiRfmw8++CD233//KFu2bNSrVy+uvfbawj41AAAAAH5BkYZSP/74Y+y+++5xyy23bHT/tddeGzfeeGMMHjw43nrrrahQoUK0b98+fvrpp0ybzp07x0cffRQvvvhijBgxIl555ZU4/fTTM/sXL14c7dq1iwYNGsSECRPiuuuuiyuuuCLuuOOOQj8/AAAAADauVFEWP/TQQ+PQQw/d6L4kSeKGG26ISy+9NI466qiIiLjnnnuiVq1a8eSTT8Zxxx0Xn3zySTz//PPxzjvvxD777BMRETfddFMcdthh8Z///Cfq1q0b999/f6xYsSLuuuuuKFOmTOy8884xceLEGDBgQL7wCgAAAID0/G7nlPryyy9j7ty50bZt28y2ypUrR4sWLWL8+PERETF+/PioUqVKJpCKiGjbtm2UKFEi3nrrrUybAw44IMqUKZNp0759+5g6dWp8//33G629fPnyWLx4cb4bAAAAANnzuw2l5s6dGxERtWrVyre9Vq1amX1z586NmjVr5ttfqlSpqFq1ar42GzvG+jV+rn///lG5cuXMrV69elt+QgAAAABk/G5DqaJ00UUXxaJFizK3WbNmFXWXAAAAAIqV320oVbt27YiImDdvXr7t8+bNy+yrXbt2zJ8/P9/+VatWxXfffZevzcaOsX6Nn8vNzY28vLx8NwAAAACy53cbSjVq1Chq164do0ePzmxbvHhxvPXWW9GqVauIiGjVqlUsXLgwJkyYkGkzZsyYWLNmTbRo0SLT5pVXXomVK1dm2rz44ovRtGnT2GabbVI6GwAAAADWV6Sh1JIlS2LixIkxceLEiFg7ufnEiRNj5syZkZOTE7169Yqrrroqnn766Zg8eXJ06dIl6tatG0cffXREROy0005xyCGHxGmnnRZvv/12vP7663HWWWfFcccdF3Xr1o2IiBNOOCHKlCkT3bt3j48++igeeuihGDRoUPTp06eIzhoAAACAUkVZ/N13342DDjooc39dUNS1a9cYNmxYnH/++fHjjz/G6aefHgsXLoz99tsvnn/++ShbtmzmMffff3+cddZZcfDBB0eJEiWiU6dOceONN2b2V65cOUaNGhU9evSIvffeO6pXrx59+/aN008/Pb0TBQAAACCfIg2lWrduHUmSbHJ/Tk5O9OvXL/r167fJNlWrVo3hw4f/Yp3ddtstXn311QL3EwAAAIDs+t3OKQUAAABA8SWUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1QikAAAAAUieUAgAAACB1pYq6A7ApDS8cWaDHTb+mQ5Z7AgAAAGSbkVIAAAAApE4oBQAAAEDqhFIAAAAApE4oBQAAAEDqhFIAAAAApE4oBQAAAEDqhFIAAAAApE4oBQAAAEDqhFIAAAAApE4oBQAAAEDqhFIAAAAApE4oBQAAAEDqhFIAAAAApE4oBQAAAEDqShV1B+D3ouGFIwv0uOnXdMhyTwAAAKD4M1IKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABInVAKAAAAgNQJpQAAAABIXami7gBsrRpeOLJAj5t+TYcs9wQAAADSZ6QUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQOqEUAAAAAKkTSgEAAACQulJF3QEgPQ0vHFmgx02/pkOWewIAAMDWzkgpAAAAAFInlAIAAAAgdUIpAAAAAFInlAIAAAAgdSY6BwqNidUBAADYFCOlAAAAAEidUAoAAACA1AmlAAAAAEidUAoAAACA1AmlAAAAAEidUAoAAACA1AmlAAAAAEidUAoAAACA1AmlAAAAAEhdqaLuAEC2NLxwZIEeN/2aDlnuCQAAAL/GSCkAAAAAUieUAgAAACB1Lt8D2AIuGQQAACgYI6UAAAAASJ1QCgAAAIDUCaUAAAAASJ05pQD+QMxhBQAAFBdGSgEAAACQOiOlANgkI7MAAIDCYqQUAAAAAKkzUgqA3xWjswAAYOtgpBQAAAAAqTNSCoCtmpFZAABQNIRSAJCigoZgEYIwAACKF5fvAQAAAJA6I6UAoJhL+xJFl0QCALA5hFIAwB9aUVwSKegDANhyQikAAPIx9xkAkAahFAAARc5oMADY+gilAADY6gjBAKDoCaUAACAFgjAAyE8oBQAAxdDWMCG/oA/gj00oBQAAsBkEfYVTE9h6bVWh1C233BLXXXddzJ07N3bfffe46aab4k9/+lNRdwsAAGCrJASDrdtWE0o99NBD0adPnxg8eHC0aNEibrjhhmjfvn1MnTo1atasWdTdAwAAoJAZfQa/L1tNKDVgwIA47bTT4uSTT46IiMGDB8fIkSPjrrvuigsvvLCIewcAAABb7o9ymemW1KT4KFHUHUjDihUrYsKECdG2bdvMthIlSkTbtm1j/PjxRdgzAAAAgK3TVjFS6ptvvonVq1dHrVq18m2vVatWTJkyZYP2y5cvj+XLl2fuL1q0KCIiFi9evNHjr1m+tMB929Qxf01Ba/5R6hVFzeJeryhqFvd6RVGzuNcripp/lHpFUbO41yuKmsW9XlHU/KPUK4qaxb1eUdQs7vWKomZxr1cUNf8o9bakJr9/6363SZL8Yruc5NdaFAOzZ8+ObbfdNt54441o1apVZvv5558f48aNi7feeitf+yuuuCKuvPLKtLsJAAAAUGzMmjUrtttuu03u3ypGSlWvXj1KliwZ8+bNy7d93rx5Ubt27Q3aX3TRRdGnT5/M/TVr1sR3330X1apVi5ycnN9Ue/HixVGvXr2YNWtW5OXlFewE1CvSmsW9XlHULO71iqJmca9XFDWLe72iqOkc//j1iqJmca9XFDWLe72iqFnc6xVFzeJeryhqFvd6RVGzuNfbkppJksQPP/wQdevW/cV2W0UoVaZMmdh7771j9OjRcfTRR0fE2qBp9OjRcdZZZ23QPjc3N3Jzc/Ntq1Klyhb1IS8vL7X/NFtDvaKoWdzrFUXN4l6vKGoW93pFUbO41yuKms7xj1+vKGoW93pFUbO41yuKmsW9XlHULO71iqJmca9XFDWLe72C1qxcufKvttkqQqmIiD59+kTXrl1jn332iT/96U9xww03xI8//phZjQ8AAACA9Gw1odTf//73WLBgQfTt2zfmzp0be+yxRzz//PMbTH4OAAAAQOHbakKpiIizzjpro5frFabc3Ny4/PLLN7gcUL0/Ts3iXq8oahb3ekVRs7jXK4qaxb1eUdR0jn/8ekVRs7jXK4qaxb1eUdQs7vWKomZxr1cUNYt7vaKoWdzrpVFzq1h9DwAAAIDflxJF3QEAAAAAtj5CKQAAAABSJ5QCAAAAIHVCKQAAAABSt1Wtvge/RytXroxDDjkkBg8eHDvssENRdwd+0ccffxwzZ86MFStW5Nt+5JFHFlGP+C1WrVoVw4cPj/bt20etWrWKujtZt3r16nj99ddjt912iypVqhR1d+B3b+HChZ4rFEiSJJGTk1PU3QCKAavvFZIVK1bE/PnzY82aNfm2169fP+u17r777qhevXp06NAhIiLOP//8uOOOO6J58+bxwAMPRIMGDbJec2vw+eefx9ChQ+Pzzz+PQYMGRc2aNeO5556L+vXrx84775zVWjVq1Ig33nhDKFUI0nwu/p589913UbVq1awd74svvohjjjkmJk+eHDk5ObHurWPdB9LVq1dnrRaFq3z58vHJJ58UyXvDV199FRER2223XaHVKFu2bHzyySfRqFGjQquxtWnbtm2ceOKJ0bFjx8jLyyvq7mTNjTfeuNlt//nPfxZKH9IM+v/9739Hw4YN4+9//3tERPztb3+Lxx57LGrXrh3PPvts7L777lmvGRGxdOnSjZ7jbrvtVij1CtvixYs3u+0f/fly3XXXxXnnnbfB9tWrV8eJJ54YDzzwQBH0CvLbGr6Q2tTrTk5OTuTm5kaZMmWyWm/lypXRrFmzGDFiROy0005ZPfbGCKWy7LPPPotTTjkl3njjjXzb132bUBh/uDVt2jRuu+22aNOmTYwfPz7atm0bAwcOjBEjRkSpUqXi8ccfz3rNV1555Rf3H3DAAVmrNW/evDj33HNj9OjRMX/+/Pj5f9nC+JmOGzcuDj300Nh3333jlVdeiU8++SQaN24c11xzTbz77rvx6KOPZrVe7969Izc3N6655pqsHregHn300Tj22GOzeszVq1fHwIED4+GHH97oh9Pvvvsuq/WK4rlYsmTJmDNnTtSsWTPf9m+//TZq1qyZSnAzatSoGDJkSDzzzDOxbNmyrB33iCOOiJIlS8aQIUOiUaNG8fbbb8e3334b55xzTvznP/+J/fffP2u10v5Dca+99orRo0fHNttsE3vuuecvfvP73nvvbXG99ZUoUeIX6xXG/5nWrVtH796946ijjsr6sTdmzZo1cdVVV8X1118fS5YsiYiISpUqxTnnnBOXXHJJlCiR3ZkE9tlnn/j3v/8dBx98cFaP+0vSeE98+umnN7tttgONs88+Ox5++OFYtGhRdOjQIU488cQ47LDDonTp0lmr0adPn/jXv/4VFSpUiD59+vxi2wEDBmSl5uYGlzk5OfHFF19kpeY6RRH0N2rUKO6///7485//HC+++GL87W9/i4ceeijzvjxq1Kis1luwYEGcfPLJ8dxzz210f7bPcdWqVTFw4MB44IEH4tNPP42IiB133DFOOOGEOPvss7P2//XXXrcjsv9Zo6gC1Jo1a0b//v2je/fumW2rV6+O4447Lj788MP45JNPslbr5xYsWBBTp06NiLV/69SoUaPQakWsHTX46KOPxueffx7nnXdeVK1aNd57772oVatWbLvttlmttanfZ05OTpQtWzaaNGkSBxxwQJQsWTJrNT/77LMYO3bsRr+o7du3b9bqbExx+ULq6aefjkMPPTRKly79q+/J2X4f/rXXne222y66desWl19+edY+V2277bbx0ksvpRJKuXwvy7p16xalSpWKESNGRJ06dVIZ1jpr1qxo0qRJREQ8+eST0alTpzj99NNj3333jdatWxdKzY0dd/1zzeYHjW7dusXMmTPjsssuS+1neuGFF8ZVV10Vffr0iUqVKmW2t2nTJm6++eas11u1alXcdddd8dJLL8Xee+8dFSpUyLc/Wx/A1683ZcqUKFOmTOy4446Z7U899VT07ds3pkyZkvVQ6sorr4whQ4bEOeecE5deemlccsklMX369HjyyScL5c2wKJ6Lm8r4ly9fnvVvMNY3Y8aMuOuuu+Luu++O77//Pg499NC45557slpj/PjxMWbMmKhevXqUKFEiSpQoEfvtt1/0798//vnPf8b777+ftVoDBw7crHY5OTlZ+fB91FFHRW5ubkREHH300Vt8vN/iiSeeyHd/5cqV8f7778fdd98dV155ZaHU/Mc//hF9+vSJWbNmbfT1JtujFy655JK4884745prrol99903IiJee+21uOKKK+Knn36K//u//8tqvauuuirOPffc+Ne//rXR8yuMkQtpvCdu7v/NwgjdBw0aFAMHDoyXXnophg8fHl26dImSJUvGscceG507d44DDzxwi2sMGzYsLr744qhQocIvvp5k87X8yy+/zNqxfquzzz47GjVqFKNHj95o0F8Y5s6dG/Xq1YuIiBEjRsTf/va3aNeuXTRs2DBatGiR9Xq9evWKhQsXxltvvRWtW7eOJ554IubNm5cJqbNp2bJl8Ze//CXz5ey6IPiTTz6JCy64IJ5++ukYNWpUlC1bdotrjR07douP8Vv9/H1xwYIFsXTp0syokIULF0b58uWjZs2aWQ2lRo4cGe3atYvKlSvHscceG6tWrYq//e1vMWXKlEL7Ofz444/Rs2fPuPfeezOvZSVLlowuXbrETTfdFOXLl896zQ8++CDatm0blStXjunTp8dpp50WVatWjccffzxmzpyZ9c9UAwcOzPwOt9lmm4iI+P7776N8+fJRsWLFmD9/fjRu3DjGjh2bec5uif/+979x5plnRvXq1aN27dr5XkdzcnIK5XN42l9I7bLLLvHFF18Uaih19NFHx9y5c6NmzZq/+J5cGO/Dw4YNi0suuSS6desWf/rTnyIi4u2334677747Lr300liwYEH85z//idzc3Lj44ouzUrNHjx7x73//O4YMGRKlShVybJSQVeXLl08++eSTVGvWqFEjee+995IkSZI99tgjueeee5IkSZJp06YlFSpUKJSaCxcuzHdbsGBBMmrUqKRFixbJSy+9lNVaFStWTN5///2sHvPXVKhQIfniiy8y9T///PMkSZLkyy+/THJzc7NSY9KkScnq1auTJEmS1q1bb/J20EEHZaXeOpMnT04aNGiQlChRIilRokRyzDHHJHPnzk0OOOCApGrVqskFF1yQzJo1K6s1kyRJGjdunIwYMSJJkrU/02nTpiVJkiSDBg1Kjj/++KzXS/O5OGjQoGTQoEFJiRIlkv/7v//L3B80aFAyYMCA5Oijj0722GOPrNZcvnx58sADDyQHH3xwUrZs2eTwww9PSpYsmXzwwQdZrbNOlSpVMs+Jxo0bJ2PGjEmSZO3rTLly5Qql5s+tWbMmWbNmTaHW6N69e+bcitL999+fHHnkkYVy7JycnE3eSpQokfV6derUSZ566qkNtj/55JNJ3bp1s17v5+ez7lZY55ck6b4n/h4sW7Ysefjhh5Pdd989az/TnJycZN68eUmSJEmjRo2Sb775JivH3Vy9e/fe6K1Pnz7JxRdfnNx1113Jt99+m7V61apVSyZNmpQkSZLk5eUlU6ZMSZIkSUaPHp3194t16tSpk7z++utJkiTJjjvumDz88MNJkiTJlClTkkqVKmW9Xu3atZO33norSZIkqVSpUjJ16tQkSZLkqaeeSvbdd9+s1urbt29Sv379zM90fRMnTkzq16+fXH755Vmtuc4rr7ySdO7cOWnZsmXy1VdfJUmSJPfcc0/y6quvFkq9+++/P9l3330z/2eSZO3vcP/990/uu+++rNcbPXp0UqlSpeSpp55KjjzyyKR58+bJ3Llzs15nndNPPz1p3Lhx8uyzzyaLFi1KFi1alIwcOTLZfvvtkzPOOKNQah588MHJeeedlyRJ/s/9r7/+etKgQYOs1xs+fHjSunXrzGfhJEmSzz77LGnTpk3y4IMPJrNmzUr23XffpFOnTlmpV79+/eSaa67JyrE214UXXpjUqFEjufXWW5NJkyYlkyZNSm655ZakRo0aycUXX5z1es8991yyxx57JM8880wye/bszP+ddbc/ujZt2iQPPfTQBtsfeuihpE2bNkmSrH3dadq0adZqHn300UmlSpWSOnXqJO3atUuOOeaYfLdsEkpl2T777FNob0KbcsIJJyR77bVX0r1796R8+fKZD3JPPfVU0rx581T78vLLLyd77bVXVo+50047ZUK3tGy77baZD27rvzk9/vjjSePGjbNSo0SJEkXyAfywww5LDj744OSZZ55JTjjhhCQnJydp1qxZct111yVLly4ttLrly5dPZsyYkSTJ2g+qEyZMSJIkST7//PMkLy8v6/XSfC42bNgwadiwYZKTk5PUq1cvc79hw4bJjjvumLRr1y558803s1bvrLPOSqpVq5a0bNkyufnmmzP/d0qVKpV89NFHWauzvv322y954oknkiRJkuOPPz455JBDktdeey3p0qVLsvPOOxdKzXWGDBmS7LzzzkmZMmWSMmXKJDvvvHPy3//+t1BqHXnkkUlubm6y3XbbJeedd14yceLEQqnzaz7//PNC+1Jh+vTpv3jLttzc3Mwfo+ubMmVKUrZs2azXGzZsWDJ69Ojk5ZdfzncbM2ZMMmzYsKzX+yWF8Z64zksvvZRcdNFFSffu3ZOTTz45czvllFMKpd46c+bMSQYOHJjsvffeSU5OTtKiRYusHLdq1aqZ18mcnJxk/vz5WTnu5mrdunWSl5eXVKhQIdlrr72SvfbaK6lYsWJSuXLlpEWLFkmVKlWSbbbZJmuvsUUR9Pfo0SNp0KBB0rZt26RatWrJDz/8kCRJkjzwwAPJnnvumfV6lSpVSr788sskSdb+Ufzaa68lSZIkX3zxRdbPcccdd0weffTRTe5/+OGHkx122CGrNZMkSR599NGkXLlyyamnnprk5uZmPi/edNNNyaGHHpr1ekmy9v/Lxj4Xv/vuu0nDhg0LpeYTTzyRlCpVKtl1112TBQsWFEqNdapVq5aMHTt2g+1jxoxJqlevXig18/LyMgHR+p/7p0+fnrUvo9fXuHHjjX7h/t577yWNGjVKkmRtIFa7du2s1KtUqVLmnNKyNXwhleb7cNmyZZNPP/10g+2ffvpp5vU026+t3bp1+8VbNrl8L8v+/e9/x/nnnx9XX3117Lrrrhtcv14Ylw3ccsstcdlll8WsWbPi8ccfj2rVqkVExIQJE+KEE07Ier1fUqtWrcz139lyww03xIUXXhi33357NGzYMKvH3pTjjjsuLrjggnjkkUciJycn1qxZE6+//nqce+650aVLl6zUqFKlSnz55ZdRs2bNmD59+gbXdxeWd955J0aNGhV77LFH7L///vHAAw/ExRdfHCeddFKh1t1uu+1izpw5Ub9+/dh+++1j1KhRsddee8U777yTuXRqS60/CWCaz8V1l4AcdNBB8cQTTxT6JIu33XZbXHDBBXHhhRfmu7y0MF166aXx448/RsTaSzGPOOKI2H///aNatWrx4IMPFlrdvn37xoABA6Jnz57RqlWriFh7KWHv3r1j5syZ0a9fv6zWe+qpp+L777+PRx55JIYPHx7XX399NGvWLDp37hwnnHBCKq9By5YtixtvvDHrc1iss26C841NsJyTk5P1CdB33333uPnmmzeYQ+Pmm28ulImVTznllE3O7da2bdvo2rVr1mtuSmG8J0asfQ7269cv9tlnn1QuT168eHE89thjMXz48Hj55ZejcePG0blz53jooYdi++23z0qNTp06xYEHHpg5n3322WeT86lke36niLWX8VatWjWGDh2aeX9YtGhRnHrqqbHffvvFaaedFieccEL07t07XnjhhS2ut8suu8SkSZOiUaNG0aJFi7j22mujTJkycccdd0Tjxo23+PgbM3DgwGjUqFHMnDkzrr322qhYsWJERMyZMyd69OiR9XpNmzaNqVOnRsOGDWP33XfPfI4bPHhw1KlTJ6u1ZsyYkbmkZWNatmwZM2fOzGrNiLWXCw8ePDi6dOmS771w3333jauuuirr9SLW/r5WrVq1wfbVq1fHvHnztvj4HTt23Oj2GjVqRJUqVeL000/PbCuMeWuXLl260dVha9asGUuXLs16vYiI3NzcjU4k/emnnxbKXFab+h2uWrUq5s6dGxERdevWjR9++CEr9f7617/GqFGj4owzzsjK8TbHd999F82aNdtge7NmzbI+j2xE+pfVpv0+XK9evcxUCOu78847M5d4fvvtt5nLQbPh1ltvjTVr1mSmQVg37cpOO+0U7du3z1qdCBOdZ93618eu/58zKcTJlSPWTrJ6++23xxdffBGPPvpobLvttnHPPfdE48aNY7/99st6vQ8++CDf/SRJYs6cOXHNNdfEqlWr4rXXXtui42+zzTb5fn4//vhjrFq1KsqXL79BuFAYL2wrVqyIHj16xLBhw2L16tVRqlSpWLVqVXTu3DmGDRuWlYkHTz/99LjnnnuiTp06MXPmzNhuu+1S+QBeokSJzPXQEWuv737vvfcKfeW/Cy+8MPLy8uLiiy+Ohx56KE488cRo2LBhzJw5M3r37p2VSd5/PglgspHlirP9XFx/ct7evXv/4ptStuYGe+CBB+Kuu+6K8ePHR4cOHeKkk06KQw89NMqWLRuTJk2K5s2bZ6XOr/nuu+82eK5mW40aNeLGG2+M448/Pt/2Bx54IHr27BnffPNNodWOWDs557qf92effbbRD5Fb4uc/vyRJ4ocffohy5crF/fffXygrcKU9wfK4ceOiQ4cOUb9+/XzB4syZM+O5557L6iT5EWtfB+bNm7fBHxIzZsyI5s2bZ8LVbCrs98Sfq1OnTlx77bWF/mXCOuXKlYttttkm/v73v0fnzp1jn332KZQ6zz//fEybNi3++c9/Rr9+/TYZup999tlZr73tttvGiy++uMHr50cffRTt2rWLr7/+Ot57771o165dgV93Pvjgg9hll12iRIkS8cILL8TSpUvjmGOOiWnTpsXhhx8en376aVSrVi0eeuihaNOmTTZOK5/+/ftHrVq14pRTTsm3/a677ooFCxbEBRdckNV69913X6xatSq6desWEyZMiEMOOSS+/fbbKFOmTNx9992ZVQCzYd0KyXvvvfdG97/zzjtx2GGHxYIFC7JWM2LtaqYff/xxNGzYMCpVqhSTJk2Kxo0bxxdffBHNmzePn376Kav1ItYuPPL111/HkCFDYq+99oqItV9En3766bHtttv+pkURNubkk0/e7LZDhw7dolob06ZNm6hevXrcc889mTnAli1bFl27do1vv/02Ro8enfWap556anz77bfx8MMPR9WqVeODDz6IkiVLxtFHHx0HHHBA3HDDDVmt16FDh5g7d24MGTIk9txzz4iIeP/99+O0006L2rVrx4gRI+KZZ56Jiy++OCZPnrzF9fr37x8DBgyIDh06bPSL2sJYXbRFixbRokWLDb6Q6tmzZ7zzzjvx5ptvZr1mmtJ+H3766afjr3/9azRr1iz+53/+JyIi3n333ZgyZUo8+uijcfjhh8dtt90Wn332Wdb+3mjXrl107NgxzjjjjFi4cGE0a9YsSpcuHd98800MGDAgzjzzzKzUiRBKZd24ceN+cX82JgP9ucceeyxOOumk6Ny5c9x7773x8ccfR+PGjePmm2+OZ599Np599tms11z3x//P//u0bNky7rrrro0m47/F3XffvdltC/Nb71mzZsXkyZNjyZIlseeee2Y9uCmKD+AlS5bMfPOTJEnUq1cvXnvttQ1GgBT2MsZvvvlmvPHGG7HDDjvEEUcckZVjrv/8mz59etSrV2+DoG/NmjUxc+bMrP2/WX901EEHHbTJdjk5OTFmzJis1Fznyy+/jGHDhsWwYcNi6dKl8d1338VDDz2UtUnqO3bsGMOGDYu8vLxNfnO6TsWKFWPnnXeOM844IypXrpyV+hFrRxS+8847Gzz3Pv300/jTn/4UCxcuzFqtn1u5cmWMHDky7rvvvhg5cmRUrVo1vv7666zWGDZsWL5QqkSJElGjRo1o0aJFVr/tWt/PV1J866234rvvviuUlRTXmT17dtx6662ZlZp22mmn+Mc//hF169bNWo11K7YNGjQoTjvttHyT4a5evTreeuutKFmyZLz++utZq7lOYb8n/ly1atXi7bffztoopV/z9NNPR+vWrTPvCzNmzIgnnniiUL4tjVj7R/GNN96Y2kjQiLWvYSNGjNhg0vqXX345jjjiiPjhhx/iiy++iD322GOTS3P/mvVXaG3cuHG88847mdHtEYUf9Dds2DCGDx8ef/7zn/Ntf+utt+K4444r9Infly5dGlOmTIn69etH9erVs3rsv//977Fq1ap47LHHNrq/U6dOUbJkyXj44YezWrdx48Zxxx13RNu2bfOFUvfcc09cc8018fHHH2e1XsTaSc67du0azz//fCZcWLlyZRxyyCExdOjQjY4yKqhly5alNlJinQ8//DDat28fy5cvz4ymnTRpUuTm5saoUaNi5513znrNRYsWxbHHHhvvvvtu/PDDD1G3bt2YO3dutGzZMp577rkNFszYUnPnzo2TTjopRo8ene932LZt27j33nujVq1aMXbs2Fi5cmW0a9dui+v90uTfhbG6aMTaAROHHXbYBl9IzZo1K5599tlC+awRsfZ1ZmOrfGd7EZe034cj1n7uv/322zOrizZt2jT+93//t9BG8VevXj3GjRsXO++8cwwZMiRuuummeP/99+Oxxx6Lvn37ZnX1TaFUIXj11Vfj9ttvj88//zwzaunee++NRo0aFcqopT333DN69+4dXbp0yfeG+P7778ehhx6aGQaaLStXroz27dvH4MGDM5ddrftDKhurmvxcmzZt4sADD4zLL7883/bvv/8+OnXqlLU/9H9tCer1ZXs1vDQ/gP/aaKLCGtWX9je063/4X9+3334bNWvWLLRRi0UhSZIYNWpU3HnnnfH0009H9erVo2PHjr9pCemNWf//5a99c7p8+fIYP3587Lrrrlv8Le36evbsGaVLl97gOXfuuefGsmXL4pZbbslarXXGjh0bw4cPj8ceeyzWrFkTHTt2jM6dO0ebNm0K5Y/FV199NQYPHpxvpGthvmdUr149xowZE7vttltUrlw53n777WjatGmMGTMmzjnnnKyupLhOGue4LhQeN25ctGrVKt+Kl2XKlImGDRvGueeeWyijQmfMmJHvfmG+J0ZEXHDBBVGxYsW47LLLCuX4P/fzb0ubNm0aZcqUKZRvS4tK586dY/z48XH99ddnvoV+55134txzz40///nPce+998aDDz4Y//nPf+Ldd98tUI1q1arFs88+Gy1atNjkiL7CtKkl07M5qqeoPkt9/PHH0aJFi9h5552jT58+0axZs0iSJD755JMYOHBgfPzxx/Hmm29mPdDo379/3HfffXHXXXfFX/7yl3j22WdjxowZ0bt377jsssuiZ8+eWa23vs8++yzzR2GzZs3yraacLWmOlFjngQceiKOOOiruv//+mDJlSkSs/SKjc+fO0bdv37juuuuyXnOd119/PSZNmhRLliyJvfbaK9q2bVtotSIipk6dmrnEu2nTptG0adNCrRcRG4yOLgzrQtLLL788Ro0aVahfSK2zYMGCOPnkk+O5557b6P5sf+5P+324KJQvXz7zRcLf/va32HnnnePyyy+PWbNmRdOmTbN6Oa05pbJs/VFL77//fixfvjwi1ibwV199daGMWpo6dWpm6dv1Va5cuVBGEZQuXTomT54cJUqUyPrcIxvz8ssvx+TJk+P999+P+++/P/NtxYoVK351ZNpv8fM/xN57771YtWpV5g3i008/jZIlS25yaPiWKIzhz5tSFEsZR0TcfvvtMXz48A2277zzzpk5vLJpY5fuRUQsWbKk0P5QLCo5OTnRvn37aN++fXz33Xdxzz33ZOX/1PrH2Jzjffzxx5k/5rLpzjvvjFGjRkXLli0jYu23+jNnzowuXbrk+wMoG3/gbLvttvHdd9/FIYccEnfccUccccQRWZvzbGOK4j1j9erVmQC8evXqMXv27GjatGk0aNCgUOY/Susc1722nXzyyTFo0KBCH+25vgYNGsTo0aNj9OjRMX/+/A3mCLzrrruyWu+nn36KO+64I1566aXYbbfdNrgUI9tfnLz33nuZJekfffTRqF27dr5vS4tDKHX77bdH796947jjjstcpluqVKno2rVr5tybNWsWQ4YMKXCNop43q169evH6669vEEq9/vrrWfsjsag+SzVv3jxefPHF6N69exx33HGZ9/8kSaJZs2aFNsLmwgsvjDVr1sTBBx8cS5cujQMOOCByc3Pj3HPPzWogtf5UARsL/l5++eXMv7P5/P/5c79WrVqF/tw/88wzo0qVKnHaaafl296nT5944IEHCi2U+vlr+JQpUzKfW7P9Gh6x9rPNwIED47PPPouIiB122CF69eoVp556atZrpV2vdOnS8cEHH0SdOnUKbW61n+vVq1csXLgw3nrrrWjdunU88cQTMW/evLjqqqvi+uuvz0qN9Z97a9asSfV9+IADDojWrVtH69at489//nMqf8s0adIknnzyyTjmmGPihRdeiN69e0dExPz587P+GUsolWVFMeFh7dq1Y9q0aRsM3XvttdcKbbLME088MYYMGZKVeYA2x0svvRT/+7//Gy1btoxnnnmmUIYprh/WDBgwICpVqhR333135hKa77//Pk4++eRCG26alsK4hHRzzJ07d6MTm9aoUSPmzJmTtTrr3jBycnLisssu2+glPHvssUfW6v3eVK1aNXr16hW9evVKvXbTpk3jjTfeyOoxP/zww8ycGZ9//nlErA1SqlevHh9++GGmXba+8bviiivir3/9a6FPVr9OUbxnpD3BctrnmGbIv07aE55+8MEHmdex9Z8HEYXz7ffSpUszQeaoUaOiY8eOUaJEiWjZsuUGo8T+qCpWrBj//e9/Y+DAgZlAqHHjxpnJwCNii9877rjjjujYsWPmsv3TTjst1UsUTzvttOjVq1esXLkyM2fV6NGj4/zzz49zzjknKzWK8rNUy5Yt46OPPoqJEydmLm/ZcccdC/U9PycnJy655JI477zzYtq0abFkyZJo3rx5vv832fD+++/HypUrM//+pf5kU1E89++///44/vjjY8SIEZmRtP/85z/j0UcfLbQvVtN+DU97EZe060Ws/VtxYxNzF5YxY8bEU089Ffvss09m4MRf/vKXyMvLi/79+0eHDh22uMbPn3tpvg+3a9cuXnnllRgwYECsWrUq9tlnn2jdunUceOCBse++++b7eydb+vbtm1ng4+CDD8783xk1alRmLrSsyepafiTlypXLLH+7/pKin3/+eaEsKZokSXL11VcnzZs3T958882kUqVKyauvvprcd999SY0aNZIbb7yxUGqeddZZSV5eXrL33nsnp59+etK7d+98t2zKyclJ5s2bl/z000/J8ccfn1SvXj0ZO3ZsMnfu3EJb4rNu3brJhx9+uMH2yZMnJ3Xq1CmUmkVpzZo1yejRo5MRI0Yk3333XaHUaNKkSXLvvfdusP2ee+7JLH+bDa1bt05at26d5OTkJH/+858z91u3bp20a9cuOf300ze6pOofyTHHHLPRW7du3ZKrr7469aXUKbiieM94/vnnk8ceeyxJkiT57LPPkqZNmyY5OTlJ9erVk9GjR2e9XlGcY9pq166d3HPPPUXdjUKz6667JoMGDUpmzpyZ5OXlJW+88UaSJGuXoK9Vq1YR9+6PqVu3bsnixYtTrblmzZrk/PPPT8qWLZtZLr18+fLJlVdeWSj1trbPUsVRUT3377///mSbbbZJ3n333eTMM89M6tatm0ydOrXQ6qX9Gl69evVk+PDhG2wfPnx4Uq1atT98vSRJ92/FJEmSSpUqZT5r1K9fP3nttdeSJEmSL774IilXrlzW6xWVlStXJm+88UbSv3//pH379knp0qUL9bPUnDlzkvfeey9ZvXp1Zttbb72VfPLJJ1mtY6RUlhXFqKW0hg6vb/3RC+u+jVon2+nwuuPl5ubG8OHD46qrropDDjkk65d7rW/x4sUbXaFlwYIFWVuetagsXLgwzj777HjvvfeiZcuWcf3118dhhx2WGeFSs2bNGDVqVNYnBEzjG9qIor2EJy2bmkh84cKF8d///jeuu+66eOWVV2KXXXZJuWf8VkXxnrH+5LRNmjSJKVOmFOoEy0VxjmlbsWLFBpNHFyepflu6lSiKEX05OTnx73//Oy677LL45JNPoly5crHDDjsU2iXKaX6W2tyRHn379s1q3eKuqJ77J5xwQixcuDD23XffqFGjRowbNy6aNGlSaPXSfg1fuXLlRlcx3XvvvbO+ym9R1ItI92/FiLWj9adOnRoNGzaM3XffPW6//fZo2LBhDB48eKNXavxRffHFFzF58uSYNGlSfPDBB1GpUqWNTuOTLbVr147atWvn2/anP/0p63VMdJ5lRTnh4YoVKwp16HBRKVGiRMydOzffhNWPPfZYdO3aNZYtW1YoE1Z36dIlXn311bj++uszT7y33norzjvvvNh///1/0+qAvzennnpqvPLKK9G1a9d45plnokSJEpEkSdxwww1RokSJOP/886NixYrxzDPPZLVukiRx4YUXxo033phZEaNs2bJxwQUX+JCYRWvWrInTTjst5s+fn/XfIdlXlO8ZadkaznFrmPB07ty5MWfOnNh9992jRIkSERHx9ttvR15eXtZXF6R4SPOz1C8FJDk5OTF16tT46aefitUiJ2lJ47m/qQnyH3nkkdhrr73yrXCW7bl6ItJ/DU97EZeiWDQmbffdd1+sWrUqunXrFhMmTIhDDjkkvv322yhTpkzcfffd8fe//72ou7hFTjjhhBg3blwsX748DjjggDjwwAOjdevWsdtuuxX65aZpEEplWZIkcfXVV0f//v0zM9KvG7X0r3/9q4h798c0Y8aMqF+//gZPuI8++ijefffd6Nq1a9ZrLl26NM4999y46667MtfwlypVKrp37x7XXXdd1peGTdO2224bw4cPjwMPPDC+/vrrqFevXowZMyazDPbbb78dRx55ZNZXbVxnyZIlqXxDuzWbNGlSHHrooTF79uyi7gq/Ymt4zyiu5/jzCU/vvvvu2G233VKZ8BT+CH4Pn6UmTpwYF154YYwZMyZOOeWUGDx4cKHX5Ldbt3rqr8nJySmUVbfTeA1fv96qVati2LBhUb9+/Y0u4nLTTTf94er9niRJEsuWLcusHFe9evWi7tIWK1GiRFSvXj1OOeWUaNOmTey3336FMo9UURFKFZLiOmppa/Pjjz9mJlfefvvt/9Bh1DqlSpWKWbNmZYayli9fPiZPnpz5Fmru3Lmx7bbb+jbxD2zatGmxzz77FMrqmxSOreE9o7idY1H8EQV/REXxWerLL7+Myy67LB566KHo2LFjXHXVVbHDDjsUel3+ONJ+DS/u9X4P0l7RME3ff/99vPrqq/Hyyy/HuHHj4pNPPok99tgjsyJfu3btirqLW0QoBVuZn18OWalSpZg0aVJmbpd58+ZF3bp1hVJ/YLfddlsMHTo03n777aLuCgCk5ptvvokrr7wy7rjjjthvv/3immuuif/5n/8p6m4BhWxTKwzefPPN0bt370JZYbAoTZs2La666qq4//77Y82aNX/4v9tMdA5boSFDhmRGKawb0rtuaOsffSL3rcHTTz+90e2LFi2KCRMmxJAhQ2LIkCEp9woAisaPP/4Y//nPf2LAgAHRpEmTeOaZZ/7wIweAzXfbbbfFf//73zj++OMz24488sjYbbfdomfPnn/4UOrbb7+NcePGxcsvvxwvv/xyfPzxx1GlSpU44ogj4sADDyzq7m0xI6VgK9OwYcPNmhDvyy+/TKE3FMS6iUZ/rlKlStG0adPo06dPHHfccSn3CgCKRu3ateOHH36Inj17xvHHH7/JzznZXlkY+H2oUqVKvPPOOxtcpvvpp5/Gn/70pz/8lBYlS5aM6tWrx/7775+Z5HzXXXct6m5ljVAKAAD4w1r/y5qcnJxY/8+bdfdzcnL+8Je4ABtX3FcY/OCDD6Jx48aZK11mzJgRTzzxRDRv3rxYjAp1+R4Q//jHP6Jfv37FYnWKrdVXX30VdevW3eQoKgAorozuhq3P+isM5uTkxJAhQ2LUqFEbXWHwj+7cc8+Njh07xhlnnBELFy6MFi1aROnSpeObb76JAQMGxJlnnlnUXdwiRkoBkZeXFxMnTsxMds4fj98hAABbi61phcHq1avHuHHjYuedd44hQ4bETTfdFO+//3489thj0bdv3/jkk0+KuotbxEgpIGTTf3x+hwDw/+y6667x7LPPRr169Yq6K0AhGDt2bFF3ITVLly6NSpUqRUTEqFGjomPHjlGiRIlo2bJlzJgxo4h7t+Vc5wEAABQr06dPj5UrVxZ1NwC2WJMmTeLJJ5+MWbNmxQsvvJCZR2r+/PmRl5dXxL3bckIpIH744QeXff3BXXzxxVG1atWi7gYAAJBFffv2jXPPPTcaNmwYLVq0iFatWkXE2lFTe+65ZxH3bsuZUwq2UiVLlow5c+ZEzZo1823/9ttvo2bNmlao+QP48MMPY5dddtnovieffDKOPvrodDsEAL8Thx12WNx5551Rp06dou4KwBabO3duzJkzJ3bffffMwkZvv/125OXlRbNmzYq4d1tGKAVbqRIlSsTcuXM3CKVmz54d22+/fSxbtqyIesbm2nbbbeO1116LRo0a5dv+2GOPRZcuXeLHH38sop4BAAD8OhOdw1bmxhtvjIj/t3RqxYoVM/tWr14dr7zyyh8+bd9anHrqqdG2bdt4/fXXo3bt2hER8dBDD8Upp5wSw4YNK9rOAUARmDp1atx0002Z1ah22mmn6NmzZzRt2rSIewbAxhgpBVuZdaNqZsyYEdttt12ULFkys69MmTLRsGHD6NevX7Ro0aKoushv0LNnzxg7dmy88sor8fzzz8epp54a9957b3Tq1KmouwYAqXrsscfiuOOOi3322Scz58qbb74Z77zzTjz44IPeGwF+h4RSsJU66KCD4oknnogqVarEupeBnJycIu4VBdG5c+d455134uuvv47hw4fHUUcdVdRdAoDUbb/99tG5c+fo169fvu2XX3553HffffH5558XUc8A2BShFGzF7rzzzhg4cGB89tlnERGxww47RK9eveLUU08t4p6xKU8//fQG21auXBm9e/eOdu3axZFHHpnZvv6/AaC4K1++fHzwwQfRpEmTfNs/++yz2H333WPp0qVF1DMANsWcUrCVuvzyy+P666+Pnj17Zoa4jx8/Pnr37h0zZ87c4FtGfh9+aUW9u+66K+66666IWDvqzQqKAGxNWrduHa+++uoGodRrr70W+++/fxH1CoBfYqQUbKVq1KgRN954Yxx//PH5tj/wwAPRs2fP+Oabb4qoZwAAm2f9EcSzZ8+Ovn37xt/+9rdo2bJlRKydU+qRRx6JK6+8Ms4444yi6iYAmyCUgq1UlSpV4p133okddtgh3/ZPP/00/vSnP8XChQuLpmNstl8azZaTkxOXXXZZir0BgPSVKFFis9oZQQzw+ySUgq1Uz549o3Tp0jFgwIB8288999xYtmxZ3HLLLUXUMzbXnnvume/+ypUr48svv4xSpUrF9ttvH++9914R9QwAAODXCaVgK9WzZ8+45557ol69epkh7m+99VbMnDkzunTpEqVLl860/Xlwxe/X4sWLo1u3bnHMMcfESSedVNTdAYBUjR49OkaPHh3z58+PNWvWZLbn5OTEnXfeWYQ9A2BjhFKwlTrooIM2q11OTk6MGTOmkHtDNk2ePDmOOOKImD59elF3BQBSc+WVV0a/fv1in332iTr/X3v3F9LkHsdx/LN5AlGjQUl5YZkJJZj/IukPKFhikcKEiIowgwIJTIOheCPZH8SwFbNk1UUT8yaKCgaWiEWym8RQ+oNSsOoiK4KcDTH/7VzEGTwnzqmddNPT+wW7ePb8nuf7fXb52e/3/BISZDKZDOdv374doc4AAP+E3feA39SDBw8i3QLmiM/nk8/ni3QbAACEldPplMvlYqYwACwghFIAsEA5HA7DcSAQ0PDwsNra2rRz584IdQUAQGRMTExoy5YtkW4DABAClu8BwAK1evVqw7HZbFZ8fLzy8/NVW1urxYsXR6gzAADCr6amRnFxcew+CwALCDOlAGCB8nq9kW4BAIB5Y3x8XFeuXFFXV5fS09MNm7ZIbNwCAPMRM6UAAAAALHj/tokLG7cAwPxEKAUAAAAAAICwM0e6AQAAAAAAAPx+CKUAAAAAAAAQdoRSAAAAAAAACDtCKQAAAAAAAIQdoRQAAAAAAADCjlAKAADgPyorK5PVao10GwAAAAsSoRQAAAAAAADCjlAKAABgDtjtdq1fv16xsbFKTEzU0aNH5ff7g+ddLpcsFovu37+v1NRUxcXFaceOHRoeHg6OmZqa0rFjx2SxWLR06VLV1NTo4MGDhtlZSUlJunDhgqF2ZmamTpw48dO9SNLVq1eVmJiomJgYlZSUyG63y2KxGMbcvXtX2dnZio6OVnJysurr6zU1NfXLvxUAAPg9EUoBAADMAbPZLIfDoefPn6u1tVXd3d2qrq42jBkbG1NTU5Pa2tr06NEjvX37VjabLXi+sbFR7e3tunbtmjwej0ZHR3Xnzp1Z78Xj8ai8vFyVlZXq7+9XQUGBzpw5Y7hHT0+PSktLVVlZqRcvXujy5ctyuVzfjQMAAPhZpkAgEIh0EwAAAAtRWVmZRkZGfioounnzpsrLy/Xp0ydJ32ZKHTp0SK9evdKaNWskSS0tLTp58qTev38vSVqxYoVsNlswqJqenlZycrKysrKCNZOSklRVVaWqqqpgrczMTFmtVsNsqX/rZe/evfL7/XK73cExBw4ckNvt1sjIiCRp+/bt2rZtm2pra4Njrl+/rurqar179+6Hzw8AAPB3f0S6AQAAgP+jrq4uNTQ0aHBwUKOjo5qamtL4+LjGxsYUExMjSYqJiQkGUpKUkJCgjx8/SpJ8Pp8+fPignJyc4PmoqCht2LBBMzMzs9rL0NCQSkpKDNfk5OQYQqqBgQF5PB7DzKjp6envngkAAOBnsXwPAABglr1+/VpFRUVKT0/XrVu31NfXp0uXLkmSJiYmguMWLVpkuM5kMinUSexms/m7ayYnJ0Pu5Uf8fr/q6+vV398f/Dx9+lQvX75UdHR0SD0DAABIzJQCAACYdX19fZqZmdG5c+dkNn/7D/DGjRsh3WPJkiVavny5ent7lZubK+nbzKQ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" ] @@ -1257,12 +2100,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 37, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -1283,12 +2126,40 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plotting the distribution of the reply counts per prompt using the new calculated column\n", + "plt.figure(figsize=(10, 6))\n", + "df.query(\"replies_count > 0\")[\"replies_count\"].plot(\n", + " kind=\"hist\", bins=30, title=\"Distribution of Reply Counts (>0) per Prompt\"\n", + ")\n", + "plt.xlabel(\"Number of Replies\")\n", + "plt.ylabel(\"Frequency\")\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 39, "metadata": {}, "outputs": [ { "data": { - "image/png": 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AYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBKnhu7JkyfLxcXF7tW4cWPb9gsXLig2NlbVq1dXpUqV1Lt3b2VkZNjNkZqaqqioKFWsWFH+/v4aM2aMLl68aFezdetWtW7dWp6enqpfv74SEhKK9bJo0SLVrVtXXl5eCg8P144dO0w5ZgAAAADAncPpK91NmzbVyZMnba/PP//ctm3UqFFau3at1qxZo23btiktLU29evWybS8sLFRUVJTy8/O1fft2rVixQgkJCZo4caKt5tixY4qKilKnTp20e/dujRw5Us8884w2bNhgq1m1apXi4uI0adIk7dq1Sy1btlRkZKROnTp1a04CAAAAAKBccjEMw3DWzidPnqwPP/xQu3fvLrYtOztbfn5+Wrlypfr06SNJOnDggJo0aaLk5GS1a9dO69ev1yOPPKK0tDQFBARIkuLj4zVu3DhlZmbKw8ND48aNU2Jiovbt22ebu3///srKylJSUpIkKTw8XHfffbcWLlwoSbJarQoODtawYcM0fvz4EnvPy8tTXl6e7X1OTo6Cg4OVnZ0ti8VSKucHt6e64xOd3cI1HZ8e5ewWAAAAgHItJydHvr6+18yATl/pPnz4sIKCgnTXXXfpySefVGpqqiQpJSVFBQUF6tKli622cePGql27tpKTkyVJycnJat68uS1wS1JkZKRycnK0f/9+W82lcxTVFM2Rn5+vlJQUuxpXV1d16dLFVlOSadOmydfX1/YKDg6+yTMBAAAAAChvnBq6w8PDlZCQoKSkJC1ZskTHjh1Thw4ddO7cOaWnp8vDw0NVqlSx+0xAQIDS09MlSenp6XaBu2h70bar1eTk5Oi3337T6dOnVVhYWGJN0RwlmTBhgrKzs22vEydOOHQOAAAAAADll7szd/7www/b/rlFixYKDw9XnTp1tHr1anl7ezuxs2vz9PSUp6ens9sAAAAAANzGnP7z8ktVqVJFDRs21JEjRxQYGKj8/HxlZWXZ1WRkZCgwMFCSFBgYWOxu5kXvr1VjsVjk7e2tGjVqyM3NrcSaojkAAAAAAHDEbRW6z58/r6NHj6pmzZoKCwtThQoVtGnTJtv2gwcPKjU1VREREZKkiIgI7d271+4u4xs3bpTFYlFoaKit5tI5imqK5vDw8FBYWJhdjdVq1aZNm2w1AAAAAAA4wqmhe/To0dq2bZuOHz+u7du3q2fPnnJzc9Pjjz8uX19fxcTEKC4uTlu2bFFKSooGDRqkiIgItWvXTpLUtWtXhYaGasCAAfr222+1YcMGvfzyy4qNjbX99HvIkCH64YcfNHbsWB04cECLFy/W6tWrNWrUKFsfcXFxeuutt7RixQp9//33Gjp0qHJzczVo0CCnnBcAAAAAQPng1Gu6f/rpJz3++OP65Zdf5Ofnp/bt2+vLL7+Un5+fJGnu3LlydXVV7969lZeXp8jISC1evNj2eTc3N61bt05Dhw5VRESEfHx8FB0drVdffdVWExISosTERI0aNUrz589XrVq1tGzZMkVGRtpq+vXrp8zMTE2cOFHp6elq1aqVkpKSit1cDQAAAACAG+HU53SXJ9f7jDaUfTynGwAAAECZeU43AAAAAADlFaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJPcNqF7+vTpcnFx0ciRI21jFy5cUGxsrKpXr65KlSqpd+/eysjIsPtcamqqoqKiVLFiRfn7+2vMmDG6ePGiXc3WrVvVunVreXp6qn79+kpISCi2/0WLFqlu3bry8vJSeHi4duzYYcZhAgAAAADuILdF6P7666+1dOlStWjRwm581KhRWrt2rdasWaNt27YpLS1NvXr1sm0vLCxUVFSU8vPztX37dq1YsUIJCQmaOHGirebYsWOKiopSp06dtHv3bo0cOVLPPPOMNmzYYKtZtWqV4uLiNGnSJO3atUstW7ZUZGSkTp06Zf7BAwAAAADKLRfDMAxnNnD+/Hm1bt1aixcv1tSpU9WqVSvNmzdP2dnZ8vPz08qVK9WnTx9J0oEDB9SkSRMlJyerXbt2Wr9+vR555BGlpaUpICBAkhQfH69x48YpMzNTHh4eGjdunBITE7Vv3z7bPvv376+srCwlJSVJksLDw3X33Xdr4cKFkiSr1arg4GANGzZM48ePv67jyMnJka+vr7Kzs2WxWErzFOE2U3d8orNbuKbj06Oc3QIAAABQrl1vBnT6SndsbKyioqLUpUsXu/GUlBQVFBTYjTdu3Fi1a9dWcnKyJCk5OVnNmze3BW5JioyMVE5Ojvbv32+ruXzuyMhI2xz5+flKSUmxq3F1dVWXLl1sNSXJy8tTTk6O3QsAAAAAgEu5O3Pn7733nnbt2qWvv/662Lb09HR5eHioSpUqduMBAQFKT0+31VwauIu2F227Wk1OTo5+++03nT17VoWFhSXWHDhw4Iq9T5s2TVOmTLm+AwUAAAAA3JGcttJ94sQJjRgxQn//+9/l5eXlrDYcNmHCBGVnZ9teJ06ccHZLAAAAAIDbjNNCd0pKik6dOqXWrVvL3d1d7u7u2rZtmxYsWCB3d3cFBAQoPz9fWVlZdp/LyMhQYGCgJCkwMLDY3cyL3l+rxmKxyNvbWzVq1JCbm1uJNUVzlMTT01MWi8XuBQAAAADApZwWujt37qy9e/dq9+7dtlebNm305JNP2v65QoUK2rRpk+0zBw8eVGpqqiIiIiRJERER2rt3r91dxjdu3CiLxaLQ0FBbzaVzFNUUzeHh4aGwsDC7GqvVqk2bNtlqAAAAAABwhNOu6a5cubKaNWtmN+bj46Pq1avbxmNiYhQXF6dq1arJYrFo2LBhioiIULt27SRJXbt2VWhoqAYMGKCZM2cqPT1dL7/8smJjY+Xp6SlJGjJkiBYuXKixY8dq8ODB2rx5s1avXq3ExP/dgTouLk7R0dFq06aN2rZtq3nz5ik3N1eDBg26RWcDAAAAAFAeOfVGatcyd+5cubq6qnfv3srLy1NkZKQWL15s2+7m5qZ169Zp6NChioiIkI+Pj6Kjo/Xqq6/aakJCQpSYmKhRo0Zp/vz5qlWrlpYtW6bIyEhbTb9+/ZSZmamJEycqPT1drVq1UlJSUrGbqwEAAAAAcCOc/pzu8oLndN85eE43AAAAgDLznG4AAAAAAMorQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBKHQvcPP/xQ2n0AAAAAAFDuOBS669evr06dOundd9/VhQsXSrsnAAAAAADKBYdC965du9SiRQvFxcUpMDBQzz33nHbs2FHavQEAAAAAUKY5FLpbtWql+fPnKy0tTW+//bZOnjyp9u3bq1mzZpozZ44yMzNLu08AAAAAAMqcm7qRmru7u3r16qU1a9ZoxowZOnLkiEaPHq3g4GA9/fTTOnnyZGn1CQAAAABAmXNToXvnzp16/vnnVbNmTc2ZM0ejR4/W0aNHtXHjRqWlpal79+6l1ScAAAAAAGWOuyMfmjNnjpYvX66DBw+qW7dueuedd9StWze5uv6e4UNCQpSQkKC6deuWZq8AAAAAAJQpDoXuJUuWaPDgwRo4cKBq1qxZYo2/v7/++te/3lRzAAAAAACUZQ6F7sOHD1+zxsPDQ9HR0Y5MDwAAAABAueDQNd3Lly/XmjVrio2vWbNGK1asuOmmAAAAAAAoDxwK3dOmTVONGjWKjfv7++v111+/6aYAAAAAACgPHArdqampCgkJKTZep04dpaam3nRTAAAAAACUBw6Fbn9/f+3Zs6fY+Lfffqvq1avfdFMAAAAAAJQHDoXuxx9/XMOHD9eWLVtUWFiowsJCbd68WSNGjFD//v1Lu0cAAAAAAMokh+5e/tprr+n48ePq3Lmz3N1/n8Jqterpp5/mmm4AAAAAAP7LodDt4eGhVatW6bXXXtO3334rb29vNW/eXHXq1Cnt/gAAAAAAKLMcCt1FGjZsqIYNG5ZWLwAAAAAAlCsOhe7CwkIlJCRo06ZNOnXqlKxWq932zZs3l0pzAAAAAACUZQ6F7hEjRighIUFRUVFq1qyZXFxcSrsvAAAAAADKPIdC93vvvafVq1erW7dupd0PAAAAAADlhkOPDPPw8FD9+vVveudLlixRixYtZLFYZLFYFBERofXr19u2X7hwQbGxsapevboqVaqk3r17KyMjw26O1NRURUVFqWLFivL399eYMWN08eJFu5qtW7eqdevW8vT0VP369ZWQkFCsl0WLFqlu3bry8vJSeHi4duzYcdPHBwAAAAC4szkUul988UXNnz9fhmHc1M5r1aql6dOnKyUlRTt37tQDDzyg7t27a//+/ZKkUaNGae3atVqzZo22bdumtLQ09erVy/b5wsJCRUVFKT8/X9u3b9eKFSuUkJCgiRMn2mqOHTumqKgoderUSbt379bIkSP1zDPPaMOGDbaaVatWKS4uTpMmTdKuXbvUsmVLRUZG6tSpUzd1fAAAAACAO5uL4UBy7tmzp7Zs2aJq1aqpadOmqlChgt32999/3+GGqlWrplmzZqlPnz7y8/PTypUr1adPH0nSgQMH1KRJEyUnJ6tdu3Zav369HnnkEaWlpSkgIECSFB8fr3HjxikzM1MeHh4aN26cEhMTtW/fPts++vfvr6ysLCUlJUmSwsPDdffdd2vhwoWSfn/meHBwsIYNG6bx48dfV985OTny9fVVdna2LBaLw8eP21/d8YnObuGajk+PcnYLAAAAQLl2vRnQoZXuKlWqqGfPnrrvvvtUo0YN+fr62r0cUVhYqPfee0+5ubmKiIhQSkqKCgoK1KVLF1tN48aNVbt2bSUnJ0uSkpOT1bx5c1vglqTIyEjl5OTYVsuTk5Pt5iiqKZojPz9fKSkpdjWurq7q0qWLraYkeXl5ysnJsXsBAAAAAHAph26ktnz58lJrYO/evYqIiNCFCxdUqVIlffDBBwoNDdXu3bvl4eGhKlWq2NUHBAQoPT1dkpSenm4XuIu2F227Wk1OTo5+++03nT17VoWFhSXWHDhw4Ip9T5s2TVOmTHHomAEAAAAAdwaHVrol6eLFi/rPf/6jpUuX6ty5c5KktLQ0nT9//obmadSokXbv3q2vvvpKQ4cOVXR0tL777jtH27plJkyYoOzsbNvrxIkTzm4JAAAAAHCbcWil+8cff9RDDz2k1NRU5eXl6cEHH1TlypU1Y8YM5eXlKT4+/rrnuvRO6GFhYfr66681f/589evXT/n5+crKyrJb7c7IyFBgYKAkKTAwsNhdxovubn5pzeV3PM/IyJDFYpG3t7fc3Nzk5uZWYk3RHCXx9PSUp6fndR8nAAAAAODO49BK94gRI9SmTRudPXtW3t7etvGePXtq06ZNN9WQ1WpVXl6ewsLCVKFCBbv5Dh48qNTUVEVEREiSIiIitHfvXru7jG/cuFEWi0WhoaG2mst72rhxo20ODw8PhYWF2dVYrVZt2rTJVgMAAAAAgCMcWun+7LPPtH37dnl4eNiN161bVz///PN1zzNhwgQ9/PDDql27ts6dO6eVK1dq69at2rBhg3x9fRUTE6O4uDhVq1ZNFotFw4YNU0REhNq1aydJ6tq1q0JDQzVgwADNnDlT6enpevnllxUbG2tbhR4yZIgWLlyosWPHavDgwdq8ebNWr16txMT/3YE6Li5O0dHRatOmjdq2bat58+YpNzdXgwYNcuT0AAAAAAAgycHQbbVaVVhYWGz8p59+UuXKla97nlOnTunpp5/WyZMn5evrqxYtWmjDhg168MEHJUlz586Vq6urevfurby8PEVGRmrx4sW2z7u5uWndunUaOnSoIiIi5OPjo+joaL366qu2mpCQECUmJmrUqFGaP3++atWqpWXLlikyMtJW069fP2VmZmrixIlKT09Xq1atlJSUVOzmagAAAAAA3AiHntPdr18/+fr66s0331TlypW1Z88e+fn5qXv37qpdu3ap3t28rOA53XcOntMNAAAA4HozoEMr3bNnz1ZkZKRCQ0N14cIFPfHEEzp8+LBq1Kihf/zjHw43DQAAAABAeeJQ6K5Vq5a+/fZbvffee9qzZ4/Onz+vmJgYPfnkk3Y3VgMAAAAA4E7mUOiWJHd3dz311FOl2QsAAAAAAOWKQ6H7nXfeuer2p59+2qFmAAAAAAAoTxwK3SNGjLB7X1BQoF9//VUeHh6qWLEioRsAAAAAAEmujnzo7Nmzdq/z58/r4MGDat++PTdSAwAAAADgvxwK3SVp0KCBpk+fXmwVHAAAAACAO1WphW7p95urpaWlleaUAAAAAACUWQ5d0/3xxx/bvTcMQydPntTChQt17733lkpjAAAAAACUdQ6F7h49eti9d3FxkZ+fnx544AHNnj27NPoCAAAAAKDMcyh0W63W0u4DAAAAAIByp1Sv6QYAAAAAAP/j0Ep3XFzcddfOmTPHkV0AAAAAAFDmORS6v/nmG33zzTcqKChQo0aNJEmHDh2Sm5ubWrdubatzcXEpnS4BAAAAACiDHArdjz76qCpXrqwVK1aoatWqkqSzZ89q0KBB6tChg1588cVSbRIAAAAAgLLIoWu6Z8+erWnTptkCtyRVrVpVU6dO5e7lAAAAAAD8l0OhOycnR5mZmcXGMzMzde7cuZtuCgAAAACA8sCh0N2zZ08NGjRI77//vn766Sf99NNP+te//qWYmBj16tWrtHsEAAAAAKBMcuia7vj4eI0ePVpPPPGECgoKfp/I3V0xMTGaNWtWqTYIAAAAAEBZ5VDorlixohYvXqxZs2bp6NGjkqR69erJx8enVJsDAAAAAKAsc+jn5UVOnjypkydPqkGDBvLx8ZFhGKXVFwAAAAAAZZ5DofuXX35R586d1bBhQ3Xr1k0nT56UJMXExPC4MAAAAAAA/suh0D1q1ChVqFBBqampqlixom28X79+SkpKKrXmAAAAAAAoyxy6pvuTTz7Rhg0bVKtWLbvxBg0a6McffyyVxgAAAAAAKOscWunOzc21W+EucubMGXl6et50UwAAAAAAlAcOhe4OHTronXfesb13cXGR1WrVzJkz1alTp1JrDgAAAACAssyhn5fPnDlTnTt31s6dO5Wfn6+xY8dq//79OnPmjL744ovS7hEAAAAAgDLJoZXuZs2a6dChQ2rfvr26d++u3Nxc9erVS998843q1atX2j0CAAAAAFAm3fBKd0FBgR566CHFx8frpZdeMqMnAAAAAADKhRte6a5QoYL27NljRi8AAAAAAJQrDv28/KmnntJf//rX0u4FAAAAAIByxaEbqV28eFFvv/22/vOf/ygsLEw+Pj522+fMmVMqzQEAAAAAUJbdUOj+4YcfVLduXe3bt0+tW7eWJB06dMiuxsXFpfS6AwAAAACgDLuh0N2gQQOdPHlSW7ZskST169dPCxYsUEBAgCnNAQAAAABQlt3QNd2GYdi9X79+vXJzc0u1IQAAAAAAyguHbqRW5PIQDgAAAAAA/ueGQreLi0uxa7a5hhsAAAAAgJLd0DXdhmFo4MCB8vT0lCRduHBBQ4YMKXb38vfff7/0OgQAAAAAoIy6odAdHR1t9/6pp54q1WYAAAAAAChPbih0L1++3Kw+AAAAAAAod27qRmoAAAAAAODKCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJnBq6p02bprvvvluVK1eWv7+/evTooYMHD9rVXLhwQbGxsapevboqVaqk3r17KyMjw64mNTVVUVFRqlixovz9/TVmzBhdvHjRrmbr1q1q3bq1PD09Vb9+fSUkJBTrZ9GiRapbt668vLwUHh6uHTt2lPoxAwAAAADuHE4N3du2bVNsbKy+/PJLbdy4UQUFBeratatyc3NtNaNGjdLatWu1Zs0abdu2TWlpaerVq5dte2FhoaKiopSfn6/t27drxYoVSkhI0MSJE201x44dU1RUlDp16qTdu3dr5MiReuaZZ7RhwwZbzapVqxQXF6dJkyZp165datmypSIjI3Xq1KlbczIAAAAAAOWOi2EYhrObKJKZmSl/f39t27ZNHTt2VHZ2tvz8/LRy5Ur16dNHknTgwAE1adJEycnJateundavX69HHnlEaWlpCggIkCTFx8dr3LhxyszMlIeHh8aNG6fExETt27fPtq/+/fsrKytLSUlJkqTw8HDdfffdWrhwoSTJarUqODhYw4YN0/jx46/Ze05Ojnx9fZWdnS2LxVLapwa3kbrjE53dwjUdnx7l7BYAAACAcu16M+BtdU13dna2JKlatWqSpJSUFBUUFKhLly62msaNG6t27dpKTk6WJCUnJ6t58+a2wC1JkZGRysnJ0f79+201l85RVFM0R35+vlJSUuxqXF1d1aVLF1vN5fLy8pSTk2P3AgAAAADgUrdN6LZarRo5cqTuvfdeNWvWTJKUnp4uDw8PValSxa42ICBA6enptppLA3fR9qJtV6vJycnRb7/9ptOnT6uwsLDEmqI5Ljdt2jT5+vraXsHBwY4dOAAAAACg3LptQndsbKz27dun9957z9mtXJcJEyYoOzvb9jpx4oSzWwIAAAAA3Gbcnd2AJL3wwgtat26dPv30U9WqVcs2HhgYqPz8fGVlZdmtdmdkZCgwMNBWc/ldxovubn5pzeV3PM/IyJDFYpG3t7fc3Nzk5uZWYk3RHJfz9PSUp6enYwcMAAAAALgjOHWl2zAMvfDCC/rggw+0efNmhYSE2G0PCwtThQoVtGnTJtvYwYMHlZqaqoiICElSRESE9u7da3eX8Y0bN8pisSg0NNRWc+kcRTVFc3h4eCgsLMyuxmq1atOmTbYaAAAAAABulFNXumNjY7Vy5Up99NFHqly5su36aV9fX3l7e8vX11cxMTGKi4tTtWrVZLFYNGzYMEVERKhdu3aSpK5duyo0NFQDBgzQzJkzlZ6erpdfflmxsbG2leghQ4Zo4cKFGjt2rAYPHqzNmzdr9erVSkz8312o4+LiFB0drTZt2qht27aaN2+ecnNzNWjQoFt/YgAAAAAA5YJTQ/eSJUskSffff7/d+PLlyzVw4EBJ0ty5c+Xq6qrevXsrLy9PkZGRWrx4sa3Wzc1N69at09ChQxURESEfHx9FR0fr1VdftdWEhIQoMTFRo0aN0vz581WrVi0tW7ZMkZGRtpp+/fopMzNTEydOVHp6ulq1aqWkpKRiN1cDAAAAAOB63VbP6S7LeE73nYPndAMAAAAok8/pBgAAAACgPCF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACZxauj+9NNP9eijjyooKEguLi768MMP7bYbhqGJEyeqZs2a8vb2VpcuXXT48GG7mjNnzujJJ5+UxWJRlSpVFBMTo/Pnz9vV7NmzRx06dJCXl5eCg4M1c+bMYr2sWbNGjRs3lpeXl5o3b65///vfpX68AAAAAIA7i1NDd25urlq2bKlFixaVuH3mzJlasGCB4uPj9dVXX8nHx0eRkZG6cOGCrebJJ5/U/v37tXHjRq1bt06ffvqpnn32Wdv2nJwcde3aVXXq1FFKSopmzZqlyZMn680337TVbN++XY8//rhiYmL0zTffqEePHurRo4f27dtn3sEDAAAAAMo9F8MwDGc3IUkuLi764IMP1KNHD0m/r3IHBQXpxRdf1OjRoyVJ2dnZCggIUEJCgvr376/vv/9eoaGh+vrrr9WmTRtJUlJSkrp166affvpJQUFBWrJkiV566SWlp6fLw8NDkjR+/Hh9+OGHOnDggCSpX79+ys3N1bp162z9tGvXTq1atVJ8fHyJ/ebl5SkvL8/2PicnR8HBwcrOzpbFYin184PbR93xic5u4ZqOT49ydgsAAABAuZaTkyNfX99rZsDb9pruY8eOKT09XV26dLGN+fr6Kjw8XMnJyZKk5ORkValSxRa4JalLly5ydXXVV199Zavp2LGjLXBLUmRkpA4ePKizZ8/aai7dT1FN0X5KMm3aNPn6+tpewcHBN3/QAAAAAIBy5bYN3enp6ZKkgIAAu/GAgADbtvT0dPn7+9ttd3d3V7Vq1exqSprj0n1cqaZoe0kmTJig7Oxs2+vEiRM3eogAAAAAgHLO3dkNlFWenp7y9PR0dhsAAAAAgNvYbbvSHRgYKEnKyMiwG8/IyLBtCwwM1KlTp+y2X7x4UWfOnLGrKWmOS/dxpZqi7QAAAAAAOOK2Dd0hISEKDAzUpk2bbGM5OTn66quvFBERIUmKiIhQVlaWUlJSbDWbN2+W1WpVeHi4rebTTz9VQUGBrWbjxo1q1KiRqlataqu5dD9FNUX7AQAAAADAEU4N3efPn9fu3bu1e/duSb/fPG337t1KTU2Vi4uLRo4cqalTp+rjjz/W3r179fTTTysoKMh2h/MmTZrooYce0p/+9Cft2LFDX3zxhV544QX1799fQUFBkqQnnnhCHh4eiomJ0f79+7Vq1SrNnz9fcXFxtj5GjBihpKQkzZ49WwcOHNDkyZO1c+dOvfDCC7f6lAAAAAAAyhGnXtO9c+dOderUyfa+KAhHR0crISFBY8eOVW5urp599lllZWWpffv2SkpKkpeXl+0zf//73/XCCy+oc+fOcnV1Ve/evbVgwQLbdl9fX33yySeKjY1VWFiYatSooYkTJ9o9y/uee+7RypUr9fLLL+vPf/6zGjRooA8//FDNmjW7BWcBAAAAAFBe3TbP6S7rrvcZbSj7eE43AAAAgDL/nG4AAAAAAMo6QjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASd2c3AODOxPPOAQAAcCdgpRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAk7g7uwEAuF3VHZ/o7Bau6fj0KGe3AAAAgKtgpRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwibuzG8CtVXd8orNbuKbj06Oc3QIAAAAAlApWugEAAAAAMAmhGwAAAAAAk/Dzctx2ysJP4AEAAADgerDSDQAAAACASQjdAAAAAACYhNANAAAAAIBJuKb7MosWLdKsWbOUnp6uli1b6o033lDbtm2d3RYAlOh2vwcCjwAEAAB3Ola6L7Fq1SrFxcVp0qRJ2rVrl1q2bKnIyEidOnXK2a0BAAAAAMogVrovMWfOHP3pT3/SoEGDJEnx8fFKTEzU22+/rfHjx9vV5uXlKS8vz/Y+OztbkpSTk3PrGnaANe9XZ7eAW+B2/3Mo8WfxTlEW/iw2m7TB2S1c074pkc5uAQAAXKbov3MMw7hqnYtxrYo7RH5+vipWrKh//vOf6tGjh208OjpaWVlZ+uijj+zqJ0+erClTptziLgEAAAAAt5MTJ06oVq1aV9zOSvd/nT59WoWFhQoICLAbDwgI0IEDB4rVT5gwQXFxcbb3VqtVZ86cUfXq1eXi4mJ6v/ifnJwcBQcH68SJE7JYLM5uB9eB76zs4TsrW/i+yh6+s7KH76zs4TsrW8rC92UYhs6dO6egoKCr1hG6HeTp6SlPT0+7sSpVqjinGUiSLBbLbfsvJErGd1b28J2VLXxfZQ/fWdnDd1b28J2VLbf79+Xr63vNGm6k9l81atSQm5ubMjIy7MYzMjIUGBjopK4AAAAAAGUZofu/PDw8FBYWpk2bNtnGrFarNm3apIiICCd2BgAAAAAoq/h5+SXi4uIUHR2tNm3aqG3btpo3b55yc3NtdzPH7cnT01OTJk0q9nN/3L74zsoevrOyhe+r7OE7K3v4zsoevrOypTx9X9y9/DILFy7UrFmzlJ6erlatWmnBggUKDw93dlsAAAAAgDKI0A0AAAAAgEm4phsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbZda0adN09913q3LlyvL391ePHj108OBBZ7eF6zR9+nS5uLho5MiRzm4FV/Hzzz/rqaeeUvXq1eXt7a3mzZtr586dzm4LV1BYWKhXXnlFISEh8vb2Vr169fTaa6+Je6bePj799FM9+uijCgoKkouLiz788EO77YZhaOLEiapZs6a8vb3VpUsXHT582DnNQtLVv7OCggKNGzdOzZs3l4+Pj4KCgvT0008rLS3NeQ3f4a7179ilhgwZIhcXF82bN++W9Yfiruc7+/777/XYY4/J19dXPj4+uvvuu5Wamnrrm3UQoRtl1rZt2xQbG6svv/xSGzduVEFBgbp27arc3Fxnt4Zr+Prrr7V06VK1aNHC2a3gKs6ePat7771XFSpU0Pr16/Xdd99p9uzZqlq1qrNbwxXMmDFDS5Ys0cKFC/X9999rxowZmjlzpt544w1nt4b/ys3NVcuWLbVo0aISt8+cOVMLFixQfHy8vvrqK/n4+CgyMlIXLly4xZ2iyNW+s19//VW7du3SK6+8ol27dun999/XwYMH9dhjjzmhU0jX/nesyAcffKAvv/xSQUFBt6gzXMm1vrOjR4+qffv2aty4sbZu3ao9e/bolVdekZeX1y3u1HE8MgzlRmZmpvz9/bVt2zZ17NjR2e3gCs6fP6/WrVtr8eLFmjp1qlq1asXfMN+mxo8fry+++EKfffaZs1vBdXrkkUcUEBCgv/71r7ax3r17y9vbW++++64TO0NJXFxc9MEHH6hHjx6Sfl/lDgoK0osvvqjRo0dLkrKzsxUQEKCEhAT179/fid1CKv6dleTrr79W27Zt9eOPP6p27dq3rjkUc6Xv6+eff1Z4eLg2bNigqKgojRw5kl/e3SZK+s769++vChUq6G9/+5vzGrtJrHSj3MjOzpYkVatWzcmd4GpiY2MVFRWlLl26OLsVXMPHH3+sNm3a6I9//KP8/f31hz/8QW+99Zaz28JV3HPPPdq0aZMOHTokSfr222/1+eef6+GHH3ZyZ7gex44dU3p6ut3/Pvr6+io8PFzJyclO7Aw3Ijs7Wy4uLqpSpYqzW0EJrFarBgwYoDFjxqhp06bObgfXYLValZiYqIYNGyoyMlL+/v4KDw+/6mUDtyNCN8oFq9WqkSNH6t5771WzZs2c3Q6u4L333tOuXbs0bdo0Z7eC6/DDDz9oyZIlatCggTZs2KChQ4dq+PDhWrFihbNbwxWMHz9e/fv3V+PGjVWhQgX94Q9/0MiRI/Xkk086uzVch/T0dElSQECA3XhAQIBtG25vFy5c0Lhx4/T444/LYrE4ux2UYMaMGXJ3d9fw4cOd3Qquw6lTp3T+/HlNnz5dDz30kD755BP17NlTvXr10rZt25zd3nVzd3YDQGmIjY3Vvn379Pnnnzu7FVzBiRMnNGLECG3cuLFMXYNzJ7NarWrTpo1ef/11SdIf/vAH7du3T/Hx8YqOjnZydyjJ6tWr9fe//10rV65U06ZNtXv3bo0cOVJBQUF8Z4DJCgoK1LdvXxmGoSVLlji7HZQgJSVF8+fP165du+Ti4uLsdnAdrFarJKl79+4aNWqUJKlVq1bavn274uPjdd999zmzvevGSjfKvBdeeEHr1q3Tli1bVKtWLWe3gytISUnRqVOn1Lp1a7m7u8vd3V3btm3TggUL5O7ursLCQme3iMvUrFlToaGhdmNNmjQpU3cLvdOMGTPGttrdvHlzDRgwQKNGjeLXJWVEYGCgJCkjI8NuPCMjw7YNt6eiwP3jjz9q48aNrHLfpj777DOdOnVKtWvXtv23yI8//qgXX3xRdevWdXZ7KEGNGjXk7u5e5v97hJVulFmGYWjYsGH64IMPtHXrVoWEhDi7JVxF586dtXfvXruxQYMGqXHjxho3bpzc3Nyc1Bmu5N577y32GL5Dhw6pTp06TuoI1/Lrr7/K1dX+79Pd3NxsKwW4vYWEhCgwMFCbNm1Sq1atJEk5OTn66quvNHToUOc2hysqCtyHDx/Wli1bVL16dWe3hCsYMGBAsXvKREZGasCAARo0aJCTusLVeHh46O677y7z/z1C6EaZFRsbq5UrV+qjjz5S5cqVbde7+fr6ytvb28nd4XKVK1cudr29j4+PqlevznX4t6lRo0bpnnvu0euvv66+fftqx44devPNN/Xmm286uzVcwaOPPqq//OUvql27tpo2bapvvvlGc+bM0eDBg53dGv7r/PnzOnLkiO39sWPHtHv3blWrVk21a9fWyJEjNXXqVDVo0EAhISF65ZVXFBQUdNW7ZcNcV/vOatasqT59+mjXrl1at26dCgsLbf89Uq1aNXl4eDir7TvWtf4du/wvRSpUqKDAwEA1atToVreK/7rWdzZmzBj169dPHTt2VKdOnZSUlKS1a9dq69atzmv6RhlAGSWpxNfy5cud3Rqu03333WeMGDHC2W3gKtauXWs0a9bM8PT0NBo3bmy8+eabzm4JV5GTk2OMGDHCqF27tuHl5WXcddddxksvvWTk5eU5uzX815YtW0r8/13R0dGGYRiG1Wo1XnnlFSMgIMDw9PQ0OnfubBw8eNC5Td/hrvadHTt27Ir/PbJlyxZnt35Huta/Y5erU6eOMXfu3FvaI+xdz3f217/+1ahfv77h5eVltGzZ0vjwww+d17ADeE43AAAAAAAm4UZqAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQC4pRISEuTi4qLjx4/f0Ofuv/9+NWvWrFR7qVu3rgYOHFiqcx4/flwuLi5KSEgo1XlvZ/fff7/uv/9+Z7dhismTJ8vFxUWnT592disAgDKK0A0AAMqtX3/9VZMnT9bWrVud3cpt77vvvtPkyZNv+C/EAABX5+7sBgAAQNn2ySefOLuFK/r11181ZcoUSSq3q/Gl5bvvvtOUKVN0//33q27dus5uBwDKDUI3AAC4KR4eHs5uAQCA2xY/LwcAONVHH32kqKgoBQUFydPTU/Xq1dNrr72mwsLCEutTUlJ0zz33yNvbWyEhIYqPjy9Wk5eXp0mTJql+/fry9PRUcHCwxo4dq7y8vKv2UlBQoClTpqhBgwby8vJS9erV1b59e23cuPGmjnHPnj0aOHCg7rrrLnl5eSkwMFCDBw/WL7/8YldXdP3wkSNHNHDgQFWpUkW+vr4aNGiQfv31V7va3377TcOHD1eNGjVUuXJlPfbYY/r555/l4uKiyZMnX3dvRdeg/9///Z8WLVqku+66SxUrVlTXrl114sQJGYah1157TbVq1ZK3t7e6d++uM2fO2M1R0jXdb7zxhpo2baqKFSuqatWqatOmjVauXFnsWA8dOqSnnnpKvr6+8vPz0yuvvCLDMHTixAl1795dFotFgYGBmj17tt38+fn5mjhxosLCwuTr6ysfHx916NBBW7ZssTs2Pz8/SdKUKVPk4uJS7PwcOHBAffv2lZ+fn7y9vdWoUSO99NJLxc5TVlbWNb+T63E9+/vmm2/08MMPy2KxqFKlSurcubO+/PJLu5qi83e5ku6ZULduXT3yyCP6/PPP1bZtW3l5eemuu+7SO++8Y/e5P/7xj5KkTp062c4VP8sHgJvHSjcAwKkSEhJUqVIlxcXFqVKlStq8ebMmTpyonJwczZo1y6727Nmz6tatm/r27avHH39cq1ev1tChQ+Xh4aHBgwdLkqxWqx577DF9/vnnevbZZ9WkSRPt3btXc+fO1aFDh/Thhx9esZfJkydr2rRpeuaZZ9S2bVvl5ORo586d2rVrlx588EGHj3Hjxo364YcfNGjQIAUGBmr//v168803tX//fn355ZfFwlPfvn0VEhKiadOmadeuXVq2bJn8/f01Y8YMW83AgQO1evVqDRgwQO3atdO2bdsUFRXlcI9///vflZ+fr2HDhunMmTOaOXOm+vbtqwceeEBbt27VuHHjdOTIEb3xxhsaPXq03n777SvO9dZbb2n48OHq06ePRowYoQsXLmjPnj366quv9MQTT9jV9uvXT02aNNH06dOVmJioqVOnqlq1alq6dKkeeOABzZgxQ3//+981evRo3X333erYsaMkKScnR8uWLdPjjz+uP/3pTzp37pz++te/KjIyUjt27FCrVq3k5+enJUuWaOjQoerZs6d69eolSWrRooWk3/8ypEOHDqpQoYKeffZZ1a1bV0ePHtXatWv1l7/85Ya/k2u5nv3t379fHTp0kMVi0dixY1WhQgUtXbpU999/v7Zt26bw8PDr3t+ljhw5oj59+igmJkbR0dF6++23NXDgQIWFhalp06bq2LGjhg8frgULFujPf/6zmjRpIkm2/wsAuAkGAAC30PLlyw1JxrFjxwzDMIxff/21WM1zzz1nVKxY0bhw4YJt7L777jMkGbNnz7aN5eXlGa1atTL8/f2N/Px8wzAM429/+5vh6upqfPbZZ3ZzxsfHG5KML774wjZWp04dIzo62va+ZcuWRlRU1E0d37FjxwxJxvLly21jJR3jP/7xD0OS8emnn9rGJk2aZEgyBg8ebFfbs2dPo3r16rb3KSkphiRj5MiRdnUDBw40JBmTJk264X79/PyMrKws2/iECRMMSUbLli2NgoIC2/jjjz9ueHh4FPtu7rvvPtv77t27G02bNr3qfouO9dlnn7WNXbx40ahVq5bh4uJiTJ8+3TZ+9uxZw9vb2+67unjxopGXl2c359mzZ42AgAC785eZmXnFc9KxY0ejcuXKxo8//mg3brVai/V5re/kelzP/nr06GF4eHgYR48etY2lpaUZlStXNjp27Fisr8td/u+XYfz+5/zyP2unTp0yPD09jRdffNE2tmbNGkOSsWXLlhs6LgDA1fHzcgCAU3l7e9v++dy5czp9+rQ6dOigX3/9VQcOHLCrdXd313PPPWd77+Hhoeeee06nTp1SSkqKJGnNmjVq0qSJGjdurNOnT9teDzzwgCTZ/fz4clWqVNH+/ft1+PDh0jxEu2O8cOGCTp8+rXbt2kmSdu3aVax+yJAhdu87dOigX375RTk5OZKkpKQkSdLzzz9vVzds2DCHe/zjH/8oX19f2/uiFdWnnnpK7u7uduP5+fn6+eefrzhXlSpV9NNPP+nrr7++5n6feeYZ2z+7ubmpTZs2MgxDMTExdvM1atRIP/zwg11t0bXkVqtVZ86c0cWLF9WmTZsSz+nlMjMz9emnn2rw4MGqXbu23baSfrZ9re+kNPZXWFioTz75RD169NBdd91l216zZk098cQT+vzzz697f5cLDQ1Vhw4dbO/9/PyKnVMAgDkI3QAAp9q/f7969uwpX19fWSwW+fn56amnnpIkZWdn29UGBQXJx8fHbqxhw4aSZLuG9fDhw9q/f7/8/PzsXkV1p06dumIvr776qrKystSwYUM1b95cY8aM0Z49e276GM+cOaMRI0YoICBA3t7e8vPzU0hISInHKKlYKKtataqk339eL0k//vijXF1dbXMUqV+/vsM9Xr7PogAeHBxc4nhRLyUZN26cKlWqpLZt26pBgwaKjY3VF198cd379fLyUo0aNYqNX77PFStWqEWLFrbr7/38/JSYmFjiOb1cUdi83me/X+s7KY39ZWZm6tdff1WjRo2KbWvSpImsVqtOnDhxXfu73OX9S78fw/X2DwBwHNd0AwCcJisrS/fdd58sFoteffVV1atXT15eXtq1a5fGjRsnq9V6w3NarVY1b95cc+bMKXH75SHyUh07dtTRo0f10Ucf6ZNPPtGyZcs0d+5cxcfH263I3qi+fftq+/btGjNmjFq1aqVKlSrJarXqoYceKvEY3dzcSpzHMAyHe7iWK+3TkV6aNGmigwcPat26dUpKStK//vUvLV68WBMnTrQ9vutq81/PPt99910NHDhQPXr00JgxY+Tv7y83NzdNmzZNR48evWJvjnLGd3I1Ja3GS7riDQhvt/4B4E5C6AYAOM3WrVv1yy+/6P3337fdIEuSjh07VmJ9WlqacnNz7Va7Dx06JEm25wrXq1dP3377rTp37nzFYHI11apV06BBgzRo0CCdP39eHTt21OTJkx0O3WfPntWmTZs0ZcoUTZw40TZ+Mz9hr1OnjqxWq44dO6YGDRrYxo8cOeLwnKXNx8dH/fr1U79+/ZSfn69evXrpL3/5iyZMmCAvL6+bnv+f//yn7rrrLr3//vt23/OkSZPs6q70Z6Do59v79u276V6ux/Xsz8/PTxUrVtTBgweLbTtw4IBcXV1tf2lUtNKelZWlKlWq2Op+/PFHh3t05N8XAMC18fNyAIDTFK2+Xbralp+fr8WLF5dYf/HiRS1dutSudunSpfLz81NYWJik31eVf/75Z7311lvFPv/bb78pNzf3iv1c/givSpUqqX79+td81NjVlHSMkjRv3jyH54yMjJSkYufpjTfecHjO0nT5efTw8FBoaKgMw1BBQUGp7KOk8/rVV18pOTnZrq5ixYqSfg+nl/Lz81PHjh319ttvKzU11W6bGau/17M/Nzc3de3aVR999JHdI78yMjK0cuVKtW/fXhaLRdLvf7kkSZ9++qmtLjc3VytWrHC4x6K/zLr8XAEAbg4r3QAAp7nnnntUtWpVRUdHa/jw4XJxcdHf/va3K4aeoKAgzZgxQ8ePH1fDhg21atUq7d69W2+++aYqVKggSRowYIBWr16tIUOGaMuWLbr33ntVWFioAwcOaPXq1dqwYYPatGlT4vyhoaG6//77FRYWpmrVqmnnzp365z//qRdeeMHhY7RYLOrYsaNmzpypgoIC/b//9//0ySefXHE1/3qEhYWpd+/emjdvnn755RfbI8OKVv2dvWLZtWtXBQYG6t5771VAQIC+//57LVy4UFFRUapcuXKp7OORRx7R+++/r549eyoqKkrHjh1TfHy8QkNDdf78eVudt7e3QkNDtWrVKjVs2FDVqlVTs2bN1KxZMy1YsEDt27dX69at9eyzzyokJETHjx9XYmKidu/eXSp9Xup69jd16lRt3LhR7du31/PPPy93d3ctXbpUeXl5mjlzpm2url27qnbt2oqJidGYMWPk5uamt99+W35+fsVC/fVq1aqV3NzcNGPGDGVnZ8vT01MPPPCA/P39S+PwAeCORegGADhN9erVtW7dOr344ot6+eWXVbVqVT311FPq3LmzbTX3UlWrVtWKFSs0bNgwvfXWWwoICNDChQv1pz/9yVbj6uqqDz/8UHPnztU777yjDz74QBUrVtRdd92lESNG2G6oVpLhw4fr448/1ieffKK8vDzVqVNHU6dO1ZgxY27qOFeuXKlhw4Zp0aJFMgxDXbt21fr16xUUFOTwnO+8844CAwP1j3/8Qx988IG6dOmiVatWqVGjRqXy8+2b8dxzz+nvf/+75syZo/Pnz6tWrVoaPny4Xn755VLbx8CBA5Wenq6lS5dqw4YNCg0N1bvvvqs1a9Zo69atdrXLli3TsGHDNGrUKOXn52vSpElq1qyZWrZsqS+//FKvvPKKlixZogsXLqhOnTrq27dvqfV5qevZX9OmTfXZZ59pwoQJmjZtmqxWq8LDw/Xuu+/aPaO7QoUK+uCDD/T888/rlVdeUWBgoEaOHKmqVatq0KBBDvUXGBio+Ph4TZs2TTExMSosLNSWLVsI3QBwk1wM7qABAEC5sHv3bv3hD3/Qu+++qyeffNLZ7QAAAHFNNwAAZdJvv/1WbGzevHlydXW1uykdAABwLn5eDgDAdcjPz9eZM2euWuPr6ytvb+9b0s/MmTOVkpKiTp06yd3dXevXr9f69ev17LPPKjg4WIWFhcrMzLzqHJUqVVKlSpVuSb/lWXZ2dol/CXKpwMDAW9QNAOB2w8/LAQC4Dlu3blWnTp2uWrN8+XINHDjwlvSzceNGTZkyRd99953Onz+v2rVra8CAAXrppZfk7u6u48ePKyQk5KpzTJo0SZMnT74l/ZZnAwcOvOZdw/nPLQC4cxG6AQC4DmfPnlVKSspVa5o2baqaNWveoo6u7sKFC/r888+vWnPXXXfZnh8Nx3333XdKS0u7ak2XLl1uUTcAgNsNoRsAAAAAAJNwTXcpsVqtSktLU+XKlZ3+fFQAAAAAgLkMw9C5c+cUFBQkV9cr36Oc0F1K0tLSFBwc7Ow2AAAAAAC30IkTJ1SrVq0rbid0l5LKlStL+v2EWywWJ3cDAAAAADBTTk6OgoODbVnwSgjdpaToJ+UWi4XQDQAAAAB3iGtdXnzlH54DAAAAAICbQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJE4P3T///LOeeuopVa9eXd7e3mrevLl27txp224YhiZOnKiaNWvK29tbXbp00eHDh+3mOHPmjJ588klZLBZVqVJFMTExOn/+vF3Nnj171KFDB3l5eSk4OFgzZ84s1suaNWvUuHFjeXl5qXnz5vr3v/9tzkEDAAAAAO4ITg3dZ8+e1b333qsKFSpo/fr1+u677zR79mxVrVrVVjNz5kwtWLBA8fHx+uqrr+Tj46PIyEhduHDBVvPkk09q//792rhxo9atW6dPP/1Uzz77rG17Tk6Ounbtqjp16iglJUWzZs3S5MmT9eabb9pqtm/frscff1wxMTH65ptv1KNHD/Xo0UP79u27NScDAAAAAFDuuBiGYThr5+PHj9cXX3yhzz77rMTthmEoKChIL774okaPHi1Jys7OVkBAgBISEtS/f399//33Cg0N1ddff602bdpIkpKSktStWzf99NNPCgoK0pIlS/TSSy8pPT1dHh4etn1/+OGHOnDggCSpX79+ys3N1bp162z7b9eunVq1aqX4+PhiveXl5SkvL8/2PicnR8HBwcrOzpbFYimdEwQAAAAAuC3l5OTI19f3mhnQqSvdH3/8sdq0aaM//vGP8vf31x/+8Ae99dZbtu3Hjh1Tenq6unTpYhvz9fVVeHi4kpOTJUnJycmqUqWKLXBLUpcuXeTq6qqvvvrKVtOxY0db4JakyMhIHTx4UGfPnrXVXLqfopqi/Vxu2rRp8vX1tb2Cg4Nv8mwAAAAAAMobp4buH374QUuWLFGDBg20YcMGDR06VMOHD9eKFSskSenp6ZKkgIAAu88FBATYtqWnp8vf399uu7u7u6pVq2ZXU9Icl+7jSjVF2y83YcIEZWdn214nTpy44eMHAAAAAJRv7s7cudVqVZs2bfT6669Lkv7whz9o3759io+PV3R0tDNbuyZPT095eno6uw0AAAAAwG3MqSvdNWvWVGhoqN1YkyZNlJqaKkkKDAyUJGVkZNjVZGRk2LYFBgbq1KlTdtsvXryoM2fO2NWUNMel+7hSTdF2AAAAAABulFND97333quDBw/ajR06dEh16tSRJIWEhCgwMFCbNm2ybc/JydFXX32liIgISVJERISysrKUkpJiq9m8ebOsVqvCw8NtNZ9++qkKCgpsNRs3blSjRo1sd0qPiIiw209RTdF+AAAAAAC4UU4N3aNGjdKXX36p119/XUeOHNHKlSv15ptvKjY2VpLk4uKikSNHaurUqfr444+1d+9ePf300woKClKPHj0k/b4y/tBDD+lPf/qTduzYoS+++EIvvPCC+vfvr6CgIEnSE088IQ8PD8XExGj//v1atWqV5s+fr7i4OFsvI0aMUFJSkmbPnq0DBw5o8uTJ2rlzp1544YVbfl4AAAAAAOWDUx8ZJknr1q3ThAkTdPjwYYWEhCguLk5/+tOfbNsNw9CkSZP05ptvKisrS+3bt9fixYvVsGFDW82ZM2f0wgsvaO3atXJ1dVXv3r21YMECVapUyVazZ88excbG6uuvv1aNGjU0bNgwjRs3zq6XNWvW6OWXX9bx48fVoEEDzZw5U926dbuu47je28UDAAAAAMq+682ATg/d5QWhGwAAAADuHGXiOd0AAAAAAJRnTn1kGFAW1R2f6OwWrun49ChntwAAAABArHQDAAAAAGAaQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJnFq6J48ebJcXFzsXo0bN7Ztv3DhgmJjY1W9enVVqlRJvXv3VkZGht0cqampioqKUsWKFeXv768xY8bo4sWLdjVbt25V69at5enpqfr16yshIaFYL4sWLVLdunXl5eWl8PBw7dixw5RjBgAAAADcOZy+0t20aVOdPHnS9vr8889t20aNGqW1a9dqzZo12rZtm9LS0tSrVy/b9sLCQkVFRSk/P1/bt2/XihUrlJCQoIkTJ9pqjh07pqioKHXq1Em7d+/WyJEj9cwzz2jDhg22mlWrVikuLk6TJk3Srl271LJlS0VGRurUqVO35iQAAAAAAMolF8MwDGftfPLkyfrwww+1e/fuYtuys7Pl5+enlStXqk+fPpKkAwcOqEmTJkpOTla7du20fv16PfLII0pLS1NAQIAkKT4+XuPGjVNmZqY8PDw0btw4JSYmat++fba5+/fvr6ysLCUlJUmSwsPDdffdd2vhwoWSJKvVquDgYA0bNkzjx48vsfe8vDzl5eXZ3ufk5Cg4OFjZ2dmyWCylcn5we6o7PtHZLVzT8elRzm4BAAAAKNdycnLk6+t7zQzo9JXuw4cPKygoSHfddZeefPJJpaamSpJSUlJUUFCgLl262GobN26s2rVrKzk5WZKUnJys5s2b2wK3JEVGRionJ0f79++31Vw6R1FN0Rz5+flKSUmxq3F1dVWXLl1sNSWZNm2afH19ba/g4OCbPBMAAAAAgPLGqaE7PDxcCQkJSkpK0pIlS3Ts2DF16NBB586dU3p6ujw8PFSlShW7zwQEBCg9PV2SlJ6ebhe4i7YXbbtaTU5Ojn777TedPn1ahYWFJdYUzVGSCRMmKDs72/Y6ceKEQ+cAAAAAAFB+uTtz5w8//LDtn1u0aKHw8HDVqVNHq1evlre3txM7uzZPT095eno6uw0AAAAAwG3M6T8vv1SVKlXUsGFDHTlyRIGBgcrPz1dWVpZdTUZGhgIDAyVJgYGBxe5mXvT+WjUWi0Xe3t6qUaOG3NzcSqwpmgMAAAAAAEfcVqH7/PnzOnr0qGrWrKmwsDBVqFBBmzZtsm0/ePCgUlNTFRERIUmKiIjQ3r177e4yvnHjRlksFoWGhtpqLp2jqKZoDg8PD4WFhdnVWK1Wbdq0yVYDAAAAAIAjnBq6R48erW3btun48ePavn27evbsKTc3Nz3++OPy9fVVTEyM4uLitGXLFqWkpGjQoEGKiIhQu3btJEldu3ZVaGioBgwYoG+//VYbNmzQyy+/rNjYWNtPv4cMGaIffvhBY8eO1YEDB7R48WKtXr1ao0aNsvURFxent956SytWrND333+voUOHKjc3V4MGDXLKeQEAAAAAlA9Ovab7p59+0uOPP65ffvlFfn5+at++vb788kv5+flJkubOnStXV1f17t1beXl5ioyM1OLFi22fd3Nz07p16zR06FBFRETIx8dH0dHRevXVV201ISEhSkxM1KhRozR//nzVqlVLy5YtU2RkpK2mX79+yszM1MSJE5Wenq5WrVopKSmp2M3VAAAAAAC4EU59Tnd5cr3PaEPZx3O6AQAAAJSZ53QDAAAAAFBeEboBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwyW0TuqdPny4XFxeNHDnSNnbhwgXFxsaqevXqqlSpknr37q2MjAy7z6WmpioqKkoVK1aUv7+/xowZo4sXL9rVbN26Va1bt5anp6fq16+vhISEYvtftGiR6tatKy8vL4WHh2vHjh1mHCYAAAAA4A5yW4Tur7/+WkuXLlWLFi3sxkeNGqW1a9dqzZo12rZtm9LS0tSrVy/b9sLCQkVFRSk/P1/bt2/XihUrlJCQoIkTJ9pqjh07pqioKHXq1Em7d+/WyJEj9cwzz2jDhg22mlWrVikuLk6TJk3Srl271LJlS0VGRurUqVPmHzwAAAAAoNxyMQzDcGYD58+fV+vWrbV48WJNnTpVrVq10rx585SdnS0/Pz+tXLlSffr0kSQdOHBATZo0UXJystq1a6f169frkUceUVpamgICAiRJ8fHxGjdunDIzM+Xh4aFx48YpMTFR+/bts+2zf//+ysrKUlJSkiQpPDxcd999txYuXChJslqtCg4O1rBhwzR+/PgS+87Ly1NeXp7tfU5OjoKDg5WdnS2LxWLKucLtoe74RGe3cE3Hp0c5uwUAAACgXMvJyZGvr+81M6DTV7pjY2MVFRWlLl262I2npKSooKDAbrxx48aqXbu2kpOTJUnJyclq3ry5LXBLUmRkpHJycrR//35bzeVzR0ZG2ubIz89XSkqKXY2rq6u6dOliqynJtGnT5Ovra3sFBwc7eAYAAAAAAOWVU0P3e++9p127dmnatGnFtqWnp8vDw0NVqlSxGw8ICFB6erqt5tLAXbS9aNvVanJycvTbb7/p9OnTKiwsLLGmaI6STJgwQdnZ2bbXiRMnru+gAQAAAAB3DHdn7fjEiRMaMWKENm7cKC8vL2e14TBPT095eno6uw0AAAAAwG3MaSvdKSkpOnXqlFq3bi13d3e5u7tr27ZtWrBggdzd3RUQEKD8/HxlZWXZfS4jI0OBgYGSpMDAwGJ3My96f60ai8Uib29v1ahRQ25ubiXWFM0BAAAAAIAjnBa6O3furL1792r37t22V5s2bfTkk0/a/rlChQratGmT7TMHDx5UamqqIiIiJEkRERHau3ev3V3GN27cKIvFotDQUFvNpXMU1RTN4eHhobCwMLsaq9WqTZs22WoAAAAAAHCE035eXrlyZTVr1sxuzMfHR9WrV7eNx8TEKC4uTtWqVZPFYtGwYcMUERGhdu3aSZK6du2q0NBQDRgwQDNnzlR6erpefvllxcbG2n76PWTIEC1cuFBjx47V4MGDtXnzZq1evVqJif+7A3VcXJyio6PVpk0btW3bVvPmzVNubq4GDRp0i84GAAAAAKA8clrovh5z586Vq6urevfurby8PEVGRmrx4sW27W5ublq3bp2GDh2qiIgI+fj4KDo6Wq+++qqtJiQkRImJiRo1apTmz5+vWrVqadmyZYqMjLTV9OvXT5mZmZo4caLS09PVqlUrJSUlFbu5GgAAAAAAN8Lpz+kuL673GW0o+3hONwAAAIAy85xuAAAAAADKK0I3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEodC9w8//FDafQAAAAAAUO44FLrr16+vTp066d1339WFCxdKuycAAAAAAMoFh0L3rl271KJFC8XFxSkwMFDPPfecduzYUdq9AQAAAABQpjkUulu1aqX58+crLS1Nb7/9tk6ePKn27durWbNmmjNnjjIzM0u7TwAAAAAAypybupGau7u7evXqpTVr1mjGjBk6cuSIRo8ereDgYD399NM6efJkafUJAAAAAECZc1Ohe+fOnXr++edVs2ZNzZkzR6NHj9bRo0e1ceNGpaWlqXv37qXVJwAAAAAAZY67Ix+aM2eOli9froMHD6pbt25655131K1bN7m6/p7hQ0JClJCQoLp165ZmrwAAAAAAlCkOhe4lS5Zo8ODBGjhwoGrWrFlijb+/v/7617/eVHMAAAAAAJRlDoXuw4cPX7PGw8ND0dHRjkwPAAAAAEC54NA13cuXL9eaNWuKja9Zs0YrVqy46aYAAAAAACgPHArd06ZNU40aNYqN+/v76/XXX7/ppgAAAAAAKA8cCt2pqakKCQkpNl6nTh2lpqbedFMAAAAAAJQHDoVuf39/7dmzp9j4t99+q+rVq990UwAAAAAAlAcOhe7HH39cw4cP15YtW1RYWKjCwkJt3rxZI0aMUP/+/Uu7RwAAAAAAyiSH7l7+2muv6fjx4+rcubPc3X+fwmq16umnn+aabgAAAAAA/suh0O3h4aFVq1bptdde07fffitvb281b95cderUKe3+AAAAAAAosxwK3UUaNmyohg0bllYvAAAAAACUKw6F7sLCQiUkJGjTpk06deqUrFar3fbNmzeXSnMAAAAAAJRlDoXuESNGKCEhQVFRUWrWrJlcXFxKuy8AAAAAAMo8h0L3e++9p9WrV6tbt26l3Q8AAAAAAOWGQ48M8/DwUP369Uu7FwAAAAAAyhWHQveLL76o+fPnyzCM0u4HAAAAAIByw6Gfl3/++efasmWL1q9fr6ZNm6pChQp2299///1SaQ4AAAAAgLLModBdpUoV9ezZs7R7AQAAAACgXHEodC9fvry0+wAAAAAAoNxx6JpuSbp48aL+85//aOnSpTp37pwkKS0tTefPny+15gAAAAAAKMscWun+8ccf9dBDDyk1NVV5eXl68MEHVblyZc2YMUN5eXmKj48v7T4BAAAAAChzHFrpHjFihNq0aaOzZ8/K29vbNt6zZ09t2rSp1JoDAAAAAKAsc2il+7PPPtP27dvl4eFhN163bl39/PPPpdIYAAAAAABlnUMr3VarVYWFhcXGf/rpJ1WuXPmmmwIAAAAAoDxwKHR37dpV8+bNs713cXHR+fPnNWnSJHXr1q20egMAAAAAoExz6Ofls2fPVmRkpEJDQ3XhwgU98cQTOnz4sGrUqKF//OMfpd0jAAAAAABlkkOhu1atWvr222/13nvvac+ePTp//rxiYmL05JNP2t1YDQAAAACAO5lDoVuS3N3d9dRTT5VmLwAAAAAAlCsOhe533nnnqtuffvpph5oBAAAAAKA8cfg53Ze+nn/+eQ0cOFDPPvusRo4ced3zLFmyRC1atJDFYpHFYlFERITWr19v237hwgXFxsaqevXqqlSpknr37q2MjAy7OVJTUxUVFaWKFSvK399fY8aM0cWLF+1qtm7dqtatW8vT01P169dXQkJCsV4WLVqkunXrysvLS+Hh4dqxY8cNnRMAAAAAAC7nUOg+e/as3ev8+fM6ePCg2rdvf0M3UqtVq5amT5+ulJQU7dy5Uw888IC6d++u/fv3S5JGjRqltWvXas2aNdq2bZvS0tLUq1cv2+cLCwsVFRWl/Px8bd++XStWrFBCQoImTpxoqzl27JiioqLUqVMn7d69WyNHjtQzzzyjDRs22GpWrVqluLg4TZo0Sbt27VLLli0VGRmpU6dOOXJ6AAAAAACQJLkYhmGU1mQ7d+7UU089pQMHDjg8R7Vq1TRr1iz16dNHfn5+Wrlypfr06SNJOnDggJo0aaLk5GS1a9dO69ev1yOPPKK0tDQFBARIkuLj4zVu3DhlZmbKw8ND48aNU2Jiovbt22fbR//+/ZWVlaWkpCRJUnh4uO6++24tXLhQ0u/PIQ8ODtawYcM0fvz4EvvMy8tTXl6e7X1OTo6Cg4OVnZ0ti8Xi8PHj9ld3fKKzW7im49OjnN0CAAAAUK7l5OTI19f3mhnQoZXuK3F3d1daWppDny0sLNR7772n3NxcRUREKCUlRQUFBerSpYutpnHjxqpdu7aSk5MlScnJyWrevLktcEtSZGSkcnJybKvlycnJdnMU1RTNkZ+fr5SUFLsaV1dXdenSxVZTkmnTpsnX19f2Cg4Odui4AQAAAADll0M3Uvv444/t3huGoZMnT2rhwoW69957b2iuvXv3KiIiQhcuXFClSpX0wQcfKDQ0VLt375aHh4eqVKliVx8QEKD09HRJUnp6ul3gLtpetO1qNTk5Ofrtt9909uxZFRYWllhztRX7CRMmKC4uzva+aKUbAAAAAIAiDoXuHj162L13cXGRn5+fHnjgAc2ePfuG5mrUqJF2796t7Oxs/fOf/1R0dLS2bdvmSFu3lKenpzw9PZ3dBgAAAADgNuZQ6LZaraXWgIeHh+rXry9JCgsL09dff6358+erX79+ys/PV1ZWlt1qd0ZGhgIDAyVJgYGBxe4yXnR380trLr/jeUZGhiwWi7y9veXm5iY3N7cSa4rmAAAAAADAEaV6TXdpsFqtysvLU1hYmCpUqKBNmzbZth08eFCpqamKiIiQJEVERGjv3r12dxnfuHGjLBaLQkNDbTWXzlFUUzSHh4eHwsLC7GqsVqs2bdpkqwEAAAAAwBEOrXRfei3ztcyZM+eK2yZMmKCHH35YtWvX1rlz57Ry5Upt3bpVGzZskK+vr2JiYhQXF6dq1arJYrFo2LBhioiIULt27SRJXbt2VWhoqAYMGKCZM2cqPT1dL7/8smJjY20//R4yZIgWLlyosWPHavDgwdq8ebNWr16txMT/3YE6Li5O0dHRatOmjdq2bat58+YpNzdXgwYNcuT0AAAAAAAgycHQ/c033+ibb75RQUGBGjVqJEk6dOiQ3Nzc1Lp1a1udi4vLVec5deqUnn76aZ08eVK+vr5q0aKFNmzYoAcffFCSNHfuXLm6uqp3797Ky8tTZGSkFi9ebPu8m5ub1q1bp6FDhyoiIkI+Pj6Kjo7Wq6++aqsJCQlRYmKiRo0apfnz56tWrVpatmyZIiMjbTX9+vVTZmamJk6cqPT0dLVq1UpJSUnFbq4GAAAAAMCNcOg53XPmzNHWrVu1YsUKVa1aVZJ09uxZDRo0SB06dNCLL75Y6o3e7q73GW0o+3hONwAAAABTn9M9e/ZsTZs2zRa4Jalq1aqaOnXqDd+9HAAAAACA8sqh0J2Tk6PMzMxi45mZmTp37txNNwUAAAAAQHngUOju2bOnBg0apPfff18//fSTfvrpJ/3rX/9STEyMevXqVdo9AgAAAABQJjl0I7X4+HiNHj1aTzzxhAoKCn6fyN1dMTExmjVrVqk2CAAAAABAWeVQ6K5YsaIWL16sWbNm6ejRo5KkevXqycfHp1SbAwAAAACgLHPo5+VFTp48qZMnT6pBgwby8fGRAzdCBwAAAACg3HIodP/yyy/q3LmzGjZsqG7duunkyZOSpJiYmDvycWEAAAAAAJTEodA9atQoVahQQampqapYsaJtvF+/fkpKSiq15gAAAAAAKMscuqb7k08+0YYNG1SrVi278QYNGujHH38slcYAAAAAACjrHFrpzs3NtVvhLnLmzBl5enredFMAAAAAAJQHDoXuDh066J133rG9d3FxkdVq1cyZM9WpU6dSaw4AAAAAgLLMoZ+Xz5w5U507d9bOnTuVn5+vsWPHav/+/Tpz5oy++OKL0u4RAAAAAIAyyaGV7mbNmunQoUNq3769unfvrtzcXPXq1UvffPON6tWrV9o9AgAAAABQJt3wSndBQYEeeughxcfH66WXXjKjJwAAAAAAyoUbXumuUKGC9uzZY0YvAPD/2bvzuKrq/I/j7wvKIgq4ATIikkvumpiIayZJSYtlkzqaaNrioKmkqdWoLZOlUy7jQraITeOM2qSVJka4lZILRqmTS+VWCmoKKCYo9/z+aDg/r4AKcryAr+fjcR+P7vd87jmfc8692tuzAQAAABVKiU4vHzhwoN59993S7gUAAAAAgAqlRDdSu3jxot577z198cUXCg0NlZeXl8P0N998s1SaAwAAAACgPCtW6P7pp59Uv3597dq1S23btpUk7du3z6HGZrOVXncAAAAAAJRjxQrdjRo10rFjx7Ru3TpJUt++fTV79mz5+/tb0hwAAAAAAOVZsa7pNgzD4f3q1auVnZ1dqg0BAAAAAFBRlOhGavkuD+EAAAAAAOD/FSt022y2Atdscw03AAAAAACFK9Y13YZhaPDgwXJ3d5cknT9/Xk899VSBu5d/9NFHpdchAAAAAADlVLFCd3R0tMP7gQMHlmozAAAAAABUJMUK3QsXLrSqDwAAAAAAKpzrupEaAAAAAAAoGqEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsIhTQ/fUqVN1++23q1q1avLz81Pv3r21d+9eh5rz588rJiZGNWvWVNWqVdWnTx+lp6c71Bw+fFhRUVGqUqWK/Pz8NG7cOF28eNGhZv369Wrbtq3c3d3VsGFDxcfHF+hn7ty5ql+/vjw8PBQWFqatW7eW+joDAAAAAG4eTg3dGzZsUExMjL7++mslJibqwoUL6tmzp7Kzs82aMWPG6NNPP9WyZcu0YcMGHT16VA899JA5PS8vT1FRUcrNzdXmzZu1aNEixcfHa9KkSWbNgQMHFBUVpe7duys1NVWjR4/WsGHDtGbNGrNmyZIlio2N1eTJk7Vjxw61bt1akZGROn78+I3ZGAAAAACACsdmGIbh7CbynThxQn5+ftqwYYO6du2qzMxM1a5dW4sXL9bDDz8sSdqzZ4+aNm2q5ORkdejQQatXr9a9996ro0ePyt/fX5IUFxen8ePH68SJE3Jzc9P48eO1atUq7dq1y1xWv379lJGRoYSEBElSWFiYbr/9ds2ZM0eSZLfbFRQUpJEjR2rChAkFes3JyVFOTo75PisrS0FBQcrMzJS3t7dl2wjOV3/CKme3cFUHX4tydgsAAABAhZaVlSUfH5+rZsAydU13ZmamJKlGjRqSpJSUFF24cEERERFmTZMmTVSvXj0lJydLkpKTk9WyZUszcEtSZGSksrKytHv3brPm0nnk1+TPIzc3VykpKQ41Li4uioiIMGsuN3XqVPn4+JivoKCg6119AAAAAEAFU2ZCt91u1+jRo9WpUye1aNFCkpSWliY3Nzf5+vo61Pr7+ystLc2suTRw50/Pn3almqysLP322286efKk8vLyCq3Jn8flJk6cqMzMTPN15MiRkq04AAAAAKDCquTsBvLFxMRo165d+uqrr5zdyjVxd3eXu7u7s9sAAAAAAJRhZeJI94gRI7Ry5UqtW7dOdevWNccDAgKUm5urjIwMh/r09HQFBASYNZffzTz//dVqvL295enpqVq1asnV1bXQmvx5AAAAAABQXE4N3YZhaMSIEVq+fLnWrl2rkJAQh+mhoaGqXLmykpKSzLG9e/fq8OHDCg8PlySFh4dr586dDncZT0xMlLe3t5o1a2bWXDqP/Jr8ebi5uSk0NNShxm63KykpyawBAAAAAKC4nHp6eUxMjBYvXqyPP/5Y1apVM6+f9vHxkaenp3x8fDR06FDFxsaqRo0a8vb21siRIxUeHq4OHTpIknr27KlmzZrp0Ucf1bRp05SWlqYXXnhBMTEx5unfTz31lObMmaNnn31Wjz32mNauXaulS5dq1ar/vwt1bGysoqOj1a5dO7Vv314zZ85Udna2hgwZcuM3DAAAAACgQnBq6J4/f74k6Y477nAYX7hwoQYPHixJmjFjhlxcXNSnTx/l5OQoMjJS8+bNM2tdXV21cuVKDR8+XOHh4fLy8lJ0dLReeuklsyYkJESrVq3SmDFjNGvWLNWtW1fvvPOOIiMjzZq+ffvqxIkTmjRpktLS0tSmTRslJCQUuLkaAAAAAADXqkw9p7s8u9ZntKH84zndAAAAAMrlc7oBAAAAAKhICN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYxKmhe+PGjbrvvvsUGBgom82mFStWOEw3DEOTJk1SnTp15OnpqYiICO3fv9+h5tSpUxowYIC8vb3l6+uroUOH6uzZsw413333nbp06SIPDw8FBQVp2rRpBXpZtmyZmjRpIg8PD7Vs2VKfffZZqa8vAAAAAODm4tTQnZ2drdatW2vu3LmFTp82bZpmz56tuLg4bdmyRV5eXoqMjNT58+fNmgEDBmj37t1KTEzUypUrtXHjRj3xxBPm9KysLPXs2VPBwcFKSUnR9OnTNWXKFC1YsMCs2bx5s/r376+hQ4fqm2++Ue/evdW7d2/t2rXLupUHAAAAAFR4NsMwDGc3IUk2m03Lly9X7969Jf1+lDswMFDPPPOMxo4dK0nKzMyUv7+/4uPj1a9fP33//fdq1qyZtm3bpnbt2kmSEhIS1KtXL/38888KDAzU/Pnz9fzzzystLU1ubm6SpAkTJmjFihXas2ePJKlv377Kzs7WypUrzX46dOigNm3aKC4urtB+c3JylJOTY77PyspSUFCQMjMz5e3tXerbB2VH/QmrnN3CVR18LcrZLQAAAAAVWlZWlnx8fK6aAcvsNd0HDhxQWlqaIiIizDEfHx+FhYUpOTlZkpScnCxfX18zcEtSRESEXFxctGXLFrOma9euZuCWpMjISO3du1enT582ay5dTn5N/nIKM3XqVPn4+JivoKCg619pAAAAAECFUmZDd1pamiTJ39/fYdzf39+clpaWJj8/P4fplSpVUo0aNRxqCpvHpcsoqiZ/emEmTpyozMxM83XkyJHiriIAAAAAoIKr5OwGyit3d3e5u7s7uw0AAAAAQBlWZo90BwQESJLS09MdxtPT081pAQEBOn78uMP0ixcv6tSpUw41hc3j0mUUVZM/HQAAAACAkiizoTskJEQBAQFKSkoyx7KysrRlyxaFh4dLksLDw5WRkaGUlBSzZu3atbLb7QoLCzNrNm7cqAsXLpg1iYmJuvXWW1W9enWz5tLl5NfkLwcAAAAAgJJwaug+e/asUlNTlZqaKun3m6elpqbq8OHDstlsGj16tF555RV98skn2rlzpwYNGqTAwEDzDudNmzbV3Xffrccff1xbt27Vpk2bNGLECPXr10+BgYGSpD/96U9yc3PT0KFDtXv3bi1ZskSzZs1SbGys2ceoUaOUkJCgN954Q3v27NGUKVO0fft2jRgx4kZvEgAAAABABeLUa7q3b9+u7t27m+/zg3B0dLTi4+P17LPPKjs7W0888YQyMjLUuXNnJSQkyMPDw/zMP//5T40YMUI9evSQi4uL+vTpo9mzZ5vTfXx89PnnnysmJkahoaGqVauWJk2a5PAs744dO2rx4sV64YUX9Nxzz6lRo0ZasWKFWrRocQO2AgAAAACgoiozz+ku7671GW0o/3hONwAAAIBy/5xuAAAAAADKO0I3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWqeTsBgCUvvoTVjm7has6+FqUs1sAAAAALMeRbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAilZzdAICbU/0Jq5zdwlUdfC3K2S0AAACgnONINwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGCRSs5uADdW/QmrnN3CVR18LcrZLQAAAABAqeBINwAAAAAAFuFIN8qc8nA0HgAAAACuBUe6AQAAAACwCKEbAAAAAACLELoBAAAAALAIofsyc+fOVf369eXh4aGwsDBt3brV2S0BAAAAAMopQvcllixZotjYWE2ePFk7duxQ69atFRkZqePHjzu7NQAAAABAOWQzDMNwdhNlRVhYmG6//XbNmTNHkmS32xUUFKSRI0dqwoQJDrU5OTnKyckx32dmZqpevXo6cuSIvL29b2jfxdFi8hpntwCgFO16MdLZLQAAANyUsrKyFBQUpIyMDPn4+BRZxyPD/ic3N1cpKSmaOHGiOebi4qKIiAglJycXqJ86dapefPHFAuNBQUGW9gkAl/KZ6ewOAAAAbm5nzpwhdF+LkydPKi8vT/7+/g7j/v7+2rNnT4H6iRMnKjY21nxvt9t16tQp1axZUzabzfJ+cf3y/2WqrJ+dgKKxD8s/9mHFwH4s/9iH5R/7sPxjH5Y/hmHozJkzCgwMvGIdobuE3N3d5e7u7jDm6+vrnGZwXby9vfmDrZxjH5Z/7MOKgf1Y/rEPyz/2YfnHPixfrnSEOx83UvufWrVqydXVVenp6Q7j6enpCggIcFJXAAAAAIDyjND9P25ubgoNDVVSUpI5ZrfblZSUpPDwcCd2BgAAAAAorzi9/BKxsbGKjo5Wu3bt1L59e82cOVPZ2dkaMmSIs1uDBdzd3TV58uQClwmg/GAfln/sw4qB/Vj+sQ/LP/Zh+cc+rLh4ZNhl5syZo+nTpystLU1t2rTR7NmzFRYW5uy2AAAAAADlEKEbAAAAAACLcE03AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNyqkqVOn6vbbb1e1atXk5+en3r17a+/evVf8THx8vGw2m8PLw8PjBnWMy02ZMqXA/mjSpMkVP7Ns2TI1adJEHh4eatmypT777LMb1C2KUr9+/QL70WazKSYmptB6fofOt3HjRt13330KDAyUzWbTihUrHKYbhqFJkyapTp068vT0VEREhPbv33/V+c6dO1f169eXh4eHwsLCtHXrVovWAFfahxcuXND48ePVsmVLeXl5KTAwUIMGDdLRo0evOM+S/JmMkrva73Dw4MEF9sfdd9991fnyO7xxrrYPC/u70Wazafr06UXOk99h+UXoRoW0YcMGxcTE6Ouvv1ZiYqIuXLignj17Kjs7+4qf8/b21rFjx8zXoUOHblDHKEzz5s0d9sdXX31VZO3mzZvVv39/DR06VN9884169+6t3r17a9euXTewY1xu27ZtDvswMTFRkvTHP/6xyM/wO3Su7OxstW7dWnPnzi10+rRp0zR79mzFxcVpy5Yt8vLyUmRkpM6fP1/kPJcsWaLY2FhNnjxZO3bsUOvWrRUZGanjx49btRo3tSvtw3PnzmnHjh36y1/+oh07duijjz7S3r17df/99191vsX5MxnX52q/Q0m6++67HfbHv/71ryvOk9/hjXW1fXjpvjt27Jjee+892Ww29enT54rz5XdYThnATeD48eOGJGPDhg1F1ixcuNDw8fG5cU3hiiZPnmy0bt36musfeeQRIyoqymEsLCzMePLJJ0u5M1yPUaNGGQ0aNDDsdnuh0/kdli2SjOXLl5vv7Xa7ERAQYEyfPt0cy8jIMNzd3Y1//etfRc6nffv2RkxMjPk+Ly/PCAwMNKZOnWpJ3/h/l+/DwmzdutWQZBw6dKjImuL+mYzSU9g+jI6ONh544IFizYffofNcy+/wgQceMO68884r1vA7LL840o2bQmZmpiSpRo0aV6w7e/asgoODFRQUpAceeEC7d+++Ee2hCPv371dgYKBuueUWDRgwQIcPHy6yNjk5WREREQ5jkZGRSk5OtrpNXKPc3Fx98MEHeuyxx2Sz2Yqs43dYdh04cEBpaWkOvzUfHx+FhYUV+VvLzc1VSkqKw2dcXFwUERHB77OMyMzMlM1mk6+v7xXrivNnMqy3fv16+fn56dZbb9Xw4cP166+/FlnL77BsS09P16pVqzR06NCr1vI7LJ8I3ajw7Ha7Ro8erU6dOqlFixZF1t16661677339PHHH+uDDz6Q3W5Xx44d9fPPP9/AbpEvLCxM8fHxSkhI0Pz583XgwAF16dJFZ86cKbQ+LS1N/v7+DmP+/v5KS0u7Ee3iGqxYsUIZGRkaPHhwkTX8Dsu2/N9TcX5rJ0+eVF5eHr/PMur8+fMaP368+vfvL29v7yLrivtnMqx199136/3331dSUpJef/11bdiwQffcc4/y8vIKred3WLYtWrRI1apV00MPPXTFOn6H5VclZzcAWC0mJka7du266jUv4eHhCg8PN9937NhRTZs21VtvvaWXX37Z6jZxmXvuucf871atWiksLEzBwcFaunTpNf1LMMqed999V/fcc48CAwOLrOF3CNw4Fy5c0COPPCLDMDR//vwr1vJnctnSr18/879btmypVq1aqUGDBlq/fr169OjhxM5QEu+9954GDBhw1RuH8jssvzjSjQptxIgRWrlypdatW6e6desW67OVK1fWbbfdph9++MGi7lAcvr6+aty4cZH7IyAgQOnp6Q5j6enpCggIuBHt4SoOHTqkL774QsOGDSvW5/gdli35v6fi/NZq1aolV1dXfp9lTH7gPnTokBITE694lLswV/szGTfWLbfcolq1ahW5P/gdll1ffvml9u7dW+y/HyV+h+UJoRsVkmEYGjFihJYvX661a9cqJCSk2PPIy8vTzp07VadOHQs6RHGdPXtWP/74Y5H7Izw8XElJSQ5jiYmJDkdN4TwLFy6Un5+foqKiivU5fodlS0hIiAICAhx+a1lZWdqyZUuRvzU3NzeFhoY6fMZutyspKYnfp5PkB+79+/friy++UM2aNYs9j6v9mYwb6+eff9avv/5a5P7gd1h2vfvuuwoNDVXr1q2L/Vl+h+UHoRsVUkxMjD744AMtXrxY1apVU1pamtLS0vTbb7+ZNYMGDdLEiRPN9y+99JI+//xz/fTTT9qxY4cGDhyoQ4cOlehfHnH9xo4dqw0bNujgwYPavHmzHnzwQbm6uqp///6SCu6/UaNGKSEhQW+88Yb27NmjKVOmaPv27RoxYoSzVgH/Y7fbtXDhQkVHR6tSJcermvgdlj1nz55VamqqUlNTJf1+87TU1FQdPnxYNptNo0eP1iuvvKJPPvlEO3fu1KBBgxQYGKjevXub8+jRo4fmzJljvo+NjdXbb7+tRYsW6fvvv9fw4cOVnZ2tIUOG3OC1uzlcaR9euHBBDz/8sLZv365//vOfysvLM/+OzM3NNedx+T682p/JKF1X2odnz57VuHHj9PXXX+vgwYNKSkrSAw88oIYNGyoyMtKcB79D57rSPsyXlZWlZcuWFfl3HL/DCsTZt08HrCCp0NfChQvNmm7duhnR0dHm+9GjRxv16tUz3NzcDH9/f6NXr17Gjh07bnzzMAzDMPr27WvUqVPHcHNzM/7whz8Yffv2NX744Qdz+uX7zzAMY+nSpUbjxo0NNzc3o3nz5saqVatucNcozJo1awxJxt69ewtM43dY9qxbt67QPz/z95Pdbjf+8pe/GP7+/oa7u7vRo0ePAvs2ODjYmDx5ssPY3//+d3Pftm/f3vj6669v0BrdfK60Dw8cOFDk35Hr1q0z53H5Przan8koXVfah+fOnTN69uxp1K5d26hcubIRHBxsPP7440ZaWprDPPgdOtfV/iw1DMN46623DE9PTyMjI6PQefA7rDhshmEYlid7AAAAAABuQpxeDgAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAXKf4+HjZbDYdPHiwWJ+744471KJFi1LtpX79+ho8eHCpzrM4Bg8erPr16zuM2Ww2TZkyxSn9AADgbIRuAACAYpo3b57i4+Od3QYAoByo5OwGAABAxfH222/Lbrc7jP3222+qVKli/S/HvHnzVKtWLaeeVQAAKB8q1t+AAADAqSpXrlxgzMPDwwmdAABQNnB6OQAApezjjz9WVFSUAgMD5e7urgYNGujll19WXl5eofUpKSnq2LGjPD09FRISori4uAI1OTk5mjx5sho2bCh3d3cFBQXp2WefVU5OzhV7uXDhgl588UU1atRIHh4eqlmzpjp37qzExMRrXp/169fLZrNpyZIleu655xQQECAvLy/df//9OnLkiENtaV3TbbfbNWvWLLVs2VIeHh6qXbu27r77bm3fvt2suXjxol5++WU1aNBA7u7uql+/vp577rkC26So5V9+/Xv+tfmbNm1SbGysateuLS8vLz344IM6ceKEw+d2796tDRs2yGazyWaz6Y477ijW+gEAbh4c6QYAoJTFx8eratWqio2NVdWqVbV27VpNmjRJWVlZmj59ukPt6dOn1atXLz3yyCPq37+/li5dquHDh8vNzU2PPfaYpN8D6P3336+vvvpKTzzxhJo2baqdO3dqxowZ2rdvn1asWFFkL1OmTNHUqVM1bNgwtW/fXllZWdq+fbt27Nihu+66q1jr9de//lU2m03jx4/X8ePHNXPmTEVERCg1NVWenp7F3k5XMnToUMXHx+uee+7RsGHDdPHiRX355Zf6+uuv1a5dO0nSsGHDtGjRIj388MN65plntGXLFk2dOlXff/+9li9fXuJljxw5UtWrV9fkyZN18OBBzZw5UyNGjNCSJUskSTNnztTIkSNVtWpVPf/885Ikf3//619pAEDFZAAAgOuycOFCQ5Jx4MABwzAM49y5cwVqnnzySaNKlSrG+fPnzbFu3boZkow33njDHMvJyTHatGlj+Pn5Gbm5uYZhGMY//vEPw8XFxfjyyy8d5hkXF2dIMjZt2mSOBQcHG9HR0eb71q1bG1FRUde1fuvWrTMkGX/4wx+MrKwsc3zp0qWGJGPWrFnmWHR0tBEcHOzweUnG5MmTr3l5a9euNSQZTz/9dIFpdrvdMAzDSE1NNSQZw4YNc5g+duxYQ5Kxdu3aqy7/8m2Vvx8jIiLM5RiGYYwZM8ZwdXU1MjIyzLHmzZsb3bp1u+Z1AgDcvDi9HACAUnbpUd8zZ87o5MmT6tKli86dO6c9e/Y41FaqVElPPvmk+d7NzU1PPvmkjh8/rpSUFEnSsmXL1LRpUzVp0kQnT540X3feeackad26dUX24uvrq927d2v//v3XvV6DBg1StWrVzPcPP/yw6tSpo88+++y6532p//znP7LZbJo8eXKBaTabTZLMZcbGxjpMf+aZZyRJq1atKvHyn3jiCXM5ktSlSxfl5eXp0KFDJZ4nAODmRegGAKCU7d69Ww8++KB8fHzk7e2t2rVra+DAgZKkzMxMh9rAwEB5eXk5jDVu3FiSzOd+79+/X7t371bt2rUdXvl1x48fL7KXl156SRkZGWrcuLFatmypcePG6bvvvivRejVq1Mjhvc1mU8OGDYv9fPKr+fHHHxUYGKgaNWoUWXPo0CG5uLioYcOGDuMBAQHy9fW9roBcr149h/fVq1eX9PulAAAAFBfXdAMAUIoyMjLUrVs3eXt766WXXlKDBg3k4eGhHTt2aPz48QUep3Ut7Ha7WrZsqTfffLPQ6UFBQUV+tmvXrvrxxx/18ccf6/PPP9c777yjGTNmKC4uTsOGDSt2L2XNpUeki6uoG9u5uroWOm4YRomXBQC4eRG6AQAoRevXr9evv/6qjz76SF27djXHDxw4UGj90aNHlZ2d7XC0e9++fZJk3gW8QYMG+vbbb9WjR48ShcwaNWpoyJAhGjJkiM6ePauuXbtqypQpxQ7dl5+ibhiGfvjhB7Vq1arYPV1JgwYNtGbNGp06darIo93BwcGy2+3av3+/mjZtao6np6crIyNDwcHB5lj16tWVkZHh8Pnc3FwdO3asxD1eT9gHANxcOL0cAIBSlH+U9NKjorm5uZo3b16h9RcvXtRbb73lUPvWW2+pdu3aCg0NlSQ98sgj+uWXX/T2228X+Pxvv/2m7OzsIvv59ddfHd5XrVpVDRs2vOqjxgrz/vvv68yZM+b7Dz/8UMeOHdM999xT7HldSZ8+fWQYhl588cUC0/K3a69evST9fifxS+WfDRAVFWWONWjQQBs3bnSoW7BgQZFHuq+Fl5dXgSAPAEBhONINAEAp6tixo6pXr67o6Gg9/fTTstls+sc//lHkqcmBgYF6/fXXdfDgQTVu3FhLlixRamqqFixYoMqVK0uSHn30US1dulRPPfWU1q1bp06dOikvL0979uzR0qVLtWbNGvMxWpdr1qyZ7rjjDoWGhqpGjRravn27PvzwQ40YMaLY61ajRg117txZQ4YMUXp6umbOnKmGDRvq8ccfL/a8rqR79+569NFHNXv2bO3fv19333237Ha7vvzyS3Xv3l0jRoxQ69atFR0drQULFpin9G/dulWLFi1S79691b17d3N+w4YN01NPPaU+ffrorrvu0rfffqs1a9aoVq1aJe4xNDRU8+fP1yuvvKKGDRvKz8/PvLEdAACXInQDAFCKatasqZUrV+qZZ57RCy+8oOrVq2vgwIHq0aOHIiMjC9RXr15dixYt0siRI/X222/L399fc+bMcQiyLi4uWrFihWbMmKH3339fy5cvV5UqVXTLLbdo1KhR5g3VCvP000/rk08+0eeff66cnBwFBwfrlVde0bhx44q9bs8995y+++47TZ06VWfOnFGPHj00b948ValSpdjzupqFCxeqVatWevfddzVu3Dj5+PioXbt26tixo1nzzjvv6JZbblF8fLyWL1+ugIAATZw4scBdzx9//HEdOHBA7777rhISEtSlSxclJiaqR48eJe5v0qRJOnTokKZNm6YzZ86oW7duhG4AQKFsBncFAQAAV7B+/Xp1795dy5Yt08MPP+zsdgAAKFe4phsAAAAAAItwejkAADep3NxcnTp16oo1Pj4+pba8vLw8nThx4oo1VatWVdWqVUttmQAAOBuhGwCAm9TmzZsdbjhWmIULF5qPLrteR44cUUhIyBVrJk+erClTppTK8gAAKAu4phsAgJvU6dOnlZKScsWa5s2bq06dOqWyvPPnz+urr766Ys0tt9yiW265pVSWBwBAWUDoBgAAAADAIpxeXkrsdruOHj2qatWqyWazObsdAAAAAICFDMPQmTNnFBgYKBeXou9RTuguJUePHlVQUJCz2wAAAAAA3EBHjhxR3bp1i5xO6C4l1apVk/T7Bvf29nZyNwAAAAAAK2VlZSkoKMjMgkUhdJeS/FPKvb29Cd0AAAAAcJO42uXFRZ94DgAAAAAArguhGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAizg9dP/yyy8aOHCgatasKU9PT7Vs2VLbt283pxuGoUmTJqlOnTry9PRURESE9u/f7zCPU6dOacCAAfL29pavr6+GDh2qs2fPOtR899136tKlizw8PBQUFKRp06YV6GXZsmVq0qSJPDw81LJlS3322WfWrDQAAAAA4Kbg1NB9+vRpderUSZUrV9bq1av13//+V2+88YaqV69u1kybNk2zZ89WXFyctmzZIi8vL0VGRur8+fNmzYABA7R7924lJiZq5cqV2rhxo5544glzelZWlnr27Kng4GClpKRo+vTpmjJlihYsWGDWbN68Wf3799fQoUP1zTffqHfv3urdu7d27dp1YzYGAAAAAKDCsRmGYThr4RMmTNCmTZv05ZdfFjrdMAwFBgbqmWee0dixYyVJmZmZ8vf3V3x8vPr166fvv/9ezZo107Zt29SuXTtJUkJCgnr16qWff/5ZgYGBmj9/vp5//nmlpaXJzc3NXPaKFSu0Z88eSVLfvn2VnZ2tlStXmsvv0KGD2rRpo7i4uKuuS1ZWlnx8fJSZmSlvb+/r2i4AAAAAgLLtWjOgU490f/LJJ2rXrp3++Mc/ys/PT7fddpvefvttc/qBAweUlpamiIgIc8zHx0dhYWFKTk6WJCUnJ8vX19cM3JIUEREhFxcXbdmyxazp2rWrGbglKTIyUnv37tXp06fNmkuXk1+Tv5zL5eTkKCsry+EFAAAAAMClnBq6f/rpJ82fP1+NGjXSmjVrNHz4cD399NNatGiRJCktLU2S5O/v7/A5f39/c1paWpr8/PwcpleqVEk1atRwqClsHpcuo6ia/OmXmzp1qnx8fMxXUFBQsdcfAAAAAFCxOTV02+12tW3bVq+++qpuu+02PfHEE3r88cev6XRuZ5s4caIyMzPN15EjR5zdEgAAAACgjHFq6K5Tp46aNWvmMNa0aVMdPnxYkhQQECBJSk9Pd6hJT083pwUEBOj48eMO0y9evKhTp0451BQ2j0uXUVRN/vTLubu7y9vb2+EFAAAAAMClnBq6O3XqpL179zqM7du3T8HBwZKkkJAQBQQEKCkpyZyelZWlLVu2KDw8XJIUHh6ujIwMpaSkmDVr166V3W5XWFiYWbNx40ZduHDBrElMTNStt95q3ik9PDzcYTn5NfnLAQAAAACguJwauseMGaOvv/5ar776qn744QctXrxYCxYsUExMjCTJZrNp9OjReuWVV/TJJ59o586dGjRokAIDA9W7d29Jvx8Zv/vuu/X4449r69at2rRpk0aMGKF+/fopMDBQkvSnP/1Jbm5uGjp0qHbv3q0lS5Zo1qxZio2NNXsZNWqUEhIS9MYbb2jPnj2aMmWKtm/frhEjRtzw7QIAAAAAqBic+sgwSVq5cqUmTpyo/fv3KyQkRLGxsXr88cfN6YZhaPLkyVqwYIEyMjLUuXNnzZs3T40bNzZrTp06pREjRujTTz+Vi4uL+vTpo9mzZ6tq1apmzXfffaeYmBht27ZNtWrV0siRIzV+/HiHXpYtW6YXXnhBBw8eVKNGjTRt2jT16tXrmtaDR4YBAAAAwM3jWjOg00N3RUHoRllSf8IqZ7dwVQdfi3J2CwAAAECJlYvndAMAAAAAUJERugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALCIU0P3lClTZLPZHF5NmjQxp58/f14xMTGqWbOmqlatqj59+ig9Pd1hHocPH1ZUVJSqVKkiPz8/jRs3ThcvXnSoWb9+vdq2bSt3d3c1bNhQ8fHxBXqZO3eu6tevLw8PD4WFhWnr1q2WrDMAAAAA4Obh9CPdzZs317Fjx8zXV199ZU4bM2aMPv30Uy1btkwbNmzQ0aNH9dBDD5nT8/LyFBUVpdzcXG3evFmLFi1SfHy8Jk2aZNYcOHBAUVFR6t69u1JTUzV69GgNGzZMa9asMWuWLFmi2NhYTZ48WTt27FDr1q0VGRmp48eP35iNAAAAAACokGyGYRjOWviUKVO0YsUKpaamFpiWmZmp2rVra/HixXr44YclSXv27FHTpk2VnJysDh06aPXq1br33nt19OhR+fv7S5Li4uI0fvx4nThxQm5ubho/frxWrVqlXbt2mfPu16+fMjIylJCQIEkKCwvT7bffrjlz5kiS7Ha7goKCNHLkSE2YMKHQ3nNycpSTk2O+z8rKUlBQkDIzM+Xt7V0q2wcoqfoTVjm7has6+FqUs1sAAAAASiwrK0s+Pj5XzYBOP9K9f/9+BQYG6pZbbtGAAQN0+PBhSVJKSoouXLigiIgIs7ZJkyaqV6+ekpOTJUnJyclq2bKlGbglKTIyUllZWdq9e7dZc+k88mvy55Gbm6uUlBSHGhcXF0VERJg1hZk6dap8fHzMV1BQ0HVuCQAAAABARePU0B0WFqb4+HglJCRo/vz5OnDggLp06aIzZ84oLS1Nbm5u8vX1dfiMv7+/0tLSJElpaWkOgTt/ev60K9VkZWXpt99+08mTJ5WXl1doTf48CjNx4kRlZmaaryNHjpRoGwAAAAAAKq5Kzlz4PffcY/53q1atFBYWpuDgYC1dulSenp5O7Ozq3N3d5e7u7uw2AAAAAABlmNNPL7+Ur6+vGjdurB9++EEBAQHKzc1VRkaGQ016eroCAgIkSQEBAQXuZp7//mo13t7e8vT0VK1ateTq6lpoTf48AAAAAAAoiTIVus+ePasff/xRderUUWhoqCpXrqykpCRz+t69e3X48GGFh4dLksLDw7Vz506Hu4wnJibK29tbzZo1M2sunUd+Tf483NzcFBoa6lBjt9uVlJRk1gAAAAAAUBJODd1jx47Vhg0bdPDgQW3evFkPPvigXF1d1b9/f/n4+Gjo0KGKjY3VunXrlJKSoiFDhig8PFwdOnSQJPXs2VPNmjXTo48+qm+//VZr1qzRCy+8oJiYGPPU76eeeko//fSTnn32We3Zs0fz5s3T0qVLNWbMGLOP2NhYvf3221q0aJG+//57DR8+XNnZ2RoyZIhTtgsAAAAAoGJw6jXdP//8s/r3769ff/1VtWvXVufOnfX111+rdu3akqQZM2bIxcVFffr0UU5OjiIjIzVv3jzz866urlq5cqWGDx+u8PBweXl5KTo6Wi+99JJZExISolWrVmnMmDGaNWuW6tatq3feeUeRkZFmTd++fXXixAlNmjRJaWlpatOmjRISEgrcXA0AAAAAgOJw6nO6K5JrfUYbcCPwnG4AAADAWuXmOd0AAAAAAFRUhG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAImUmdL/22muy2WwaPXq0OXb+/HnFxMSoZs2aqlq1qvr06aP09HSHzx0+fFhRUVGqUqWK/Pz8NG7cOF28eNGhZv369Wrbtq3c3d3VsGFDxcfHF1j+3LlzVb9+fXl4eCgsLExbt261YjUBAAAAADeRMhG6t23bprfeekutWrVyGB8zZow+/fRTLVu2TBs2bNDRo0f10EMPmdPz8vIUFRWl3Nxcbd68WYsWLVJ8fLwmTZpk1hw4cEBRUVHq3r27UlNTNXr0aA0bNkxr1qwxa5YsWaLY2FhNnjxZO3bsUOvWrRUZGanjx49bv/IAAAAAgArLZhiG4cwGzp49q7Zt22revHl65ZVX1KZNG82cOVOZmZmqXbu2Fi9erIcffliStGfPHjVt2lTJycnq0KGDVq9erXvvvVdHjx6Vv7+/JCkuLk7jx4/XiRMn5ObmpvHjx2vVqlXatWuXucx+/fopIyNDCQkJkqSwsDDdfvvtmjNnjiTJbrcrKChII0eO1IQJE65pPbKysuTj46PMzEx5e3uX5iYCiq3+hFXObuGqDr4W5ewWAAAAgBK71gzo9CPdMTExioqKUkREhMN4SkqKLly44DDepEkT1atXT8nJyZKk5ORktWzZ0gzckhQZGamsrCzt3r3brLl83pGRkeY8cnNzlZKS4lDj4uKiiIgIs6YwOTk5ysrKcngBAAAAAHCpSs5c+L///W/t2LFD27ZtKzAtLS1Nbm5u8vX1dRj39/dXWlqaWXNp4M6fnj/tSjVZWVn67bffdPr0aeXl5RVas2fPniJ7nzp1ql588cVrW1EAAAAAwE3JaUe6jxw5olGjRumf//ynPDw8nNVGiU2cOFGZmZnm68iRI85uCQAAAABQxjgtdKekpOj48eNq27atKlWqpEqVKmnDhg2aPXu2KlWqJH9/f+Xm5iojI8Phc+np6QoICJAkBQQEFLibef77q9V4e3vL09NTtWrVkqura6E1+fMojLu7u7y9vR1eAAAAAABcymmhu0ePHtq5c6dSU1PNV7t27TRgwADzvytXrqykpCTzM3v37tXhw4cVHh4uSQoPD9fOnTsd7jKemJgob29vNWvWzKy5dB75NfnzcHNzU2hoqEON3W5XUlKSWQMAAAAAQEk47ZruatWqqUWLFg5jXl5eqlmzpjk+dOhQxcbGqkaNGvL29tbIkSMVHh6uDh06SJJ69uypZs2a6dFHH9W0adOUlpamF154QTExMXJ3d5ckPfXUU5ozZ46effZZPfbYY1q7dq2WLl2qVav+/+7OsbGxio6OVrt27dS+fXvNnDlT2dnZGjJkyA3aGgAAAACAisipN1K7mhkzZsjFxUV9+vRRTk6OIiMjNW/ePHO6q6urVq5cqeHDhys8PFxeXl6Kjo7WSy+9ZNaEhIRo1apVGjNmjGbNmqW6devqnXfeUWRkpFnTt29fnThxQpMmTVJaWpratGmjhISEAjdXAwAAAACgOJz+nO6Kgud0oyzhOd0AAACAtcrNc7oBAAAAAKioCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYpESh+6effirtPgAAAAAAqHBKFLobNmyo7t2764MPPtD58+dLuycAAAAAACqEEoXuHTt2qFWrVoqNjVVAQICefPJJbd26tbR7AwAAAACgXCtR6G7Tpo1mzZqlo0eP6r333tOxY8fUuXNntWjRQm+++aZOnDhR2n0CAAAAAFDuXNeN1CpVqqSHHnpIy5Yt0+uvv64ffvhBY8eOVVBQkAYNGqRjx46VVp8AAAAAAJQ71xW6t2/frj//+c+qU6eO3nzzTY0dO1Y//vijEhMTdfToUT3wwAOl1ScAAAAAAOVOpZJ86M0339TChQu1d+9e9erVS++//7569eolF5ffM3xISIji4+NVv3790uwVAAAAAIBypUShe/78+Xrsscc0ePBg1alTp9AaPz8/vfvuu9fVHAAAAAAA5VmJQvf+/fuvWuPm5qbo6OiSzB4AAAAAgAqhRNd0L1y4UMuWLSswvmzZMi1atOi6mwIAAAAAoCIoUeieOnWqatWqVWDcz89Pr7766nU3BQAAAABARVCi0H348GGFhIQUGA8ODtbhw4evuykAAAAAACqCEoVuPz8/fffddwXGv/32W9WsWfO6mwIAAAAAoCIoUeju37+/nn76aa1bt055eXnKy8vT2rVrNWrUKPXr16+0ewQAAAAAoFwq0d3LX375ZR08eFA9evRQpUq/z8Jut2vQoEFc0w0AAAAAwP+UKHS7ublpyZIlevnll/Xtt9/K09NTLVu2VHBwcGn3BwAAAABAuVWi0J2vcePGaty4cWn1AgAAAABAhVKi0J2Xl6f4+HglJSXp+PHjstvtDtPXrl1bKs0BAAAAAFCelSh0jxo1SvHx8YqKilKLFi1ks9lKuy8AAAAAAMq9EoXuf//731q6dKl69epV2v0AAAAAAFBhlOiRYW5ubmrYsGFp9wIAAAAAQIVSotD9zDPPaNasWTIMo7T7AQAAAACgwijR6eVfffWV1q1bp9WrV6t58+aqXLmyw/SPPvqoVJoDAAAAAKA8K1Ho9vX11YMPPljavQAAAAAAUKGUKHQvXLiwtPsAAAAAAKDCKdE13ZJ08eJFffHFF3rrrbd05swZSdLRo0d19uzZUmsOAAAAAIDyrERHug8dOqS7775bhw8fVk5Oju666y5Vq1ZNr7/+unJychQXF1fafQIAAAAAUO6U6Ej3qFGj1K5dO50+fVqenp7m+IMPPqikpKRSaw4AAAAAgPKsREe6v/zyS23evFlubm4O4/Xr19cvv/xSKo0BAAAAAFDelehIt91uV15eXoHxn3/+WdWqVbvupgAAAAAAqAhKFLp79uypmTNnmu9tNpvOnj2ryZMnq1evXqXVGwAAAAAA5VqJTi9/4403FBkZqWbNmun8+fP605/+pP3796tWrVr617/+Vdo9AgAAAABQLpUodNetW1fffvut/v3vf+u7777T2bNnNXToUA0YMMDhxmoAAAAAANzMShS6JalSpUoaOHBgafYCAAAAAECFUqLQ/f77719x+qBBg0rUDAAAAAAAFUmJQveoUaMc3l+4cEHnzp2Tm5ubqlSpQugGAAAAAEAlvHv56dOnHV5nz57V3r171blz52LdSG3+/Plq1aqVvL295e3trfDwcK1evdqcfv78ecXExKhmzZqqWrWq+vTpo/T0dId5HD58WFFRUapSpYr8/Pw0btw4Xbx40aFm/fr1atu2rdzd3dWwYUPFx8cX6GXu3LmqX7++PDw8FBYWpq1btxZvowAAAAAAcJkShe7CNGrUSK+99lqBo+BXUrduXb322mtKSUnR9u3bdeedd+qBBx7Q7t27JUljxozRp59+qmXLlmnDhg06evSoHnroIfPzeXl5ioqKUm5urjZv3qxFixYpPj5ekyZNMmsOHDigqKgode/eXampqRo9erSGDRumNWvWmDVLlixRbGysJk+erB07dqh169aKjIzU8ePHS2HLAAAAAABuVjbDMIzSmllqaqq6du2qrKysEs+jRo0amj59uh5++GHVrl1bixcv1sMPPyxJ2rNnj5o2bark5GR16NBBq1ev1r333qujR4/K399fkhQXF6fx48frxIkTcnNz0/jx47Vq1Srt2rXLXEa/fv2UkZGhhIQESVJYWJhuv/12zZkzR5Jkt9sVFBSkkSNHasKECdfUd1ZWlnx8fJSZmSlvb+8Srz9QGupPWOXsFq7q4GtRzm4BAAAAKLFrzYAluqb7k08+cXhvGIaOHTumOXPmqFOnTiWZpfLy8rRs2TJlZ2crPDxcKSkpunDhgiIiIsyaJk2aqF69emboTk5OVsuWLc3ALUmRkZEaPny4du/erdtuu03JyckO88ivGT16tCQpNzdXKSkpmjhxojndxcVFERERSk5OLrLfnJwc5eTkmO+v5x8aAAAAAAAVU4lCd+/evR3e22w21a5dW3feeafeeOONYs1r586dCg8P1/nz51W1alUtX75czZo1U2pqqtzc3OTr6+tQ7+/vr7S0NElSWlqaQ+DOn54/7Uo1WVlZ+u2333T69Gnl5eUVWrNnz54i+546dapefPHFYq0rAAAAAODmUqLQbbfbS62BW2+9VampqcrMzNSHH36o6OhobdiwodTmb5WJEycqNjbWfJ+VlaWgoCAndgQAAAAAKGtKFLpLk5ubmxo2bChJCg0N1bZt2zRr1iz17dtXubm5ysjIcDjanZ6eroCAAElSQEBAgbuM59/d/NKay+94np6eLm9vb3l6esrV1VWurq6F1uTPozDu7u5yd3cv2UoDAAAAAG4KJQrdlx7hvZo333yzWPO22+3KyclRaGioKleurKSkJPXp00eStHfvXh0+fFjh4eGSpPDwcP31r3/V8ePH5efnJ0lKTEyUt7e3mjVrZtZ89tlnDstITEw05+Hm5qbQ0FAlJSWZp83b7XYlJSVpxIgRxeodAAAAAIBLlSh0f/PNN/rmm2904cIF3XrrrZKkffv2ydXVVW3btjXrbDbbFeczceJE3XPPPapXr57OnDmjxYsXa/369VqzZo18fHw0dOhQxcbGqkaNGvL29tbIkSMVHh6uDh06SJJ69uypZs2a6dFHH9W0adOUlpamF154QTExMeZR6Keeekpz5szRs88+q8cee0xr167V0qVLtWrV/9/dOTY2VtHR0WrXrp3at2+vmTNnKjs7W0OGDCnJ5gEAAAAAQFIJQ/d9992natWqadGiRapevbok6fTp0xoyZIi6dOmiZ5555prmc/z4cQ0aNEjHjh2Tj4+PWrVqpTVr1uiuu+6SJM2YMUMuLi7q06ePcnJyFBkZqXnz5pmfd3V11cqVKzV8+HCFh4fLy8tL0dHReumll8yakJAQrVq1SmPGjNGsWbNUt25dvfPOO4qMjDRr+vbtqxMnTmjSpElKS0tTmzZtlJCQUODmagAAAAAAFEeJntP9hz/8QZ9//rmaN2/uML5r1y717NlTR48eLbUGywue042yhOd0AwAAANa61gzoUtKZnzhxosD4iRMndObMmZLMEgAAAACACqdEofvBBx/UkCFD9NFHH+nnn3/Wzz//rP/85z8aOnSoHnroodLuEQAAAACAcqlE13THxcVp7Nix+tOf/qQLFy78PqNKlTR06FBNnz69VBsEAAAAAKC8KlHorlKliubNm6fp06frxx9/lCQ1aNBAXl5epdocAAAAAADlWYlOL8937NgxHTt2TI0aNZKXl5dKcE82AAAAAAAqrBKF7l9//VU9evRQ48aN1atXLx07dkySNHTo0Gt+XBgAAAAAABVdiUL3mDFjVLlyZR0+fFhVqlQxx/v27auEhIRSaw4AAAAAgPKsRNd0f/7551qzZo3q1q3rMN6oUSMdOnSoVBoDAAAAAKC8K9GR7uzsbIcj3PlOnTold3f3624KAAAAAICKoEShu0uXLnr//ffN9zabTXa7XdOmTVP37t1LrTkAAAAAAMqzEp1ePm3aNPXo0UPbt29Xbm6unn32We3evVunTp3Spk2bSrtHAAAAAADKpRId6W7RooX27dunzp0764EHHlB2drYeeughffPNN2rQoEFp9wgAAAAAQLlU7CPdFy5c0N133624uDg9//zzVvQEAAAAAECFUOwj3ZUrV9Z3331nRS8AAAAAAFQoJTq9fODAgXr33XdLuxcAAAAAACqUEt1I7eLFi3rvvff0xRdfKDQ0VF5eXg7T33zzzVJpDgAAAACA8qxYofunn35S/fr1tWvXLrVt21aStG/fPocam81Wet0BAAAAAFCOFSt0N2rUSMeOHdO6deskSX379tXs2bPl7+9vSXMAAAAAAJRnxbqm2zAMh/erV69WdnZ2qTYEAAAAAEBFUaIbqeW7PIQDAAAAAID/V6zQbbPZClyzzTXcAAAAAAAUrljXdBuGocGDB8vd3V2SdP78eT311FMF7l7+0UcflV6HAAAAAACUU8UK3dHR0Q7vBw4cWKrNAAAAAABQkRQrdC9cuNCqPgAAAAAAqHCu60ZqAAAAAACgaIRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALOLU0D116lTdfvvtqlatmvz8/NS7d2/t3bvXoeb8+fOKiYlRzZo1VbVqVfXp00fp6ekONYcPH1ZUVJSqVKkiPz8/jRs3ThcvXnSoWb9+vdq2bSt3d3c1bNhQ8fHxBfqZO3eu6tevLw8PD4WFhWnr1q2lvs4AAAAAgJuHU0P3hg0bFBMTo6+//lqJiYm6cOGCevbsqezsbLNmzJgx+vTTT7Vs2TJt2LBBR48e1UMPPWROz8vLU1RUlHJzc7V582YtWrRI8fHxmjRpkllz4MABRUVFqXv37kpNTdXo0aM1bNgwrVmzxqxZsmSJYmNjNXnyZO3YsUOtW7dWZGSkjh8/fmM2BgAAAACgwrEZhmE4u4l8J06ckJ+fnzZs2KCuXbsqMzNTtWvX1uLFi/Xwww9Lkvbs2aOmTZsqOTlZHTp00OrVq3Xvvffq6NGj8vf3lyTFxcVp/PjxOnHihNzc3DR+/HitWrVKu3btMpfVr18/ZWRkKCEhQZIUFham22+/XXPmzJEk2e12BQUFaeTIkZowYUKBXnNycpSTk2O+z8rKUlBQkDIzM+Xt7W3ZNgKuRf0Jq5zdwlUdfC3K2S0AAAAAJZaVlSUfH5+rZsAydU13ZmamJKlGjRqSpJSUFF24cEERERFmTZMmTVSvXj0lJydLkpKTk9WyZUszcEtSZGSksrKytHv3brPm0nnk1+TPIzc3VykpKQ41Li4uioiIMGsuN3XqVPn4+JivoKCg6119AAAAAEAFU2ZCt91u1+jRo9WpUye1aNFCkpSWliY3Nzf5+vo61Pr7+ystLc2suTRw50/Pn3almqysLP322286efKk8vLyCq3Jn8flJk6cqMzMTPN15MiRkq04AAAAAKDCquTsBvLFxMRo165d+uqrr5zdyjVxd3eXu7u7s9sAAAAAAJRhZeJI94gRI7Ry5UqtW7dOdevWNccDAgKUm5urjIwMh/r09HQFBASYNZffzTz//dVqvL295enpqVq1asnV1bXQmvx5AAAAAABQXE4N3YZhaMSIEVq+fLnWrl2rkJAQh+mhoaGqXLmykpKSzLG9e/fq8OHDCg8PlySFh4dr586dDncZT0xMlLe3t5o1a2bWXDqP/Jr8ebi5uSk0NNShxm63KykpyawBAAAAAKC4nHp6eUxMjBYvXqyPP/5Y1apVM6+f9vHxkaenp3x8fDR06FDFxsaqRo0a8vb21siRIxUeHq4OHTpIknr27KlmzZrp0Ucf1bRp05SWlqYXXnhBMTEx5unfTz31lObMmaNnn31Wjz32mNauXaulS5dq1ar/v8NzbGysoqOj1a5dO7Vv314zZ85Udna2hgwZcuM3DAAAAACgQnBq6J4/f74k6Y477nAYX7hwoQYPHixJmjFjhlxcXNSnTx/l5OQoMjJS8+bNM2tdXV21cuVKDR8+XOHh4fLy8lJ0dLReeuklsyYkJESrVq3SmDFjNGvWLNWtW1fvvPOOIiMjzZq+ffvqxIkTmjRpktLS0tSmTRslJCQUuLkaAAAAAADXqkw9p7s8u9ZntAE3As/pBgAAAKxVLp/TDQAAAABARULoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACzi1NC9ceNG3XfffQoMDJTNZtOKFSscphuGoUmTJqlOnTry9PRURESE9u/f71Bz6tQpDRgwQN7e3vL19dXQoUN19uxZh5rvvvtOXbp0kYeHh4KCgjRt2rQCvSxbtkxNmjSRh4eHWrZsqc8++6zU1xcAAAAAcHNxaujOzs5W69atNXfu3EKnT5s2TbNnz1ZcXJy2bNkiLy8vRUZG6vz582bNgAEDtHv3biUmJmrlypXauHGjnnjiCXN6VlaWevbsqeDgYKWkpGj69OmaMmWKFixYYNZs3rxZ/fv319ChQ/XNN9+od+/e6t27t3bt2mXdygMAAAAAKjybYRiGs5uQJJvNpuXLl6t3796Sfj/KHRgYqGeeeUZjx46VJGVmZsrf31/x8fHq16+fvv/+ezVr1kzbtm1Tu3btJEkJCQnq1auXfv75ZwUGBmr+/Pl6/vnnlZaWJjc3N0nShAkTtGLFCu3Zs0eS1LdvX2VnZ2vlypVmPx06dFCbNm0UFxd3Tf1nZWXJx8dHmZmZ8vb2Lq3NApRI/QmrnN3CVR18LcrZLQAAAAAldq0ZsMxe033gwAGlpaUpIiLCHPPx8VFYWJiSk5MlScnJyfL19TUDtyRFRETIxcVFW7ZsMWu6du1qBm5JioyM1N69e3X69Gmz5tLl5NfkL6cwOTk5ysrKcngBAAAAAHCpMhu609LSJEn+/v4O4/7+/ua0tLQ0+fn5OUyvVKmSatSo4VBT2DwuXUZRNfnTCzN16lT5+PiYr6CgoOKuIgAAAACggiuzobusmzhxojIzM83XkSNHnN0SAAAAAKCMKbOhOyAgQJKUnp7uMJ6enm5OCwgI0PHjxx2mX7x4UadOnXKoKWwely6jqJr86YVxd3eXt7e3wwsAAAAAgEuV2dAdEhKigIAAJSUlmWNZWVnasmWLwsPDJUnh4eHKyMhQSkqKWbN27VrZ7XaFhYWZNRs3btSFCxfMmsTERN16662qXr26WXPpcvJr8pcDAAAAAEBJODV0nz17VqmpqUpNTZX0+83TUlNTdfjwYdlsNo0ePVqvvPKKPvnkE+3cuVODBg1SYGCgeYfzpk2b6u6779bjjz+urVu3atOmTRoxYoT69eunwMBASdKf/vQnubm5aejQodq9e7eWLFmiWbNmKTY21uxj1KhRSkhI0BtvvKE9e/ZoypQp2r59u0aMGHGjNwkAAAAAoAKp5MyFb9++Xd27dzff5wfh6OhoxcfH69lnn1V2draeeOIJZWRkqHPnzkpISJCHh4f5mX/+858aMWKEevToIRcXF/Xp00ezZ882p/v4+Ojzzz9XTEyMQkNDVatWLU2aNMnhWd4dO3bU4sWL9cILL+i5555To0aNtGLFCrVo0eIGbAUAAAAAQEVVZp7TXd7xnG6UJTynGwAAALBWuX9ONwAAAAAA5R2hGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALBIJWc3AABlVf0Jq5zdwlUdfC3K2S0AAADgCjjSDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYpJKzGwAAVFz1J6xydgtXdfC1KGe3AAAAKjCOdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFqnk7AZwY9WfsMrZLVzVwdeinN0CAAAAAJQKjnQDAAAAAGARQjcAAAAAABbh9HKUOWX9FHhOfwcAAABwrTjSDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN2XmTt3rurXry8PDw+FhYVp69atzm4JAAAAAFBOEbovsWTJEsXGxmry5MnasWOHWrdurcjISB0/ftzZrQEAAAAAyiHuXn6JN998U48//riGDBkiSYqLi9OqVav03nvvacKECQ61OTk5ysnJMd9nZmZKkrKysm5cwyVgzznn7BbKvbK+j6XysZ/ZjqWjrG9HtiEAAKio8v8fwjCMK9bZjKtV3CRyc3NVpUoVffjhh+rdu7c5Hh0drYyMDH388ccO9VOmTNGLL754g7sEAAAAAJQlR44cUd26dYuczpHu/zl58qTy8vLk7+/vMO7v7689e/YUqJ84caJiY2PN93a7XadOnVLNmjVls9ks7xfWycrKUlBQkI4cOSJvb29nt4Nyju8TShvfKZQmvk8oTXyfUJrKw/fJMAydOXNGgYGBV6wjdJeQu7u73N3dHcZ8fX2d0wws4e3tXWZ/4Ch/+D6htPGdQmni+4TSxPcJpamsf598fHyuWsON1P6nVq1acnV1VXp6usN4enq6AgICnNQVAAAAAKA8I3T/j5ubm0JDQ5WUlGSO2e12JSUlKTw83ImdAQAAAADKK04vv0RsbKyio6PVrl07tW/fXjNnzlR2drZ5N3PcHNzd3TV58uQClw8AJcH3CaWN7xRKE98nlCa+TyhNFen7xN3LLzNnzhxNnz5daWlpatOmjWbPnq2wsDBntwUAAAAAKIcI3QAAAAAAWIRrugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELqB/5k6dapuv/12VatWTX5+furdu7f27t3r7LZQQbz22muy2WwaPXq0s1tBOfXLL79o4MCBqlmzpjw9PdWyZUtt377d2W2hHMrLy9Nf/vIXhYSEyNPTUw0aNNDLL78s7q2La7Vx40bdd999CgwMlM1m04oVKxymG4ahSZMmqU6dOvL09FRERIT279/vnGZR5l3p+3ThwgWNHz9eLVu2lJeXlwIDAzVo0CAdPXrUeQ2XAKEb+J8NGzYoJiZGX3/9tRITE3XhwgX17NlT2dnZzm4N5dy2bdv01ltvqVWrVs5uBeXU6dOn1alTJ1WuXFmrV6/Wf//7X73xxhuqXr26s1tDOfT6669r/vz5mjNnjr7//nu9/vrrmjZtmv7+9787uzWUE9nZ2WrdurXmzp1b6PRp06Zp9uzZiouL05YtW+Tl5aXIyEidP3/+BneK8uBK36dz585px44d+stf/qIdO3boo48+0t69e3X//fc7odOS45FhQBFOnDghPz8/bdiwQV27dnV2Oyinzp49q7Zt22revHl65ZVX1KZNG82cOdPZbaGcmTBhgjZt2qQvv/zS2a2gArj33nvl7++vd9991xzr06ePPD099cEHHzixM5RHNptNy5cvV+/evSX9fpQ7MDBQzzzzjMaOHStJyszMlL+/v+Lj49WvXz8ndouy7vLvU2G2bdum9u3b69ChQ6pXr96Na+46cKQbKEJmZqYkqUaNGk7uBOVZTEyMoqKiFBER4exWUI598sknateunf74xz/Kz89Pt912m95++21nt4VyqmPHjkpKStK+ffskSd9++62++uor3XPPPU7uDBXBgQMHlJaW5vD3no+Pj8LCwpScnOzEzlBRZGZmymazydfX19mtXLNKzm4AKIvsdrtGjx6tTp06qUWLFs5uB+XUv//9b+3YsUPbtm1zdiso53766SfNnz9fsbGxeu6557Rt2zY9/fTTcnNzU3R0tLPbQzkzYcIEZWVlqUmTJnJ1dVVeXp7++te/asCAAc5uDRVAWlqaJMnf399h3N/f35wGlNT58+c1fvx49e/fX97e3s5u55oRuoFCxMTEaNeuXfrqq6+c3QrKqSNHjmjUqFFKTEyUh4eHs9tBOWe329WuXTu9+uqrkqTbbrtNu3btUlxcHKEbxbZ06VL985//1OLFi9W8eXOlpqZq9OjRCgwM5PsEoMy6cOGCHnnkERmGofnz5zu7nWLh9HLgMiNGjNDKlSu1bt061a1b19ntoJxKSUnR8ePH1bZtW1WqVEmVKlXShg0bNHv2bFWqVEl5eXnObhHlSJ06ddSsWTOHsaZNm+rw4cNO6gjl2bhx4zRhwgT169dPLVu21KOPPqoxY8Zo6tSpzm4NFUBAQIAkKT093WE8PT3dnAYUV37gPnTokBITE8vVUW6J0A2YDMPQiBEjtHz5cq1du1YhISHObgnlWI8ePbRz506lpqaar3bt2mnAgAFKTU2Vq6urs1tEOdKpU6cCjzDct2+fgoODndQRyrNz587JxcXxfwFdXV1lt9ud1BEqkpCQEAUEBCgpKckcy8rK0pYtWxQeHu7EzlBe5Qfu/fv364svvlDNmjWd3VKxcXo58D8xMTFavHixPv74Y1WrVs287sjHx0eenp5O7g7lTbVq1QrcD8DLy0s1a9bkPgEotjFjxqhjx4569dVX9cgjj2jr1q1asGCBFixY4OzWUA7dd999+utf/6p69eqpefPm+uabb/Tmm2/qsccec3ZrKCfOnj2rH374wXx/4MABpaamqkaNGqpXr55Gjx6tV155RY0aNVJISIj+8pe/KDAw8Ip3pMbN60rfpzp16ujhhx/Wjh07tHLlSuXl5Zn/j16jRg25ubk5q+1i4ZFhwP/YbLZCxxcuXKjBgwff2GZQId1xxx08MgwltnLlSk2cOFH79+9XSEiIYmNj9fjjjzu7LZRDZ86c0V/+8hctX75cx48fV2BgoPr3769JkyaVm/+BhXOtX79e3bt3LzAeHR2t+Ph4GYahyZMna8GCBcrIyFDnzp01b948NW7c2Andoqy70vdpypQpRZ59um7dOt1xxx0Wd1c6CN0AAAAAAFiEa7oBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAGC5+Ph42Ww2HTx4sFifu+OOO9SiRYtS7aV+/foaPHhwqc4TZc+UKVNks9mc3QYAAIRuAADKos8++0xTpkxxdhs3pXnz5ik+Pt7ZbTjV5s2bNWXKFGVkZDi7FQAo9wjdAACUQZ999plefPFFZ7dRbr3wwgv67bffSvRZQvfvofvFF18kdANAKSB0AwAAS2VnZ9/wZVWqVEkeHh43bLkAABSF0A0AuOE+/vhjRUVFKTAwUO7u7mrQoIFefvll5eXlFVqfkpKijh07ytPTUyEhIYqLiytQk5OTo8mTJ6thw4Zyd3dXUFCQnn32WeXk5FyxlwsXLujFF19Uo0aN5OHhoZo1a6pz585KTEy85vVZv369bDabli5dqr/+9a+qW7euPDw81KNHD/3www8F6pctW6bQ0FB5enqqVq1aGjhwoH755Rdz+uDBgzV37lxJks1mM1/X6ssvv9Qf//hH1atXz9wWY8aMKXDkd/Dgwapatap++uknRUZGysvLS4GBgXrppZdkGIZZd/DgQdlsNv3tb3/TjBkzFBwcLE9PT3Xr1k27du0qdJ4//vijevXqpWrVqmnAgAGSfg/EzzzzjIKCguTu7q5bb71Vf/vb3xyWlb/OI0aM0D//+U/deuut8vDwUGhoqDZu3OhQl3/d9n//+1/96U9/UvXq1dW5c2eHaZdauHCh7rzzTvn5+cnd3V3NmjXT/PnzHWrq16+v3bt3a8OGDeZ2v+OOO8zpGRkZGj16tLkODRs21Ouvvy673X7N+yffli1b1KtXL1WvXl1eXl5q1aqVZs2a5VCzdu1adenSRV5eXvL19dUDDzyg77//vsA2r1+/foH5F7YN8rftihUr1KJFC7m7u6t58+ZKSEhw+Ny4ceMkSSEhIeZ2KO49GQAAv6vk7AYAADef+Ph4Va1aVbGxsapatarWrl2rSZMmKSsrS9OnT3eoPX36tHr16qVHHnlE/fv319KlSzV8+HC5ubnpsccekyTZ7Xbdf//9+uqrr/TEE0+oadOm2rlzp2bMmKF9+/ZpxYoVRfYyZcoUTZ06VcOGDVP79u2VlZWl7du3a8eOHbrrrruKtV6vvfaaXFxcNHbsWGVmZmratGkaMGCAtmzZ4rDuQ4YM0e23366pU6cqPT1ds2bN0qZNm/TNN9/I19dXTz75pI4eParExET94x//KFYP0u+h/ty5cxo+fLhq1qyprVu36u9//7t+/vlnLVu2zKE2Ly9Pd999tzp06KBp06YpISFBkydP1sWLF/XSSy851L7//vs6c+aMYmJidP78ec2aNUt33nmndu7cKX9/f7Pu4sWLioyMVOfOnfW3v/1NVapUkWEYuv/++7Vu3ToNHTpUbdq00Zo1azRu3Dj98ssvmjFjhsOyNmzYoCVLlujpp5+Wu7u75s2bp7vvvltbt24tcHO9P/7xj2rUqJFeffXVAgH+UvPnz1fz5s11//33q1KlSvr000/15z//WXa7XTExMZKkmTNnauTIkapataqef/55STLX7dy5c+rWrZt++eUXPfnkk6pXr542b96siRMn6tixY5o5c+Y176PExETde++9qlOnjkaNGqWAgAB9//33WrlypUaNGiVJ+uKLL3TPPffolltu0ZQpU/Tbb7/p73//uzp16qQdO3YUGrSvxVdffaWPPvpIf/7zn1WtWjXNnj1bffr00eHDh1WzZk099NBD2rdvn/71r39pxowZqlWrliSpdu3aJVoeANz0DAAALLZw4UJDknHgwAHDMAzj3LlzBWqefPJJo0qVKsb58+fNsW7duhmSjDfeeMMcy8nJMdq0aWP4+fkZubm5hmEYxj/+8Q/DxcXF+PLLLx3mGRcXZ0gyNm3aZI4FBwcb0dHR5vvWrVsbUVFR17V+69atMyQZTZs2NXJycszxWbNmGZKMnTt3GoZhGLm5uYafn5/RokUL47fffjPrVq5caUgyJk2aZI7FxMQYJf1rurDtO3XqVMNmsxmHDh0yx6Kjow1JxsiRI80xu91uREVFGW5ubsaJEycMwzCMAwcOGJIMT09P4+effzZrt2zZYkgyxowZU2CeEyZMcFj+ihUrDEnGK6+84jD+8MMPGzabzfjhhx/MMUmGJGP79u3m2KFDhwwPDw/jwQcfNMcmT55sSDL69+9fYH3zp11tu0RGRhq33HKLw1jz5s2Nbt26Fah9+eWXDS8vL2Pfvn0O4xMmTDBcXV2Nw4cPF/hMYS5evGiEhIQYwcHBxunTpx2m2e1287/zv+e//vqrOfbtt98aLi4uxqBBg8yx6OhoIzg4uMByCtsGkgw3NzeH7f3tt98akoy///3v5tj06dMdfrMAgJLj9HIAwA3n6elp/veZM2d08uRJdenSRefOndOePXscaitVqqQnn3zSfO/m5qYnn3xSx48fV0pKiqTfj+w2bdpUTZo00cmTJ83XnXfeKUlat25dkb34+vpq9+7d2r9//3Wv15AhQ+Tm5ma+79KliyTpp59+kiRt375dx48f15///GeH642joqLUpEkTrVq16rp7kBy3b3Z2tk6ePKmOHTvKMAx98803BepHjBhh/nf+6ce5ubn64osvHOp69+6tP/zhD+b79u3bKywsTJ999lmBeQ4fPtzh/WeffSZXV1c9/fTTDuPPPPOMDMPQ6tWrHcbDw8MVGhpqvq9Xr54eeOABrVmzpsBlCE899VSB5Rfm0u2SmZmpkydPqlu3bvrpp5+UmZl51c8vW7ZMXbp0UfXq1R2+ZxEREcrLyytw+ntRvvnmGx04cECjR4+Wr6+vw7T808GPHTum1NRUDR48WDVq1DCnt2rVSnfddVeh2/xaRUREqEGDBg7z9Pb2Nr+nAIDSRegGANxwu3fv1oMPPigfHx95e3urdu3aGjhwoCQVCD+BgYHy8vJyGGvcuLEkmdeY7t+/X7t371bt2rUdXvl1x48fL7KXl156SRkZGWrcuLFatmypcePG6bvvvivRetWrV8/hffXq1SX9foq8JB06dEiSdOuttxb4bJMmTczp1+vw4cNmWKtatapq166tbt26SSq4fV1cXHTLLbc4jF2+ffM1atSowLIaN25coK5SpUqqW7euw9ihQ4cUGBioatWqOYw3bdrUnH4tyzp37pxOnDjhMB4SElKgtjCbNm1SRESEeX107dq19dxzz0kquF0Ks3//fiUkJBT4nkVEREi68vfsUj/++KMkXfEZ9Ff6rjRt2lQnT54s8Q3qLv+eSr9/V/O/pwCA0sU13QCAGyojI0PdunWTt7e3XnrpJTVo0EAeHh7asWOHxo8fX6IbUtntdrVs2VJvvvlmodODgoKK/GzXrl31448/6uOPP9bnn3+ud955RzNmzFBcXJyGDRtWrD5cXV0LHTeucJ1xacvLy9Ndd92lU6dOafz48WrSpIm8vLz0yy+/aPDgwSXavsXl7u4uF5cb9+/6lx7BLsqPP/6oHj16qEmTJnrzzTcVFBQkNzc3ffbZZ5oxY8Y1bRe73a677rpLzz77bKHT8/+x4kYr6iZ7Rd2YsCx8TwHgZkLoBgDcUOvXr9evv/6qjz76SF27djXHDxw4UGj90aNHlZ2d7XC0e9++fZJk3kiqQYMG+vbbb9WjR49i3eU7X40aNTRkyBANGTJEZ8+eVdeuXTVlypRih+6rCQ4OliTt3bvXPPU93969e83pUtFB6mp27typffv2adGiRRo0aJA5XtTd2O12u3766SeHwHj59s1X2Cn4+/btu6YbegUHB+uLL77QmTNnHI52519OcOm6X2lZVapUKdENvT799FPl5OTok08+cTjSW9ilB0Vt+wYNGujs2bPmke2Syj+1e9euXUXO69LvyuX27NmjWrVqmb+J6tWrF/o87es5c6Kk3z8AQEGcXg4AuKHyj7JdelQtNzdX8+bNK7T+4sWLeuuttxxq33rrLdWuXdu85veRRx7RL7/8orfffrvA53/77bcrnob766+/OryvWrWqGjZseNVHjZVEu3bt5Ofnp7i4OIf5r169Wt9//72ioqLMsfxAVViYupLCtq9hGAUeRXWpOXPmONTOmTNHlStXVo8ePRzqVqxY4fBos61bt2rLli265557rtpXr169lJeX57AsSZoxY4ZsNluBeSQnJ2vHjh3m+yNHjujjjz9Wz549izxSeyWFbZfMzEwtXLiwQK2Xl1eh2/2RRx5RcnKy1qxZU2BaRkaGLl68eE29tG3bViEhIZo5c2aB5eT3V6dOHbVp00aLFi1yqNm1a5c+//xz9erVyxxr0KCBMjMzHS6LOHbsmJYvX35N/RSmpN8/AEBBHOkGANxQHTt2VPXq1RUdHa2nn35aNptN//jHP4o8tTUwMFCvv/66Dh48qMaNG2vJkiVKTU3VggULVLlyZUnSo48+qqVLl+qpp57SunXr1KlTJ+Xl5WnPnj1aunSp1qxZo3bt2hU6/2bNmumOO+5QaGioatSooe3bt+vDDz90uLlYaalcubJef/11DRkyRN26dVP//v3NR4bVr19fY8aMMWvz/0Hh6aefVmRkpFxdXdWvX7+rLqNJkyZq0KCBxo4dq19++UXe3t76z3/+U+T1uh4eHkpISFB0dLTCwsK0evVqrVq1Ss8991yBI8oNGzZU586dNXz4cOXk5GjmzJmqWbNmkadbX+q+++5T9+7d9fzzz+vgwYNq3bq1Pv/8c3388ccaPXq0w429pN+vd46MjHR4ZJgkvfjii1ddVmF69uwpNzc33XfffXryySd19uxZvf322/Lz89OxY8ccakNDQzV//ny98soratiwofz8/HTnnXdq3Lhx+uSTT3Tvvfdq8ODBCg0NVXZ2tnbu3KkPP/xQBw8eNB+vdSUuLi6aP3++7rvvPrVp00ZDhgxRnTp1tGfPHu3evdsM9dOnT9c999yj8PBwDR061HxkmI+Pj6ZMmWLOr1+/fho/frwefPBBPf300zp37pzmz5+vxo0bO/zDRXHkf/+ef/559evXT5UrV9Z9991X4P4KAIBr4KS7pgMAbiKXPzJs06ZNRocOHQxPT08jMDDQePbZZ401a9YYkox169aZn+vWrZvRvHlzY/v27UZ4eLjh4eFhBAcHG3PmzCmwjNzcXOP11183mjdvbri7uxvVq1c3QkNDjRdffNHIzMw06y5/ZNgrr7xitG/f3vD19TU8PT2NJk2aGH/961/Nx5Fdi/xHhi1btsxhPP9RWwsXLnQYX7JkiXHbbbcZ7u7uRo0aNYwBAwY4PIrLMH5/rNTIkSON2rVrGzabrViPD/vvf/9rREREGFWrVjVq1aplPP744+ZjoS7tJTo62vDy8jJ+/PFHo2fPnkaVKlUMf39/Y/LkyUZeXl6B9Zg+fbrxxhtvGEFBQYa7u7vRpUsX49tvv3VYdv48C3PmzBljzJgxRmBgoFG5cmWjUaNGxvTp0x0ek2UYvz/WKiYmxvjggw+MRo0aGe7u7sZtt93m8N0wjP9/JFb+o80Km3apTz75xGjVqpXh4eFh1K9f33j99deN9957r8CjsdLS0oyoqCijWrVqhiSHx4edOXPGmDhxotGwYUPDzc3NqFWrltGxY0fjb3/7W7G+M4ZhGF999ZVx1113GdWqVTO8vLyMVq1aOTy2yzAM44svvjA6depkeHp6Gt7e3sZ9991n/Pe//y0wr88//9xo0aKF4ebmZtx6663GBx98UOQjw2JiYgp8/vLfhWH8/oi0P/zhD4aLiwuPDwOA62AzDO6aAQDAzWjw4MH68MMPdfbs2SvWHTx4UCEhIZo+fbrGjh1reV82m00xMTEFTkUHAKA84ppuAAAAAAAswjXdAAAUITc3V6dOnbpijY+PzzU9sqo0nDp1Srm5uUVOd3V1LdGdvVF62EcAgMsRugEAKMLmzZvVvXv3K9YsXLhQgwcPviH9PPTQQ9qwYUOR04ODg3Xw4MEb0gsKxz4CAFyOa7oBACjC6dOnlZKScsWa5s2bq06dOjekn5SUlCLvQi5Jnp6e6tSp0w3pBYVjHwEALkfoBgAAAADAIpxeXkrsdruOHj2qatWqyWazObsdAAAAAICFDMPQmTNnFBgYKBeXou9RTuguJUePHlVQUJCz2wAAAAAA3EBHjhxR3bp1i5xO6C4l1apVk/T7Bvf29nZyNwAAAAAAK2VlZSkoKMjMgkUhdJeS/FPKvb29Cd0AAAAAcJO42uXFRZ94DgAAAAAArguhGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIs4PXT/8ssvGjhwoGrWrClPT0+1bNlS27dvN6cbhqFJkyapTp068vT0VEREhPbv3+8wj1OnTmnAgAHy9vaWr6+vhg4dqrNnzzrUfPfdd+rSpYs8PDwUFBSkadOmFehl2bJlatKkiTw8PNSyZUt99tln1qw0AAAAAOCm4NTQffr0aXXq1EmVK1fW6tWr9d///ldvvPGGqlevbtZMmzZNs2fPVlxcnLZs2SIvLy9FRkbq/PnzZs2AAQO0e/duJSYmauXKldq4caOeeOIJc3pWVpZ69uyp4OBgpaSkaPr06ZoyZYoWLFhg1mzevFn9+/fX0KFD9c0336h3797q3bu3du3adWM2BgAAAACgwrEZhmE4a+ETJkzQpk2b9OWXXxY63TAMBQYG6plnntHYsWMlSZmZmfL391d8fLz69eun77//Xs2aNdO2bdvUrl07SVJCQoJ69eqln3/+WYGBgZo/f76ef/55paWlyc3NzVz2ihUrtGfPHklS3759lZ2drZUrV5rL79Chg9q0aaO4uLirrktWVpZ8fHyUmZkpb2/v69ouAAAAAICy7VozoFOPdH/yySdq166d/vjHP8rPz0+33Xab3n77bXP6gQMHlJaWpoiICHPMx8dHYWFhSk5OliQlJyfL19fXDNySFBERIRcXF23ZssWs6dq1qxm4JSkyMlJ79+7V6dOnzZpLl5Nfk7+cy+Xk5CgrK8vhBQAAAADApZwaun/66SfNnz9fjRo10po1azR8+HA9/fTTWrRokSQpLS1NkuTv7+/wOX9/f3NaWlqa/Pz8HKZXqlRJNWrUcKgpbB6XLqOomvzpl5s6dap8fHzMV1BQULHXHwAAAABQsTk1dNvtdrVt21avvvqqbrvtNj3xxBN6/PHHr+l0bmebOHGiMjMzzdeRI0ec3RIAAAAAoIxxauiuU6eOmjVr5jDWtGlTHT58WJIUEBAgSUpPT3eoSU9PN6cFBATo+PHjDtMvXryoU6dOOdQUNo9Ll1FUTf70y7m7u8vb29vhBQAAAADApZwaujt16qS9e/c6jO3bt0/BwcGSpJCQEAUEBCgpKcmcnpWVpS1btig8PFySFB4eroyMDKWkpJg1a9euld1uV1hYmFnzf+zde5xVdb0//tcAzoDggDdAvqBwvKR4DTSYvJxMckrqm4knMVM0rDQ0gVT0lwcvWRh+veaFrHPEzsmTco5aQUKEipnkBUTFE2iJoeEApcwIyUVm//7osI8jeGGc5QA9n4/HfjzYn897f9Z7rdk98vVYe6314IMPZu3ateWa6dOn50Mf+lD5Tuk1NTVNtrO+Zv12AAAAYFO1augeNWpUfvvb3+Y73/lOfv/73+f222/PLbfckhEjRiRJKioqMnLkyFx++eX52c9+lqeffjqnnHJKevTokWOPPTbJ386Mf/KTn8yXv/zlPProo/nNb36Ts846K0OHDk2PHj2SJF/4whdSWVmZ4cOH55lnnskdd9yR6667LqNHjy73cs4552Tq1Km56qqrMn/+/FxyySV5/PHHc9ZZZ33gxwUAAICtQ6s+MixJJk+enAsvvDDPPfdc+vTpk9GjR+fLX/5yeb5UKuXiiy/OLbfckuXLl+ewww7LTTfdlL322qtc88orr+Sss87Kz3/+87Rp0yZDhgzJ9ddfn06dOpVrnnrqqYwYMSKPPfZYdtppp5x99tkZM2ZMk14mTZqUiy66KC+88EL23HPPjB8/Psccc8x72g+PDAMAAPj78V4zYKuH7q2F0A0AAPD3Y4t4TjcAAABszdq1dgNAy+t9wZTWbuFdvXDF4NZuAQAACudMNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIK0aui+5JJLUlFR0eS19957l+dXrVqVESNGZMcdd0ynTp0yZMiQLFmypMkaixYtyuDBg7Ptttuma9euOe+88/LGG280qXnggQfSr1+/VFVVZY899sjEiRM36OXGG29M79690759+wwYMCCPPvpoIfsMAADA349WP9O977775uWXXy6/HnroofLcqFGj8vOf/zyTJk3KzJkzs3jx4hx33HHl+XXr1mXw4MFZs2ZNHn744dx2222ZOHFixo4dW65ZuHBhBg8enCOPPDJz587NyJEjc/rpp2fatGnlmjvuuCOjR4/OxRdfnDlz5uTAAw9MbW1tli5d+sEcBAAAALZKFaVSqdRaG7/kkktyzz33ZO7cuRvM1dfXZ+edd87tt9+e448/Pkkyf/787LPPPpk1a1YGDhyYe++9N5/+9KezePHidOvWLUkyYcKEjBkzJsuWLUtlZWXGjBmTKVOmZN68eeW1hw4dmuXLl2fq1KlJkgEDBuSQQw7JDTfckCRpbGxMr169cvbZZ+eCCy54T/vS0NCQzp07p76+PtXV1e/nsMD71vuCKa3dwrt64YrBrd0CAAA023vNgK1+pvu5555Ljx498g//8A856aSTsmjRoiTJ7Nmzs3bt2gwaNKhcu/fee2fXXXfNrFmzkiSzZs3K/vvvXw7cSVJbW5uGhoY888wz5Zo3r7G+Zv0aa9asyezZs5vUtGnTJoMGDSrXbMzq1avT0NDQ5AUAAABv1qqhe8CAAZk4cWKmTp2am2++OQsXLszhhx+e1157LXV1damsrEyXLl2afKZbt26pq6tLktTV1TUJ3Ovn18+9U01DQ0Nef/31/PnPf866des2WrN+jY0ZN25cOnfuXH716tWrWccAAACArVe71tz4pz71qfK/DzjggAwYMCC77bZb7rzzznTo0KEVO3t3F154YUaPHl1+39DQIHgDAADQRKv/vPzNunTpkr322iu///3v071796xZsybLly9vUrNkyZJ07949SdK9e/cN7ma+/v271VRXV6dDhw7Zaaed0rZt243WrF9jY6qqqlJdXd3kBQAAAG+2WYXuFStW5A9/+EN22WWX9O/fP9tss01mzJhRnl+wYEEWLVqUmpqaJElNTU2efvrpJncZnz59eqqrq9O3b99yzZvXWF+zfo3Kysr079+/SU1jY2NmzJhRrgEAAIDmaNXQfe6552bmzJl54YUX8vDDD+dzn/tc2rZtmxNPPDGdO3fO8OHDM3r06Nx///2ZPXt2TjvttNTU1GTgwIFJkqOPPjp9+/bNySefnCeffDLTpk3LRRddlBEjRqSqqipJcsYZZ+T555/P+eefn/nz5+emm27KnXfemVGjRpX7GD16dH7wgx/ktttuy+9+97uceeaZWblyZU477bRWOS4AAABsHVr1mu6XXnopJ554Yv7yl79k5513zmGHHZbf/va32XnnnZMk11xzTdq0aZMhQ4Zk9erVqa2tzU033VT+fNu2bTN58uSceeaZqampSceOHTNs2LBcdtll5Zo+ffpkypQpGTVqVK677rr07NkzP/zhD1NbW1uuOeGEE7Js2bKMHTs2dXV1OeiggzJ16tQNbq4GAAAAm6JVn9O9NfGcbjYnntMNAADF2mKe0w0AAABbK6EbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKMhmE7qvuOKKVFRUZOTIkeWxVatWZcSIEdlxxx3TqVOnDBkyJEuWLGnyuUWLFmXw4MHZdttt07Vr15x33nl54403mtQ88MAD6devX6qqqrLHHntk4sSJG2z/xhtvTO/evdO+ffsMGDAgjz76aBG7CQAAwN+RzSJ0P/bYY/n+97+fAw44oMn4qFGj8vOf/zyTJk3KzJkzs3jx4hx33HHl+XXr1mXw4MFZs2ZNHn744dx2222ZOHFixo4dW65ZuHBhBg8enCOPPDJz587NyJEjc/rpp2fatGnlmjvuuCOjR4/OxRdfnDlz5uTAAw9MbW1tli5dWvzOAwAAsNWqKJVKpdZsYMWKFenXr19uuummXH755TnooINy7bXXpr6+PjvvvHNuv/32HH/88UmS+fPnZ5999smsWbMycODA3Hvvvfn0pz+dxYsXp1u3bkmSCRMmZMyYMVm2bFkqKyszZsyYTJkyJfPmzStvc+jQoVm+fHmmTp2aJBkwYEAOOeSQ3HDDDUmSxsbG9OrVK2effXYuuOCC97QfDQ0N6dy5c+rr61NdXd2Shwg2We8LprR2C+/qhSsGt3YLAADQbO81A7b6me4RI0Zk8ODBGTRoUJPx2bNnZ+3atU3G99577+y6666ZNWtWkmTWrFnZf//9y4E7SWpra9PQ0JBnnnmmXPPWtWtra8trrFmzJrNnz25S06ZNmwwaNKhcszGrV69OQ0NDkxcAAAC8WbvW3PhPfvKTzJkzJ4899tgGc3V1damsrEyXLl2ajHfr1i11dXXlmjcH7vXz6+feqaahoSGvv/56Xn311axbt26jNfPnz3/b3seNG5dLL730ve0oAAAAf5da7Uz3iy++mHPOOSc//vGP0759+9Zqo9kuvPDC1NfXl18vvvhia7cEAADAZqbVQvfs2bOzdOnS9OvXL+3atUu7du0yc+bMXH/99WnXrl26deuWNWvWZPny5U0+t2TJknTv3j1J0r179w3uZr7+/bvVVFdXp0OHDtlpp53Stm3bjdasX2NjqqqqUl1d3eQFAAAAb9Zqofuoo47K008/nblz55ZfBx98cE466aTyv7fZZpvMmDGj/JkFCxZk0aJFqampSZLU1NTk6aefbnKX8enTp6e6ujp9+/Yt17x5jfU169eorKxM//79m9Q0NjZmxowZ5RoAAABojla7pnu77bbLfvvt12SsY8eO2XHHHcvjw4cPz+jRo7PDDjukuro6Z599dmpqajJw4MAkydFHH52+ffvm5JNPzvjx41NXV5eLLrooI0aMSFVVVZLkjDPOyA033JDzzz8/X/rSl3LfffflzjvvzJQp/3t359GjR2fYsGE5+OCD85GPfCTXXnttVq5cmdNOO+0DOhoAAABsjVr1Rmrv5pprrkmbNm0yZMiQrF69OrW1tbnpppvK823bts3kyZNz5plnpqamJh07dsywYcNy2WWXlWv69OmTKVOmZNSoUbnuuuvSs2fP/PCHP0xtbW255oQTTsiyZcsyduzY1NXV5aCDDsrUqVM3uLkaAAAAbIpWf0731sJzutmceE43AAAUa4t5TjcAAABsrYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQZoVup9//vmW7gMAAAC2Os0K3XvssUeOPPLI/Pu//3tWrVrV0j0BAADAVqFZoXvOnDk54IADMnr06HTv3j1f/epX8+ijj7Z0bwAAALBFa1boPuigg3Lddddl8eLF+dd//de8/PLLOeyww7Lffvvl6quvzrJly1q6TwAAANjivK8bqbVr1y7HHXdcJk2alO9+97v5/e9/n3PPPTe9evXKKaeckpdffrml+gQAAIAtzvsK3Y8//ni+9rWvZZdddsnVV1+dc889N3/4wx8yffr0LF68OJ/97Gdbqk8AAADY4rRrzoeuvvrq3HrrrVmwYEGOOeaY/OhHP8oxxxyTNm3+luH79OmTiRMnpnfv3i3ZKwAAAGxRmhW6b7755nzpS1/Kqaeeml122WWjNV27ds2//Mu/vK/mAAAAYEvWrND93HPPvWtNZWVlhg0b1pzlAQAAYKvQrGu6b7311kyaNGmD8UmTJuW22257300BAADA1qBZoXvcuHHZaaedNhjv2rVrvvOd77zvpgAAAGBr0KzQvWjRovTp02eD8d122y2LFi16300BAADA1qBZobtr16556qmnNhh/8skns+OOO77vpgAAAGBr0KzQfeKJJ+brX/967r///qxbty7r1q3Lfffdl3POOSdDhw5t6R4BAABgi9Ssu5d/61vfygsvvJCjjjoq7dr9bYnGxsaccsoprukGAACA/9Gs0F1ZWZk77rgj3/rWt/Lkk0+mQ4cO2X///bPbbru1dH8AAACwxWpW6F5vr732yl577dVSvQAAAMBWpVmhe926dZk4cWJmzJiRpUuXprGxscn8fffd1yLNAQAAwJasWaH7nHPOycSJEzN48ODst99+qaioaOm+AAAAYIvXrND9k5/8JHfeeWeOOeaYlu4HAAAAthrNemRYZWVl9thjj5buBQAAALYqzQrd3/jGN3LdddelVCq1dD8AAACw1WjWz8sfeuih3H///bn33nuz7777Zptttmkyf9ddd7VIcwAAALAla1bo7tKlSz73uc+1dC8AAACwVWlW6L711ltbug8AAADY6jTrmu4keeONN/KrX/0q3//+9/Paa68lSRYvXpwVK1a0WHMAAACwJWvWme4//vGP+eQnP5lFixZl9erV+cQnPpHtttsu3/3ud7N69epMmDChpfsEAACALU6zznSfc845Ofjgg/Pqq6+mQ4cO5fHPfe5zmTFjRos1BwAAAFuyZp3p/vWvf52HH344lZWVTcZ79+6dP/3pTy3SGAAAAGzpmnWmu7GxMevWrdtg/KWXXsp22233vpsCAACArUGzQvfRRx+da6+9tvy+oqIiK1asyMUXX5xjjjmmpXoDAACALVqzfl5+1VVXpba2Nn379s2qVavyhS98Ic8991x22mmn/Md//EdL9wgAAABbpGaF7p49e+bJJ5/MT37ykzz11FNZsWJFhg8fnpNOOqnJjdUAAADg71mzQneStGvXLl/84hdbshcAAADYqjQrdP/oRz96x/lTTjmlWc0AAADA1qTZz+l+8+trX/taTj311HzlK1/JyJEj3/M6N998cw444IBUV1enuro6NTU1uffee8vzq1atyogRI7LjjjumU6dOGTJkSJYsWdJkjUWLFmXw4MHZdttt07Vr15x33nl54403mtQ88MAD6devX6qqqrLHHntk4sSJG/Ry4403pnfv3mnfvn0GDBiQRx99dJOOCQAAALxVs0L3q6++2uS1YsWKLFiwIIcddtgm3UitZ8+eueKKKzJ79uw8/vjj+fjHP57PfvazeeaZZ5Iko0aNys9//vNMmjQpM2fOzOLFi3PccceVP79u3boMHjw4a9asycMPP5zbbrstEydOzNixY8s1CxcuzODBg3PkkUdm7ty5GTlyZE4//fRMmzatXHPHHXdk9OjRufjiizNnzpwceOCBqa2tzdKlS5tzeAAAACBJUlEqlUottdjjjz+eL37xi5k/f36z19hhhx1y5ZVX5vjjj8/OO++c22+/Pccff3ySZP78+dlnn30ya9asDBw4MPfee28+/elPZ/HixenWrVuSZMKECRkzZkyWLVuWysrKjBkzJlOmTMm8efPK2xg6dGiWL1+eqVOnJkkGDBiQQw45JDfccEOSvz2HvFevXjn77LNzwQUXvKe+Gxoa0rlz59TX16e6urrZ+w8tofcFU1q7hXf1whWDW7sFAABotveaAZt1pvvttGvXLosXL27WZ9etW5ef/OQnWblyZWpqajJ79uysXbs2gwYNKtfsvffe2XXXXTNr1qwkyaxZs7L//vuXA3eS1NbWpqGhoXy2fNasWU3WWF+zfo01a9Zk9uzZTWratGmTQYMGlWs2ZvXq1WloaGjyAgAAgDdr1o3UfvaznzV5XyqV8vLLL+eGG27IoYceuklrPf3006mpqcmqVavSqVOn3H333enbt2/mzp2bysrKdOnSpUl9t27dUldXlySpq6trErjXz6+fe6eahoaGvP7663n11Vezbt26jda80xn7cePG5dJLL92kfQUAAODvS7NC97HHHtvkfUVFRXbeeed8/OMfz1VXXbVJa33oQx/K3LlzU19fn//8z//MsGHDMnPmzOa09YG68MILM3r06PL7hoaG9OrVqxU7AgAAYHPTrNDd2NjYYg1UVlZmjz32SJL0798/jz32WK677rqccMIJWbNmTZYvX97kbPeSJUvSvXv3JEn37t03uMv4+rubv7nmrXc8X7JkSaqrq9OhQ4e0bds2bdu23WjN+jU2pqqqKlVVVc3baQAAAP4utOg13S2hsbExq1evTv/+/bPNNttkxowZ5bkFCxZk0aJFqampSZLU1NTk6aefbnKX8enTp6e6ujp9+/Yt17x5jfU169eorKxM//79m9Q0NjZmxowZ5RoAAABojmad6X7zz6rfzdVXX/22cxdeeGE+9alPZdddd81rr72W22+/PQ888ECmTZuWzp07Z/jw4Rk9enR22GGHVFdX5+yzz05NTU0GDhyYJDn66KPTt2/fnHzyyRk/fnzq6upy0UUXZcSIEeWz0GeccUZuuOGGnH/++fnSl76U++67L3feeWemTPnfuzuPHj06w4YNy8EHH5yPfOQjufbaa7Ny5cqcdtppzTk8AAAAkKSZofuJJ57IE088kbVr1+ZDH/pQkuTZZ59N27Zt069fv3JdRUXFO66zdOnSnHLKKXn55ZfTuXPnHHDAAZk2bVo+8YlPJEmuueaatGnTJkOGDMnq1atTW1ubm266qfz5tm3bZvLkyTnzzDNTU1OTjh07ZtiwYbnsssvKNX369MmUKVMyatSoXHfddenZs2d++MMfpra2tlxzwgknZNmyZRk7dmzq6upy0EEHZerUqRvcXA0AAAA2RbOe03311VfngQceyG233Zbtt98+SfLqq6/mtNNOy+GHH55vfOMbLd7o5s5zutmceE43AAAUq9DndF911VUZN25cOXAnyfbbb5/LL798k+9eDgAAAFurZoXuhoaGLFu2bIPxZcuW5bXXXnvfTQEAAMDWoFmh+3Of+1xOO+203HXXXXnppZfy0ksv5b/+678yfPjwHHfccS3dIwAAAGyRmnUjtQkTJuTcc8/NF77whaxdu/ZvC7Vrl+HDh+fKK69s0QYBAABgS9Ws0L3tttvmpptuypVXXpk//OEPSZLdd989HTt2bNHmAAAAYEvWrJ+Xr/fyyy/n5Zdfzp577pmOHTumGTdCBwAAgK1Ws0L3X/7ylxx11FHZa6+9cswxx+Tll19OkgwfPvzv8nFhAAAAsDHNCt2jRo3KNttsk0WLFmXbbbctj59wwgmZOnVqizUHAAAAW7JmXdP9y1/+MtOmTUvPnj2bjO+555754x//2CKNAQAAwJauWWe6V65c2eQM93qvvPJKqqqq3ndTAAAAsDVoVug+/PDD86Mf/aj8vqKiIo2NjRk/fnyOPPLIFmsOAAAAtmTN+nn5+PHjc9RRR+Xxxx/PmjVrcv755+eZZ57JK6+8kt/85jct3SMAAABskZp1pnu//fbLs88+m8MOOyyf/exns3Llyhx33HF54oknsvvuu7d0jwAAALBF2uQz3WvXrs0nP/nJTJgwId/85jeL6AkAAAC2Cpt8pnubbbbJU089VUQvAAAAsFVp1s/Lv/jFL+Zf/uVfWroXAAAA2Ko060Zqb7zxRv71X/81v/rVr9K/f/907NixyfzVV1/dIs0BAADAlmyTQvfzzz+f3r17Z968eenXr1+S5Nlnn21SU1FR0XLdAQAAwBZsk0L3nnvumZdffjn3339/kuSEE07I9ddfn27duhXSHAAAAGzJNuma7lKp1OT9vffem5UrV7ZoQwAAALC1aNaN1NZ7awgHAAAA/tcmhe6KiooNrtl2DTcAAABs3CZd010qlXLqqaemqqoqSbJq1aqcccYZG9y9/K677mq5DgEAAGALtUmhe9iwYU3ef/GLX2zRZgAAAGBrskmh+9Zbby2qDwAAANjqvK8bqQEAAABvT+gGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQkFYN3ePGjcshhxyS7bbbLl27ds2xxx6bBQsWNKlZtWpVRowYkR133DGdOnXKkCFDsmTJkiY1ixYtyuDBg7Ptttuma9euOe+88/LGG280qXnggQfSr1+/VFVVZY899sjEiRM36OfGG29M79690759+wwYMCCPPvpoi+8zAAAAfz9aNXTPnDkzI0aMyG9/+9tMnz49a9euzdFHH52VK1eWa0aNGpWf//znmTRpUmbOnJnFixfnuOOOK8+vW7cugwcPzpo1a/Lwww/ntttuy8SJEzN27NhyzcKFCzN48OAceeSRmTt3bkaOHJnTTz8906ZNK9fccccdGT16dC6++OLMmTMnBx54YGpra7N06dIP5mAAAACw1akolUql1m5ivWXLlqVr166ZOXNmjjjiiNTX12fnnXfO7bffnuOPPz5JMn/+/Oyzzz6ZNWtWBg4cmHvvvTef/vSns3jx4nTr1i1JMmHCqpF9pQABAABJREFUhIwZMybLli1LZWVlxowZkylTpmTevHnlbQ0dOjTLly/P1KlTkyQDBgzIIYcckhtuuCFJ0tjYmF69euXss8/OBRdcsEGvq1evzurVq8vvGxoa0qtXr9TX16e6urqwYwTvRe8LprR2C+/qhSsGt3YLAADQbA0NDencufO7ZsDN6pru+vr6JMkOO+yQJJk9e3bWrl2bQYMGlWv23nvv7Lrrrpk1a1aSZNasWdl///3LgTtJamtr09DQkGeeeaZc8+Y11tesX2PNmjWZPXt2k5o2bdpk0KBB5Zq3GjduXDp37lx+9erV6/3uPgAAAFuZzSZ0NzY2ZuTIkTn00EOz3377JUnq6upSWVmZLl26NKnt1q1b6urqyjVvDtzr59fPvVNNQ0NDXn/99fz5z3/OunXrNlqzfo23uvDCC1NfX19+vfjii83bcQAAALZa7Vq7gfVGjBiRefPm5aGHHmrtVt6TqqqqVFVVtXYbAAAAbMY2izPdZ511ViZPnpz7778/PXv2LI937949a9asyfLly5vUL1myJN27dy/XvPVu5uvfv1tNdXV1OnTokJ122ilt27bdaM36NQAAAGBTtWroLpVKOeuss3L33XfnvvvuS58+fZrM9+/fP9tss01mzJhRHluwYEEWLVqUmpqaJElNTU2efvrpJncZnz59eqqrq9O3b99yzZvXWF+zfo3Kysr079+/SU1jY2NmzJhRrgEAAIBN1ao/Lx8xYkRuv/32/PSnP812221Xvn66c+fO6dChQzp37pzhw4dn9OjR2WGHHVJdXZ2zzz47NTU1GThwYJLk6KOPTt++fXPyySdn/Pjxqaury0UXXZQRI0aUf/59xhln5IYbbsj555+fL33pS7nvvvty5513ZsqU/73D8+jRozNs2LAcfPDB+chHPpJrr702K1euzGmnnfbBHxgAAAC2Cq0aum+++eYkycc+9rEm47feemtOPfXUJMk111yTNm3aZMiQIVm9enVqa2tz0003lWvbtm2byZMn58wzz0xNTU06duyYYcOG5bLLLivX9OnTJ1OmTMmoUaNy3XXXpWfPnvnhD3+Y2tracs0JJ5yQZcuWZezYsamrq8tBBx2UqVOnbnBzNQAAAHivNqvndG/J3usz2uCD4DndAABQrC3yOd0AAACwNRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIK0auh+8MEH85nPfCY9evRIRUVF7rnnnibzpVIpY8eOzS677JIOHTpk0KBBee6555rUvPLKKznppJNSXV2dLl26ZPjw4VmxYkWTmqeeeiqHH3542rdvn169emX8+PEb9DJp0qTsvffead++ffbff//84he/aPH9BQAA4O9Lq4bulStX5sADD8yNN9640fnx48fn+uuvz4QJE/LII4+kY8eOqa2tzapVq8o1J510Up555plMnz49kydPzoMPPpivfOUr5fmGhoYcffTR2W233TJ79uxceeWVueSSS3LLLbeUax5++OGceOKJGT58eJ544okce+yxOfbYYzNv3rzidh4AAICtXkWpVCq1dhNJUlFRkbvvvjvHHntskr+d5e7Ro0e+8Y1v5Nxzz02S1NfXp1u3bpk4cWKGDh2a3/3ud+nbt28ee+yxHHzwwUmSqVOn5phjjslLL72UHj165Oabb843v/nN1NXVpbKyMklywQUX5J577sn8+fOTJCeccEJWrlyZyZMnl/sZOHBgDjrooEyYMGGj/a5evTqrV68uv29oaEivXr1SX1+f6urqFj8+sCl6XzCltVt4Vy9cMbi1WwAAgGZraGhI586d3zUDbrbXdC9cuDB1dXUZNGhQeaxz584ZMGBAZs2alSSZNWtWunTpUg7cSTJo0KC0adMmjzzySLnmiCOOKAfuJKmtrc2CBQvy6quvlmvevJ31Neu3szHjxo1L586dy69evXq9/50GAABgq7LZhu66urokSbdu3ZqMd+vWrTxXV1eXrl27Nplv165ddthhhyY1G1vjzdt4u5r18xtz4YUXpr6+vvx68cUXN3UXAQAA2Mq1a+0GtlRVVVWpqqpq7TYAAADYjG22Z7q7d++eJFmyZEmT8SVLlpTnunfvnqVLlzaZf+ONN/LKK680qdnYGm/extvVrJ8HAACA5thsQ3efPn3SvXv3zJgxozzW0NCQRx55JDU1NUmSmpqaLF++PLNnzy7X3HfffWlsbMyAAQPKNQ8++GDWrl1brpk+fXo+9KEPZfvtty/XvHk762vWbwcAAACao1VD94oVKzJ37tzMnTs3yd9unjZ37twsWrQoFRUVGTlyZC6//PL87Gc/y9NPP51TTjklPXr0KN/hfJ999sknP/nJfPnLX86jjz6a3/zmNznrrLMydOjQ9OjRI0nyhS98IZWVlRk+fHieeeaZ3HHHHbnuuusyevToch/nnHNOpk6dmquuuirz58/PJZdckscffzxnnXXWB31IAAAA2Iq06jXdjz/+eI488sjy+/VBeNiwYZk4cWLOP//8rFy5Ml/5yleyfPnyHHbYYZk6dWrat29f/syPf/zjnHXWWTnqqKPSpk2bDBkyJNdff315vnPnzvnlL3+ZESNGpH///tlpp50yduzYJs/y/uhHP5rbb789F110Uf6//+//y5577pl77rkn++233wdwFAAAANhabTbP6d7SvddntMEHwXO6AQCgWFv8c7oBAABgSyd0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAAChIu9ZuAGBz1fuCKa3dwrt64YrBrd0CAADvwJluAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACtKutRsAYOvV+4Iprd3Cu3rhisGt3QIAsBVzphsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAArSrrUb4IPV+4Iprd3Cu3rhisGt3QIAAECLcKYbAAAACiJ0AwAAQEH8vJzNzub+E3g/fwcAAN4rZ7oBAACgIEI3AAAAFEToBgAAgIII3W9x4403pnfv3mnfvn0GDBiQRx99tLVbAgAAYAsldL/JHXfckdGjR+fiiy/OnDlzcuCBB6a2tjZLly5t7dYAAADYArl7+ZtcffXV+fKXv5zTTjstSTJhwoRMmTIl//qv/5oLLrigSe3q1auzevXq8vv6+vokSUNDwwfXcDM0rv5ra7ewxdvc/8bJlvF3dhxbxuZ+HB1DAGBrtf6/IUql0jvWVZTereLvxJo1a7LtttvmP//zP3PssceWx4cNG5bly5fnpz/9aZP6Sy65JJdeeukH3CUAAACbkxdffDE9e/Z823lnuv/Hn//856xbty7dunVrMt6tW7fMnz9/g/oLL7wwo0ePLr9vbGzMK6+8kh133DEVFRWF90txGhoa0qtXr7z44ouprq5u7XbYwvk+0dJ8p2hJvk+0JN8nWtKW8H0qlUp57bXX0qNHj3esE7qbqaqqKlVVVU3GunTp0jrNUIjq6urN9n/gbHl8n2hpvlO0JN8nWpLvEy1pc/8+de7c+V1r3Ejtf+y0005p27ZtlixZ0mR8yZIl6d69eyt1BQAAwJZM6P4flZWV6d+/f2bMmFEea2xszIwZM1JTU9OKnQEAALCl8vPyNxk9enSGDRuWgw8+OB/5yEdy7bXXZuXKleW7mfP3oaqqKhdffPEGlw9Ac/g+0dJ8p2hJvk+0JN8nWtLW9H1y9/K3uOGGG3LllVemrq4uBx10UK6//voMGDCgtdsCAABgCyR0AwAAQEFc0w0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3fA/xo0bl0MOOSTbbbddunbtmmOPPTYLFixo7bbYSlxxxRWpqKjIyJEjW7sVtlB/+tOf8sUvfjE77rhjOnTokP333z+PP/54a7fFFmjdunX553/+5/Tp0ycdOnTI7rvvnm9961txb13eqwcffDCf+cxn0qNHj1RUVOSee+5pMl8qlTJ27Njssssu6dChQwYNGpTnnnuudZpls/dO36e1a9dmzJgx2X///dOxY8f06NEjp5xyShYvXtx6DTeD0A3/Y+bMmRkxYkR++9vfZvr06Vm7dm2OPvrorFy5srVbYwv32GOP5fvf/34OOOCA1m6FLdSrr76aQw89NNtss03uvffe/Pd//3euuuqqbL/99q3dGlug7373u7n55ptzww035He/+12++93vZvz48fne977X2q2xhVi5cmUOPPDA3HjjjRudHz9+fK6//vpMmDAhjzzySDp27Jja2tqsWrXqA+6ULcE7fZ/++te/Zs6cOfnnf/7nzJkzJ3fddVcWLFiQ//t//28rdNp8HhkGb2PZsmXp2rVrZs6cmSOOOKK122ELtWLFivTr1y833XRTLr/88hx00EG59tprW7sttjAXXHBBfvOb3+TXv/51a7fCVuDTn/50unXrln/5l38pjw0ZMiQdOnTIv//7v7diZ2yJKioqcvfdd+fYY49N8rez3D169Mg3vvGNnHvuuUmS+vr6dOvWLRMnTszQoUNbsVs2d2/9Pm3MY489lo985CP54x//mF133fWDa+59cKYb3kZ9fX2SZIcddmjlTtiSjRgxIoMHD86gQYNauxW2YD/72c9y8MEH55/+6Z/StWvXfPjDH84PfvCD1m6LLdRHP/rRzJgxI88++2yS5Mknn8xDDz2UT33qU63cGVuDhQsXpq6ursn/73Xu3DkDBgzIrFmzWrEzthb19fWpqKhIly5dWruV96xdazcAm6PGxsaMHDkyhx56aPbbb7/Wboct1E9+8pPMmTMnjz32WGu3whbu+eefz80335zRo0fn//v//r889thj+frXv57KysoMGzastdtjC3PBBRekoaEhe++9d9q2bZt169bl29/+dk466aTWbo2tQF1dXZKkW7duTca7detWnoPmWrVqVcaMGZMTTzwx1dXVrd3OeyZ0w0aMGDEi8+bNy0MPPdTarbCFevHFF3POOedk+vTpad++fWu3wxausbExBx98cL7zne8kST784Q9n3rx5mTBhgtDNJrvzzjvz4x//OLfffnv23XffzJ07NyNHjkyPHj18n4DN1tq1a/P5z38+pVIpN998c2u3s0n8vBze4qyzzsrkyZNz//33p2fPnq3dDluo2bNnZ+nSpenXr1/atWuXdu3aZebMmbn++uvTrl27rFu3rrVbZAuyyy67pG/fvk3G9tlnnyxatKiVOmJLdt555+WCCy7I0KFDs//+++fkk0/OqFGjMm7cuNZuja1A9+7dkyRLlixpMr5kyZLyHGyq9YH7j3/8Y6ZPn75FneVOhG4oK5VKOeuss3L33XfnvvvuS58+fVq7JbZgRx11VJ5++unMnTu3/Dr44INz0kknZe7cuWnbtm1rt8gW5NBDD93gEYbPPvtsdtttt1bqiC3ZX//617Rp0/Q/Adu2bZvGxsZW6oitSZ8+fdK9e/fMmDGjPNbQ0JBHHnkkNTU1rdgZW6r1gfu5557Lr371q+y4446t3dIm8/Ny+B8jRozI7bffnp/+9KfZbrvtytcdde7cOR06dGjl7tjSbLfddhvcD6Bjx47Zcccd3SeATTZq1Kh89KMfzXe+8518/vOfz6OPPppbbrklt9xyS2u3xhboM5/5TL797W9n1113zb777psnnngiV199db70pS+1dmtsIVasWJHf//735fcLFy7M3Llzs8MOO2TXXXfNyJEjc/nll2fPPfdMnz598s///M/p0aPHO96Rmr9f7/R92mWXXXL88cdnzpw5mTx5ctatW1f+b/QddtghlZWVrdX2JvHIMPgfFRUVGx2/9dZbc+qpp36wzbBV+tjHPuaRYTTb5MmTc+GFF+a5555Lnz59Mnr06Hz5y19u7bbYAr322mv553/+59x9991ZunRpevTokRNPPDFjx47dYv4Dltb1wAMP5Mgjj9xgfNiwYZk4cWJKpVIuvvji3HLLLVm+fHkOO+yw3HTTTdlrr71aoVs2d+/0fbrkkkve9ten999/fz72sY8V3F3LELoBAACgIK7pBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AbJYmTpyYioqKvPDCC5v0uY997GPZb7/9WrSX3r1759RTT23RNR944IFUVFTkP//zP1t0Xd7dqaeemk6dOrV2GwD8nRC6AWAr8Ytf/CKXXHJJa7fBZuThhx/OJZdckuXLl7d2KwB/t4RuANhK/OIXv8ill17a2m2wGXn44Ydz6aWXCt0ArUjoBgAAgIII3QBsEX76059m8ODB6dGjR6qqqrL77rvnW9/6VtatW7fR+tmzZ+ejH/1oOnTokD59+mTChAkb1KxevToXX3xx9thjj1RVVaVXr145//zzs3r16nfsZe3atbn00kuz5557pn379tlxxx1z2GGHZfr06Zu8X42Njfn2t7+dnj17pn379jnqqKPy+9//vknNr3/96/zTP/1Tdt1113Kfo0aNyuuvv16uOfXUU3PjjTcmSSoqKsqvN2/n2muvzb777pv27dunW7du+epXv5pXX311k/p97bXXMnLkyPTu3TtVVVXp2rVrPvGJT2TOnDnlmvXX1bf03+Df//3f079//3To0CE77LBDhg4dmhdffHGDukceeSTHHHNMtt9++3Ts2DEHHHBArrvuug3q/vSnP+XYY49Np06dsvPOO+fcc8992+/TO3kv27vvvvty+OGHp2PHjunSpUs++9nP5ne/+12TmlNPPTW9e/feYP1LLrmkyd8y+dvf+Kyzzso999yT/fbbL1VVVdl3330zderUJp8777zzkiR9+vQpfyc29T4JALw/7Vq7AQB4LyZOnJhOnTpl9OjR6dSpU+67776MHTs2DQ0NufLKK5vUvvrqqznmmGPy+c9/PieeeGLuvPPOnHnmmamsrMyXvvSlJH8Lof/3//7fPPTQQ/nKV76SffbZJ08//XSuueaaPPvss7nnnnvetpdLLrkk48aNy+mnn56PfOQjaWhoyOOPP545c+bkE5/4xCbt1xVXXJE2bdrk3HPPTX19fcaPH5+TTjopjzzySLlm0qRJ+etf/5ozzzwzO+64Yx599NF873vfy0svvZRJkyYlSb761a9m8eLFmT59ev7t3/5tg+189atfzcSJE3Paaafl61//ehYuXJgbbrghTzzxRH7zm99km222eU/9nnHGGfnP//zPnHXWWenbt2/+8pe/5KGHHsrvfve79OvXr1zX0n+Db3/72/nnf/7nfP7zn8/pp5+eZcuW5Xvf+16OOOKIPPHEE+nSpUuSZPr06fn0pz+dXXbZJeecc066d++e3/3ud5k8eXLOOeec8nrr1q1LbW1tBgwYkP/3//5ffvWrX+Wqq67K7rvvnjPPPPM9//3ey/Z+9atf5VOf+lT+4R/+IZdccklef/31fO9738uhhx6aOXPmbDRovxcPPfRQ7rrrrnzta1/Ldtttl+uvvz5DhgzJokWLsuOOO+a4447Ls88+m//4j//INddck5122ilJsvPOOzdrewA0UwkANkO33nprKUlp4cKFpVKpVPrrX/+6Qc1Xv/rV0rbbbltatWpVeewf//EfS0lKV111VXls9erVpYMOOqjUtWvX0po1a0qlUqn0b//2b6U2bdqUfv3rXzdZc8KECaUkpd/85jflsd122600bNiw8vsDDzywNHjw4Pe1f/fff38pSWmfffYprV69ujx+3XXXlZKUnn766fLYxvZ93LhxpYqKitIf//jH8tiIESNKG/u/9l//+telJKUf//jHTcanTp260fF30rlz59KIESPesaal/wYvvPBCqW3btqVvf/vbTeqefvrpUrt27crjb7zxRqlPnz6l3XbbrfTqq682qW1sbCz/e9iwYaUkpcsuu6xJzYc//OFS//7938NRKG3S9tbv91/+8pfy2JNPPllq06ZN6ZRTTmnS12677bbBdi6++OIN/q5JSpWVlaXf//73TdZMUvre975XHrvyyiub/O8IgA+en5cDsEXo0KFD+d+vvfZa/vznP+fwww/PX//618yfP79Jbbt27fLVr361/L6ysjJf/epXs3Tp0syePTvJ384e77PPPtl7773z5z//ufz6+Mc/niS5//7737aXLl265Jlnnslzzz33vvfrtNNOS2VlZfn94YcfniR5/vnny2Nv3veVK1fmz3/+cz760Y+mVCrliSeeeNdtTJo0KZ07d84nPvGJJvvav3//dOrU6R339a26dOmSRx55JIsXL37Hupb8G9x1111pbGzM5z//+SZ13bt3z5577lmue+KJJ7Jw4cKMHDmyfOZ7vbf+PDv521n7Nzv88MObHPd381629/LLL2fu3Lk59dRTs8MOO5TnDzjggHziE5/IL37xi/e8vbcaNGhQdt999yZrVldXb9I+AFA8Py8HYIvwzDPP5KKLLsp9992XhoaGJnP19fVN3vfo0SMdO3ZsMrbXXnslSV544YUMHDgwzz33XH73u9+97U9tly5d+ra9XHbZZfnsZz+bvfbaK/vtt18++clP5uSTT84BBxywyfu16667Nnm//fbbJ0mTa60XLVqUsWPH5mc/+9kG12C/dd835rnnnkt9fX26du260fl32te3Gj9+fIYNG5ZevXqlf//+OeaYY3LKKafkH/7hH5rUteTf4LnnnkupVMqee+650br1P43/wx/+kCTv6Tnt7du332C722+//SZd4/5etvfHP/4xSfKhD31og7l99tkn06ZNy8qVKzc4Vu/FW787yabvAwDFE7oB2OwtX748//iP/5jq6upcdtll2X333dO+ffvMmTMnY8aMSWNj4yav2djYmP333z9XX331Rud79er1tp894ogj8oc//CE//elP88tf/jI//OEPc80112TChAk5/fTTN6mPtm3bbnS8VCol+du1x5/4xCfyyiuvZMyYMdl7773TsWPH/OlPf8qpp576nva9sbExXbt2zY9//OONzm/KNb6f//znc/jhh+fuu+/OL3/5y1x55ZX57ne/m7vuuiuf+tSn3vM66/t6L3+DxsbGVFRU5N57793o8erUqdMmbTd5++PemjZ2Nj7J297c7d2+OwBsHoRuADZ7DzzwQP7yl7/krrvuyhFHHFEeX7hw4UbrFy9evMHZw2effTZJyjet2n333fPkk0/mqKOOetuw80522GGHnHbaaTnttNOyYsWKHHHEEbnkkks2OXS/m6effjrPPvtsbrvttpxyyinl8Y3dKf3t9mP33XfPr371qxx66KFNfqreXLvssku+9rWv5Wtf+1qWLl2afv365dvf/naT0N2Sf4Pdd989pVIpffr0KZ8tf7u6JJk3b14GDRr0fnbxPXkv29ttt92SJAsWLNhgbv78+dlpp53Kx2j77bff6PO0158tb47mfLcBaFmu6QZgs7f+jN6bz+CtWbMmN91000br33jjjXz/+99vUvv9738/O++8c/r375/kb2ds//SnP+UHP/jBBp9//fXXs3Llyrft5y9/+UuT9506dcoee+zxro8aa46N7XupVNroI7DWh7e3BrfPf/7zWbduXb71rW9t8Jk33nhjo0FvY9atW7fBz9m7du2aHj16bLDvLfk3OO6449K2bdtceumlG5zFLZVK5b9Hv3790qdPn1x77bUb7FMRZ3/fy/Z22WWXHHTQQbntttua1MybNy+//OUvc8wxx5THdt9999TX1+epp54qj7388su5++67m93j230nAPjgONMNwGbvox/9aLbffvsMGzYsX//611NRUZF/+7d/e9sg1aNHj3z3u9/NCy+8kL322it33HFH5s6dm1tuuaV8/e/JJ5+cO++8M2eccUbuv//+HHrooVm3bl3mz5+fO++8M9OmTcvBBx+80fX79u2bj33sY+nfv3922GGHPP744+XHaLW0vffeO7vvvnvOPffc/OlPf0p1dXX+67/+a6PX7a4Ps1//+tdTW1ubtm3bZujQofnHf/zHfPWrX824ceMyd+7cHH300dlmm23y3HPPZdKkSbnuuuty/PHHv2svr732Wnr27Jnjjz8+Bx54YDp16pRf/epXeeyxx3LVVVc1qW3Jv8Huu++eyy+/PBdeeGFeeOGFHHvssdluu+2ycOHC3H333fnKV76Sc889N23atMnNN9+cz3zmMznooINy2mmnZZdddsn8+fPzzDPPZNq0aS3wF/lf73V7V155ZT71qU+lpqYmw4cPLz8yrHPnzrnkkkvK6w0dOjRjxozJ5z73uXz961/PX//619x8883Za6+9mjwHfVOs/05885vfzNChQ7PNNtvkM5/5TLOuIQegmVrlnukA8C7e+siw3/zmN6WBAweWOnToUOrRo0fp/PPPL02bNq2UpHT//feXP/eP//iPpX333bf0+OOPl2pqakrt27cv7bbbbqUbbrhhg22sWbOm9N3vfre07777lqqqqkrbb799qX///qVLL720VF9fX6576yPDLr/88tJHPvKRUpcuXUodOnQo7b333qVvf/vb5UdhvRfrHxk2adKkJuMLFy4sJSndeuut5bH//u//Lg0aNKjUqVOn0k477VT68pe/XH481Jvr3njjjdLZZ59d2nnnnUsVFRUbPGbqlltuKfXv37/UoUOH0nbbbVfaf//9S+eff35p8eLF76nn1atXl84777zSgQceWNpuu+1KHTt2LB144IGlm266qUldEX+DUqlU+q//+q/SYYcdVurYsWOpY8eOpb333rs0YsSI0oIFC5rUPfTQQ6VPfOIT5R4POOCAJo/RGjZsWKljx44b9LKxR3O9F++2vVKpVPrVr35VOvTQQ0sdOnQoVVdXlz7zmc+U/vu//3uDtX75y1+W9ttvv1JlZWXpQx/6UOnf//3f3/aRYRt7dNtbv6ulUqn0rW99q/R//s//KbVp08bjwwBaQUWp5G4bAEDL+djHPpY///nPmTdvXmu3AgCtzjXdAAAAUBDXdANAC1qzZk1eeeWVd6zp3Llzi9xFvCWtWLEiK1aseMeanXfeebN81FYRXnnllaxZs+Zt59u2bbtJj1oD4O+X0A0ALejhhx/OkUce+Y41t956a0499dQPpqH36P/9v/+XSy+99B1rFi5cWH7c19buuOOOy8yZM992frfddssLL7zwwTUEwBbLNd0A0IJeffXVzJ49+x1r9t133+yyyy4fUEfvzfPPP5/nn3/+HWsOO+ywtG/f/gPqqHXNnj17o3eIX69Dhw459NBDP8COANhSCd0AAABQED8vbyGNjY1ZvHhxtttuu1RUVLR2OwAAABSoVCrltddeS48ePdKmzdvfo1zobiGLFy9Or169WrsNAAAAPkAvvvhievbs+bbzQncL2W677ZL87YBXV1e3cjcAAAAUqaGhIb169SpnwbcjdLeQ9T8pr66uFroBAAD+Trzb5cVv/8NzAAAA4H0RugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoSKuH7j/96U/54he/mB133DEdOnTI/vvvn8cff7w8XyqVMnbs2Oyyyy7p0KFDBg0alOeee67JGq+88kpOOumkVFdXp0uXLhk+fHhWrFjRpOapp57K4Ycfnvbt26dXr14ZP378Br1MmjQpe++9d9q3b5/9998/v/jFL4rZaQAAAP4utGrofvXVV3PooYdmm222yb333pv//u//zlVXXZXtt9++XDN+/Phcf/31mTBhQh555JF07NgxtbW1WbVqVbnmpJNOyjPPPJPp06dn8uTJefDBB/OVr3ylPN/Q0JCjjz46u+22W2bPnp0rr7wyl1xySW655ZZyzcMPP5wTTzwxw4cPzxNPPJFjjz02xx57bObNm/fBHAwAAAC2OhWlUqnUWhu/4IIL8pvf/Ca//vWvNzpfKpXSo0ePfOMb38i5556bJKmvr0+3bt0yceLEDB06NL/73e/St2/fPPbYYzn44IOTJFOnTs0xxxyTl156KT169MjNN9+cb37zm6mrq0tlZWV52/fcc0/mz5+fJDnhhBOycuXKTJ48ubz9gQMH5qCDDsqECRM26G316tVZvXp1+X1DQ0N69eqV+vr6VFdXt8wBAgAAYLPU0NCQzp07v2sGbNUz3T/72c9y8MEH55/+6Z/StWvXfPjDH84PfvCD8vzChQtTV1eXQYMGlcc6d+6cAQMGZNasWUmSWbNmpUuXLuXAnSSDBg1KmzZt8sgjj5RrjjjiiHLgTpLa2tosWLAgr776arnmzdtZX7N+O281bty4dO7cufzq1avX+zwaAAAAbG1aNXQ///zzufnmm7Pnnntm2rRpOfPMM/P1r389t912W5Kkrq4uSdKtW7cmn+vWrVt5rq6uLl27dm0y365du+ywww5Naja2xpu38XY16+ff6sILL0x9fX359eKLL27y/gMAALB1a9eaG29sbMzBBx+c73znO0mSD3/4w5k3b14mTJiQYcOGtWZr76qqqipVVVWt3QYAAACbsVY9073LLrukb9++Tcb22WefLFq0KEnSvXv3JMmSJUua1CxZsqQ817179yxdurTJ/BtvvJFXXnmlSc3G1njzNt6uZv08AAAAbKpWDd2HHnpoFixY0GTs2WefzW677ZYk6dOnT7p3754ZM2aU5xsaGvLII4+kpqYmSVJTU5Ply5dn9uzZ5Zr77rsvjY2NGTBgQLnmwQcfzNq1a8s106dPz4c+9KHyndJramqabGd9zfrtAAAAwKZq1dA9atSo/Pa3v813vvOd/P73v8/tt9+eW265JSNGjEiSVFRUZOTIkbn88svzs5/9LE8//XROOeWU9OjRI8cee2ySv50Z/+QnP5kvf/nLefTRR/Ob3/wmZ511VoYOHZoePXokSb7whS+ksrIyw4cPzzPPPJM77rgj1113XUaPHl3u5ZxzzsnUqVNz1VVXZf78+bnkkkvy+OOP56yzzvrAjwsAAABbh1Z9ZFiSTJ48ORdeeGGee+659OnTJ6NHj86Xv/zl8nypVMrFF1+cW265JcuXL89hhx2Wm266KXvttVe55pVXXslZZ52Vn//852nTpk2GDBmS66+/Pp06dSrXPPXUUxkxYkQee+yx7LTTTjn77LMzZsyYJr1MmjQpF110UV544YXsueeeGT9+fI455pj3tB/v9XbxAAAAbPneawZs9dC9tRC62Zz0vmBKa7fwrl64YnBrtwAAAM22RTynGwAAALZmQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQkFYN3ZdcckkqKiqavPbee+/y/KpVqzJixIjsuOOO6dSpU4YMGZIlS5Y0WWPRokUZPHhwtt1223Tt2jXnnXde3njjjSY1DzzwQPr165eqqqrssccemThx4ga93Hjjjendu3fat2+fAQMG5NFHHy1knwEAAPj70epnuvfdd9+8/PLL5ddDDz1Unhs1alR+/vOfZ9KkSZk5c2YWL16c4447rjy/bt26DB48OGvWrMnDDz+c2267LRMnTszYsWPLNQsXLszgwYNz5JFHZu7cuRk5cmROP/30TJs2rVxzxx13ZPTo0bn44oszZ86cHHjggamtrc3SpUs/mIMAAADAVqmiVCqVWmvjl1xySe65557MnTt3g7n6+vrsvPPOuf3223P88ccnSebPn5999tkns2bNysCBA3Pvvffm05/+dBYvXpxu3bolSSZMmJAxY8Zk2bJlqayszJgxYzJlypTMmzevvPbQoUOzfPnyTJ06NUkyYMCAHHLIIbnhhhuSJI2NjenVq1fOPvvsXHDBBRvtffXq1Vm9enX5fUNDQ3r16pX6+vpUV1e3yPGB5up9wZTWbuFdvXDF4NZuAQAAmq2hoSGdO3d+1wzY6me6n3vuufTo0SP/8A//kJNOOimLFi1KksyePTtr167NoEGDyrV77713dt1118yaNStJMmvWrOy///7lwJ0ktbW1aWhoyDPPPFOuefMa62vWr7FmzZrMnj27SU2bNm0yaNCgcs3GjBs3Lp07dy6/evXq9T6PBAAAAFubVg3dAwYMyMSJEzN16tTcfPPNWbhwYQ4//PC89tprqaurS2VlZbp06dLkM926dUtdXV2SpK6urkngXj+/fu6dahoaGvL666/nz3/+c9atW7fRmvVrbMyFF16Y+vr68uvFF19s1jEAAABg69WuNTf+qU99qvzvAw44IAMGDMhuu+2WO++8Mx06dGjFzt5dVVVVqqqqWrsNAAAANmOt/vPyN+vSpUv22muv/P73v0/37t2zZs2aLF++vEnNkiVL0r179yRJ9+7dN7ib+fr371ZTXV2dDh06ZKeddkrbtm03WrN+DQAAAGiOzSp0r1ixIn/4wx+yyy67pH///tlmm20yY8aM8vyCBQuyaNGi1NTUJElqamry9NNPN7nL+PTp01NdXZ2+ffuWa968xvqa9WtUVlamf//+TWoaGxszY8aMcg0AAAA0R6uG7nPPPTczZ87MCy+8kIcffjif+9zn0rZt25x44onp3Llzhg8fntGjR+f+++/P7Nmzc9ppp6WmpiYDBw5Mkhx99NHp27dvTj755Dz55JOZNm1aLrrooowYMaL80+8zzjgjzz//fM4///zMnz8/N910U+68886MGjWq3Mfo0aPzgx/8ILfddlt+97vf5cwzz8zKlStz2mmntcpxAQAAYOvQqtd0v/TSSznxxBPzl7/8JTvvvHMOO+yw/Pa3v83OO++cJLnmmmvSpk2bDBkyJKtXr05tbW1uuumm8ufbtm2byZMn58wzz0xNTU06duyYYcOG5bLLLivX9OnTJ1OmTMmoUaNy3XXXpWfPnvnhD3+Y2tracs0JJ5yQZcuWZezYsamrq8tBBx2UqVOnbnBzNQAAANgUrfqc7q3Je31GG3wQPKcbAACKtcU8pxsAAAC2VkI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAgmw2ofuKK65IRUVFRo4cWR5btWpVRowYkR133DGdOnXKkCFDsmTJkiafW7RoUQYPHpxtt902Xbt2zXnnnZc33nijSc0DDzyQfv36paqqKnvssUcmTpy4wfZvvPHG9O7dO+3bt8+AAQPy6KOPFrGbAAAA/B3ZLEL3Y489lu9///s54IADmoyPGjUqP//5zzNp0qTMnDkzixcvznHHHVeeX7duXQYPHpw1a9bk4Ycfzm233ZaJEydm7Nix5ZqFCxdm8ODBOfLIIzN37tyMHDkyp59+eqZNm1auueOOOzJ69OhcfPHFmTNnTg488MDU1tZm6dKlxe88AAAAW62KUqlUas0GVqxYkX79+uWmm27K5ZdfnoMOOijXXntt6uvrs/POO+f222/P8ccfnySZP39+9tlnn8yaNSsDBw7Mvffem09/+tNZvHhxunXrliSZMGFCxowZk2XLlqWysjJjxozJlClTMm/evPI2hw4dmuXLl2fq1KlJkgEDBuSQQw7JDTfckCRpbGxMr169cvbZZ+eCCy54T/vR0NCQzp07p76+PtXV1S15iGCT9b5gSmu38K5euGJwa7cAAADN9l4zYKuf6R4xYkQGDx6cQYMGNRmfPXt21q5d22R87733zq677ppZs2YlSWbNmpX999+/HLiTpLa2Ng0NDXnmmWfKNW9du7a2trzGmjVrMnv27CY1bdq0yaBBg8o1G7N69eo0NDQ0eQEAAMCbtWvNjf/kJz/JnDlz8thjj20wV1dXl8rKynTp0qXJeLdu3VJXV1eueXPgXj+/fu6dahoaGvL666/n1Vdfzbp16zZaM3/+/Lftfdy4cbn00kvf244CAADwd6nVznS/+OKLOeecc/LjH/847du3b602mu3CCy9MfX19+fXiiy+2dksAAABsZlotdM+ePTtLly5Nv3790q5du7Rr1y4zZ87M9ddfn3bt2qVbt25Zs2ZNli9f3uRzS5YsSffu3ZMk3bt33+Bu5uvfv1tNdXV1OnTokJ122ilt27bdaM36NTamqqoq1dXVTV4AAADwZq0Wuo866qg8/fTTmTt3bvl18MEH56STTir/e5tttsmMGTPKn1mwYEEWLVqUmpqaJElNTU2efvrpJncZnz59eqqrq9O3b99yzZvXWF+zfo3Kysr079+/SU1jY2NmzJhRrgEAAIDmaLVrurfbbrvst99+TcY6duyYHXfcsTw+fPjwjB49OjvssEOqq6tz9tlnp6amJgMHDkySHH300enbt29OPvnkjB8/PnV1dbnooosyYsSIVFVVJUnOOOOM3HDDDTn//PPzpS99Kffdd1/uvPPOTJnyv3d3Hj16dIYNG5aDDz44H/nIR3Lttddm5cqVOe200z6gowEAAMDWqFVvpPZurrnmmrRp0yZDhgzJ6tWrU1tbm5tuuqk837Zt20yePDlnnnlmampq0rFjxwwbNiyXXXZZuaZPnz6ZMmVKRo0aleuuuy49e/bMD3/4w9TW1pZrTjjhhCxbtixjx45NXV1dDjrooEydOnWDm6sBAADApmj153RvLTynm82J53QDAECxtpjndAMAAMDWSugGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgzQrdzz//fEv3AQAAAFudZoXuPfbYI0ceeWT+/d//PatWrWrpngAAAGCr0KzQPWfOnBxwwAEZPXp0unfvnq9+9at59NFHW7o3AAAA2KI1K3QfdNBBue6667J48eL867/+a15++eUcdthh2W+//XL11Vdn2bJlLd0nAAAAbHHe143U2rVrl+OOOy6TJk3Kd7/73fz+97/Pueeem169euWUU07Jyy+/3FJ9AgAAwBbnfYXuxx9/PF/72teyyy675Oqrr865556bP/zhD5k+fXoWL16cz372sy3VJwAAAGxx2jXnQ1dffXVuvfXWLFiwIMccc0x+9KMf5ZhjjkmbNn/L8H369MnEiRPTu3fvluwVAAAAtijNCt0333xzvvSlL+XUU0/NLrvsstGarl275l/+5V/eV3MAAACwJWtW6H7uuefetaaysjLDhg1rzvIAAACwVWjWNd233nprJk2atMH4pEmTctttt73vpgAAAGBr0KzQPW7cuOy0004bjHft2jXf+c533ndTAAAAsDVoVuhetGhR+vTps8H4brvtlkWLFr3vpgAAAGBr0KzQ3bVr1zz11FMbjD/55JPZcccd33dTAAAAsDVoVug+8cQT8/Wvfz33339/1q1bl3Xr1uW+++7LOeeck6FDh7Z0jwAAALBFatbdy7/1rW/lhRdeyFFHHZV27f62RGNjY0455RTXdAMAAMD/aFborqyszB133JFvfetbefLJJ9OhQ4fsv//+2W233Vq6PwAAANhiNSt0r7fXXntlr732aqleAAAAYKvSrNC9bt26TJw4MTNmzMjSpUvT2NjYZP6+++5rkeYAAABgS9as0H3OOedk4sSJGTx4cPbbb79UVFS0dF8AAACwxWtW6P7JT36SO++8M8ccc0xL9wMAAABbjWY9MqyysjJ77LFHS/cCAAAAW5Vmhe5vfOMbue6661IqlVq6HwAAANhqNOvn5Q899FDuv//+3Hvvvdl3332zzTbbNJm/6667WqQ5AAAA2JI1K3R36dIln/vc51q6FwAAANiqNCt033rrrS3dBwAAAGx1mnVNd5K88cYb+dWvfpXvf//7ee2115IkixcvzooVK1qsOQAAANiSNetM9x//+Md88pOfzKJFi7J69ep84hOfyHbbbZfvfve7Wb16dSZMmNDSfQIAAMAWp1lnus8555wcfPDBefXVV9OhQ4fy+Oc+97nMmDGjxZoDAACALVmzznT/+te/zsMPP5zKysom4717986f/vSnFmkMAAAAtnTNOtPd2NiYdevWbTD+0ksvZbvttnvfTQEAAMDWoFmh++ijj861115bfl9RUZEVK1bk4osvzjHHHNNSvQEAAMAWrVk/L7/qqqtSW1ubvn37ZtWqVfnCF76Q5557LjvttFP+4z/+o6V7BAAAgC1Ss0J3z5498+STT+YnP/lJnnrqqaxYsSLDhw/PSSed1OTGagAAAPD3rFmhO0natWuXL37xiy3ZCwAAAGxVmhW6f/SjH73j/CmnnNKsZgAAAGBr0qzQfc455zR5v3bt2vz1r39NZWVltt12W6EbAAAA0sy7l7/66qtNXitWrMiCBQty2GGHbdKN1G6++eYccMABqa6uTnV1dWpqanLvvfeW51etWpURI0Zkxx13TKdOnTJkyJAsWbKkyRqLFi3K4MGDs+2226Zr164577zz8sYbbzSpeeCBB9KvX79UVVVljz32yMSJEzfo5cYbb0zv3r3Tvn37DBgwII8++uimHRQAAAB4i2aF7o3Zc889c8UVV2xwFvyd9OzZM1dccUVmz56dxx9/PB//+Mfz2c9+Ns8880ySZNSoUfn5z3+eSZMmZebMmVm8eHGOO+648ufXrVuXwYMHZ82aNXn44Ydz2223ZeLEiRk7dmy5ZuHChRk8eHCOPPLIzJ07NyNHjszpp5+eadOmlWvuuOOOjB49OhdffHHmzJmTAw88MLW1tVm6dGkLHBkAAAD+XlWUSqVSSy02d+7cHHHEEWloaGj2GjvssEOuvPLKHH/88dl5551z++235/jjj0+SzJ8/P/vss09mzZqVgQMH5t57782nP/3pLF68ON26dUuSTJgwIWPGjMmyZctSWVmZMWPGZMqUKZk3b155G0OHDs3y5cszderUJMmAAQNyyCGH5IYbbkiSNDY2plevXjn77LNzwQUXbLTP1atXZ/Xq1eX3DQ0N6dWrV+rr61NdXd3s/YeW0PuCKa3dwrt64YrBrd0CAAA0W0NDQzp37vyuGbBZ13T/7Gc/a/K+VCrl5Zdfzg033JBDDz20OUtm3bp1mTRpUlauXJmamprMnj07a9euzaBBg8o1e++9d3bddddy6J41a1b233//cuBOktra2px55pl55pln8uEPfzizZs1qssb6mpEjRyZJ1qxZk9mzZ+fCCy8sz7dp0yaDBg3KrFmz3rbfcePG5dJLL23WvgIAAPD3oVmh+9hjj23yvqKiIjvvvHM+/vGP56qrrtqktZ5++unU1NRk1apV6dSpU+6+++707ds3c+fOTWVlZbp06dKkvlu3bqmrq0uS1NXVNQnc6+fXz71TTUNDQ15//fW8+uqrWbdu3UZr5s+f/7Z9X3jhhRk9enT5/foz3QAAALBes0J3Y2NjizXwoQ99KHPnzk19fX3+8z//M8OGDcvMmTNbbP2iVFVVpaqqqrXbAAAAYDPWrNDdkiorK7PHHnskSfr375/HHnss1113XU444YSsWbMmy5cvb3K2e8mSJenevXuSpHv37hvcZXz93c3fXPPWO54vWbIk1dXV6dChQ9q2bZu2bdtutGb9GgAAANAczQrdb/5Z9bu5+uqrN2ntxsbGrF69Ov37988222yTGTNmZMiQIUmSBQsWZNGiRampqUmS1NTU5Nvf/naWLl2arl27JkmmT5+e6urq9O3bt1zzi1/8osk2pk+fXl6jsrIy/fv3z4wZM8o/m29sbMyMGTNy1llnbVLvAAAA8GbNCt1PPPFEnnjiiaxduzYf+tCHkiTPPvts2rZtm379+pXrKioq3nGdCy+8MJ/61Key66675rXXXsvtt9+eBx54INOmTUvnzp0zfPjwjB49OjvssEOqq6tz9tlnp6amJgMHDkySHH300enbt29OPvnkjB8/PnV1dbnooosyYsSI8k+/zzjjjNxwww05//zz86UvfSn33Xdf7rzzzkyZ8r93dx49enSGDRuWgw8+OB/5yEdy7bXXZuXKlTnttNOac3gAAAAgSTND92c+85lst912ue2227L99tsnSV599dWcdtppOfzww/ONb3zjPa2zdOnSnHLKKXn55ZfTuXPnHHDAAZk2bVo+8YlPJEmuueaatGnTJkOGDMnq1atTW1ubm266qfz5tm3bZvLkyTnzzDNTU1OTjh07ZtiwYbnsssvKNX369MmUKVMyatSoXHfddenZs2d++MMfpra2tlxzwgknZNmyZRk7dmzq6upy0EEHZerUqRvcXA0AAAA2RbOe0/1//s//yS9/+cvsu+++TcbnzZuXo48+OosXL26xBrcU7/UZbfBB8JxuAAAo1nvNgG2au/iyZcs2GF+2bFlee+215iwJAAAAW51mhe7Pfe5zOe2003LXXXflpZdeyksvvZT/+q//yvDhw3Pccce1dI8AAACwRWrWNd0TJkzIueeemy984QtZu3bt3xZq1y7Dhw/PlVde2aINAgAAwJaqWaF72223zU033ZQrr7wyf/jDH5Iku+++ezp27NiizQEAAMCWrFk/L1/v5Zdfzssvv5w999wzHTt2TDPuyQYAAABbrWaF7r/85S856qijstdee+WYY47Jyy+/nCQZPnz4e35cGAAAAGztmhW6R40alW222SaLFi3KtttuWx4/4YQTMnXq1BZrDgAAALZkzbqm+5e//GWmTZuWnj17Nhnfc88988c//rFFGgMAAIAtXbPOdK9cubLJGe71XnnllVRVVb3vpgAAAGBr0KzQffjhh+dHP/pR+X1FRUUaGxszfvz4HHnkkS3WHAAAAGzJmvXz8vHjx+eoo47K448/njVr1uT888/PM888k1deeSW/+c1vWrpHAAAA2CI160z3fvvtl2effTaHHXZYPvvZz2blypU57rjj8sQTT2T33Xdv6R4BAABgi7TJZ7rXrl2bT37yk5kwYUK++c1vFtETAAAAbBU2+Uz3Nttsk6eeeqqIXgAAAGCr0qyfl3/xi1/Mv/zLv7R0LwAAALBVadaN1N54443867/+a371q1+lf//+6dixY5P5q6++ukWaAwAAgC3ZJoXu559/Pr179868efPSr1+/JMmzzz7bpKaioqLlugMAAIAt2CaF7j333DMvv/xy7r///iTJCSeckOuvvz7dunUrpDkAAADYkm3SNd2lUqnJ+3vvvTcrV65s0YYAAABga9GsG6mt99YQDgAAAPyvTQrdFRUVG1yz7RpuAAAA2LhNuqa7VCrl1FNPTVVVVZJk1apVOeOMMza4e/ldd93Vch0CAADAFmqTQvewYcOavP/iF7/Yos0AAADA1mSTQvett95aVB8AAACw1XlfN1IDAAAA3p7QDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCCtGrrHjRuXQw45JNttt126du2aY489NgsWLGhSs2rVqowYMSI77rhjOnXqlCFDhmTJkiVNahYtWpTBgwdn2223TdeuXXPeeefljTfeaFLzwAMPpF+/fqmqqsoee+yRiRMnbtDPjTfemN69e6d9+/YZMGBAHn300RbfZwAAAP5+tGronjlzZkaMGJHf/va3mT59etauXZujjz46K1euLNeMGjUqP//5zzNp0qTMnDkzixcvznHHHVeeX7duXQYPHpw1a9bk4Ycfzm233ZaJEydm7Nix5ZqFCxdm8ODBOfLIIzN37tyMHDkyp59+eqZNm1auueOOOzJ69OhcfPHFmTNnTg488MDU1tZm6dKlH8zBAAAAYKtTUSqVSq3dxHrLli1L165dM3PmzBxxxBGpr6/PzjvvnNtvvz3HH398kmT+/PnZZ599MmvWrAwcODD33ntvPv3pT2fx4sXp1q1bkmTChAkZM2ZMli1blsrKyowZMyZTpkzJvHnzytsaOnRoli9fnqlTpyZJBgwYkEMOOSQ33HBDkqSxsTG9evXK2WefnQsuuOBde29oaEjnzp1TX1+f6urqlj40sEl6XzCltVt4Vy9cMbi1WwAAgGZ7rxlws7qmu76+Pkmyww47JElmz56dtWvXZtCgQeWavffeO7vuumtmzZqVJJk1a1b233//cuBOktra2jQ0NOSZZ54p17x5jfU169dYs2ZNZs+e3aSmTZs2GTRoULnmrVavXp2GhoYmLwAAAHizzSZ0NzY2ZuTIkTn00EOz3377JUnq6upSWVmZLl26NKnt1q1b6urqyjVvDtzr59fPvVNNQ0NDXn/99fz5z3/OunXrNlqzfo23GjduXDp37lx+9erVq3k7DgAAwFZrswndI0aMyLx58/KTn/yktVt5Ty688MLU19eXXy+++GJrtwQAAMBmpl1rN5AkZ511ViZPnpwHH3wwPXv2LI937949a9asyfLly5uc7V6yZEm6d+9ernnrXcbX3938zTVvveP5kiVLUl1dnQ4dOqRt27Zp27btRmvWr/FWVVVVqaqqat4OAwAA8HehVc90l0qlnHXWWbn77rtz3333pU+fPk3m+/fvn2222SYzZswojy1YsCCLFi1KTU1NkqSmpiZPP/10k7uMT58+PdXV1enbt2+55s1rrK9Zv0ZlZWX69+/fpKaxsTEzZswo1wAAAMCmatUz3SNGjMjtt9+en/70p9luu+3K10937tw5HTp0SOfOnTN8+PCMHj06O+ywQ6qrq3P22WenpqYmAwcOTJIcffTR6du3b04++eSMHz8+dXV1ueiiizJixIjymegzzjgjN9xwQ84///x86Utfyn333Zc777wzU6b87x2eR48enWHDhuXggw/ORz7ykVx77bVZuXJlTjvttA/+wAAAALBVaNXQffPNNydJPvaxjzUZv/XWW3PqqacmSa655pq0adMmQ4YMyerVq1NbW5ubbrqpXNu2bdtMnjw5Z555ZmpqatKxY8cMGzYsl112WbmmT58+mTJlSkaNGpXrrrsuPXv2zA9/+MPU1taWa0444YQsW7YsY8eOTV1dXQ466KBMnTp1g5urAQAAwHu1WT2ne0vmOd1sTjynGwAAirVFPqcbAAAAtiZCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFCQVg3dDz74YD7zmc+kR48eqaioyD333NNkvlQqZezYsdlll13SoUOHDBo0KM8991yTmldeeSUnnXRSqqur06VLlwwfPjwrVqxoUvPUU0/l8MMPT/v27dOrV6+MHz9+g14mTZqUvffeO+3bt8/++++fX/ziFy2+vwAAAPx9adXQvXLlyhx44IG58cYbNzo/fvz4XH/99ZkwYUIeeeSRdOzYMbW1tVm1alW55qSTTsozzzyT6dOnZ/LkyXnwwQfzla98pTzf0NCQo48+Orvttltmz56dK6+8MpdcckluueWWcs3DDz+cE088McOHD88TTzyRY489Nscee2zmzZtX3M4DAACw1asolUql1m4iSSoqKnL33Xfn2GOPTfK3s9w9evTIN77xjZx77rlJkvr6+nTr1i0TJ07M0KFD87vf/S59+/bNY489loMPPjhJMnXq1BxzzDF56aWX0qNHj9x888355je/mbq6ulRWViZJLrjggtxzzz2ZP39+kuSEE07IypUrM3ny5HI/AwcOzEEHHZQJEya8p/4bGhrSuXPn1NfXp7q6uqUOCzRL7wumtHYL7+qFKwa3dgsAANBs7zUDbrbXdC9cuDB1dXUZNGhQeaxz584ZMGBAZs2alSSZNWtWunTpUg7cSTJo0KC0adMmjzzySLnmiCOOKAfuJKmtrc2CBQvy6quvlmvevJ31Neu3szGrV69OQ0NDkxcAAAC82WYbuuvq6pIk3bp1azLerVu38lxdXV26du3aZL5du3bZYYcdmtRsbI03b+PtatbPb8y4cePSuXPn8qtXr16buosAAABs5Tbb0L25u/DCC1NfX19+vfjii63dEgAAAJuZzTZ0d+/ePUmyZMmSJuNLliwpz3Xv3j1Lly5tMv/GG2/klVdeaVKzsTXevI23q1k/vzFVVVWprq5u8gIAAIA322xDd58+fdK9e/fMmDGjPNbQ0JBHHnkkNTU1SZKamposX748s2fPLtfcd999aWxszIABA8o1Dz74YNauXVuumT59ej70oQ9l++23L9e8eTvra9ZvBwAAAJqjVUP3ihUrMnfu3Myd+/+zd+dxVdX5H8ffF5BFFHBhkRGVXEZxTVQkcxsZManGoknNlExb/KGlVC5TgZpl2WjqmJIt4lT+UlusdJQMl0rJBcPUSbNyKwIsBRQTkHt+fxTn5xVX4niFXs/H4z4e3e/3c8/5nOPpke/Olinp14enZWZm6vDhw7LZbBo7dqymTZumDz74QLt27dKwYcMUHBxsPuG8VatW6tevn+677z5t3bpVmzZt0ujRozVo0CAFBwdLku666y65u7trxIgR2rNnj5YuXao5c+YoISHB7OPhhx/WmjVrNHPmTO3du1eTJ0/W9u3bNXr06Ku9SwAAAAAA1YibM1e+fft29e7d2/xeFoTj4uKUkpKi8ePHq7CwUPfff7/y8vJ04403as2aNfL09DR/8+abb2r06NHq06ePXFxcFBsbq7lz55rzvr6++uijjxQfH6/w8HDVr19fiYmJDu/yvuGGG7RkyRI98cQT+sc//qHmzZtrxYoVatOmzVXYCwAAAACA6uqaeU93Vcd7unEt4T3dAAAAgLWq/Hu6AQAAAACo6gjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFjEzdkNAMC1qsnEVc5u4ZIOPhvj7BYAAABwEZzpBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAibs5uAABQfTWZuMrZLVzSwWdjnN0CAACoxjjTDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYxM3ZDeDqajJxlbNbuKSDz8Y4uwUAAAAAqBSc6QYAAAAAwCKEbgAAAAAALMLl5bjmXOuXwHP5OwAAAIDLxZluAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6D7Hiy++qCZNmsjT01MRERHaunWrs1sCAAAAAFRRhO6zLF26VAkJCUpKStKOHTvUvn17RUdHKzc319mtAQAAAACqIJ5efpZZs2bpvvvu0/DhwyVJycnJWrVqlV577TVNnDjRobaoqEhFRUXm9/z8fElSQUHB1Wu4AuxFp5zdQpV3rf8ZS1Xjz5n9WDmu9f3IPgQAANVV2d8hDMO4aJ3NuFTFH0RxcbFq1qypt99+WwMGDDDH4+LilJeXp/fff9+hfvLkyZoyZcpV7hIAAAAAcC05cuSIGjZseMF5znT/5qefflJpaakCAwMdxgMDA7V3795y9ZMmTVJCQoL53W6369ixY6pXr55sNpvl/cI6BQUFCgkJ0ZEjR+Tj4+PsdlDFcTyhsnFMoTJxPKEycTyhMlWF48kwDJ04cULBwcEXrSN0V5CHh4c8PDwcxvz8/JzTDCzh4+Nzzf4LjqqH4wmVjWMKlYnjCZWJ4wmV6Vo/nnx9fS9Zw4PUflO/fn25uroqJyfHYTwnJ0dBQUFO6goAAAAAUJURun/j7u6u8PBwpaWlmWN2u11paWmKjIx0YmcAAAAAgKqKy8vPkpCQoLi4OHXq1EldunTR7NmzVVhYaD7NHH8MHh4eSkpKKnf7AFARHE+obBxTqEwcT6hMHE+oTNXpeOLp5eeYN2+enn/+eWVnZ6tDhw6aO3euIiIinN0WAAAAAKAKInQDAAAAAGAR7ukGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBn4zffp0de7cWbVr11ZAQIAGDBigffv2ObstVBPPPvusbDabxo4d6+xWUEX98MMPuvvuu1WvXj15eXmpbdu22r59u7PbQhVUWlqqJ598UqGhofLy8lLTpk311FNPiWfr4nJ98sknuuWWWxQcHCybzaYVK1Y4zBuGocTERDVo0EBeXl6KiorS/v37ndMsrnkXO55KSko0YcIEtW3bVt7e3goODtawYcOUlZXlvIYrgNAN/Gbjxo2Kj4/X559/rrVr16qkpER9+/ZVYWGhs1tDFbdt2za99NJLateunbNbQRV1/PhxdevWTTVq1NDq1av13//+VzNnzlSdOnWc3RqqoOeee04LFizQvHnz9NVXX+m5557TjBkz9K9//cvZraGKKCwsVPv27fXiiy+ed37GjBmaO3eukpOTtWXLFnl7eys6OlqnT5++yp2iKrjY8XTq1Cnt2LFDTz75pHbs2KF3331X+/bt06233uqETiuOV4YBF3D06FEFBARo48aN6tGjh7PbQRV18uRJdezYUfPnz9e0adPUoUMHzZ4929ltoYqZOHGiNm3apE8//dTZraAauPnmmxUYGKhXX33VHIuNjZWXl5feeOMNJ3aGqshms+m9997TgAEDJP16ljs4OFiPPPKIHn30UUlSfn6+AgMDlZKSokGDBjmxW1zrzj2ezmfbtm3q0qWLDh06pEaNGl295n4HznQDF5Cfny9Jqlu3rpM7QVUWHx+vmJgYRUVFObsVVGEffPCBOnXqpL///e8KCAjQ9ddfr5dfftnZbaGKuuGGG5SWlqavv/5akrRz50599tlnuummm5zcGaqDAwcOKDs72+G/e76+voqIiFB6eroTO0N1kZ+fL5vNJj8/P2e3ctncnN0AcC2y2+0aO3asunXrpjZt2ji7HVRRb731lnbs2KFt27Y5uxVUcd99950WLFighIQE/eMf/9C2bdv00EMPyd3dXXFxcc5uD1XMxIkTVVBQoJYtW8rV1VWlpaV6+umnNWTIEGe3hmogOztbkhQYGOgwHhgYaM4BFXX69GlNmDBBgwcPlo+Pj7PbuWyEbuA84uPjtXv3bn322WfObgVV1JEjR/Twww9r7dq18vT0dHY7qOLsdrs6deqkZ555RpJ0/fXXa/fu3UpOTiZ044otW7ZMb775ppYsWaLWrVsrMzNTY8eOVXBwMMcTgGtWSUmJ7rzzThmGoQULFji7nSvC5eXAOUaPHq2VK1dq/fr1atiwobPbQRWVkZGh3NxcdezYUW5ubnJzc9PGjRs1d+5cubm5qbS01Nktogpp0KCBwsLCHMZatWqlw4cPO6kjVGWPPfaYJk6cqEGDBqlt27YaOnSoxo0bp+nTpzu7NVQDQUFBkqScnByH8ZycHHMOuFJlgfvQoUNau3ZtlTrLLRG6AZNhGBo9erTee+89rVu3TqGhoc5uCVVYnz59tGvXLmVmZpqfTp06aciQIcrMzJSrq6uzW0QV0q1bt3KvMPz666/VuHFjJ3WEquzUqVNycXH8K6Crq6vsdruTOkJ1EhoaqqCgIKWlpZljBQUF2rJliyIjI53YGaqqssC9f/9+ffzxx6pXr56zW7piXF4O/CY+Pl5LlizR+++/r9q1a5v3Hfn6+srLy8vJ3aGqqV27drnnAXh7e6tevXo8JwBXbNy4cbrhhhv0zDPP6M4779TWrVu1cOFCLVy40NmtoQq65ZZb9PTTT6tRo0Zq3bq1vvjiC82aNUv33nuvs1tDFXHy5El988035vcDBw4oMzNTdevWVaNGjTR27FhNmzZNzZs3V2hoqJ588kkFBwdf9InU+OO62PHUoEED3XHHHdqxY4dWrlyp0tJS8+/odevWlbu7u7PaviK8Mgz4jc1mO+/4okWLdM8991zdZlAt9erVi1eGocJWrlypSZMmaf/+/QoNDVVCQoLuu+8+Z7eFKujEiRN68skn9d577yk3N1fBwcEaPHiwEhMTq8xfYOFcGzZsUO/evcuNx8XFKSUlRYZhKCkpSQsXLlReXp5uvPFGzZ8/Xy1atHBCt7jWXex4mjx58gWvPl2/fr169eplcXeVg9ANAAAAAIBFuKcbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQBXVUpKimw2mw4ePHhFv+vVq5fatGlTqb00adJE99xzT6Uus7pg3wAAUDkI3QAAoMrKysrS5MmTlZmZeVXW98wzz2jFihVXZV1X2/z585WSkuLsNgCg2iF0AwCAKisrK0tTpkwhdFcCQjcAWIPQDQAAAACARQjdAACnev/99xUTE6Pg4GB5eHioadOmeuqpp1RaWnre+oyMDN1www3y8vJSaGiokpOTy9UUFRUpKSlJzZo1k4eHh0JCQjR+/HgVFRVdtJeSkhJNmTJFzZs3l6enp+rVq6cbb7xRa9euvaJt+te//qXWrVurZs2aqlOnjjp16qQlS5Y41Pzwww+69957FRgYKA8PD7Vu3VqvvfaaOf/LL7+oZcuWatmypX755Rdz/NixY2rQoIFuuOEGcx/16tVLvXr1KtfHPffcoyZNmjiM/fOf/9QNN9ygevXqycvLS+Hh4Xr77bevaPsu5o033lCXLl3Mbe/Ro4c++ugjh5r58+erdevW8vDwUHBwsOLj45WXl+dQU3YP/3//+1/17t1bNWvW1J/+9CfNmDHDrNmwYYM6d+4sSRo+fLhsNptsNpvD2dotW7aoX79+8vX1Vc2aNdWzZ09t2rTJYV2TJ0+WzWbTN998o3vuuUd+fn7y9fXV8OHDderUKbPOZrOpsLBQixcvNtd1Jfe92+12zZkzR23btpWnp6f8/f3Vr18/bd++3aw5c+aMnnrqKTVt2lQeHh5q0qSJ/vGPf5Q7dm02myZPnlxuHefei1/2DIVNmzYpISFB/v7+8vb21m233aajR486/G7Pnj3auHGjuW3nO6YAAFeO0A0AcKqUlBTVqlVLCQkJmjNnjsLDw5WYmKiJEyeWqz1+/Lj69++v8PBwzZgxQw0bNtSoUaMcwqrdbtett96qf/7zn7rlllv0r3/9SwMGDNALL7yggQMHXrSXyZMna8qUKerdu7fmzZunxx9/XI0aNdKOHTsue3tefvllPfTQQwoLC9Ps2bM1ZcoUdejQQVu2bDFrcnJy1LVrV3388ccaPXq05syZo2bNmmnEiBGaPXu2JMnLy0uLFy/WN998o8cff9z8bXx8vPLz85WSkiJXV9fL7qvMnDlzdP3112vq1Kl65pln5Obmpr///e9atWrVFS/rXFOmTNHQoUNVo0YNTZ06VVOmTFFISIjWrVtn1kyePFnx8fEKDg7WzJkzFRsbq5deekl9+/ZVSUmJw/KOHz+ufv36qX379po5c6ZatmypCRMmaPXq1ZKkVq1aaerUqZKk+++/X6+//rpef/119ejRQ5K0bt069ejRQwUFBUpKStIzzzyjvLw8/eUvf9HWrVvL9X/nnXfqxIkTmj59uu68806lpKRoypQp5vzrr78uDw8Pde/e3VzXAw88cNn7Z8SIERo7dqxCQkL03HPPaeLEifL09NTnn39u1owcOVKJiYnq2LGjXnjhBfXs2VPTp0/XoEGDLns95zNmzBjt3LlTSUlJGjVqlD788EONHj3anJ89e7YaNmyoli1bmtt29nEHAPgdDAAArqJFixYZkowDBw4YhmEYp06dKlfzwAMPGDVr1jROnz5tjvXs2dOQZMycOdMcKyoqMjp06GAEBAQYxcXFhmEYxuuvv264uLgYn376qcMyk5OTDUnGpk2bzLHGjRsbcXFx5vf27dsbMTExv2v7/va3vxmtW7e+aM2IESOMBg0aGD/99JPD+KBBgwxfX1+HfTJp0iTDxcXF+OSTT4zly5cbkozZs2c7/K5nz55Gz549y60nLi7OaNy4scPYufu7uLjYaNOmjfGXv/zFYfzcfXMp+/fvN1xcXIzbbrvNKC0tdZiz2+2GYRhGbm6u4e7ubvTt29ehZt68eYYk47XXXnPYJknGv//9b3OsqKjICAoKMmJjY82xbdu2GZKMRYsWlVtn8+bNjejoaHP9ZdsfGhpq/PWvfzXHkpKSDEnGvffe67CM2267zahXr57DmLe39xXtlzLr1q0zJBkPPfRQubmy/jIzMw1JxsiRIx3mH330UUOSsW7dOnNMkpGUlFRuWef+uZX9+xYVFeWwH8aNG2e4uroaeXl55ljr1q3PexwBAH4fznQDAJzKy8vL/OcTJ07op59+Uvfu3XXq1Cnt3bvXodbNzc3hzKK7u7seeOAB5ebmKiMjQ5K0fPlytWrVSi1bttRPP/1kfv7yl79IktavX3/BXvz8/LRnzx7t37+/wtvj5+en77//Xtu2bTvvvGEYeuedd3TLLbfIMAyHHqOjo5Wfn+9wZn3y5Mlq3bq14uLi9D//8z/q2bOnHnrooQr3d/b+Pn78uPLz89W9e/crOpt/PitWrJDdbldiYqJcXBz/emGz2SRJH3/8sYqLizV27FiHmvvuu08+Pj7lzrbXqlVLd999t/nd3d1dXbp00XfffXfJfjIzM7V//37ddddd+vnnn819XFhYqD59+uiTTz6R3W53+M2DDz7o8L179+76+eefVVBQcHk74SLeeecd2Ww2JSUllZsr2z//+c9/JEkJCQkO84888ogk/a6rEe6//35zPdKv21ZaWqpDhw5VeJkAgMvj5uwGAAB/bHv27NETTzyhdevWlQs3+fn5Dt+Dg4Pl7e3tMNaiRQtJ0sGDB9W1a1ft379fX331lfz9/c+7vtzc3Av2MnXqVP3tb39TixYt1KZNG/Xr109Dhw5Vu3btLnt7JkyYoI8//lhdunRRs2bN1LdvX911113q1q2bJOno0aPKy8vTwoULtXDhwkv26O7urtdee02dO3eWp6enFi1a5BCertTKlSs1bdo0ZWZmOtwn/HuWKUnffvutXFxcFBYWdsGasoD35z//2WHc3d1d1113XbkA2LBhw3J91alTR19++eUl+yn7HydxcXEXrMnPz1edOnXM740aNSq3LunX/znh4+NzyXVezLfffqvg4GDVrVv3gjWHDh2Si4uLmjVr5jAeFBQkPz+/3xWQL7ZtAABrEboBAE6Tl5ennj17ysfHR1OnTlXTpk3l6empHTt2aMKECeXORF4Ou92utm3batasWeedDwkJueBve/TooW+//Vbvv/++PvroI73yyit64YUXlJycrJEjR17W+lu1aqV9+/Zp5cqVWrNmjd555x3Nnz9fiYmJmjJlirlNd9999wUD4bkhPzU1VZJ0+vRp7d+/X6GhoQ7zNptNhmGUW865D6P79NNPdeutt6pHjx6aP3++GjRooBo1amjRokXlHvR2LbjQPevn29Zzle3n559/Xh06dDhvTa1atSptfZXp9/wPkAs9gPBa2TYA+CMidAMAnGbDhg36+eef9e6775oPv5KkAwcOnLc+KytLhYWFDme7v/76a0kyn9LdtGlT7dy5U3369KlQeKlbt66GDx+u4cOH6+TJk+rRo4cmT5582aFbkry9vTVw4EANHDhQxcXFuv322/X0009r0qRJ8vf3V+3atVVaWqqoqKhLLuvLL7/U1KlTNXz4cGVmZmrkyJHatWuXfH19zZo6deqc95Lrc8+MvvPOO/L09FRqaqo8PDzM8UWLFl32tl1I06ZNZbfb9d///veCIbdx48aSpH379um6664zx4uLi3XgwIHL2h/nutCfcdOmTSVJPj4+FVrula7vUpo2barU1FQdO3bsgme7GzduLLvdrv3796tVq1bmeE5OjvLy8sz9J/36Z37uE9+Li4v1448/Vqg/6fdf7QAAOD/u6QYAOE3Z2bezz7YVFxdr/vz5560/c+aMXnrpJYfal156Sf7+/goPD5f06xOof/jhB7388svlfv/LL7+osLDwgv38/PPPDt9r1aqlZs2aXfJVYxdbhru7u8LCwmQYhkpKSuTq6qrY2Fi988472r17d7nfn/0ap5KSEt1zzz0KDg7WnDlzlJKSopycHI0bN87hN02bNtXevXsdfrtz585yr8ZydXWVzWZzOBt68OBBrVix4rK370IGDBggFxcXTZ06tdwVCmV/vlFRUXJ3d9fcuXMd/sxfffVV5efnKyYm5orXW/Y/YM4NoOHh4WratKn++c9/6uTJk+V+d/a+utL1nbuuyxEbGyvDMByehl6mbF/0799fkswn2Jcpu2rj7P3TtGlTffLJJw51CxcuvOCZ7stR0W0DAFwcZ7oBAE5zww03qE6dOoqLi9NDDz0km82m119//YKXvAYHB+u5557TwYMH1aJFCy1dulSZmZlauHChatSoIUkaOnSoli1bpgcffFDr169Xt27dVFpaqr1792rZsmVKTU1Vp06dzrv8sLAw9erVS+Hh4apbt662b9+ut99+2+HVSpfSt29fBQUFqVu3bgoMDNRXX32lefPmKSYmRrVr15YkPfvss1q/fr0iIiJ03333KSwsTMeOHdOOHTv08ccf69ixY5Jk3nudlpam2rVrq127dkpMTNQTTzyhO+64wwxp9957r2bNmqXo6GiNGDFCubm5Sk5OVuvWrR3uk4+JidGsWbPUr18/3XXXXcrNzdWLL76oZs2aXdZ90hfTrFkzPf7443rqqafUvXt33X777fLw8NC2bdsUHBys6dOny9/fX5MmTdKUKVPUr18/3Xrrrdq3b5/mz5+vzp07Ozw07XI1bdpUfn5+Sk5OVu3ateXt7a2IiAiFhobqlVde0U033aTWrVtr+PDh+tOf/qQffvhB69evl4+Pjz788MMrXl94eLg+/vhjzZo1S8HBwQoNDVVERMQlf9e7d28NHTpUc+fO1f79+9WvXz/Z7XZ9+umn6t27t0aPHq327dsrLi5OCxcuNG+92Lp1qxYvXqwBAwaod+/e5vJGjhypBx98ULGxsfrrX/+qnTt3KjU1VfXr17/ibTp72xYsWKBp06apWbNmCggIMB9ACAD4HZzyzHQAwB/Wua8M27Rpk9G1a1fDy8vLCA4ONsaPH2+kpqYakoz169ebv+vZs6fRunVrY/v27UZkZKTh6elpNG7c2Jg3b165dRQXFxvPPfec0bp1a8PDw8OoU6eOER4ebkyZMsXIz8836859vdK0adOMLl26GH5+foaXl5fRsmVL4+mnnzZfR3Y5XnrpJaNHjx5GvXr1DA8PD6Np06bGY4895rBewzCMnJwcIz4+3ggJCTFq1KhhBAUFGX369DEWLlxoGIZhZGRkGG5ubsaYMWMcfnfmzBmjc+fORnBwsHH8+HFz/I033jCuu+46w93d3ejQoYORmpp63leGvfrqq0bz5s0NDw8Po2XLlsaiRYvMV2ad7UpfGVbmtddeM66//npzv/fs2dNYu3atQ828efOMli1bGjVq1DACAwONUaNGOWyLYfz/n/e5zrdN77//vhEWFma4ubmVe33YF198Ydx+++3mn0fjxo2NO++800hLSzNryrb/6NGjDss991g1DMPYu3ev0aNHD8PLy8uQdEX76MyZM8bzzz9vtGzZ0nB3dzf8/f2Nm266ycjIyDBrSkpKjClTphihoaFGjRo1jJCQEGPSpEkOr88zDMMoLS01JkyYYNSvX9+oWbOmER0dbXzzzTcXfGXYtm3bHH6/fv36cv+OZWdnGzExMUbt2rUNSbw+DAAqic0weIIGAAAAAABW4J5uAAAAAAAswj3dAABchuLiYvNe6wvx9fWVl5fXVero6snOzr7ovJeXl8PT1P9ISktLL/lQtlq1apV7PRkA4I+Dy8sBALgMGzZscHiQ1fksWrRI99xzz9Vp6Cq61Kuk4uLilJKScnWaucYcPHiw3HvTz5WUlKTJkydfnYYAANccznQDAHAZ2rdvr7Vr1160pnXr1lepm6vrUtsdHBx8lTq59gQFBV1y/5z9TnIAwB8PZ7oBAAAAALAIZ7orid1uV1ZWlmrXrn3Jy/AAAAAAAFWbYRg6ceKEgoOD5eJy4WeUE7orSVZWlkJCQpzdBgAAAADgKjpy5IgaNmx4wXlCdyWpXbu2pF93uI+Pj5O7AQAAAABYqaCgQCEhIWYWvBBCdyUpu6Tcx8eH0A0AAAAAfxCXur34wheeAwAAAACA34XQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARZweun/44Qfdfffdqlevnry8vNS2bVtt377dnDcMQ4mJiWrQoIG8vLwUFRWl/fv3Oyzj2LFjGjJkiHx8fOTn56cRI0bo5MmTDjVffvmlunfvLk9PT4WEhGjGjBnlelm+fLlatmwpT09PtW3bVv/5z3+s2WgAAAAAwB+CU0P38ePH1a1bN9WoUUOrV6/Wf//7X82cOVN16tQxa2bMmKG5c+cqOTlZW7Zskbe3t6Kjo3X69GmzZsiQIdqzZ4/Wrl2rlStX6pNPPtH9999vzhcUFKhv375q3LixMjIy9Pzzz2vy5MlauHChWbN582YNHjxYI0aM0BdffKEBAwZowIAB2r1799XZGQAAAACAasdmGIbhrJVPnDhRmzZt0qeffnreecMwFBwcrEceeUSPPvqoJCk/P1+BgYFKSUnRoEGD9NVXXyksLEzbtm1Tp06dJElr1qxR//799f333ys4OFgLFizQ448/ruzsbLm7u5vrXrFihfbu3StJGjhwoAoLC7Vy5Upz/V27dlWHDh2UnJxcrreioiIVFRWZ3wsKChQSEqL8/Hz5+PhUzg4CAAAAAFyTCgoK5Ovre8kM6NQz3R988IE6deqkv//97woICND111+vl19+2Zw/cOCAsrOzFRUVZY75+voqIiJC6enpkqT09HT5+fmZgVuSoqKi5OLioi1btpg1PXr0MAO3JEVHR2vfvn06fvy4WXP2espqytZzrunTp8vX19f8hISE/M69AQAAAACobpwaur/77jstWLBAzZs3V2pqqkaNGqWHHnpIixcvliRlZ2dLkgIDAx1+FxgYaM5lZ2crICDAYd7NzU1169Z1qDnfMs5ex4VqyubPNWnSJOXn55ufI0eOXPH2AwAAAACqNzdnrtxut6tTp0565plnJEnXX3+9du/ereTkZMXFxTmztUvy8PCQh4eHs9sAAAAAAFzDnHqmu0GDBgoLC3MYa9WqlQ4fPixJCgoKkiTl5OQ41OTk5JhzQUFBys3NdZg/c+aMjh075lBzvmWcvY4L1ZTNAwAAAABwpZwaurt166Z9+/Y5jH399ddq3LixJCk0NFRBQUFKS0sz5wsKCrRlyxZFRkZKkiIjI5WXl6eMjAyzZt26dbLb7YqIiDBrPvnkE5WUlJg1a9eu1Z///GfzSemRkZEO6ymrKVsPAAAAAABXyqmhe9y4cfr888/1zDPP6JtvvtGSJUu0cOFCxcfHS5JsNpvGjh2radOm6YMPPtCuXbs0bNgwBQcHa8CAAZJ+PTPer18/3Xfffdq6das2bdqk0aNHa9CgQQoODpYk3XXXXXJ3d9eIESO0Z88eLV26VHPmzFFCQoLZy8MPP6w1a9Zo5syZ2rt3ryZPnqzt27dr9OjRV32/AAAAAACqB6e+MkySVq5cqUmTJmn//v0KDQ1VQkKC7rvvPnPeMAwlJSVp4cKFysvL04033qj58+erRYsWZs2xY8c0evRoffjhh3JxcVFsbKzmzp2rWrVqmTVffvml4uPjtW3bNtWvX19jxozRhAkTHHpZvny5nnjiCR08eFDNmzfXjBkz1L9//8vajst9XDwAAAAAoOq73Azo9NBdXRC6cS1pMnGVs1u4pIPPxji7BQAAAKDCqsR7ugEAAAAAqM4I3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFjEqaF78uTJstlsDp+WLVua86dPn1Z8fLzq1aunWrVqKTY2Vjk5OQ7LOHz4sGJiYlSzZk0FBAToscce05kzZxxqNmzYoI4dO8rDw0PNmjVTSkpKuV5efPFFNWnSRJ6enoqIiNDWrVst2WYAAAAAwB+H0890t27dWj/++KP5+eyzz8y5cePG6cMPP9Ty5cu1ceNGZWVl6fbbbzfnS0tLFRMTo+LiYm3evFmLFy9WSkqKEhMTzZoDBw4oJiZGvXv3VmZmpsaOHauRI0cqNTXVrFm6dKkSEhKUlJSkHTt2qH379oqOjlZubu7V2QkAAAAAgGrJZhiG4ayVT548WStWrFBmZma5ufz8fPn7+2vJkiW64447JEl79+5Vq1atlJ6erq5du2r16tW6+eablZWVpcDAQElScnKyJkyYoKNHj8rd3V0TJkzQqlWrtHv3bnPZgwYNUl5entasWSNJioiIUOfOnTVv3jxJkt1uV0hIiMaMGaOJEyeet/eioiIVFRWZ3wsKChQSEqL8/Hz5+PhUyv4BKqrJxFXObuGSDj4b4+wWAAAAgAorKCiQr6/vJTOg089079+/X8HBwbruuus0ZMgQHT58WJKUkZGhkpISRUVFmbUtW7ZUo0aNlJ6eLklKT09X27ZtzcAtSdHR0SooKNCePXvMmrOXUVZTtozi4mJlZGQ41Li4uCgqKsqsOZ/p06fL19fX/ISEhPzOPQEAAAAAqG6cGrojIiKUkpKiNWvWaMGCBTpw4IC6d++uEydOKDs7W+7u7vLz83P4TWBgoLKzsyVJ2dnZDoG7bL5s7mI1BQUF+uWXX/TTTz+ptLT0vDVlyzifSZMmKT8/3/wcOXKkQvsAAAAAAFB9uTlz5TfddJP5z+3atVNERIQaN26sZcuWycvLy4mdXZqHh4c8PDyc3QYAAAAA4Brm9MvLz+bn56cWLVrom2++UVBQkIqLi5WXl+dQk5OTo6CgIElSUFBQuaeZl32/VI2Pj4+8vLxUv359ubq6nrembBkAAAAAAFTENRW6T548qW+//VYNGjRQeHi4atSoobS0NHN+3759Onz4sCIjIyVJkZGR2rVrl8NTxteuXSsfHx+FhYWZNWcvo6ymbBnu7u4KDw93qLHb7UpLSzNrAAAAAACoCKeG7kcffVQbN27UwYMHtXnzZt12221ydXXV4MGD5evrqxEjRighIUHr169XRkaGhg8frsjISHXt2lWS1LdvX4WFhWno0KHauXOnUlNT9cQTTyg+Pt689PvBBx/Ud999p/Hjx2vv3r2aP3++li1bpnHjxpl9JCQk6OWXX9bixYv11VdfadSoUSosLNTw4cOdsl8AAAAAANWDU+/p/v777zV48GD9/PPP8vf314033qjPP/9c/v7+kqQXXnhBLi4uio2NVVFRkaKjozV//nzz966urlq5cqVGjRqlyMhIeXt7Ky4uTlOnTjVrQkNDtWrVKo0bN05z5sxRw4YN9corryg6OtqsGThwoI4eParExERlZ2erQ4cOWrNmTbmHqwEAAAAAcCWc+p7u6uRy39EGXA28pxsAAACwVpV5TzcAAAAAANUVoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwyDUTup999lnZbDaNHTvWHDt9+rTi4+NVr1491apVS7GxscrJyXH43eHDhxUTE6OaNWsqICBAjz32mM6cOeNQs2HDBnXs2FEeHh5q1qyZUlJSyq3/xRdfVJMmTeTp6amIiAht3brVis0EAAAAAPyBXBOhe9u2bXrppZfUrl07h/Fx48bpww8/1PLly7Vx40ZlZWXp9ttvN+dLS0sVExOj4uJibd68WYsXL1ZKSooSExPNmgMHDigmJka9e/dWZmamxo4dq5EjRyo1NdWsWbp0qRISEpSUlKQdO3aoffv2io6OVm5urvUbDwAAAACotmyGYRjObODkyZPq2LGj5s+fr2nTpqlDhw6aPXu28vPz5e/vryVLluiOO+6QJO3du1etWrVSenq6unbtqtWrV+vmm29WVlaWAgMDJUnJycmaMGGCjh49Knd3d02YMEGrVq3S7t27zXUOGjRIeXl5WrNmjSQpIiJCnTt31rx58yRJdrtdISEhGjNmjCZOnHhZ21FQUCBfX1/l5+fLx8enMncRcMWaTFzl7BYu6eCzMc5uAQAAAKiwy82ATj/THR8fr5iYGEVFRTmMZ2RkqKSkxGG8ZcuWatSokdLT0yVJ6enpatu2rRm4JSk6OloFBQXas2ePWXPusqOjo81lFBcXKyMjw6HGxcVFUVFRZs35FBUVqaCgwOEDAAAAAMDZ3Jy58rfeeks7duzQtm3bys1lZ2fL3d1dfn5+DuOBgYHKzs42a84O3GXzZXMXqykoKNAvv/yi48ePq7S09Lw1e/fuvWDv06dP15QpUy5vQwEAAAAAf0hOO9N95MgRPfzww3rzzTfl6enprDYqbNKkScrPzzc/R44ccXZLAAAAAIBrjNNCd0ZGhnJzc9WxY0e5ubnJzc1NGzdu1Ny5c+Xm5qbAwEAVFxcrLy/P4Xc5OTkKCgqSJAUFBZV7mnnZ90vV+Pj4yMvLS/Xr15erq+t5a8qWcT4eHh7y8fFx+AAAAAAAcDanhe4+ffpo165dyszMND+dOnXSkCFDzH+uUaOG0tLSzN/s27dPhw8fVmRkpCQpMjJSu3btcnjK+Nq1a+Xj46OwsDCz5uxllNWULcPd3V3h4eEONXa7XWlpaWYNAAAAAAAV4bR7umvXrq02bdo4jHl7e6tevXrm+IgRI5SQkKC6devKx8dHY8aMUWRkpLp27SpJ6tu3r8LCwjR06FDNmDFD2dnZeuKJJxQfHy8PDw9J0oMPPqh58+Zp/Pjxuvfee7Vu3TotW7ZMq1b9/9OdExISFBcXp06dOqlLly6aPXu2CgsLNXz48Ku0NwAAAAAA1ZFTH6R2KS+88IJcXFwUGxuroqIiRUdHa/78+ea8q6urVq5cqVGjRikyMlLe3t6Ki4vT1KlTzZrQ0FCtWrVK48aN05w5c9SwYUO98sorio6ONmsGDhyoo0ePKjExUdnZ2erQoYPWrFlT7uFqAAAAAABcCae/p7u64D3duJbwnm4AAADAWlXmPd0AAAAAAFRXhG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsUqHQ/d1331V2HwAAAAAAVDsVCt3NmjVT79699cYbb+j06dOV3RMAAAAAANVChUL3jh071K5dOyUkJCgoKEgPPPCAtm7dWtm9AQAAAABQpVUodHfo0EFz5sxRVlaWXnvtNf3444+68cYb1aZNG82aNUtHjx6t7D4BAAAAAKhyfteD1Nzc3HT77bdr+fLleu655/TNN9/o0UcfVUhIiIYNG6Yff/yxsvoEAAAAAKDK+V2he/v27fqf//kfNWjQQLNmzdKjjz6qb7/9VmvXrlVWVpb+9re/VVafAAAAAABUOW4V+dGsWbO0aNEi7du3T/3799e///1v9e/fXy4uv2b40NBQpaSkqEmTJpXZKwAAAAAAVUqFQveCBQt077336p577lGDBg3OWxMQEKBXX331dzUHAAAAAEBVVqHQvX///kvWuLu7Ky4uriKLBwAAAACgWqjQPd2LFi3S8uXLy40vX75cixcv/t1NAQAAAABQHVQodE+fPl3169cvNx4QEKBnnnnmdzcFAAAAAEB1UKHQffjwYYWGhpYbb9y4sQ4fPvy7mwIAAAAAoDqoUOgOCAjQl19+WW58586dqlev3u9uCgAAAACA6qBCoXvw4MF66KGHtH79epWWlqq0tFTr1q3Tww8/rEGDBlV2jwAAAAAAVEkVenr5U089pYMHD6pPnz5yc/t1EXa7XcOGDeOebgAAAAAAflOh0O3u7q6lS5fqqaee0s6dO+Xl5aW2bduqcePGld0fAAAAAABVVoVCd5kWLVqoRYsWldULAAAAAADVSoVCd2lpqVJSUpSWlqbc3FzZ7XaH+XXr1lVKcwAAAAAAVGUVCt0PP/ywUlJSFBMTozZt2shms1V2XwAAAAAAVHkVCt1vvfWWli1bpv79+1d2PwAAAAAAVBsVemWYu7u7mjVrVtm9AAAAAABQrVQodD/yyCOaM2eODMOo7H4AAAAAAKg2KnR5+Weffab169dr9erVat26tWrUqOEw/+6771ZKcwAAAAAAVGUVCt1+fn667bbbKrsXAAAAAACqlQqF7kWLFlV2HwAAAAAAVDsVuqdbks6cOaOPP/5YL730kk6cOCFJysrK0smTJyutOQAAAAAAqrIKnek+dOiQ+vXrp8OHD6uoqEh//etfVbt2bT333HMqKipScnJyZfcJAAAAAECVU6Ez3Q8//LA6deqk48ePy8vLyxy/7bbblJaWVmnNAQAAAABQlVXoTPenn36qzZs3y93d3WG8SZMm+uGHHyqlMQAAAAAAqroKnem22+0qLS0tN/7999+rdu3av7spAAAAAACqgwqF7r59+2r27Nnmd5vNppMnTyopKUn9+/evrN4AAAAAAKjSKnR5+cyZMxUdHa2wsDCdPn1ad911l/bv36/69evrf//3fyu7RwAAAAAAqqQKhe6GDRtq586deuutt/Tll1/q5MmTGjFihIYMGeLwYDUAAAAAAP7IKhS6JcnNzU133313ZfYCAAAAAEC1UqHQ/e9///ui88OGDatQMwAAAAAAVCcVCt0PP/yww/eSkhKdOnVK7u7uqlmzJqEbAAAAAABV8Onlx48fd/icPHlS+/bt04033nhFD1JbsGCB2rVrJx8fH/n4+CgyMlKrV68250+fPq34+HjVq1dPtWrVUmxsrHJychyWcfjwYcXExKhmzZoKCAjQY489pjNnzjjUbNiwQR07dpSHh4eaNWumlJSUcr28+OKLatKkiTw9PRUREaGtW7de2U4BAAAAAOAcFQrd59O8eXM9++yz5c6CX0zDhg317LPPKiMjQ9u3b9df/vIX/e1vf9OePXskSePGjdOHH36o5cuXa+PGjcrKytLtt99u/r60tFQxMTEqLi7W5s2btXjxYqWkpCgxMdGsOXDggGJiYtS7d29lZmZq7NixGjlypFJTU82apUuXKiEhQUlJSdqxY4fat2+v6Oho5ebmVsKeAQAAAAD8UdkMwzAqa2GZmZnq0aOHCgoKKryMunXr6vnnn9cdd9whf39/LVmyRHfccYckae/evWrVqpXS09PVtWtXrV69WjfffLOysrIUGBgoSUpOTtaECRN09OhRubu7a8KECVq1apV2795trmPQoEHKy8vTmjVrJEkRERHq3Lmz5s2bJ0my2+0KCQnRmDFjNHHixPP2WVRUpKKiIvN7QUGBQkJClJ+fLx8fnwpvP1AZmkxc5ewWLungszHObgEAAACosIKCAvn6+l4yA1bonu4PPvjA4bthGPrxxx81b948devWrSKLVGlpqZYvX67CwkJFRkYqIyNDJSUlioqKMmtatmypRo0amaE7PT1dbdu2NQO3JEVHR2vUqFHas2ePrr/+eqWnpzsso6xm7NixkqTi4mJlZGRo0qRJ5ryLi4uioqKUnp5+wX6nT5+uKVOmVGhbAQAAAAB/DBUK3QMGDHD4brPZ5O/vr7/85S+aOXPmFS1r165dioyM1OnTp1WrVi299957CgsLU2Zmptzd3eXn5+dQHxgYqOzsbElSdna2Q+Aumy+bu1hNQUGBfvnlFx0/flylpaXnrdm7d+8F+540aZISEhLM72VnugEAAAAAKFOh0G232yutgT//+c/KzMxUfn6+3n77bcXFxWnjxo2VtnyreHh4yMPDw9ltAAAAAACuYRUK3ZXJ3d1dzZo1kySFh4dr27ZtmjNnjgYOHKji4mLl5eU5nO3OyclRUFCQJCkoKKjcU8bLnm5+ds25TzzPycmRj4+PvLy85OrqKldX1/PWlC0DAAAAAICKqFDoPvuy6kuZNWvWFS3bbrerqKhI4eHhqlGjhtLS0hQbGytJ2rdvnw4fPqzIyEhJUmRkpJ5++mnl5uYqICBAkrR27Vr5+PgoLCzMrPnPf/7jsI61a9eay3B3d1d4eLjS0tLMy+btdrvS0tI0evToK+odAAAAAICzVSh0f/HFF/riiy9UUlKiP//5z5Kkr7/+Wq6ururYsaNZZ7PZLrqcSZMm6aabblKjRo104sQJLVmyRBs2bFBqaqp8fX01YsQIJSQkqG7duvLx8dGYMWMUGRmprl27SpL69u2rsLAwDR06VDNmzFB2draeeOIJxcfHm5d+P/jgg5o3b57Gjx+ve++9V+vWrdOyZcu0atX/P905ISFBcXFx6tSpk7p06aLZs2ersLBQw4cPr8juAQAAAABAUgVD9y233KLatWtr8eLFqlOnjiTp+PHjGj58uLp3765HHnnkspaTm5urYcOG6ccff5Svr6/atWun1NRU/fWvf5UkvfDCC3JxcVFsbKyKiooUHR2t+fPnm793dXXVypUrNWrUKEVGRsrb21txcXGaOnWqWRMaGqpVq1Zp3LhxmjNnjho2bKhXXnlF0dHRZs3AgQN19OhRJSYmKjs7Wx06dNCaNWvKPVwNAAAAAIArUaH3dP/pT3/SRx99pNatWzuM7969W3379lVWVlalNVhVXO472oCrgfd0AwAAANa63AzoUtGFHz16tNz40aNHdeLEiYosEgAAAACAaqdCofu2227T8OHD9e677+r777/X999/r3feeUcjRozQ7bffXtk9AgAAAABQJVXonu7k5GQ9+uijuuuuu1RSUvLrgtzcNGLECD3//POV2iAAAAAAAFVVhUJ3zZo1NX/+fD3//PP69ttvJUlNmzaVt7d3pTYHAAAAAEBVVqHLy8v8+OOP+vHHH9W8eXN5e3urAs9kAwAAAACg2qpQ6P7555/Vp08ftWjRQv3799ePP/4oSRoxYsRlvy4MAAAAAIDqrkKhe9y4capRo4YOHz6smjVrmuMDBw7UmjVrKq05AAAAAACqsgrd0/3RRx8pNTVVDRs2dBhv3ry5Dh06VCmNAQAAAABQ1VXoTHdhYaHDGe4yx44dk4eHx+9uCgAAAACA6qBCobt79+7697//bX632Wyy2+2aMWOGevfuXWnNAQAAAABQlVXo8vIZM2aoT58+2r59u4qLizV+/Hjt2bNHx44d06ZNmyq7RwAAAAAAqqQKnelu06aNvv76a914443629/+psLCQt1+++364osv1LRp08ruEQAAAACAKumKz3SXlJSoX79+Sk5O1uOPP25FTwAAAAAAVAtXfKa7Ro0a+vLLL63oBQAAAACAaqVCl5fffffdevXVVyu7FwAAAAAAqpUKPUjtzJkzeu211/Txxx8rPDxc3t7eDvOzZs2qlOYAAAAAAKjKrih0f/fdd2rSpIl2796tjh07SpK+/vprhxqbzVZ53QEAAAAAUIVdUehu3ry5fvzxR61fv16SNHDgQM2dO1eBgYGWNAcAAAAAQFV2Rfd0G4bh8H316tUqLCys1IYAAAAAAKguKvQgtTLnhnAAAAAAAPD/rih022y2cvdscw83AAAAAADnd0X3dBuGoXvuuUceHh6SpNOnT+vBBx8s9/Tyd999t/I6BAAAAACgirqi0B0XF+fw/e67767UZgAAAAAAqE6uKHQvWrTIqj4AAAAAAKh2fteD1AAAAAAAwIURugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLODV0T58+XZ07d1bt2rUVEBCgAQMGaN++fQ41p0+fVnx8vOrVq6datWopNjZWOTk5DjWHDx9WTEyMatasqYCAAD322GM6c+aMQ82GDRvUsWNHeXh4qFmzZkpJSSnXz4svvqgmTZrI09NTERER2rp1a6VvMwAAAADgj8OpoXvjxo2Kj4/X559/rrVr16qkpER9+/ZVYWGhWTNu3Dh9+OGHWr58uTZu3KisrCzdfvvt5nxpaaliYmJUXFyszZs3a/HixUpJSVFiYqJZc+DAAcXExKh3797KzMzU2LFjNXLkSKWmppo1S5cuVUJCgpKSkrRjxw61b99e0dHRys3NvTo7AwAAAABQ7dgMwzCc3USZo0ePKiAgQBs3blSPHj2Un58vf39/LVmyRHfccYckae/evWrVqpXS09PVtWtXrV69WjfffLOysrIUGBgoSUpOTtaECRN09OhRubu7a8KECVq1apV2795trmvQoEHKy8vTmjVrJEkRERHq3Lmz5s2bJ0my2+0KCQnRmDFjNHHixEv2XlBQIF9fX+Xn58vHx6eydw1wRZpMXOXsFi7p4LMxzm4BAAAAqLDLzYDX1D3d+fn5kqS6detKkjIyMlRSUqKoqCizpmXLlmrUqJHS09MlSenp6Wrbtq0ZuCUpOjpaBQUF2rNnj1lz9jLKasqWUVxcrIyMDIcaFxcXRUVFmTXnKioqUkFBgcMHAAAAAICzXTOh2263a+zYserWrZvatGkjScrOzpa7u7v8/PwcagMDA5WdnW3WnB24y+bL5i5WU1BQoF9++UU//fSTSktLz1tTtoxzTZ8+Xb6+vuYnJCSkYhsOAAAAAKi2rpnQHR8fr927d+utt95ydiuXZdKkScrPzzc/R44ccXZLAAAAAIBrjJuzG5Ck0aNHa+XKlfrkk0/UsGFDczwoKEjFxcXKy8tzONudk5OjoKAgs+bcp4yXPd387Jpzn3iek5MjHx8feXl5ydXVVa6uruetKVvGuTw8POTh4VGxDQYAAAAA/CE49Uy3YRgaPXq03nvvPa1bt06hoaEO8+Hh4apRo4bS0tLMsX379unw4cOKjIyUJEVGRmrXrl0OTxlfu3atfHx8FBYWZtacvYyymrJluLu7Kzw83KHGbrcrLS3NrAEAAAAA4Eo59Ux3fHy8lixZovfff1+1a9c275/29fWVl5eXfH19NWLECCUkJKhu3bry8fHRmDFjFBkZqa5du0qS+vbtq7CwMA0dOlQzZsxQdna2nnjiCcXHx5tnoh988EHNmzdP48eP17333qt169Zp2bJlWrXq/5/wnJCQoLi4OHXq1EldunTR7NmzVVhYqOHDh1/9HQMAAAAAqBacGroXLFggSerVq5fD+KJFi3TPPfdIkl544QW5uLgoNjZWRUVFio6O1vz5881aV1dXrVy5UqNGjVJkZKS8vb0VFxenqVOnmjWhoaFatWqVxo0bpzlz5qhhw4Z65ZVXFB0dbdYMHDhQR48eVWJiorKzs9WhQwetWbOm3MPVAAAAAAC4XNfUe7qrMt7TjWsJ7+kGAAAArFUl39MNAAAAAEB1QugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIk4N3Z988oluueUWBQcHy2azacWKFQ7zhmEoMTFRDRo0kJeXl6KiorR//36HmmPHjmnIkCHy8fGRn5+fRowYoZMnTzrUfPnll+revbs8PT0VEhKiGTNmlOtl+fLlatmypTw9PdW2bVv95z//qfTtBQAAAAD8sTg1dBcWFqp9+/Z68cUXzzs/Y8YMzZ07V8nJydqyZYu8vb0VHR2t06dPmzVDhgzRnj17tHbtWq1cuVKffPKJ7r//fnO+oKBAffv2VePGjZWRkaHnn39ekydP1sKFC82azZs3a/DgwRoxYoS++OILDRgwQAMGDNDu3but23gAAAAAQLVnMwzDcHYTkmSz2fTee+9pwIABkn49yx0cHKxHHnlEjz76qCQpPz9fgYGBSklJ0aBBg/TVV18pLCxM27ZtU6dOnSRJa9asUf/+/fX9998rODhYCxYs0OOPP67s7Gy5u7tLkiZOnKgVK1Zo7969kqSBAweqsLBQK1euNPvp2rWrOnTooOTk5Mvqv6CgQL6+vsrPz5ePj09l7RagQppMXOXsFi7p4LMxzm4BAAAAqLDLzYDX7D3dBw4cUHZ2tqKioswxX19fRUREKD09XZKUnp4uPz8/M3BLUlRUlFxcXLRlyxazpkePHmbglqTo6Gjt27dPx48fN2vOXk9ZTdl6zqeoqEgFBQUOHwAAAAAAznbNhu7s7GxJUmBgoMN4YGCgOZedna2AgACHeTc3N9WtW9eh5nzLOHsdF6opmz+f6dOny9fX1/yEhIRc6SYCAAAAAKq5azZ0X+smTZqk/Px883PkyBFntwQAAAAAuMZcs6E7KChIkpSTk+MwnpOTY84FBQUpNzfXYf7MmTM6duyYQ835lnH2Oi5UUzZ/Ph4eHvLx8XH4AAAAAABwtms2dIeGhiooKEhpaWnmWEFBgbZs2aLIyEhJUmRkpPLy8pSRkWHWrFu3Tna7XREREWbNJ598opKSErNm7dq1+vOf/6w6deqYNWevp6ymbD0AAAAAAFSEU0P3yZMnlZmZqczMTEm/PjwtMzNThw8fls1m09ixYzVt2jR98MEH2rVrl4YNG6bg4GDzCeetWrVSv379dN9992nr1q3atGmTRo8erUGDBik4OFiSdNddd8nd3V0jRozQnj17tHTpUs2ZM0cJCQlmHw8//LDWrFmjmTNnau/evZo8ebK2b9+u0aNHX+1dAgAAAACoRtycufLt27erd+/e5veyIBwXF6eUlBSNHz9ehYWFuv/++5WXl6cbb7xRa9askaenp/mbN998U6NHj1afPn3k4uKi2NhYzZ0715z39fXVRx99pPj4eIWHh6t+/fpKTEx0eJf3DTfcoCVLluiJJ57QP/7xDzVv3lwrVqxQmzZtrsJeAAAAAABUV9fMe7qrOt7TjWsJ7+kGAAAArFXl39MNAAAAAEBVR+gGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALOLm7AYA4FrVZOIqZ7dwSQefjXF2CwAAALgIznQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABZxc3YDAIDqq8nEVc5u4ZIOPhvj7BYAAEA1xpluAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAibs5uAFdXk4mrnN3CJR18NsbZLQAAAABApeBMNwAAAAAAFiF0AwAAAABgES4vxzXnWr8EnsvfAQAAAFwuznQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFC9zlefPFFNWnSRJ6enoqIiNDWrVud3RIAAAAAoIoidJ9l6dKlSkhIUFJSknbs2KH27dsrOjpaubm5zm4NAAAAAFAF8fTys8yaNUv33Xefhg8fLklKTk7WqlWr9Nprr2nixIkOtUVFRSoqKjK/5+fnS5IKCgquXsMVYC865ewWqrxr/c9Yqhp/zuzHynGt70f2IQAAqK7K/g5hGMZF62zGpSr+IIqLi1WzZk29/fbbGjBggDkeFxenvLw8vf/++w71kydP1pQpU65ylwAAAACAa8mRI0fUsGHDC85zpvs3P/30k0pLSxUYGOgwHhgYqL1795arnzRpkhISEszvdrtdx44dU7169WSz2SzvF9YpKChQSEiIjhw5Ih8fH2e3gyqO4wmVjWMKlYnjCZWJ4wmVqSocT4Zh6MSJEwoODr5oHaG7gjw8POTh4eEw5ufn55xmYAkfH59r9l9wVD0cT6hsHFOoTBxPqEwcT6hM1/rx5Ovre8kaHqT2m/r168vV1VU5OTkO4zk5OQoKCnJSVwAAAACAqozQ/Rt3d3eFh4crLS3NHLPb7UpLS1NkZKQTOwMAAAAAVFVcXn6WhIQExcXFqVOnTurSpYtmz56twsJC82nm+GPw8PBQUlJSudsHgIrgeEJl45hCZeJ4QmXieEJlqk7HE08vP8e8efP0/PPPKzs7Wx06dNDcuXMVERHh7LYAAAAAAFUQoRsAAAAAAItwTzcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI38Jvp06erc+fOql27tgICAjRgwADt27fP2W2hmnj22Wdls9k0duxYZ7eCKuqHH37Q3XffrXr16snLy0tt27bV9u3bnd0WqqDS0lI9+eSTCg0NlZeXl5o2baqnnnpKPFsXl+uTTz7RLbfcouDgYNlsNq1YscJh3jAMJSYmqkGDBvLy8lJUVJT279/vnGZxzbvY8VRSUqIJEyaobdu28vb2VnBwsIYNG6asrCznNVwBhG7gNxs3blR8fLw+//xzrV27ViUlJerbt68KCwud3RqquG3btumll15Su3btnN0Kqqjjx4+rW7duqlGjhlavXq3//ve/mjlzpurUqePs1lAFPffcc1qwYIHmzZunr776Ss8995xmzJihf/3rX85uDVVEYWGh2rdvrxdffPG88zNmzNDcuXOVnJysLVu2yNvbW9HR0Tp9+vRV7hRVwcWOp1OnTmnHjh168skntWPHDr377rvat2+fbr31Vid0WnG8Mgy4gKNHjyogIEAbN25Ujx49nN0OqqiTJ0+qY8eOmj9/vqZNm6YOHTpo9uzZzm4LVczEiRO1adMmffrpp85uBdXAzTffrMDAQL366qvmWGxsrLy8vPTGG284sTNURTabTe+9954GDBgg6dez3MHBwXrkkUf06KOPSpLy8/MVGBiolJQUDRo0yInd4lp37vF0Ptu2bVOXLl106NAhNWrU6Oo19ztwphu4gPz8fElS3bp1ndwJqrL4+HjFxMQoKirK2a2gCvvggw/UqVMn/f3vf1dAQICuv/56vfzyy85uC1XUDTfcoLS0NH399deSpJ07d+qzzz7TTTfd5OTOUB0cOHBA2dnZDv/d8/X1VUREhNLT053YGaqL/Px82Ww2+fn5ObuVy+bm7AaAa5HdbtfYsWPVrVs3tWnTxtntoIp66623tGPHDm3bts3ZraCK++6777RgwQIlJCToH//4h7Zt26aHHnpI7u7uiouLc3Z7qGImTpyogoICtWzZUq6uriotLdXTTz+tIUOGOLs1VAPZ2dmSpMDAQIfxwMBAcw6oqNOnT2vChAkaPHiwfHx8nN3OZSN0A+cRHx+v3bt367PPPnN2K6iijhw5oocfflhr166Vp6ens9tBFWe329WpUyc988wzkqTrr79eu3fvVnJyMqEbV2zZsmV68803tWTJErVu3VqZmZkaO3asgoODOZ4AXLNKSkp05513yjAMLViwwNntXBEuLwfOMXr0aK1cuVLr169Xw4YNnd0OqqiMjAzl5uaqY8eOcnNzk5ubmzZu3Ki5c+fKzc1NpaWlzm4RVUiDBg0UFhbmMNaqVSsdPnzYSR2hKnvsscc0ceJEDRo0SG3bttXQoUM1btw4TZ8+3dmtoRoICgqSJOXk5DiM5+TkmHPAlSoL3IcOHdLatWur1FluidANmAzD0OjRo/Xee+9p3bp1Cg0NdXZLqML69OmjXbt2KTMz0/x06tRJQ4YMUWZmplxdXZ3dIqqQbt26lXuF4ddff63GjRs7qSNUZadOnZKLi+NfAV1dXWW3253UEaqT0NBQBQUFKS0tzRwrKCjQli1bFBkZ6cTOUFWVBe79+/fr448/Vr169Zzd0hXj8nLgN/Hx8VqyZInef/991a5d27zvyNfXV15eXk7uDlVN7dq1yz0PwNvbW/Xq1eM5Abhi48aN0w033KBnnnlGd955p7Zu3aqFCxdq4cKFzm4NVdAtt9yip59+Wo0aNVLr1q31xRdfaNasWbr33nud3RqqiJMnT+qbb74xvx84cECZmZmqW7euGjVqpLFjx2ratGlq3ry5QkND9eSTTyo4OPiiT6TGH9fFjqcGDRrojjvu0I4dO7Ry5UqVlpaaf0evW7eu3N3dndX2FeGVYcBvbDbbeccXLVqke+655+o2g2qpV69evDIMFbZy5UpNmjRJ+/fvV2hoqBISEnTfffc5uy1UQSdOnNCTTz6p9957T7m5uQoODtbgwYOVmJhYZf4CC+fasGGDevfuXW48Li5OKSkpMgxDSUlJWrhwofLy8nTjjTdq/vz5atGihRO6xbXuYsfT5MmTL3j16fr169WrVy+Lu6schG4AAAAAACzCPd0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAPjDSklJkc1m08GDB6/od7169VKbNm0qtZcmTZronnvuqdRlOpvNZtPkyZPN7xXd3wAAVGWEbgAA4DTz589XSkqKs9twKvYBAFRvhG4AAHBVDB06VL/88osaN25sjhE42QcAUN25ObsBAADwx+Dq6ipXV1dntwEAwFXFmW4AAH7z/vvvKyYmRsHBwfLw8FDTpk311FNPqbS09Lz1GRkZuuGGG+Tl5aXQ0FAlJyeXqykqKlJSUpKaNWsmDw8PhYSEaPz48SoqKrpoLyUlJZoyZYqaN28uT09P1atXTzfeeKPWrl17Rdv0/fffa8CAAfL29lZAQIDGjRun1NRU2Ww2bdiwway70D3lvXr1Uq9evczvxcXFSkxMVHh4uHx9feXt7a3u3btr/fr1l+zl3Hu6mzRpoj179mjjxo2y2Wyy2Wzq1auXvvvuO9lsNr3wwgvllrF582bZbDb97//+72XvA7vdrjlz5qht27by9PSUv7+/+vXrp+3bt5s1Z86c0VNPPaWmTZvKw8NDTZo00T/+8Y9yf07n3qde5tz9V7atmzZtUkJCgvz9/eXt7a3bbrtNR48edfjd+fYBAKD64Ew3AAC/SUlJUa1atZSQkKBatWpp3bp1SkxMVEFBgZ5//nmH2uPHj6t///668847NXjwYC1btkyjRo2Su7u77r33Xkm/hr1bb71Vn332me6//361atVKu3bt0gsvvKCvv/5aK1asuGAvkydP1vTp0zVy5Eh16dJFBQUF2r59u3bs2KG//vWvl7U9v/zyi/r06aPDhw/roYceUnBwsF5//XWtW7euwvuooKBAr7zyigYPHqz77rtPJ06c0Kuvvqro6Ght3bpVHTp0uOxlzZ49W2PGjFGtWrX0+OOPS5ICAwN13XXXqVu3bnrzzTc1btw4h9+8+eabql27tv72t79d9npGjBihlJQU3XTTTRo5cqTOnDmjTz/9VJ9//rk6deokSRo5cqQWL16sO+64Q4888oi2bNmi6dOn66uvvtJ777132es615gxY1SnTh0lJSXp4MGDmj17tkaPHq2lS5dedB8AAKoRAwCAP6hFixYZkowDBw4YhmEYp06dKlfzwAMPGDVr1jROnz5tjvXs2dOQZMycOdMcKyoqMjp06GAEBAQYxcXFhmEYxuuvv264uLgYn376qcMyk5OTDUnGpk2bzLHGjRsbcXFx5vf27dsbMTExv2v7Zs+ebUgyli1bZo4VFhYazZo1MyQZ69evv+D6z97Wnj17mt/PnDljFBUVOdQcP37cCAwMNO69916HcUlGUlKS+f3c/W0YhtG6dWuH5Zd56aWXDEnGV199ZY4VFxcb9evXP2+fF7Ju3TpDkvHQQw+Vm7Pb7YZhGEZmZqYhyRg5cqTD/KOPPmpIMtatW3fBbSpz7v4r29aoqChzPYZhGOPGjTNcXV2NvLw8c+xC+wAAUD1weTkAAL/x8vIy//nEiRP66aef1L17d506dUp79+51qHVzc9MDDzxgfnd3d9cDDzyg3NxcZWRkSJKWL1+uVq1aqWXLlvrpp5/Mz1/+8hdJuugl2X5+ftqzZ4/2799f4e35z3/+owYNGuiOO+4wx2rWrKn777+/wst0dXWVu7u7pF/P5B87dkxnzpxRp06dtGPHjgov91x33nmnPD099eabb5pjqamp+umnn3T33Xdf9nLeeecd2Ww2JSUllZuz2WySft1PkpSQkOAw/8gjj0iSVq1adcX9l7n//vvN9UhS9+7dVVpaqkOHDlV4mQCAqoXQDQDAb/bs2aPbbrtNvr6+8vHxkb+/vxnw8vPzHWqDg4Pl7e3tMNaiRQtJMu9Z3r9/v/bs2SN/f3+HT1ldbm7uBXuZOnWq8vLy1KJFC7Vt21aPPfaYvvzyyyvankOHDqlZs2YOoU+S/vznP1/Rcs61ePFitWvXzrzX3N/fX6tWrSq3j34PPz8/3XLLLVqyZIk59uabb+pPf/qT+T8tLse3336r4OBg1a1b94I1hw4dkouLi5o1a+YwHhQUJD8/v98VkBs1auTwvU6dOpJ+vT0BAPDHwD3dAABIysvLU8+ePeXj46OpU6eqadOm8vT01I4dOzRhwgTZ7fYrXqbdblfbtm01a9as886HhIRc8Lc9evTQt99+q/fff18fffSRXnnlFb3wwgtKTk7WyJEjr7iXSzk3mJcpLS11eOL4G2+8oXvuuUcDBgzQY489poCAALm6umr69On69ttvK7WnYcOGafny5dq8ebPatm2rDz74QP/zP/8jFxdrzhlcaB9cjgs9bO9CT2s3DKPC6wIAVC2EbgAAJG3YsEE///yz3n33XfXo0cMcP3DgwHnrs7KyVFhY6HC2++uvv5b06xOpJalp06bauXOn+vTpU6FAV7duXQ0fPlzDhw/XyZMn1aNHD02ePPmyQ3fjxo21e/duGYbhsP59+/aVq61Tp47y8vLKjR86dEjXXXed+f3tt9/Wddddp3fffddhmee7fPtyXGy/9OvXT/7+/nrzzTcVERGhU6dOaejQoVe0/KZNmyo1NVXHjh274Nnuxo0by263a//+/WrVqpU5npOTo7y8PIf3ip9vPxUXF+vHH3+8or7O9nvCPgDg2sfl5QAA6P/PSJ59BrK4uFjz588/b/2ZM2f00ksvOdS+9NJL8vf3V3h4uKRf70v+4Ycf9PLLL5f7/S+//KLCwsIL9vPzzz87fK9Vq5aaNWt2yVeNna1///7KysrS22+/bY6dOnVKCxcuLFfbtGlTff755youLjbHVq5cqSNHjjjUnW8/bdmyRenp6Zfd19m8vb3PG/alX++bL3syfEpKitq2bat27dpd0fJjY2NlGIamTJlSbq5sG/r37y/p1yeJn63sCoWYmBhzrGnTpvrkk08c6hYuXHjBM92X42L7AABQ9XGmGwAASTfccIPq1KmjuLg4PfTQQ7LZbHr99dcveBlwcHCwnnvuOR08eFAtWrTQ0qVLlZmZqYULF6pGjRqSpKFDh2rZsmV68MEHtX79enXr1k2lpaXau3evli1bptTUVPOVVecKCwtTr169FB4errp162r79u16++23NXr06Mvepvvuu0/z5s3TsGHDlJGRoQYNGuj1119XzZo1y9WOHDlSb7/9tvr166c777xT3377rd544w01bdrUoe7mm2/Wu+++q9tuu00xMTE6cOCAkpOTFRYWppMnT152b2XCw8O1YMECTZs2Tc2aNVNAQIDDPdvDhg3T3LlztX79ej333HNXvPzevXtr6NChmjt3rvbv369+/frJbrfr008/Ve/evTV69Gi1b99ecXFxWrhwoXmbwdatW7V48WINGDBAvXv3dthPDz74oGJjY/XXv/5VO3fuVGpqqurXr3/FvV3uPgAAVHFOfHI6AABOde4rrDZt2mR07drV8PLyMoKDg43x48cbqamp5V6v1bNnT6N169bG9u3bjcjISMPT09No3LixMW/evHLrKC4uNp577jmjdevWhoeHh1GnTh0jPDzcmDJlipGfn2/WnfvKqWnTphldunQx/Pz8DC8vL6Nly5bG008/bb6O7HIdOnTIuPXWW42aNWsa9evXNx5++GFjzZo15bbJMAxj5syZxp/+9CfDw8PD6Natm7F9+/Zyrwyz2+3GM888YzRu3Njw8PAwrr/+emPlypVGXFyc0bhxY4fl6TJeGZadnW3ExMQYtWvXNiSd99VZrVu3NlxcXIzvv//+ira9zJkzZ4znn3/eaNmypeHu7m74+/sbN910k5GRkWHWlJSUGFOmTDFCQ0ONGjVqGCEhIcakSZMcXhVnGIZRWlpqTJgwwahfv75Rs2ZNIzo62vjmm28u+Mqwbdu2Ofx+/fr15fb95ewDAEDVZTMMnuQBAMAfyYYNG9S7d2+tX79evXr1cnY7l3T99derbt26SktLc3YrAABcMe7pBgAA16zt27crMzNTw4YNc3YrAABUCPd0AwBQxRQXF+vYsWMXrfH19ZWXl9dV6qjy7d69WxkZGZo5c6YaNGiggQMHOsyXlpbq6NGjF11GrVq1VKtWLSvbBADgkjjTDQBAFbN582Y1aNDgop+lS5c6u83f5e2339bw4cNVUlKi//3f/5Wnp6fD/JEjRy65D/75z386qXsAAP4f93QDAFDFHD9+XBkZGRetad26tRo0aHCVOrr6Tp8+rc8+++yiNdddd53DO8YBAHAGQjcAAAAAABbhnu5KYrfblZWVpdq1a8tmszm7HQAAAACAhQzD0IkTJxQcHCwXlwvfuU3oriRZWVkKCQlxdhsAAAAAgKvoyJEjatiw4QXnCd2VpHbt2pJ+3eE+Pj5O7gYAAAAAYKWCggKFhISYWfBCCN2VpOySch8fH0I3AAAAAPxBXOr2Yl4ZBgAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWMTN2Q0AqHxNJq5ydguXdPDZGGe3AAAAAFiOM90AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFnBq6J0+eLJvN5vBp2bKlOX/69GnFx8erXr16qlWrlmJjY5WTk+OwjMOHDysmJkY1a9ZUQECAHnvsMZ05c8ahZsOGDerYsaM8PDzUrFkzpaSklOvlxRdfVJMmTeTp6amIiAht3brVkm0GAAAAAPxxOP1Md+vWrfXjjz+an88++8ycGzdunD788EMtX75cGzduVFZWlm6//XZzvrS0VDExMSouLtbmzZu1ePFipaSkKDEx0aw5cOCAYmJi1Lt3b2VmZmrs2LEaOXKkUlNTzZqlS5cqISFBSUlJ2rFjh9q3b6/o6Gjl5uZenZ0AAAAAAKiWbIZhGM5a+eTJk7VixQplZmaWm8vPz5e/v7+WLFmiO+64Q5K0d+9etWrVSunp6eratatWr16tm2++WVlZWQoMDJQkJScna8KECTp69Kjc3d01YcIErVq1Srt37zaXPWjQIOXl5WnNmjWSpIiICHXu3Fnz5s2TJNntdoWEhGjMmDGaOHHieXsvKipSUVGR+b2goEAhISHKz8+Xj49PpewfoKKaTFzl7BYu6eCzMc5uAQAAAKiwgoIC+fr6XjIDOv1M9/79+xUcHKzrrrtOQ4YM0eHDhyVJGRkZKikpUVRUlFnbsmVLNWrUSOnp6ZKk9PR0tW3b1gzckhQdHa2CggLt2bPHrDl7GWU1ZcsoLi5WRkaGQ42Li4uioqLMmvOZPn26fH19zU9ISMjv3BMAAAAAgOrGqaE7IiJCKSkpWrNmjRYsWKADBw6oe/fuOnHihLKzs+Xu7i4/Pz+H3wQGBio7O1uSlJ2d7RC4y+bL5i5WU1BQoF9++UU//fSTSktLz1tTtozzmTRpkvLz883PkSNHKrQPAAAAAADVl5szV37TTTeZ/9yuXTtFRESocePGWrZsmby8vJzY2aV5eHjIw8PD2W0AAAAAAK5hTr+8/Gx+fn5q0aKFvvnmGwUFBam4uFh5eXkONTk5OQoKCpIkBQUFlXuaedn3S9X4+PjIy8tL9evXl6ur63lrypYBAAAAAEBFXFOh++TJk/r222/VoEEDhYeHq0aNGkpLSzPn9+3bp8OHDysyMlKSFBkZqV27djk8ZXzt2rXy8fFRWFiYWXP2Mspqypbh7u6u8PBwhxq73a60tDSzBgAAAACAinBq6H700Ue1ceNGHTx4UJs3b9Ztt90mV1dXDR48WL6+vhoxYoQSEhK0fv16ZWRkaPjw4YqMjFTXrl0lSX379lVYWJiGDh2qnTt3KjU1VU888YTi4+PNS78ffPBBfffddxo/frz27t2r+fPna9myZRo3bpzZR0JCgl5++WUtXrxYX331lUaNGqXCwkINHz7cKfsFAAAAAFA9OPWe7u+//16DBw/Wzz//LH9/f9144436/PPP5e/vL0l64YUX5OLiotjYWBUVFSk6Olrz5883f+/q6qqVK1dq1KhRioyMlLe3t+Li4jR16lSzJjQ0VKtWrdK4ceM0Z84cNWzYUK+88oqio6PNmoEDB+ro0aNKTExUdna2OnTooDVr1pR7uBoAAAAAAFfCqe/prk4u9x1twNXAe7oBAAAAa1WZ93QDAAAAAFBdEboBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAi1wzofvZZ5+VzWbT2LFjzbHTp08rPj5e9erVU61atRQbG6ucnByH3x0+fFgxMTGqWbOmAgIC9Nhjj+nMmTMONRs2bFDHjh3l4eGhZs2aKSUlpdz6X3zxRTVp0kSenp6KiIjQ1q1brdhMAAAAAMAfyDURurdt26aXXnpJ7dq1cxgfN26cPvzwQy1fvlwbN25UVlaWbr/9dnO+tLRUMTExKi4u1ubNm7V48WKlpKQoMTHRrDlw4IBiYmLUu3dvZWZmauzYsRo5cqRSU1PNmqVLlyohIUFJSUnasWOH2rdvr+joaOXm5lq/8QAAAACAastmGIbhzAZOnjypjh07av78+Zo2bZo6dOig2bNnKz8/X/7+/lqyZInuuOMOSdLevXvVqlUrpaenq2vXrlq9erVuvvlmZWVlKTAwUJKUnJysCRMm6OjRo3J3d9eECRO0atUq7d6921znoEGDlJeXpzVr1kiSIiIi1LlzZ82bN0+SZLfbFRISojFjxmjixImXtR0FBQXy9fVVfn6+fHx8KnMXAVesycRVzm7hkg4+G+PsFgAAAIAKu9wM6PQz3fHx8YqJiVFUVJTDeEZGhkpKShzGW7ZsqUaNGik9PV2SlJ6errZt25qBW5Kio6NVUFCgPXv2mDXnLjs6OtpcRnFxsTIyMhxqXFxcFBUVZdacT1FRkQoKChw+AAAAAACczc2ZK3/rrbe0Y8cObdu2rdxcdna23N3d5efn5zAeGBio7Oxss+bswF02XzZ3sZqCggL98ssvOn78uEpLS89bs3fv3gv2Pn36dE2ZMuXyNhQAAAAA8IfktDPdR44c0cMPP6w333xTnp6ezmqjwiZNmqT8/Hzzc+TIEWe3BAAAAAC4xjgtdGdkZCg3N1cdO3aUm5ub3NzctHHjRs2dO1dubm4KDAxUcXGx8vLyHH6Xk5OjoKAgSVJQUFC5p5mXfb9UjY+Pj7y8vFS/fn25urqet6ZsGefj4eEhHx8fhw8AAAAAAGdzWuju06ePdu3apczMTPPTqVMnDRkyxPznGjVqKC0tzfzNvn37dPjwYUVGRkqSIiMjtWvXLoenjK9du1Y+Pj4KCwsza85eRllN2TLc3d0VHh7uUGO325WWlmbWAAAAAABQEU67p7t27dpq06aNw5i3t7fq1atnjo8YMUIJCQmqW7eufHx8NGbMGEVGRqpr166SpL59+yosLExDhw7VjBkzlJ2drSeeeELx8fHy8PCQJD344IOaN2+exo8fr3vvvVfr1q3TsmXLtGrV/z/dOSEhQXFxcerUqZO6dOmi2bNnq7CwUMOHD79KewMAAAAAUB059UFql/LCCy/IxcVFsbGxKioqUnR0tObPn2/Ou7q6auXKlRo1apQiIyPl7e2tuLg4TZ061awJDQ3VqlWrNG7cOM2ZM0cNGzbUK6+8oujoaLNm4MCBOnr0qBITE5Wdna0OHTpozZo15R6uBgAAAADAlXD6e7qrC97TjWsJ7+kGAAAArFVl3tMNAAAAAEB1RegGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAADwf+zdeXxOd97/8feVRBaRxZJFbkFqD8oIIrWUodJKO1VMUSW2ajuhCLV0Wks3xY9ilFQ7FZ2pKTrVRQY1sbWllhDb1NIW0YlEtJIQlUSu8/ujzTUuQbnk9Eri9Xw8rsft+p7Pdc7nHGfu9t1zzvcAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwiUOh+7vvvivtPgAAAAAAqHAcCt3169dXly5d9Pe//12XLl0q7Z4AAAAAAKgQHArde/bs0d133634+HgFBwfrySef1M6dO0u7NwAAAAAAyjWHQnfLli01f/58paen65133tHp06fVoUMHNWvWTHPnzlVWVlZp9wkAAAAAQLlzWxOpubm5qVevXlq1apVmzpypb775RuPHj1doaKgGDRqk06dPl1afAAAAAACUO7cVunfv3q0//elPqlmzpubOnavx48fr22+/1YYNG5Senq6HH364tPoEAAAAAKDccXPkR3PnztXSpUt15MgR9ejRQ++++6569OghF5efM3xYWJgSExNVt27d0uwVAAAAAIByxaHQvXjxYg0dOlSDBw9WzZo1r1kTGBiov/71r7fVHAAAAAAA5ZlDofvYsWO/WuPu7q7Y2FhHVg8AAAAAQIXg0DPdS5cu1apVq0qMr1q1SsuWLbvtpgAAAAAAqAgcCt0zZsxQjRo1SowHBgbq1Vdfve2mAAAAAACoCBwK3WlpaQoLCysxXqdOHaWlpd12UwAAAAAAVAQOhe7AwEDt37+/xPi+fftUvXr1224KAAAAAICKwKHQ3b9/fz3zzDPatGmTioqKVFRUpI0bN2r06NHq169fafcIAAAAAEC55NDs5S+99JJOnDihrl27ys3t51VYrVYNGjSIZ7oBAAAAAPiFQ6Hb3d1dK1as0EsvvaR9+/bJy8tLzZs3V506dUq7PwAAAAAAyi2HQnexhg0bqmHDhqXVCwAAAAAAFYpDobuoqEiJiYlKTk7WmTNnZLVa7ZZv3LixVJoDAAAAAKA8c2gitdGjR2v06NEqKipSs2bN1KJFC7vPzVq8eLHuvvtu+fr6ytfXV1FRUVq7dq1t+aVLlxQXF6fq1aurSpUq6t27tzIzM+3WkZaWppiYGFWuXFmBgYF69tlndfnyZbuazZs3q1WrVvLw8FD9+vWVmJhYopc33nhDdevWlaenpyIjI7Vz585bOygAAAAAAFzFoSvd77//vlauXKkePXrc1sZr1aql1157TQ0aNJBhGFq2bJkefvhh7d27V02bNtXYsWOVlJSkVatWyc/PTyNHjlSvXr305ZdfSvr5intMTIyCg4O1bds2nT59WoMGDVKlSpVsE7odP35cMTExeuqpp/Tee+8pOTlZw4cPV82aNRUdHS1JWrFiheLj45WQkKDIyEjNmzdP0dHROnLkiAIDA29rHwEAAAAAdy6LYRjGrf4oJCREmzdvNuV57mrVqmn27Nnq06ePAgICtHz5cvXp00eSdPjwYTVp0kTbt29Xu3bttHbtWj344INKT09XUFCQJCkhIUETJ05UVlaW3N3dNXHiRCUlJengwYO2bfTr10/Z2dlat26dJCkyMlJt2rTRwoULJf08E3toaKhGjRqlSZMm3VTfubm58vPzU05Ojnx9fUvzkAC3rO6kJGe38KtOvBbj7BYAAAAAh91sBnTo9vJx48Zp/vz5ciCvX1dRUZHef/995eXlKSoqSikpKSosLFS3bt1sNY0bN1bt2rW1fft2SdL27dvVvHlzW+CWpOjoaOXm5urQoUO2mivXUVxTvI6CggKlpKTY1bi4uKhbt262mmvJz89Xbm6u3QcAAAAAgCs5dHv5F198oU2bNmnt2rVq2rSpKlWqZLf8ww8/vOl1HThwQFFRUbp06ZKqVKmi1atXKzw8XKmpqXJ3d5e/v79dfVBQkDIyMiRJGRkZdoG7eHnxshvV5Obm6qefftK5c+dUVFR0zZrDhw9ft+8ZM2Zo+vTpN72fAAAAAIA7j0Oh29/fX4888kipNNCoUSOlpqYqJydHH3zwgWJjY7Vly5ZSWbeZJk+erPj4eNv33NxchYaGOrEjAAAAAEBZ41DoXrp0aak14O7urvr160uSIiIitGvXLs2fP199+/ZVQUGBsrOz7a52Z2ZmKjg4WJIUHBxcYpbx4tnNr6y5esbzzMxM+fr6ysvLS66urnJ1db1mTfE6rsXDw0MeHh6O7TQAAAAA4I7g0DPdknT58mX9+9//1ptvvqnz589LktLT03XhwoXbashqtSo/P18RERGqVKmSkpOTbcuOHDmitLQ0RUVFSZKioqJ04MABnTlzxlazYcMG+fr6Kjw83FZz5TqKa4rX4e7uroiICLsaq9Wq5ORkWw0AAAAAAI5w6Er3yZMndf/99ystLU35+fm677775OPjo5kzZyo/P18JCQk3tZ7JkyfrgQceUO3atXX+/HktX75cmzdv1vr16+Xn56dhw4YpPj5e1apVk6+vr0aNGqWoqCi1a9dOktS9e3eFh4dr4MCBmjVrljIyMvT8888rLi7OdhX6qaee0sKFCzVhwgQNHTpUGzdu1MqVK5WU9L/ZnePj4xUbG6vWrVurbdu2mjdvnvLy8jRkyBBHDg8AAAAAAJIcDN2jR49W69attW/fPlWvXt02/sgjj+iJJ5646fWcOXNGgwYN0unTp+Xn56e7775b69ev13333SdJev311+Xi4qLevXsrPz9f0dHRWrRoke33rq6uWrNmjZ5++mlFRUXJ29tbsbGxevHFF201YWFhSkpK0tixYzV//nzVqlVLb7/9tu0d3ZLUt29fZWVlacqUKcrIyFDLli21bt26EpOrAQAAAABwKxx6T3f16tW1bds2NWrUSD4+Ptq3b5/uuusunThxQuHh4bp48aIZvZZpvKcbZQnv6QYAAADMZep7uq1Wq4qKikqMf//99/Lx8XFklQAAAAAAVDgOhe7u3btr3rx5tu8Wi0UXLlzQ1KlT1aNHj9LqDQAAAACAcs2hZ7rnzJmj6OhohYeH69KlS3rsscd07Ngx1ahRQ//4xz9Ku0cAAAAAAMolh0J3rVq1tG/fPr3//vvav3+/Lly4oGHDhmnAgAHy8vIq7R4BAAAAACiXHArdkuTm5qbHH3+8NHsBAAAAAKBCcSh0v/vuuzdcPmjQIIeaAQAAAACgInH4Pd1XKiws1MWLF+Xu7q7KlSsTugEAAAAAkIOzl587d87uc+HCBR05ckQdOnRgIjUAAAAAAH7hUOi+lgYNGui1114rcRUcAAAAAIA7VamFbunnydXS09NLc5UAAAAAAJRbDj3T/cknn9h9NwxDp0+f1sKFC9W+fftSaQwAAAAAgPLOodDds2dPu+8Wi0UBAQH6/e9/rzlz5pRGXwAAAAAAlHsOhW6r1VrafQAAAAAAUOGU6jPdAAAAAADgfxy60h0fH3/TtXPnznVkEwAAAAAAlHsOhe69e/dq7969KiwsVKNGjSRJR48elaurq1q1amWrs1gspdMlAAAAAADlkEOh+6GHHpKPj4+WLVumqlWrSpLOnTunIUOGqGPHjho3blypNgkAAAAAQHnk0DPdc+bM0YwZM2yBW5KqVq2ql19+mdnLAQAAAAD4hUOhOzc3V1lZWSXGs7KydP78+dtuCgAAAACAisCh0P3II49oyJAh+vDDD/X999/r+++/1z//+U8NGzZMvXr1Ku0eAQAAAAAolxx6pjshIUHjx4/XY489psLCwp9X5OamYcOGafbs2aXaIAAAAAAA5ZVDobty5cpatGiRZs+erW+//VaSVK9ePXl7e5dqcwAAAAAAlGcO3V5e7PTp0zp9+rQaNGggb29vGYZRWn0BAAAAAFDuORS6f/jhB3Xt2lUNGzZUjx49dPr0aUnSsGHDeF0YAAAAAAC/cCh0jx07VpUqVVJaWpoqV65sG+/bt6/WrVtXas0BAAAAAFCeOfRM92effab169erVq1aduMNGjTQyZMnS6UxAAAAAADKO4eudOfl5dld4S72448/ysPD47abAgAAAACgInAodHfs2FHvvvuu7bvFYpHVatWsWbPUpUuXUmsOAAAAAIDyzKHby2fNmqWuXbtq9+7dKigo0IQJE3To0CH9+OOP+vLLL0u7RwAAAAAAyiWHrnQ3a9ZMR48eVYcOHfTwww8rLy9PvXr10t69e1WvXr3S7hEAAAAAgHLplq90FxYW6v7771dCQoL+/Oc/m9ETAAAAAAAVwi1f6a5UqZL2799vRi8AAAAAAFQoDt1e/vjjj+uvf/1rafcCAAAAAECF4tBEapcvX9Y777yjf//734qIiJC3t7fd8rlz55ZKcwAAAAAAlGe3FLq/++471a1bVwcPHlSrVq0kSUePHrWrsVgspdcdAAAAAADl2C2F7gYNGuj06dPatGmTJKlv375asGCBgoKCTGkOAAAAAIDy7Jae6TYMw+772rVrlZeXV6oNAQAAAABQUTg0kVqxq0M4AAAAAAD4n1sK3RaLpcQz2zzDDQAAAADAtd3SM92GYWjw4MHy8PCQJF26dElPPfVUidnLP/zww9LrEAAAAACAcuqWQndsbKzd98cff7xUmwEAAAAAoCK5pdC9dOlSs/oAAAAAAKDCua2J1AAAAAAAwPURugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADCJU0P3jBkz1KZNG/n4+CgwMFA9e/bUkSNH7GouXbqkuLg4Va9eXVWqVFHv3r2VmZlpV5OWlqaYmBhVrlxZgYGBevbZZ3X58mW7ms2bN6tVq1by8PBQ/fr1lZiYWKKfN954Q3Xr1pWnp6ciIyO1c+fOUt9nAAAAAMCdw6mhe8uWLYqLi9NXX32lDRs2qLCwUN27d1deXp6tZuzYsfr000+1atUqbdmyRenp6erVq5dteVFRkWJiYlRQUKBt27Zp2bJlSkxM1JQpU2w1x48fV0xMjLp06aLU1FSNGTNGw4cP1/r16201K1asUHx8vKZOnao9e/aoRYsWio6O1pkzZ36bgwEAAAAAqHAshmEYzm6iWFZWlgIDA7VlyxZ16tRJOTk5CggI0PLly9WnTx9J0uHDh9WkSRNt375d7dq109q1a/Xggw8qPT1dQUFBkqSEhARNnDhRWVlZcnd318SJE5WUlKSDBw/attWvXz9lZ2dr3bp1kqTIyEi1adNGCxculCRZrVaFhoZq1KhRmjRpUole8/PzlZ+fb/uem5ur0NBQ5eTkyNfX17RjBNyMupOSnN3CrzrxWoyzWwAAAAAclpubKz8/v1/NgGXqme6cnBxJUrVq1SRJKSkpKiwsVLdu3Ww1jRs3Vu3atbV9+3ZJ0vbt29W8eXNb4Jak6Oho5ebm6tChQ7aaK9dRXFO8joKCAqWkpNjVuLi4qFu3braaq82YMUN+fn62T2ho6O3uPgAAAACggikzodtqtWrMmDFq3769mjVrJknKyMiQu7u7/P397WqDgoKUkZFhq7kycBcvL152o5rc3Fz99NNPOnv2rIqKiq5ZU7yOq02ePFk5OTm2z6lTpxzbcQAAAABAheXm7AaKxcXF6eDBg/riiy+c3cpN8fDwkIeHh7PbAAAAAACUYWXiSvfIkSO1Zs0abdq0SbVq1bKNBwcHq6CgQNnZ2Xb1mZmZCg4OttVcPZt58fdfq/H19ZWXl5dq1KghV1fXa9YUrwMAAAAAgFvl1NBtGIZGjhyp1atXa+PGjQoLC7NbHhERoUqVKik5Odk2duTIEaWlpSkqKkqSFBUVpQMHDtjNMr5hwwb5+voqPDzcVnPlOopritfh7u6uiIgIuxqr1ark5GRbDQAAAAAAt8qpt5fHxcVp+fLl+vjjj+Xj42N7ftrPz09eXl7y8/PTsGHDFB8fr2rVqsnX11ejRo1SVFSU2rVrJ0nq3r27wsPDNXDgQM2aNUsZGRl6/vnnFRcXZ7v9+6mnntLChQs1YcIEDR06VBs3btTKlSuVlPS/GZ7j4+MVGxur1q1bq23btpo3b57y8vI0ZMiQ3/7AAAAAAAAqBKeG7sWLF0uSOnfubDe+dOlSDR48WJL0+uuvy8XFRb1791Z+fr6io6O1aNEiW62rq6vWrFmjp59+WlFRUfL29lZsbKxefPFFW01YWJiSkpI0duxYzZ8/X7Vq1dLbb7+t6OhoW03fvn2VlZWlKVOmKCMjQy1bttS6detKTK4GAAAAAMDNKlPv6S7PbvYdbcBvgfd0AwAAAOYql+/pBgAAAACgIiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACZxaujeunWrHnroIYWEhMhiseijjz6yW24YhqZMmaKaNWvKy8tL3bp107Fjx+xqfvzxRw0YMEC+vr7y9/fXsGHDdOHCBbua/fv3q2PHjvL09FRoaKhmzZpVopdVq1apcePG8vT0VPPmzfWvf/2r1PcXAAAAAHBncWrozsvLU4sWLfTGG29cc/msWbO0YMECJSQkaMeOHfL29lZ0dLQuXbpkqxkwYIAOHTqkDRs2aM2aNdq6datGjBhhW56bm6vu3burTp06SklJ0ezZszVt2jQtWbLEVrNt2zb1799fw4YN0969e9WzZ0/17NlTBw8eNG/nAQAAAAAVnsUwDMPZTUiSxWLR6tWr1bNnT0k/X+UOCQnRuHHjNH78eElSTk6OgoKClJiYqH79+unrr79WeHi4du3apdatW0uS1q1bpx49euj7779XSEiIFi9erD//+c/KyMiQu7u7JGnSpEn66KOPdPjwYUlS3759lZeXpzVr1tj6adeunVq2bKmEhISb6j83N1d+fn7KycmRr69vaR0WwCF1JyU5u4VfdeK1GGe3AAAAADjsZjNgmX2m+/jx48rIyFC3bt1sY35+foqMjNT27dslSdu3b5e/v78tcEtSt27d5OLioh07dthqOnXqZAvckhQdHa0jR47o3Llztport1NcU7yda8nPz1dubq7dBwAAAACAK5XZ0J2RkSFJCgoKshsPCgqyLcvIyFBgYKDdcjc3N1WrVs2u5lrruHIb16spXn4tM2bMkJ+fn+0TGhp6q7sIAAAAAKjgymzoLusmT56snJwc2+fUqVPObgkAAAAAUMaU2dAdHBwsScrMzLQbz8zMtC0LDg7WmTNn7JZfvnxZP/74o13NtdZx5TauV1O8/Fo8PDzk6+tr9wEAAAAA4EplNnSHhYUpODhYycnJtrHc3Fzt2LFDUVFRkqSoqChlZ2crJSXFVrNx40ZZrVZFRkbaarZu3arCwkJbzYYNG9SoUSNVrVrVVnPldoprircDAAAAAIAjnBq6L1y4oNTUVKWmpkr6efK01NRUpaWlyWKxaMyYMXr55Zf1ySef6MCBAxo0aJBCQkJsM5w3adJE999/v5544gnt3LlTX375pUaOHKl+/fopJCREkvTYY4/J3d1dw4YN06FDh7RixQrNnz9f8fHxtj5Gjx6tdevWac6cOTp8+LCmTZum3bt3a+TIkb/1IQEAAAAAVCBuztz47t271aVLF9v34iAcGxurxMRETZgwQXl5eRoxYoSys7PVoUMHrVu3Tp6enrbfvPfeexo5cqS6du0qFxcX9e7dWwsWLLAt9/Pz02effaa4uDhFRESoRo0amjJlit27vO+55x4tX75czz//vJ577jk1aNBAH330kZo1a/YbHAUAAAAAQEVVZt7TXd7xnm6UJbynGwAAADBXuX9PNwAAAAAA5R2hGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMImbsxsAgLKK950DAADgdnGlGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTuDm7AQCA4+pOSnJ2Czd04rUYZ7cAAADgVFzpBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMQugGAAAAAMAkhG4AAAAAAEzi5uwG8NuqOynJ2S38qhOvxTi7BQAAAAAoFVzpBgAAAADAJIRuAAAAAABMwu3lKHPK+i3w3P4OAAAA4GZxpRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCROpXeWNN97Q7NmzlZGRoRYtWugvf/mL2rZt6+y2AAAmKeuTN0pM4AgAQHnGle4rrFixQvHx8Zo6dar27NmjFi1aKDo6WmfOnHF2awAAAACAcogr3VeYO3eunnjiCQ0ZMkSSlJCQoKSkJL3zzjuaNGmSXW1+fr7y8/Nt33NyciRJubm5v13DDrDmX3R2C+VeWf87lsrH3zPH8c7A33PpKA/HsdnU9c5u4YYOTo92dgsAgAqm+J/PhmHcsM5i/FrFHaKgoECVK1fWBx98oJ49e9rGY2NjlZ2drY8//tiuftq0aZo+ffpv3CUAAAAAoCw5deqUatWqdd3lXOn+xdmzZ1VUVKSgoCC78aCgIB0+fLhE/eTJkxUfH2/7brVa9eOPP6p69eqyWCym94vbl5ubq9DQUJ06dUq+vr7ObgdlDOcHboTzAzfC+YHr4dzAjXB+lD+GYej8+fMKCQm5YR2h20EeHh7y8PCwG/P393dOM7gtvr6+/D82XBfnB26E8wM3wvmB6+HcwI1wfpQvfn5+v1rDRGq/qFGjhlxdXZWZmWk3npmZqeDgYCd1BQAAAAAozwjdv3B3d1dERISSk5NtY1arVcnJyYqKinJiZwAAAACA8orby68QHx+v2NhYtW7dWm3bttW8efOUl5dnm80cFYuHh4emTp1a4jEBQOL8wI1xfuBGOD9wPZwbuBHOj4qL2cuvsnDhQs2ePVsZGRlq2bKlFixYoMjISGe3BQAAAAAohwjdAAAAAACYhGe6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQunFHmTFjhtq0aSMfHx8FBgaqZ8+eOnLkiLPbQhn12muvyWKxaMyYMc5uBWXEf//7Xz3++OOqXr26vLy81Lx5c+3evdvZbaEMKCoq0gsvvKCwsDB5eXmpXr16eumll8R8tXemrVu36qGHHlJISIgsFos++ugju+WGYWjKlCmqWbOmvLy81K1bNx07dsw5zeI3d6Pzo7CwUBMnTlTz5s3l7e2tkJAQDRo0SOnp6c5rGLeN0I07ypYtWxQXF6evvvpKGzZsUGFhobp37668vDxnt4YyZteuXXrzzTd19913O7sVlBHnzp1T+/btValSJa1du1b/+c9/NGfOHFWtWtXZraEMmDlzphYvXqyFCxfq66+/1syZMzVr1iz95S9/cXZrcIK8vDy1aNFCb7zxxjWXz5o1SwsWLFBCQoJ27Nghb29vRUdH69KlS79xp3CGG50fFy9e1J49e/TCCy9oz549+vDDD3XkyBH94Q9/cEKnKC28Mgx3tKysLAUGBmrLli3q1KmTs9tBGXHhwgW1atVKixYt0ssvv6yWLVtq3rx5zm4LTjZp0iR9+eWX+vzzz53dCsqgBx98UEFBQfrrX/9qG+vdu7e8vLz097//3YmdwdksFotWr16tnj17Svr5KndISIjGjRun8ePHS5JycnIUFBSkxMRE9evXz4nd4rd29flxLbt27VLbtm118uRJ1a5d+7drDqWGK924o+Xk5EiSqlWr5uROUJbExcUpJiZG3bp1c3YrKEM++eQTtW7dWn/84x8VGBio3/3ud3rrrbec3RbKiHvuuUfJyck6evSoJGnfvn364osv9MADDzi5M5Q1x48fV0ZGht0/Y/z8/BQZGant27c7sTOUVTk5ObJYLPL393d2K3CQm7MbAJzFarVqzJgxat++vZo1a+bsdlBGvP/++9qzZ4927drl7FZQxnz33XdavHix4uPj9dxzz2nXrl165pln5O7urtjYWGe3ByebNGmScnNz1bhxY7m6uqqoqEivvPKKBgwY4OzWUMZkZGRIkoKCguzGg4KCbMuAYpcuXdLEiRPVv39/+fr6OrsdOIjQjTtWXFycDh48qC+++MLZraCMOHXqlEaPHq0NGzbI09PT2e2gjLFarWrdurVeffVVSdLvfvc7HTx4UAkJCYRuaOXKlXrvvfe0fPlyNW3aVKmpqRozZoxCQkI4PwA4pLCwUI8++qgMw9DixYud3Q5uA7eX4440cuRIrVmzRps2bVKtWrWc3Q7KiJSUFJ05c0atWrWSm5ub3NzctGXLFi1YsEBubm4qKipydotwopo1ayo8PNxurEmTJkpLS3NSRyhLnn32WU2aNEn9+vVT8+bNNXDgQI0dO1YzZsxwdmsoY4KDgyVJmZmZduOZmZm2ZUBx4D558qQ2bNjAVe5yjtCNO4phGBo5cqRWr16tjRs3KiwszNktoQzp2rWrDhw4oNTUVNundevWGjBggFJTU+Xq6ursFuFE7du3L/GKwaNHj6pOnTpO6ghlycWLF+XiYv+vVa6urrJarU7qCGVVWFiYgoODlZycbBvLzc3Vjh07FBUV5cTOUFYUB+5jx47p3//+t6pXr+7slnCbuL0cd5S4uDgtX75cH3/8sXx8fGzPTvn5+cnLy8vJ3cHZfHx8Sjzf7+3trerVq/PcPzR27Fjdc889evXVV/Xoo49q586dWrJkiZYsWeLs1lAGPPTQQ3rllVdUu3ZtNW3aVHv37tXcuXM1dOhQZ7cGJ7hw4YK++eYb2/fjx48rNTVV1apVU+3atTVmzBi9/PLLatCggcLCwvTCCy8oJCTkhjNYo+K40flRs2ZN9enTR3v27NGaNWtUVFRk+/fVatWqyd3d3Vlt4zbwyjDcUSwWyzXHly5dqsGDB/+2zaBc6Ny5M68Mg82aNWs0efJkHTt2TGFhYYqPj9cTTzzh7LZQBpw/f14vvPCCVq9erTNnzigkJET9+/fXlClT+JfkO9DmzZvVpUuXEuOxsbFKTEyUYRiaOnWqlixZouzsbHXo0EGLFi1Sw4YNndAtfms3Oj+mTZt23TsxN23apM6dO5vcHcxA6AYAAAAAwCQ80w0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AgDtOYmKiLBaLTpw4cUu/69y5s5o1a1aqvdStW1eDBw8u1XX+Vk6cOCGLxaLExMRb+p2jxx8AgPKI0A0AQAWTnp6uadOmKTU11dmt3LRFixbdcnivaDgGAFAxEboBAKhg0tPTNX36dNNDd506dfTTTz9p4MCBt/S7gQMH6qefflKdOnVsYwROjgEAVFRuzm4AAACUTxaLRZ6enrf8O1dXV7m6uprQEQAAZQ9XugEAd7yPP/5YMTExCgkJkYeHh+rVq6eXXnpJRUVF16xPSUnRPffcIy8vL4WFhSkhIaFETX5+vqZOnar69evLw8NDoaGhmjBhgvLz82/YS2FhoaZPn64GDRrI09NT1atXV4cOHbRhw4ab2pfNmzerTZs2kqQhQ4bIYrGUeO561apVioiIkJeXl2rUqKHHH39c//3vf23Lp06dKhcXFyUnJ9ute8SIEXJ3d9e+ffskXf+Z7sOHD+vRRx9VQECAvLy81KhRI/35z3+2Lb/6me66devq0KFD2rJli63fzp0767vvvpPFYtHrr79eYj+3bdsmi8Wif/zjHzd1XCTJarVq/vz5at68uTw9PRUQEKD7779fu3fvttVcvnxZL730kurVqycPDw/VrVtXzz33XIm/N4vFomnTppXYxtXP6Bfv65dffqn4+HgFBATI29tbjzzyiLKysux+d61jAAAo/7jSDQC44yUmJqpKlSqKj49XlSpVtHHjRk2ZMkW5ubmaPXu2Xe25c+fUo0cPPfroo+rfv79Wrlypp59+Wu7u7ho6dKikn8PdH/7wB33xxRcaMWKEmjRpogMHDuj111/X0aNH9dFHH123l2nTpmnGjBkaPny42rZtq9zcXO3evVt79uzRfffd96v70qRJE7344ouaMmWKRowYoY4dO0qS7rnnHtu+DhkyRG3atNGMGTOUmZmp+fPn68svv9TevXvl7++v559/Xp9++qmGDRumAwcOyMfHR+vXr9dbb72ll156SS1atLju9vfv36+OHTuqUqVKGjFihOrWratvv/1Wn376qV555ZVr/mbevHkaNWqUqlSpYgvnQUFBuuuuu9S+fXu99957Gjt2rN1v3nvvPfn4+Ojhhx/+1WNSbNiwYUpMTNQDDzyg4cOH6/Lly/r888/11VdfqXXr1pKk4cOHa9myZerTp4/GjRunHTt2aMaMGfr666+1evXqm97W1UaNGqWqVatq6tSpOnHihObNm6eRI0dqxYoVNzwGAIAKwAAA4A6zdOlSQ5Jx/PhxwzAM4+LFiyVqnnzySaNy5crGpUuXbGP33nuvIcmYM2eObSw/P99o2bKlERgYaBQUFBiGYRh/+9vfDBcXF+Pzzz+3W2dCQoIhyfjyyy9tY3Xq1DFiY2Nt31u0aGHExMTc1v7t2rXLkGQsXbrUbrygoMAIDAw0mjVrZvz000+28TVr1hiSjClTptjGDhw4YLi7uxvDhw83zp07Z/zf//2f0bp1a6OwsNBWc/z48RLb6dSpk+Hj42OcPHnSbttWq9X256uPv2EYRtOmTY177723xL68+eabhiTj66+/ttuPGjVq2B23X7Nx40ZDkvHMM8+UWFbcW2pqqiHJGD58uN3y8ePHG5KMjRs32sYkGVOnTi2xrqv/Pov3tVu3bnbHYOzYsYarq6uRnZ1tG7veMQAAlG/cXg4AuON5eXnZ/nz+/HmdPXtWHTt21MWLF3X48GG7Wjc3Nz355JO27+7u7nryySd15swZpaSkSPr59u0mTZqocePGOnv2rO3z+9//XpK0adOm6/bi7++vQ4cO6dixY6W5i5Kk3bt368yZM/rTn/5k9yx2TEyMGjdurKSkJNtYs2bNNH36dL399tuKjo7W2bNntWzZMrm5Xf8muaysLG3dulVDhw5V7dq17ZZZLBaHen700Ufl6emp9957zza2fv16nT17Vo8//vhNr+ef//ynLBaLpk6dWmJZcW//+te/JEnx8fF2y8eNGydJdsfnVo0YMcLuGHTs2FFFRUU6efKkw+sEAJQPhG4AwB3v0KFDeuSRR+Tn5ydfX18FBATYAl1OTo5dbUhIiLy9ve3GGjZsKEm2Z5SPHTumQ4cOKSAgwO5TXHfmzJnr9vLiiy8qOztbDRs2VPPmzfXss89q//79pbKfxQGvUaNGJZY1bty4RAB89tln1aJFC+3cuVNTp05VeHj4Ddf/3XffSVKpvsvc399fDz30kJYvX24be++99/R///d/tv+IcTO+/fZbhYSEqFq1atetOXnypFxcXFS/fn278eDgYPn7+99WQL76P0JUrVpV0s+PKwAAKjae6QYA3NGys7N17733ytfXVy+++KLq1asnT09P7dmzRxMnTpTVar3ldVqtVjVv3lxz58695vLQ0NDr/rZTp0769ttv9fHHH+uzzz7T22+/rddff10JCQkaPnz4LfdyO7777jvbFfcDBw78ptu+0qBBg7Rq1Spt27ZNzZs31yeffKI//elPcnEx59qBo1flJV138r3rzdZuGIbD2wIAlA+EbgDAHW3z5s364Ycf9OGHH6pTp0628ePHj1+zPj09XXl5eXZXu48ePSrp5xmoJalevXrat2+funbt6lCAq1atmoYMGaIhQ4bowoUL6tSpk6ZNm3bToft62yx+L/aRI0dKXCU+cuSI3XuzrVarBg8eLF9fX40ZM0avvvqq+vTpo169el13u3fddZck6eDBgzfV5830LEn333+/AgIC9N577ykyMlIXL1685XeD16tXT+vXr9ePP/543avdderUkdVq1bFjx9SkSRPbeGZmprKzs+2OT9WqVZWdnW33+4KCAp0+ffqW+rrS7YR9AEDZxe3lAIA7WvEVyCuvOBYUFGjRokXXrL98+bLefPNNu9o333xTAQEBioiIkPTzc8j//e9/9dZbb5X4/U8//aS8vLzr9vPDDz/Yfa9SpYrq16//q68au1LxfxC4OhS2bt1agYGBSkhIsFvf2rVr9fXXXysmJsY2NnfuXG3btk1LlizRSy+9pHvuuUdPP/20zp49e93tBgQEqFOnTnrnnXeUlpZmt+zXruh6e3uX6LeYm5ubbab4xMRENW/eXHffffcN13e13r17yzAMTZ8+vcSy4t569Ogh6eeZxK9UfMfClcenXr162rp1q13dkiVLrnul+2bc6BgAAMovrnQDAO5o99xzj6pWrarY2Fg988wzslgs+tvf/nbdkBgSEqKZM2fqxIkTatiwoVasWKHU1FQtWbJElSpVkiQNHDhQK1eu1FNPPaVNmzapffv2Kioq0uHDh7Vy5UqtX7/e9oqqq4WHh6tz586KiIhQtWrVtHv3bn3wwQcaOXLkTe9TvXr15O/vr4SEBPn4+Mjb21uRkZEKCwvTzJkzNWTIEN17773q37+/7ZVhdevWtb2W6+uvv9YLL7ygwYMH66GHHpL086vGWrZsqT/96U9auXLldbe9YMECdejQQa1atdKIESMUFhamEydOKCkpSampqdf9XUREhBYvXqyXX35Z9evXV2BgoN3V+EGDBmnBggXatGmTZs6cedPHoliXLl00cOBALViwQMeOHdP9998vq9Wqzz//XF26dNHIkSPVokULxcbGasmSJbbHDnbu3Klly5apZ8+e6tKli219w4cP11NPPaXevXvrvvvu0759+7R+/XrVqFHjlnu72WMAACinnDl1OgAAznD1K6u+/PJLo127doaXl5cREhJiTJgwwVi/fr0hydi0aZPtd/fee6/RtGlTY/fu3UZUVJTh6elp1KlTx1i4cGGJbRQUFBgzZ840mjZtanh4eBhVq1Y1IiIijOnTpxs5OTm2uqtfMfXyyy8bbdu2Nfz9/Q0vLy+jcePGxiuvvGJ7HdnN+vjjj43w8HDDzc2txGu9VqxYYfzud78zPDw8jGrVqhkDBgwwvv/+e8MwDOPy5ctGmzZtjFq1atm9zsowDGP+/PmGJGPFihWGYVz7lWGGYRgHDx40HnnkEcPf39/w9PQ0GjVqZLzwwgu25dd6ZVhGRoYRExNj+Pj4GJKu+eqspk2bGi4uLrZeb9Xly5eN2bNnG40bNzbc3d2NgIAA44EHHjBSUlJsNYWFhcb06dONsLAwo1KlSkZoaKgxefJku1fHGYZhFBUVGRMnTjRq1KhhVK5c2YiOjja++eab674ybNeuXXa/37RpU4nz62aOAQCg/LEYBjN4AACAsu93v/udqlWrpuTkZGe3AgDATeOZbgAAUObt3r1bqampGjRokLNbAQDglnClGwCAcqKgoEA//vjjDWv8/Pzk5eX1G3VkvoMHDyolJUVz5szR2bNn9d1338nT09O2vKioSFlZWTdcR5UqVVSlShWzWwUA4Jq40g0AQDmxbds21axZ84afFStWOLvNUvXBBx9oyJAhKiws1D/+8Q+7wC1Jp06d+tVj8v/+3/9zUvcAAHClGwCAcuPcuXNKSUm5YU3Tpk1Vs2bN36gj57t06ZK++OKLG9bcddddtneIAwDwWyN0AwAAAABgEt7TXUqsVqvS09Pl4+Mji8Xi7HYAAAAAACYyDEPnz59XSEiIXFyu/+Q2obuUpKenKzQ01NltAAAAAAB+Q6dOnVKtWrWuu5zQXUp8fHwk/XzAfX19ndwNAAAAAMBMubm5Cg0NtWXB6yF0l5LiW8p9fX0J3QAAAABwh/i1x4t5ZRgAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASN2c3AKD01Z2U5OwWftWJ12Kc3QIAAABgOq50AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACZxauieNm2aLBaL3adx48a25ZcuXVJcXJyqV6+uKlWqqHfv3srMzLRbR1pammJiYlS5cmUFBgbq2Wef1eXLl+1qNm/erFatWsnDw0P169dXYmJiiV7eeOMN1a1bV56enoqMjNTOnTtN2WcAAAAAwJ3D6Ve6mzZtqtOnT9s+X3zxhW3Z2LFj9emnn2rVqlXasmWL0tPT1atXL9vyoqIixcTEqKCgQNu2bdOyZcuUmJioKVOm2GqOHz+umJgYdenSRampqRozZoyGDx+u9evX22pWrFih+Ph4TZ06VXv27FGLFi0UHR2tM2fO/DYHAQAAAABQIVkMwzCctfFp06bpo48+UmpqaollOTk5CggI0PLly9WnTx9J0uHDh9WkSRNt375d7dq109q1a/Xggw8qPT1dQUFBkqSEhARNnDhRWVlZcnd318SJE5WUlKSDBw/a1t2vXz9lZ2dr3bp1kqTIyEi1adNGCxculCRZrVaFhoZq1KhRmjRp0jV7z8/PV35+vu17bm6uQkNDlZOTI19f31I5PoCj6k5KcnYLv+rEazHObgEAAABwWG5urvz8/H41Azr9SvexY8cUEhKiu+66SwMGDFBaWpokKSUlRYWFherWrZuttnHjxqpdu7a2b98uSdq+fbuaN29uC9ySFB0drdzcXB06dMhWc+U6imuK11FQUKCUlBS7GhcXF3Xr1s1Wcy0zZsyQn5+f7RMaGnqbRwIAAAAAUNE4NXRHRkYqMTFR69at0+LFi3X8+HF17NhR58+fV0ZGhtzd3eXv72/3m6CgIGVkZEiSMjIy7AJ38fLiZTeqyc3N1U8//aSzZ8+qqKjomjXF67iWyZMnKycnx/Y5deqUQ8cAAAAAAFBxuTlz4w888IDtz3fffbciIyNVp04drVy5Ul5eXk7s7Nd5eHjIw8PD2W0AAAAAAMowp99efiV/f381bNhQ33zzjYKDg1VQUKDs7Gy7mszMTAUHB0uSgoODS8xmXvz912p8fX3l5eWlGjVqyNXV9Zo1xesAAAAAAMARZSp0X7hwQd9++61q1qypiIgIVapUScnJybblR44cUVpamqKioiRJUVFROnDggN0s4xs2bJCvr6/Cw8NtNVeuo7imeB3u7u6KiIiwq7FarUpOTrbVAAAAAADgCKeG7vHjx2vLli06ceKEtm3bpkceeUSurq7q37+//Pz8NGzYMMXHx2vTpk1KSUnRkCFDFBUVpXbt2kmSunfvrvDwcA0cOFD79u3T+vXr9fzzzysuLs526/dTTz2l7777ThMmTNDhw4e1aNEirVy5UmPHjrX1ER8fr7feekvLli3T119/raefflp5eXkaMmSIU44LAAAAAKBicOoz3d9//7369++vH374QQEBAerQoYO++uorBQQESJJef/11ubi4qHfv3srPz1d0dLQWLVpk+72rq6vWrFmjp59+WlFRUfL29lZsbKxefPFFW01YWJiSkpI0duxYzZ8/X7Vq1dLbb7+t6OhoW03fvn2VlZWlKVOmKCMjQy1bttS6detKTK4GAAAAAMCtcOp7uiuSm31HG/Bb4D3dAAAAgLnKzXu6AQAAAACoqAjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJikzITu1157TRaLRWPGjLGNXbp0SXFxcapevbqqVKmi3r17KzMz0+53aWlpiomJUeXKlRUYGKhnn31Wly9ftqvZvHmzWrVqJQ8PD9WvX1+JiYkltv/GG2+obt268vT0VGRkpHbu3GnGbgIAAAAA7iBlInTv2rVLb775pu6++2678bFjx+rTTz/VqlWrtGXLFqWnp6tXr1625UVFRYqJiVFBQYG2bdumZcuWKTExUVOmTLHVHD9+XDExMerSpYtSU1M1ZswYDR8+XOvXr7fVrFixQvHx8Zo6dar27NmjFi1aKDo6WmfOnDF/5wEAAAAAFZbFMAzDmQ1cuHBBrVq10qJFi/Tyyy+rZcuWmjdvnnJychQQEKDly5erT58+kqTDhw+rSZMm2r59u9q1a6e1a9fqwQcfVHp6uoKCgiRJCQkJmjhxorKysuTu7q6JEycqKSlJBw8etG2zX79+ys7O1rp16yRJkZGRatOmjRYuXChJslqtCg0N1ahRozRp0qSb2o/c3Fz5+fkpJydHvr6+pXmIgFtWd1KSs1v4VSdei3F2CwAAAIDDbjYDOv1Kd1xcnGJiYtStWze78ZSUFBUWFtqNN27cWLVr19b27dslSdu3b1fz5s1tgVuSoqOjlZubq0OHDtlqrl53dHS0bR0FBQVKSUmxq3FxcVG3bt1sNdeSn5+v3Nxcuw8AAAAAAFdyc+bG33//fe3Zs0e7du0qsSwjI0Pu7u7y9/e3Gw8KClJGRoat5srAXby8eNmNanJzc/XTTz/p3LlzKioqumbN4cOHr9v7jBkzNH369JvbUQAAAADAHclpV7pPnTql0aNH67333pOnp6ez2nDY5MmTlZOTY/ucOnXK2S0BAAAAAMoYp4XulJQUnTlzRq1atZKbm5vc3Ny0ZcsWLViwQG5ubgoKClJBQYGys7PtfpeZmang4GBJUnBwcInZzIu//1qNr6+vvLy8VKNGDbm6ul6zpngd1+Lh4SFfX1+7DwAAAAAAV3Ja6O7atasOHDig1NRU26d169YaMGCA7c+VKlVScnKy7TdHjhxRWlqaoqKiJElRUVE6cOCA3SzjGzZskK+vr8LDw201V66juKZ4He7u7oqIiLCrsVqtSk5OttUAAAAAAOAIpz3T7ePjo2bNmtmNeXt7q3r16rbxYcOGKT4+XtWqVZOvr69GjRqlqKgotWvXTpLUvXt3hYeHa+DAgZo1a5YyMjL0/PPPKy4uTh4eHpKkp556SgsXLtSECRM0dOhQbdy4UStXrlRS0v9md46Pj1dsbKxat26ttm3bat68ecrLy9OQIUN+o6MBAAAAAKiInDqR2q95/fXX5eLiot69eys/P1/R0dFatGiRbbmrq6vWrFmjp59+WlFRUfL29lZsbKxefPFFW01YWJiSkpI0duxYzZ8/X7Vq1dLbb7+t6OhoW03fvn2VlZWlKVOmKCMjQy1bttS6detKTK4GAAAAAMCtcPp7uisK3tONsoT3dAMAAADmKjfv6QYAAAAAoKIidAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJnEodH/33Xel3QcAAAAAABWOQ6G7fv366tKli/7+97/r0qVLpd0TAAAAAAAVgkOhe8+ePbr77rsVHx+v4OBgPfnkk9q5c2dp9wYAAAAAQLnmUOhu2bKl5s+fr/T0dL3zzjs6ffq0OnTooGbNmmnu3LnKysoq7T4BAAAAACh3bmsiNTc3N/Xq1UurVq3SzJkz9c0332j8+PEKDQ3VoEGDdPr06dLqEwAAAACAcue2Qvfu3bv1pz/9STVr1tTcuXM1fvx4ffvtt9qwYYPS09P18MMPl1afAAAAAACUO26O/Gju3LlaunSpjhw5oh49eujdd99Vjx495OLyc4YPCwtTYmKi6tatW5q9AgAAAABQrnDzHV4AAQAASURBVDgUuhcvXqyhQ4dq8ODBqlmz5jVrAgMD9de//vW2mgMAAAAAoDxzKHQfO3bsV2vc3d0VGxvryOoBAAAAAKgQHHqme+nSpVq1alWJ8VWrVmnZsmW33RQAAAAAABWBQ6F7xowZqlGjRonxwMBAvfrqq7fdFAAAAAAAFYFDoTstLU1hYWElxuvUqaO0tLTbbgoAAAAAgIrAodAdGBio/fv3lxjft2+fqlevfttNAQAAAABQETgUuvv3769nnnlGmzZtUlFRkYqKirRx40aNHj1a/fr1K+0eAQAAAAAolxyavfyll17SiRMn1LVrV7m5/bwKq9WqQYMG8Uw3AAAAAAC/cCh0u7u7a8WKFXrppZe0b98+eXl5qXnz5qpTp05p9wcAAAAAQLnlUOgu1rBhQzVs2LC0egEAAAAAoEJxKHQXFRUpMTFRycnJOnPmjKxWq93yjRs3lkpzAAAAAACUZw6F7tGjRysxMVExMTFq1qyZLBZLafcFAAAAAEC551Dofv/997Vy5Ur16NGjtPsBAAAAAKDCcOiVYe7u7qpfv/5tb3zx4sW6++675evrK19fX0VFRWnt2rW25ZcuXVJcXJyqV6+uKlWqqHfv3srMzLRbR1pammJiYlS5cmUFBgbq2Wef1eXLl+1qNm/erFatWsnDw0P169dXYmJiiV7eeOMN1a1bV56enoqMjNTOnTtve/8AAAAAAHc2h0L3uHHjNH/+fBmGcVsbr1Wrll577TWlpKRo9+7d+v3vf6+HH35Yhw4dkiSNHTtWn376qVatWqUtW7YoPT1dvXr1sv2+qKhIMTExKigo0LZt27Rs2TIlJiZqypQptprjx48rJiZGXbp0UWpqqsaMGaPhw4dr/fr1tpoVK1YoPj5eU6dO1Z49e9SiRQtFR0frzJkzt7V/AAAAAIA7m8VwIDk/8sgj2rRpk6pVq6amTZuqUqVKdss//PBDhxuqVq2aZs+erT59+iggIEDLly9Xnz59JEmHDx9WkyZNtH37drVr105r167Vgw8+qPT0dAUFBUmSEhISNHHiRGVlZcnd3V0TJ05UUlKSDh48aNtGv379lJ2drXXr1kmSIiMj1aZNGy1cuFDSz+8cDw0N1ahRozRp0qSb6js3N1d+fn7KycmRr6+vw/sPlIa6k5Kc3cKvOvFajLNbAAAAABx2sxnQoSvd/v7+euSRR3TvvfeqRo0a8vPzs/s4oqioSO+//77y8vIUFRWllJQUFRYWqlu3braaxo0bq3bt2tq+fbskafv27WrevLktcEtSdHS0cnNzbVfLt2/fbreO4pridRQUFCglJcWuxsXFRd26dbPVXEt+fr5yc3PtPgAAAAAAXMmhidSWLl1aag0cOHBAUVFRunTpkqpUqaLVq1crPDxcqampcnd3l7+/v119UFCQMjIyJEkZGRl2gbt4efGyG9Xk5ubqp59+0rlz51RUVHTNmsOHD1+37xkzZmj69OkO7TMAAAAA4M7g0JVuSbp8+bL+/e9/680339T58+clSenp6bpw4cItradRo0ZKTU3Vjh079PTTTys2Nlb/+c9/HG3rNzN58mTl5OTYPqdOnXJ2SwAAAACAMsahK90nT57U/fffr7S0NOXn5+u+++6Tj4+PZs6cqfz8fCUkJNz0uq6cCT0iIkK7du3S/Pnz1bdvXxUUFCg7O9vuandmZqaCg4MlScHBwSVmGS+e3fzKmqtnPM/MzJSvr6+8vLzk6uoqV1fXa9YUr+NaPDw85OHhcdP7CQAAAAC48zh0pXv06NFq3bq1zp07Jy8vL9v4I488ouTk5NtqyGq1Kj8/XxEREapUqZLd+o4cOaK0tDRFRUVJkqKionTgwAG7WcY3bNggX19fhYeH22qu7mnDhg22dbi7uysiIsKuxmq1Kjk52VYDAAAAAIAjHLrS/fnnn2vbtm1yd3e3G69bt67++9//3vR6Jk+erAceeEC1a9fW+fPntXz5cm3evFnr16+Xn5+fhg0bpvj4eFWrVk2+vr4aNWqUoqKi1K5dO0lS9+7dFR4eroEDB2rWrFnKyMjQ888/r7i4ONtV6KeeekoLFy7UhAkTNHToUG3cuFErV65UUtL/ZneOj49XbGysWrdurbZt22revHnKy8vTkCFDHDk8AAAAAABIcjB0W61WFRUVlRj//vvv5ePjc9PrOXPmjAYNGqTTp0/Lz89Pd999t9avX6/77rtPkvT666/LxcVFvXv3Vn5+vqKjo7Vo0SLb711dXbVmzRo9/fTTioqKkre3t2JjY/Xiiy/aasLCwpSUlKSxY8dq/vz5qlWrlt5++21FR0fbavr27ausrCxNmTJFGRkZatmypdatW1dicjUAAAAAAG6FQ+/p7tu3r/z8/LRkyRL5+Pho//79CggI0MMPP6zatWuX6uzm5QXv6UZZwnu6AQAAAHPdbAZ06Er3nDlzFB0drfDwcF26dEmPPfaYjh07pho1augf//iHw00DAAAAAFCROBS6a9WqpX379un999/X/v37deHCBQ0bNkwDBgywm1gNAAAAAIA7mUOhW5Lc3Nz0+OOPl2YvAAAAAABUKA6F7nffffeGywcNGuRQMwAAAAAAVCQOhe7Ro0fbfS8sLNTFixfl7u6uypUrE7oBAAAAAJDk4siPzp07Z/e5cOGCjhw5og4dOjCRGgAAAAAAv3AodF9LgwYN9Nprr5W4Cg4AAAAAwJ2q1EK39PPkaunp6aW5SgAAAAAAyi2Hnun+5JNP7L4bhqHTp09r4cKFat++fak0BgAAAABAeedQ6O7Zs6fdd4vFooCAAP3+97/XnDlzSqMvAAAAAADKPYdCt9VqLe0+AAAAAACocEr1mW4AAAAAAPA/Dl3pjo+Pv+nauXPnOrIJAAAAAADKPYdC9969e7V3714VFhaqUaNGkqSjR4/K1dVVrVq1stVZLJbS6RIAAAAAgHLIodD90EMPycfHR8uWLVPVqlUlSefOndOQIUPUsWNHjRs3rlSbBAAAAACgPHLome45c+ZoxowZtsAtSVWrVtXLL7/M7OUAAAAAAPzCodCdm5urrKysEuNZWVk6f/78bTcFAAAAAEBF4FDofuSRRzRkyBB9+OGH+v777/X999/rn//8p4YNG6ZevXqVdo8AAAAAAJRLDj3TnZCQoPHjx+uxxx5TYWHhzytyc9OwYcM0e/bsUm0QAAAAAIDyyqHQXblyZS1atEizZ8/Wt99+K0mqV6+evL29S7U5AAAAAADKM4duLy92+vRpnT59Wg0aNJC3t7cMwyitvgAAAAAAKPccCt0//PCDunbtqoYNG6pHjx46ffq0JGnYsGG8LgwAAAAAgF84FLrHjh2rSpUqKS0tTZUrV7aN9+3bV+vWrSu15gAAAAAAKM8ceqb7s88+0/r161WrVi278QYNGujkyZOl0hgAAAAAAOWdQ1e68/Ly7K5wF/vxxx/l4eFx200BAAAAAFAROBS6O3bsqHfffdf23WKxyGq1atasWerSpUupNQcAAAAAQHnm0O3ls2bNUteuXbV7924VFBRowoQJOnTokH788Ud9+eWXpd0jAAAAAADlkkNXups1a6ajR4+qQ4cOevjhh5WXl6devXpp7969qlevXmn3CAAAAABAuXTLV7oLCwt1//33KyEhQX/+85/N6AkAAAAAgArhlq90V6pUSfv37zejFwAAAAAAKhSHbi9//PHH9de//rW0ewEAAAAAoEJxaCK1y5cv65133tG///1vRUREyNvb22753LlzS6U5AAAAAADKs1sK3d99953q1q2rgwcPqlWrVpKko0eP2tVYLJbS6w4AAAAAgHLslkJ3gwYNdPr0aW3atEmS1LdvXy1YsEBBQUGmNAcAAAAAQHl2S890G4Zh933t2rXKy8sr1YYAAAAAAKgoHJpIrdjVIRwAAAAAAPzPLYVui8VS4pltnuEGAAAAAODabumZbsMwNHjwYHl4eEiSLl26pKeeeqrE7OUffvhh6XUIAAAAAEA5dUuhOzY21u77448/XqrNAAAAAABQkdxS6F66dKlZfQAAAAAAUOHc1kRqAAAAAADg+gjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASZwaumfMmKE2bdrIx8dHgYGB6tmzp44cOWJXc+nSJcXFxal69eqqUqWKevfurczMTLuatLQ0xcTEqHLlygoMDNSzzz6ry5cv29Vs3rxZrVq1koeHh+rXr6/ExMQS/bzxxhuqW7euPD09FRkZqZ07d5b6PgMAAAAA7hxODd1btmxRXFycvvrqK23YsEGFhYXq3r278vLybDVjx47Vp59+qlWrVmnLli1KT09Xr169bMuLiooUExOjgoICbdu2TcuWLVNiYqKmTJliqzl+/LhiYmLUpUsXpaamasyYMRo+fLjWr19vq1mxYoXi4+M1depU7dmzRy1atFB0dLTOnDnz2xwMAAAAAECFYzEMw3B2E8WysrIUGBioLVu2qFOnTsrJyVFAQICWL1+uPn36SJIOHz6sJk2aaPv27WrXrp3Wrl2rBx98UOnp6QoKCpIkJSQkaOLEicrKypK7u7smTpyopKQkHTx40Latfv36KTs7W+vWrZMkRUZGqk2bNlq4cKEkyWq1KjQ0VKNGjdKkSZN+tffc3Fz5+fkpJydHvr6+pX1ogFtSd1KSs1v4VSdei3F2CwAAAIDDbjYDlqlnunNyciRJ1apVkySlpKSosLBQ3bp1s9U0btxYtWvX1vbt2yVJ27dvV/PmzW2BW5Kio6OVm5urQ4cO2WquXEdxTfE6CgoKlJKSYlfj4uKibt262Wqulp+fr9zcXLsPAAAAAABXKjOh22q1asyYMWrfvr2aNWsmScrIyJC7u7v8/f3taoOCgpSRkWGruTJwFy8vXnajmtzcXP300086e/asioqKrllTvI6rzZgxQ35+frZPaGioYzsOAAAAAKiwykzojouL08GDB/X+++87u5WbMnnyZOXk5Ng+p06dcnZLAAAAAIAyxs3ZDUjSyJEjtWbNGm3dulW1atWyjQcHB6ugoEDZ2dl2V7szMzMVHBxsq7l6lvHi2c2vrLl6xvPMzEz5+vrKy8tLrq6ucnV1vWZN8Tqu5uHhIQ8PD8d2GAAAAABwR3DqlW7DMDRy5EitXr1aGzduVFhYmN3yiIgIVapUScnJybaxI0eOKC0tTVFRUZKkqKgoHThwwG6W8Q0bNsjX11fh4eG2mivXUVxTvA53d3dFRETY1VitViUnJ9tqAAAAAAC4VU690h0XF6fly5fr448/lo+Pj+35aT8/P3l5ecnPz0/Dhg1TfHy8qlWrJl9fX40aNUpRUVFq166dJKl79+4KDw/XwIEDNWvWLGVkZOj5559XXFyc7Ur0U089pYULF2rChAkaOnSoNm7cqJUrVyop6X8zPMfHxys2NlatW7dW27ZtNW/ePOXl5WnIkCG//YEBAAAAAFQITg3dixcvliR17tzZbnzp0qUaPHiwJOn111+Xi4uLevfurfz8fEVHR2vRokW2WldXV61Zs0ZPP/20oqKi5O3trdjYWL344ou2mrCwMCUlJWns2LGaP3++atWqpbffflvR0dG2mr59+yorK0tTpkxRRkaGWrZsqXXr1pWYXA0AAAAAgJtVpt7TXZ7xnm6UJbynGwAAADBXuXxPNwAAAAAAFQmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADCJU0P31q1b9dBDDykkJEQWi0UfffSR3XLDMDRlyhTVrFlTXl5e6tatm44dO2ZX8+OPP2rAgAHy9fWVv7+/hg0bpgsXLtjV7N+/Xx07dpSnp6dCQ0M1a9asEr2sWrVKjRs3lqenp5o3b65//etfpb6/AAAAAIA7i1NDd15enlq0aKE33njjmstnzZqlBQsWKCEhQTt27JC3t7eio6N16dIlW82AAQN06NAhbdiwQWvWrNHWrVs1YsQI2/Lc3Fx1795dderUUUpKimbPnq1p06ZpyZIltppt27apf//+GjZsmPbu3auePXuqZ8+eOnjwoHk7DwAAAACo8CyGYRjObkKSLBaLVq9erZ49e0r6+Sp3SEiIxo0bp/Hjx0uScnJyFBQUpMTERPXr109ff/21wsPDtWvXLrVu3VqStG7dOvXo0UPff/+9QkJCtHjxYv35z39WRkaG3N3dJUmTJk3SRx99pMOHD0uS+vbtq7y8PK1Zs8bWT7t27dSyZUslJCRcs9/8/Hzl5+fbvufm5io0NFQ5OTny9fUt9eMD3Iq6k5Kc3cKvOvFajLNbAAAAAByWm5srPz+/X82AZfaZ7uPHjysjI0PdunWzjfn5+SkyMlLbt2+XJG3fvl3+/v62wC1J3bp1k4uLi3bs2GGr6dSpky1wS1J0dLSOHDmic+fO2Wqu3E5xTfF2rmXGjBny8/OzfUJDQ29/pwEAAAAAFUqZDd0ZGRmSpKCgILvxoKAg27KMjAwFBgbaLXdzc1O1atXsaq61jiu3cb2a4uXXMnnyZOXk5Ng+p06dutVdBAAAAABUcG7ObqC88vDwkIeHh7PbAAAAAACUYWX2SndwcLAkKTMz0248MzPTtiw4OFhnzpyxW3758mX9+OOPdjXXWseV27heTfFyAAAAAAAcUWZDd1hYmIKDg5WcnGwby83N1Y4dOxQVFSVJioqKUnZ2tlJSUmw1GzdulNVqVWRkpK1m69atKiwstNVs2LBBjRo1UtWqVW01V26nuKZ4OwAAAAAAOMKpofvChQtKTU1VamqqpJ8nT0tNTVVaWposFovGjBmjl19+WZ988okOHDigQYMGKSQkxDbDeZMmTXT//ffriSee0M6dO/Xll19q5MiR6tevn0JCQiRJjz32mNzd3TVs2DAdOnRIK1as0Pz58xUfH2/rY/To0Vq3bp3mzJmjw4cPa9q0adq9e7dGjhz5Wx8SAAAAAEAF4tRnunfv3q0uXbrYvhcH4djYWCUmJmrChAnKy8vTiBEjlJ2drQ4dOmjdunXy9PS0/ea9997TyJEj1bVrV7m4uKh3795asGCBbbmfn58+++wzxcXFKSIiQjVq1NCUKVPs3uV9zz33aPny5Xr++ef13HPPqUGDBvroo4/UrFmz3+AoAAAAAAAqqjLznu7y7mbf0Qb8FnhPNwAAAGCucv+ebgAAAAAAyjtCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEjdnNwAAZVXdSUnObuFXnXgtxtktAAAA4Aa40g0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmITQDQAAAACASQjdAAAAAACYhNANAAAAAIBJCN0AAAAAAJiE0A0AAAAAgEkI3QAAAAAAmMTN2Q0AACquupOSnN3CrzrxWoyzWwAAABUYV7oBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJMQugEAAAAAMAmhGwAAAAAAkxC6AQAAAAAwCaEbAAAAAACTELoBAAAAADAJoRsAAAAAAJO4ObsB/LbqTkpydgu/6sRrMc5uAQAAAABKBVe6AQAAAAAwCaEbAAAAAACTcHs5ypyyfgs8t78DAAAAuFlc6QYAAAAAwCSEbgAAAAAATELoBgAAAADAJIRuAAAAAABMwkRqV3njjTc0e/ZsZWRkqEWLFvrLX/6itm3bOrstAMAdrKxPMCkxySQAANfDle4rrFixQvHx8Zo6dar27NmjFi1aKDo6WmfOnHF2awAAAACAcogr3VeYO3eunnjiCQ0ZMkSSlJCQoKSkJL3zzjuaNGmSXW1+fr7y8/Nt33NyciRJubm5v13DDrDmX3R2C+VeWf87lsrH3zPHsXSU9ePIMSwdHEcAAMqe4n/2GYZxwzqL8WsVd4iCggJVrlxZH3zwgXr27Gkbj42NVXZ2tj7++GO7+mnTpmn69Om/cZcAAAAAgLLk1KlTqlWr1nWXc6X7F2fPnlVRUZGCgoLsxoOCgnT48OES9ZMnT1Z8fLztu9Vq1Y8//qjq1avLYrGY3i/Mk5ubq9DQUJ06dUq+vr7ObgflHOcTShvnFEoT5xNKE+cTSlN5OJ8Mw9D58+cVEhJywzpCt4M8PDzk4eFhN+bv7++cZmAKX1/fMvs/cJQ/nE8obZxTKE2cTyhNnE8oTWX9fPLz8/vVGiZS+0WNGjXk6uqqzMxMu/HMzEwFBwc7qSsAAAAAQHlG6P6Fu7u7IiIilJycbBuzWq1KTk5WVFSUEzsDAAAAAJRX3F5+hfj4eMXGxqp169Zq27at5s2bp7y8PNts5rgzeHh4aOrUqSUeHwAcwfmE0sY5hdLE+YTSxPmE0lSRzidmL7/KwoULNXv2bGVkZKhly5ZasGCBIiMjnd0WAAAAAKAcInQDAAAAAGASnukGAAAAAMAkhG4AAAAAAExC6AYAAAAAwCSEbgAAAAAATELoBn4xY8YMtWnTRj4+PgoMDFTPnj115MgRZ7eFCuK1116TxWLRmDFjnN0Kyqn//ve/evzxx1W9enV5eXmpefPm2r17t7PbQjlUVFSkF154QWFhYfLy8lK9evX00ksvibl1cbO2bt2qhx56SCEhIbJYLProo4/slhuGoSlTpqhmzZry8vJSt27ddOzYMec0izLvRudTYWGhJk6cqObNm8vb21shISEaNGiQ0tPTndewAwjdwC+2bNmiuLg4ffXVV9qwYYMKCwvVvXt35eXlObs1lHO7du3Sm2++qbvvvtvZraCcOnfunNq3b69KlSpp7dq1+s9//qM5c+aoatWqzm4N5dDMmTO1ePFiLVy4UF9//bVmzpypWbNm6S9/+YuzW0M5kZeXpxYtWuiNN9645vJZs2ZpwYIFSkhI0I4dO+Tt7a3o6GhdunTpN+4U5cGNzqeLFy9qz549euGFF7Rnzx59+OGHOnLkiP7whz84oVPH8cow4DqysrIUGBioLVu2qFOnTs5uB+XUhQsX1KpVKy1atEgvv/yyWrZsqXnz5jm7LZQzkyZN0pdffqnPP//c2a2gAnjwwQcVFBSkv/71r7ax3r17y8vLS3//+9+d2BnKI4vFotWrV6tnz56Sfr7KHRISonHjxmn8+PGSpJycHAUFBSkxMVH9+vVzYrco664+n65l165datu2rU6ePKnatWv/ds3dBq50A9eRk5MjSapWrZqTO0F5FhcXp5iYGHXr1s3ZraAc++STT9S6dWv98Y9/VGBgoH73u9/prbfecnZbKKfuueceJScn6+jRo5Kkffv26YsvvtADDzzg5M5QERw/flwZGRl2/9zz8/NTZGSktm/f7sTOUFHk5OTIYrHI39/f2a3cNDdnNwCURVarVWPGjFH79u3VrFkzZ7eDcur999/Xnj17tGvXLme3gnLuu+++0+LFixUfH6/nnntOu3bt0jPPPCN3d3fFxsY6uz2UM5MmTVJubq4aN24sV1dXFRUV6ZVXXtGAAQOc3RoqgIyMDElSUFCQ3XhQUJBtGeCoS5cuaeLEierfv798fX2d3c5NI3QD1xAXF6eDBw/qiy++cHYrKKdOnTql0aNHa8OGDfL09HR2OyjnrFarWrdurVdffVWS9Lvf/U4HDx5UQkICoRu3bOXKlXrvvfe0fPlyNW3aVKmpqRozZoxCQkI4nwCUWYWFhXr00UdlGIYWL17s7HZuCbeXA1cZOXKk1qxZo02bNqlWrVrObgflVEpKis6cOaNWrVrJzc1Nbm5u2rJlixYsWCA3NzcVFRU5u0WUIzVr1lR4eLjdWJMmTZSWluakjlCePfvss5o0aZL69eun5s2ba+DAgRo7dqxmzJjh7NZQAQQHB0uSMjMz7cYzMzNty4BbVRy4T548qQ0bNpSrq9wSoRuwMQxDI0eO1OrVq7Vx40aFhYU5uyWUY127dtWBAweUmppq+7Ru3VoDBgxQamqqXF1dnd0iypH27duXeIXh0aNHVadOHSd1hPLs4sWLcnGx/1dAV1dXWa1WJ3WEiiQsLEzBwcFKTk62jeXm5mrHjh2KiopyYmcor4oD97Fjx/Tvf/9b1atXd3ZLt4zby4FfxMXFafny5fr444/l4+Nje+7Iz89PXl5eTu4O5Y2Pj0+J+QC8vb1VvXp15gnALRs7dqzuuecevfrqq3r00Ue1c+dOLVmyREuWLHF2ayiHHnroIb3yyiuqXbu2mjZtqr1792ru3LkaOnSos1tDOXHhwgV98803tu/Hjx9XamqqqlWrptq1a2vMmDF6+eWX1aBBA4WFhemFF15QSEjIDWekxp3rRudTzZo11adPH+3Zs0dr1qxRUVGR7d/Rq1WrJnd3d2e1fUt4ZRjwC4vFcs3xpUuXavDgwb9tM6iQOnfuzCvD4LA1a9Zo8uTJOnbsmMLCwhQfH68nnnjC2W2hHDp//rxeeOEFrV69WmfOnFFISIj69++vKVOmlJt/gYVzbd68WV26dCkxHhsbq8TERBmGoalTp2rJkiXKzs5Whw4dtGjRIjVs2NAJ3aKsu9H5NG3atOvefbpp0yZ17tzZ5O5KB6EbAAAAAACT8Ew3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwAAAABgEkI3AAAAAAAmIXQDAAAAAGASQjcAAAAAACYhdAMAAAAAYBJCNwAAAAAAJiF0AwDuaImJibJYLDpx4sQt/a5z585q1qxZqfZSt25dDR48uFTXuXnzZlksFn3wwQelul4AAHBzCN0AAABO8J///EfTpk275f/gAwAoXwjdAAAATvCf//xH06dPJ3QDQAVH6AYAAOWGYRj66aefnN0GAAA3jdANAMAVPv74Y8XExCgkJEQeHh6qV6+eXnrpJRUVFV2zPiUlRffcc4+8vLwUFhamhISEEjX5+fmaOnWq6tevLw8PD4WGhmrChAnKz8+/YS+FhYWaPn26GjRoIE9PT1WvXl0dOnTQhg0bbnm/rFarXnnlFdWqVUuenp7q2rWrvvnmG7ua6z1T3rlzZ3Xu3Nn2vfg58ZUrV2r69On6v//7P/n4+KhPnz7KyclRfn6+xowZo8DAQFWpUkVDhgwpsa+XL1/WSy+9pHr16snDw0N169bVc889V6Kubt26evDBB7V+/Xq1bt1aXl5eevPNN296vw8fPqxHH31UAQEB8vLyUqNGjfTnP//Zrmbv3r164IEH5OvrqypVqqhr16766quv7GqmTZsmi8VSYv3XmhOguOcvvvhCbdu2laenp+666y69++67dr/74x//KEnq0qWLLBaLLBaLNm/efNP7BgAoH9yc3QAAAGVJYmKiqlSpovj4eFWpUkUbN27UlClTlJubq9mzZ9vVnjt3Tj169NCjjz6q/v37a+XKlXr66afl7u6uoUOHSvo57P7hD3/QF198oREjRqhJkyY6cOCAXn/9dR09elQfffTRdXuZNm2aZsyYoeHDh6tt27bKzc3V7t27tWfPHt133323tF+vvfaaXFxcNH78eOXk5GjWrFkaMGCAduzYccvHqNiMGTPk5eWlSZMm6ZtvvtFf/vIXVapUSS4uLjp37pymTZumr776SomJiQoLC9OUKVNsvx0+fLiWLVumPn36aNy4cdqxY4dmzJihr7/+WqtXr7bbzpEjR9S/f389+eSTeuKJJ9SoUaOb6m///v3q2LGjKlWqpBEjRqhu3br69ttv9emnn+qVV16RJB06dEgdO3aUr6+vJkyYoEqVKunNN99U586dtWXLFkVGRjp0bL755hv16dNHw4YNU2xsrN555x0NHjxYERERatq0qTp16qRnnnlGCxYs0HPPPacmTZpIku3/AgAqEAMAgDvY0qVLDUnG8ePHDcMwjIsXL5aoefLJJ43KlSsbly5dso3de++9hiRjzpw5trH8/HyjZcuWRmBgoFFQUGAYhmH87W9/M1xcXIzPP//cbp0JCQmGJOPLL7+0jdWpU8eIjY21fW/RooURExNzW/u3adMmQ5LRpEkTIz8/3zY+f/58Q5Jx4MCB627/yn299957S6yzWbNmtv00DMPo37+/YbFYjAceeMDu91FRUUadOnVs31NTUw1JxvDhw+3qxo8fb0gyNm7caNeTJGPdunW3uutGp06dDB8fH+PkyZN241ar1fbnnj17Gu7u7sa3335rG0tPTzd8fHyMTp062camTp1qXOtfm64+f67seevWrbaxM2fOGB4eHsa4ceNsY6tWrTIkGZs2bbrlfQMAlB/cXg4AwBW8vLxsfz5//rzOnj2rjh076uLFizp8+LBdrZubm5588knbd3d3dz355JM6c+aMUlJSJEmrVq1SkyZN1LhxY509e9b2+f3vfy9J2rRp03V78ff316FDh3Ts2LHb3q8hQ4bI3d3d9r1jx46SpO+++87hdQ4aNEiVKlWyfY+MjJRhGLar/FeOnzp1SpcvX5Yk/etf/5IkxcfH29WNGzdOkpSUlGQ3HhYWpujo6FvqLSsrS1u3btXQoUNVu3Ztu2XFt4kXFRXps88+U8+ePXXXXXfZltesWVOPPfaYvvjiC+Xm5t7SdouFh4fbjrEkBQQEqFGjRrd1vAEA5ROhGwCAKxw6dEiPPPKI/Pz85Ovrq4CAAD3++OOSpJycHLvakJAQeXt72401bNhQkmzP+B47dkyHDh1SQECA3ae47syZM9ft5cUXX1R2drYaNmyo5s2b69lnn9X+/fsd2q+rg2fVqlUl/XyLvKOuXqefn58kKTQ0tMS41Wq1Hb+TJ0/KxcVF9evXt6sLDg6Wv7+/Tp48aTceFhZ2y70Vh9sbvUs9KytLFy9evObt6k2aNJHVatWpU6duedtSyWMj/XzMb+d4AwDKJ57pBgDgF9nZ2br33nvl6+urF198UfXq1ZOnp6f27NmjiRMnymq13vI6rVarmjdvrrlz515z+dUB9UqdOnXSt99+q48//lifffaZ3n77bb3++utKSEjQ8OHDb6kPV1fXa44bhmH787UmCpN+viJ8rd9fb503s60bbe9qV9594Cw3OjbXcrPHAABQ8RG6AQD4xebNm/XDDz/oww8/VKdOnWzjx48fv2Z9enq68vLy7K52Hz16VNLPM1hLUr169bRv3z517dr1pkPmlapVq6YhQ4ZoyJAhunDhgjp16qRp06bdcui+GVWrVlV2dnaJ8ZMnT9rdfn276tSpI6vVqmPHjtlNHJaZmans7GzVqVPntrdR3O/BgwevWxMQEKDKlSvryJEjJZYdPnxYLi4utv8oUnxnQHZ2tvz9/W11V1+VvxWOnA8AgPKH28sBAPhF8dXJK69GFhQUaNGiRdesv3z5st3rqwoKCvTmm28qICBAERERkqRHH31U//3vf/XWW2+V+P1PP/2kvLy86/bzww8/2H2vUqWK6tev/6uvGnNUvXr19NVXX6mgoMA2tmbNGodvsb6eHj16SJLmzZtnN158N0BMTMxtbyMgIECdOnXSO++8o7S0NLtlxX+/rq6u6t69uz7++GO7V35lZmZq+fLl6tChg3x9fSX9fGwkaevWrba6vLw8LVu2zOEei/9jzbX+QwcAoOLgSjcAAL+45557VLVqVcXGxuqZZ56RxWLR3/72t+veEhwSEqKZM2fqxIkTatiwoVasWKHU1FQtWbLENsHYwIEDtXLlSj311FPatGmT2rdvr6KiIh0+fFgrV660vX/6WsLDw9W5c2dFRESoWrVq2r17tz744AONHDnSlP0fPny4PvjgA91///169NFH9e233+rvf/+7LXCWlhYtWig2NlZLliyx3dK/c+dOLVu2TD179lSXLl1KZTsLFixQhw4d1KpVK40YMUJhYWE6ceKEkpKSlJqaKkl6+eWXtWHDBnXo0EF/+tOf5ObmpjfffFP5+fmaNWuWbV3du3dX7dq1NWzYMD377LNydXXVO++8o4CAgBKh/ma1bNlSrq6umjlzpnJycuTh4aHf//73CgwMLI3dBwCUEYRuAAB+Ub16da1Zs0bjxo3T888/r6pVq+rxxx9X165drzl7dtWqVbVs2TKNGjVKb731loKCgrRw4UI98cQTthoXFxf9f/buPc6qut4f/2u4zIDIDIJc5CsKeUlR1CMojpfM5Djl2EnFk5oXRKw0NIG84MnQzBOmP68HFcsSO+nx0klLOWKESqWUCuKtQPMSenCAUhglucjM749iHyfwNs5yGHo+H4/9eLDX570/670Wu0e8XHt91p133pnLL788P/zhD3PHHXdkk002ycc+9rGcfvrppQXV1uerX/1qfvazn+XnP/95Vq5cma233joXXnhhzjzzzEKOv6amJpdeemkuu+yyjBkzJkOGDCmdj5Z2/fXX52Mf+1imTJmSO+64I3369Mk555yT8847r8X2seuuu+Y3v/lNvvGNb+Taa6/NihUrsvXWW+fzn/98qWannXbKr371q5xzzjmZOHFiGhoaMnTo0PzoRz9q8ozujh075o477shXvvKVfOMb30ifPn0yZsyYbLbZZhk5cmSz+uvTp08mT56ciRMnZtSoUVmzZk3uv/9+oRtgI1PWaEUPAAAAKIR7ugEAAKAgfl4OAG3QqlWr8uqrr75rTVVV1QbxuK2WtmzZsrz55pvvWtOnT5+PqBsAeHd+Xg4AbdADDzzwnguO3XDDDTnhhBM+moY+QieccMJ7rhrunzcAbCiEbgBog1577bXMnj37XWt22mmnbLHFFh9RRx+d3/3ud1m4cOG71gwbNuwj6gYA3p3QDQAAAAVxT3cLaWhoyMKFC9O1a9eUlZW1djsAAAAUqLGxMa+//nr69u2bdu3eeY1yobuFLFy4MP369WvtNgAAAPgIvfTSS9lyyy3fcVzobiFdu3ZN8tcTXllZ2crdAAAAUKT6+vr069evlAXfidDdQtb+pLyyslLoBgAA+AfxXrcXv/MPzwEAAIAPRegGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIJ0aO0GgJbXf/zU1m7hPb14UW1rtwAAAIVzpRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUJBWDd3nn39+ysrKmrx22GGH0viKFSsyevTo9OjRI5tuummGDx+eRYsWNZljwYIFqa2tzSabbJJevXrlzDPPzFtvvdWk5oEHHsjuu++eioqKbLvttpkyZco6vVx99dXp379/OnXqlKFDh+bhhx8u5JgBAAD4x9HqV7p32mmnvPLKK6XXr3/969LY2LFjc9ddd+X222/PzJkzs3Dhwhx++OGl8TVr1qS2tjarVq3KQw89lBtvvDFTpkzJhAkTSjUvvPBCamtrc8ABB2Tu3LkZM2ZMTjrppNx7772lmltvvTXjxo3Leeedlzlz5mTXXXdNTU1NFi9e/NGcBAAAADZKZY2NjY2ttfPzzz8/d955Z+bOnbvO2LJly9KzZ8/cfPPNOeKII5Ik8+bNy4477phZs2Zlr732yj333JNDDjkkCxcuTO/evZMkkydPztlnn50lS5akvLw8Z599dqZOnZqnnnqqNPdRRx2VpUuXZtq0aUmSoUOHZo899sikSZOSJA0NDenXr19OO+20jB8//n0dS319faqqqrJs2bJUVlZ+mNMCH1r/8VNbu4X39OJFta3dAgAANNv7zYCtfqX72WefTd++ffOxj30sxxxzTBYsWJAkmT17dlavXp1hw4aVanfYYYdstdVWmTVrVpJk1qxZGTRoUClwJ0lNTU3q6+vz9NNPl2rePsfamrVzrFq1KrNnz25S065duwwbNqxUsz4rV65MfX19kxcAAAC8XauG7qFDh2bKlCmZNm1arr322rzwwgvZb7/98vrrr6euri7l5eXp1q1bk8/07t07dXV1SZK6uromgXvt+Nqxd6upr6/Pm2++mT/96U9Zs2bNemvWzrE+EydOTFVVVenVr1+/Zp0DAAAANl4dWnPnn/nMZ0p/3mWXXTJ06NBsvfXWue2229K5c+dW7Oy9nXPOORk3blzpfX19veANAABAE63+8/K369atW7bffvv84Q9/SJ8+fbJq1aosXbq0Sc2iRYvSp0+fJEmfPn3WWc187fv3qqmsrEznzp2z+eabp3379uutWTvH+lRUVKSysrLJCwAAAN5ugwrdb7zxRp577rlsscUWGTx4cDp27JgZM2aUxufPn58FCxakuro6SVJdXZ0nn3yyySrj06dPT2VlZQYOHFiqefsca2vWzlFeXp7Bgwc3qWloaMiMGTNKNQAAANAcrRq6zzjjjMycOTMvvvhiHnrooRx22GFp3759jj766FRVVWXUqFEZN25c7r///syePTsjR45MdXV19tprryTJQQcdlIEDB+a4447L448/nnvvvTfnnntuRo8enYqKiiTJySefnOeffz5nnXVW5s2bl2uuuSa33XZbxo4dW+pj3Lhx+d73vpcbb7wxv//973PKKadk+fLlGTlyZKucFwAAADYOrXpP98svv5yjjz46f/7zn9OzZ8/su++++c1vfpOePXsmSS6//PK0a9cuw4cPz8qVK1NTU5Nrrrmm9Pn27dvn7rvvzimnnJLq6up06dIlI0aMyAUXXFCqGTBgQKZOnZqxY8fmyiuvzJZbbpnrr78+NTU1pZojjzwyS5YsyYQJE1JXV5fddtst06ZNW2dxNQAAAPggWvU53RsTz+lmQ+I53QAAUKw285xuAAAA2FgJ3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCbDCh+6KLLkpZWVnGjBlT2rZixYqMHj06PXr0yKabbprhw4dn0aJFTT63YMGC1NbWZpNNNkmvXr1y5pln5q233mpS88ADD2T33XdPRUVFtt1220yZMmWd/V999dXp379/OnXqlKFDh+bhhx8u4jABAAD4B7JBhO5HHnkk1113XXbZZZcm28eOHZu77rort99+e2bOnJmFCxfm8MMPL42vWbMmtbW1WbVqVR566KHceOONmTJlSiZMmFCqeeGFF1JbW5sDDjggc+fOzZgxY3LSSSfl3nvvLdXceuutGTduXM4777zMmTMnu+66a2pqarJ48eLiDx4AAICNVlljY2NjazbwxhtvZPfdd88111yTCy+8MLvttluuuOKKLFu2LD179szNN9+cI444Ikkyb9687Ljjjpk1a1b22muv3HPPPTnkkEOycOHC9O7dO0kyefLknH322VmyZEnKy8tz9tlnZ+rUqXnqqadK+zzqqKOydOnSTJs2LUkydOjQ7LHHHpk0aVKSpKGhIf369ctpp52W8ePHv6/jqK+vT1VVVZYtW5bKysqWPEXwgfUfP7W1W3hPL15U29otAABAs73fDNjqV7pHjx6d2traDBs2rMn22bNnZ/Xq1U2277DDDtlqq60ya9asJMmsWbMyaNCgUuBOkpqamtTX1+fpp58u1fz93DU1NaU5Vq1aldmzZzepadeuXYYNG1aqWZ+VK1emvr6+yQsAAADerkNr7vyWW27JnDlz8sgjj6wzVldXl/Ly8nTr1q3J9t69e6eurq5U8/bAvXZ87di71dTX1+fNN9/Ma6+9ljVr1qy3Zt68ee/Y+8SJE/PNb37z/R0oAAAA/5Ba7Ur3Sy+9lNNPPz033XRTOnXq1FptNNs555yTZcuWlV4vvfRSa7cEAADABqbVQvfs2bOzePHi7L777unQoUM6dOiQmTNn5qqrrkqHDh3Su3fvrFq1KkuXLm3yuUWLFqVPnz5Jkj59+qyzmvna9+9VU1lZmc6dO2fzzTdP+/bt11uzdo71qaioSGVlZZMXAAAAvF2rhe4DDzwwTz75ZObOnVt6DRkyJMccc0zpzx07dsyMGTNKn5k/f34WLFiQ6urqJEl1dXWefPLJJquMT58+PZWVlRk4cGCp5u1zrK1ZO0d5eXkGDx7cpKahoSEzZswo1QAAAEBztNo93V27ds3OO+/cZFuXLl3So0eP0vZRo0Zl3Lhx6d69eyorK3Paaaeluro6e+21V5LkoIMOysCBA3Pcccfl4osvTl1dXc4999yMHj06FRUVSZKTTz45kyZNyllnnZUTTzwx9913X2677bZMnfp/qzuPGzcuI0aMyJAhQ7LnnnvmiiuuyPLlyzNy5MiP6GwAAACwMWrVhdTey+WXX5527dpl+PDhWblyZWpqanLNNdeUxtu3b5+77747p5xySqqrq9OlS5eMGDEiF1xwQalmwIABmTp1asaOHZsrr7wyW265Za6//vrU1NSUao488sgsWbIkEyZMSF1dXXbbbbdMmzZtncXVAAAA4INo9ed0byw8p5sNied0AwBAsdrMc7oBAABgYyV0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABSkWaH7+eefb+k+AAAAYKPTrNC97bbb5oADDsiPfvSjrFixoqV7AgAAgI1Cs0L3nDlzsssuu2TcuHHp06dPvvzlL+fhhx9u6d4AAACgTWtW6N5tt91y5ZVXZuHChfnBD36QV155Jfvuu2923nnnXHbZZVmyZElL9wkAAABtzodaSK1Dhw45/PDDc/vtt+c73/lO/vCHP+SMM85Iv379cvzxx+eVV15pqT4BAACgzflQofvRRx/NV77ylWyxxRa57LLLcsYZZ+S5557L9OnTs3Dhwnzuc59rqT4BAACgzenQnA9ddtllueGGGzJ//vwcfPDB+eEPf5iDDz447dr9NcMPGDAgU6ZMSf/+/VuyVwAAAGhTmhW6r7322px44ok54YQTssUWW6y3plevXvn+97//oZoDAACAtqxZofvZZ599z5ry8vKMGDGiOdMDAADARqFZ93TfcMMNuf3229fZfvvtt+fGG2/80E0BAADAxqBZoXvixInZfPPN19neq1evfPvb3/7QTQEAAMDGoFmhe8GCBRkwYMA627feeussWLDgQzcFAAAAG4Nmhe5evXrliSeeWGf7448/nh49enzopgAAAGBj0KzQffTRR+erX/1q7r///qxZsyZr1qzJfffdl9NPPz1HHXVUS/cIAAAAbVKzVi//1re+lRdffDEHHnhgOnT46xQNDQ05/vjj3dMNAAAAf9Os0F1eXp5bb7013/rWt/L444+nc+fOGTRoULbeeuuW7g8AAADarGaF7rW23377bL/99i3VCwAAAGxUmhW616xZkylTpmTGjBlZvHhxGhoamozfd999LdIcAAAAtGXNCt2nn356pkyZktra2uy8884pKytr6b4AAACgzWtW6L7lllty22235eCDD27pfgAAAGCj0axHhpWXl2fbbbf90Du/9tprs8suu6SysjKVlZWprq7OPffcUxpfsWJFRo8enR49emTTTTfN8OHDs2jRoiZzLFiwILW1tdlkk03Sq1evnHnmmXnrrbea1DzwwAPZfffdU1FRkW233TZTpkxZp5err746/fv3T6dOnTJ06NA8/PDDH/r4AAAA+MfWrND9ta99LVdeeWUaGxs/1M633HLLXHTRRZk9e3YeffTRfOpTn8rnPve5PP3000mSsWPH5q677srtt9+emTNnZuHChTn88MNLn1+zZk1qa2uzatWqPPTQQ7nxxhszZcqUTJgwoVTzwgsvpLa2NgcccEDmzp2bMWPG5KSTTsq9995bqrn11lszbty4nHfeeZkzZ0523XXX1NTUZPHixR/q+AAAAPjHVtbYjOR82GGH5f7770/37t2z0047pWPHjk3Gf/KTnzS7oe7du+eSSy7JEUcckZ49e+bmm2/OEUcckSSZN29edtxxx8yaNSt77bVX7rnnnhxyyCFZuHBhevfunSSZPHlyzj777CxZsiTl5eU5++yzM3Xq1Dz11FOlfRx11FFZunRppk2bliQZOnRo9thjj0yaNCnJX5853q9fv5x22mkZP378evtcuXJlVq5cWXpfX1+ffv36ZdmyZamsrGz28UNL6D9+amu38J5evKi2tVsAAIBmq6+vT1VV1XtmwGZd6e7WrVsOO+yw7L///tl8881TVVXV5NUca9asyS233JLly5enuro6s2fPzurVqzNs2LBSzQ477JCtttoqs2bNSpLMmjUrgwYNKgXuJKmpqUl9fX3pavmsWbOazLG2Zu0cq1atyuzZs5vUtGvXLsOGDSvVrM/EiRObHHO/fv2addwAAABsvJq1kNoNN9zQYg08+eSTqa6uzooVK7LpppvmjjvuyMCBAzN37tyUl5enW7duTep79+6durq6JEldXV2TwL12fO3Yu9XU19fnzTffzGuvvZY1a9ast2bevHnv2Pc555yTcePGld6vvdINAAAAazUrdCfJW2+9lQceeCDPPfdcvvCFL6Rr165ZuHBhKisrs+mmm77veT7+8Y9n7ty5WbZsWX784x9nxIgRmTlzZnPb+shUVFSkoqKitdsAAABgA9as0P3HP/4xn/70p7NgwYKsXLky//zP/5yuXbvmO9/5TlauXJnJkye/77nevhL64MGD88gjj+TKK6/MkUcemVWrVmXp0qVNrnYvWrQoffr0SZL06dNnnVXG165u/vaav1/xfNGiRamsrEznzp3Tvn37tG/ffr01a+cAAACA5mjWPd2nn356hgwZktdeey2dO3cubT/ssMMyY8aMD9VQQ0NDVq5cmcGDB6djx45N5ps/f34WLFiQ6urqJEl1dXWefPLJJquMT58+PZWVlRk4cGCp5u97mj59emmO8vLyDB48uElNQ0NDZsyYUaoBAACA5mjWle5f/epXeeihh1JeXt5ke//+/fO///u/73uec845J5/5zGey1VZb5fXXX8/NN9+cBx54IPfee2+qqqoyatSojBs3Lt27d09lZWVOO+20VFdXZ6+99kqSHHTQQRk4cGCOO+64XHzxxamrq8u5556b0aNHl376ffLJJ2fSpEk566yzcuKJJ+a+++7LbbfdlqlT/29153HjxmXEiBEZMmRI9txzz1xxxRVZvnx5Ro4c2ZzTAwAAAEmaGbobGhqyZs2adba//PLL6dq16/ueZ/HixTn++OPzyiuvpKqqKrvsskvuvffe/PM//3OS5PLLL0+7du0yfPjwrFy5MjU1NbnmmmtKn2/fvn3uvvvunHLKKamurk6XLl0yYsSIXHDBBaWaAQMGZOrUqRk7dmyuvPLKbLnllrn++utTU1NTqjnyyCOzZMmSTJgwIXV1ddltt90ybdq0dRZXAwAAgA+iWc/pPvLII1NVVZXvfve76dq1a5544on07Nkzn/vc57LVVlu16OrmbcX7fUYbfBQ8pxsAAIr1fjNgs650X3rppampqcnAgQOzYsWKfOELX8izzz6bzTffPP/1X//V7KYBAABgY9Ks0L3lllvm8ccfzy233JInnngib7zxRkaNGpVjjjmmycJqAAAA8I+s2c/p7tChQ4499tiW7AUAAAA2Ks0K3T/84Q/fdfz4449vVjMAAACwMWlW6D799NObvF+9enX+8pe/pLy8PJtssonQDQAAAEnaNedDr732WpPXG2+8kfnz52ffffe1kBoAAAD8TbNC9/pst912ueiii9a5Cg4AAAD/qFosdCd/XVxt4cKFLTklAAAAtFnNuqf7Zz/7WZP3jY2NeeWVVzJp0qTss88+LdIYAAAAtHXNCt2HHnpok/dlZWXp2bNnPvWpT+XSSy9tib4AAACgzWtW6G5oaGjpPgAAAGCj06L3dAMAAAD/p1lXuseNG/e+ay+77LLm7AIAAADavGaF7sceeyyPPfZYVq9enY9//ONJkmeeeSbt27fP7rvvXqorKytrmS4BAACgDWpW6P7sZz+brl275sYbb8xmm22WJHnttdcycuTI7Lfffvna177Wok0CAABAW9Sse7ovvfTSTJw4sRS4k2SzzTbLhRdeaPVyAAAA+Jtmhe76+vosWbJkne1LlizJ66+//qGbAgAAgI1Bs0L3YYcdlpEjR+YnP/lJXn755bz88sv57//+74waNSqHH354S/cIAAAAbVKz7umePHlyzjjjjHzhC1/I6tWr/zpRhw4ZNWpULrnkkhZtEAAAANqqZoXuTTbZJNdcc00uueSSPPfcc0mSbbbZJl26dGnR5gAAAKAta9bPy9d65ZVX8sorr2S77bZLly5d0tjY2FJ9AQAAQJvXrND95z//OQceeGC23377HHzwwXnllVeSJKNGjfK4MAAAAPibZoXusWPHpmPHjlmwYEE22WST0vYjjzwy06ZNa7HmAAAAoC1r1j3dP//5z3Pvvfdmyy23bLJ9u+22yx//+McWaQwAAADaumZd6V6+fHmTK9xrvfrqq6moqPjQTQEAAMDGoFmhe7/99ssPf/jD0vuysrI0NDTk4osvzgEHHNBizQEAAEBb1qyfl1988cU58MAD8+ijj2bVqlU566yz8vTTT+fVV1/Ngw8+2NI9AgAAQJvUrCvdO++8c5555pnsu++++dznPpfly5fn8MMPz2OPPZZtttmmpXsEAACANukDX+levXp1Pv3pT2fy5Mn5+te/XkRPAAAAsFH4wFe6O3bsmCeeeKKIXgAAAGCj0qyflx977LH5/ve/39K9AAAAwEalWQupvfXWW/nBD36QX/ziFxk8eHC6dOnSZPyyyy5rkeYAAACgLftAofv5559P//7989RTT2X33XdPkjzzzDNNasrKylquOwAAAGjDPlDo3m677fLKK6/k/vvvT5IceeSRueqqq9K7d+9CmgMAAIC27APd093Y2Njk/T333JPly5e3aEMAAACwsWjWQmpr/X0IBwAAAP7PBwrdZWVl69yz7R5uAAAAWL8PdE93Y2NjTjjhhFRUVCRJVqxYkZNPPnmd1ct/8pOftFyHAAAA0EZ9oNA9YsSIJu+PPfbYFm0GAAAANiYfKHTfcMMNRfUBAAAAG50PtZAaAAAA8M6EbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEFaNXRPnDgxe+yxR7p27ZpevXrl0EMPzfz585vUrFixIqNHj06PHj2y6aabZvjw4Vm0aFGTmgULFqS2tjabbLJJevXqlTPPPDNvvfVWk5oHHnggu+++eyoqKrLttttmypQp6/Rz9dVXp3///unUqVOGDh2ahx9+uMWPGQAAgH8crRq6Z86cmdGjR+c3v/lNpk+fntWrV+eggw7K8uXLSzVjx47NXXfdldtvvz0zZ87MwoULc/jhh5fG16xZk9ra2qxatSoPPfRQbrzxxkyZMiUTJkwo1bzwwgupra3NAQcckLlz52bMmDE56aSTcu+995Zqbr311owbNy7nnXde5syZk1133TU1NTVZvHjxR3MyAAAA2OiUNTY2NrZ2E2stWbIkvXr1ysyZM/OJT3wiy5YtS8+ePXPzzTfniCOOSJLMmzcvO+64Y2bNmpW99tor99xzTw455JAsXLgwvXv3TpJMnjw5Z599dpYsWZLy8vKcffbZmTp1ap566qnSvo466qgsXbo006ZNS5IMHTo0e+yxRyZNmpQkaWhoSL9+/XLaaadl/Pjx6/S6cuXKrFy5svS+vr4+/fr1y7Jly1JZWVnYOYL3o//4qa3dwnt68aLa1m4BAACarb6+PlVVVe+ZATeoe7qXLVuWJOnevXuSZPbs2Vm9enWGDRtWqtlhhx2y1VZbZdasWUmSWbNmZdCgQaXAnSQ1NTWpr6/P008/Xap5+xxra9bOsWrVqsyePbtJTbt27TJs2LBSzd+bOHFiqqqqSq9+/fp92MMHAABgI7PBhO6GhoaMGTMm++yzT3beeeckSV1dXcrLy9OtW7cmtb17905dXV2p5u2Be+342rF3q6mvr8+bb76ZP/3pT1mzZs16a9bO8ffOOeecLFu2rPR66aWXmnfgAAAAbLQ6tHYDa40ePTpPPfVUfv3rX7d2K+9LRUVFKioqWrsNAAAANmAbxJXuU089NXfffXfuv//+bLnllqXtffr0yapVq7J06dIm9YsWLUqfPn1KNX+/mvna9+9VU1lZmc6dO2fzzTdP+/bt11uzdg4AAAD4oFo1dDc2NubUU0/NHXfckfvuuy8DBgxoMj548OB07NgxM2bMKG2bP39+FixYkOrq6iRJdXV1nnzyySarjE+fPj2VlZUZOHBgqebtc6ytWTtHeXl5Bg8e3KSmoaEhM2bMKNUAAADAB9WqPy8fPXp0br755vz0pz9N165dS/dPV1VVpXPnzqmqqsqoUaMybty4dO/ePZWVlTnttNNSXV2dvfbaK0ly0EEHZeDAgTnuuONy8cUXp66uLueee25Gjx5d+vn3ySefnEmTJuWss87KiSeemPvuuy+33XZbpk79vxWex40blxEjRmTIkCHZc889c8UVV2T58uUZOXLkR39iAAAA2Ci0aui+9tprkySf/OQnm2y/4YYbcsIJJyRJLr/88rRr1y7Dhw/PypUrU1NTk2uuuaZU2759+9x999055ZRTUl1dnS5dumTEiBG54IILSjUDBgzI1KlTM3bs2Fx55ZXZcsstc/3116empqZUc+SRR2bJkiWZMGFC6urqsttuu2XatGnrLK4GAAAA79cG9Zzutuz9PqMNPgqe0w0AAMVqk8/pBgAAgI2J0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoSKuG7l/+8pf57Gc/m759+6asrCx33nlnk/HGxsZMmDAhW2yxRTp37pxhw4bl2WefbVLz6quv5phjjkllZWW6deuWUaNG5Y033mhS88QTT2S//fZLp06d0q9fv1x88cXr9HL77bdnhx12SKdOnTJo0KD8z//8T4sfLwAAAP9YWjV0L1++PLvuumuuvvrq9Y5ffPHFueqqqzJ58uT89re/TZcuXVJTU5MVK1aUao455pg8/fTTmT59eu6+++788pe/zJe+9KXSeH19fQ466KBsvfXWmT17di655JKcf/75+e53v1uqeeihh3L00Udn1KhReeyxx3LooYfm0EMPzVNPPVXcwQMAALDRK2tsbGxs7SaSpKysLHfccUcOPfTQJH+9yt23b9987WtfyxlnnJEkWbZsWXr37p0pU6bkqKOOyu9///sMHDgwjzzySIYMGZIkmTZtWg4++OC8/PLL6du3b6699tp8/etfT11dXcrLy5Mk48ePz5133pl58+YlSY488sgsX748d999d6mfvfbaK7vttlsmT5683n5XrlyZlStXlt7X19enX79+WbZsWSorK1v8/MAH0X/81NZu4T29eFFta7cAAADNVl9fn6qqqvfMgBvsPd0vvPBC6urqMmzYsNK2qqqqDB06NLNmzUqSzJo1K926dSsF7iQZNmxY2rVrl9/+9relmk984hOlwJ0kNTU1mT9/fl577bVSzdv3s7Zm7X7WZ+LEiamqqiq9+vXr9+EPGgAAgI3KBhu66+rqkiS9e/dusr13796lsbq6uvTq1avJeIcOHdK9e/cmNeub4+37eKeatePrc84552TZsmWl10svvfRBDxEAAICNXIfWbqCtqqioSEVFRWu3AQAAwAZsg73S3adPnyTJokWLmmxftGhRaaxPnz5ZvHhxk/G33norr776apOa9c3x9n28U83acQAAAGiODTZ0DxgwIH369MmMGTNK2+rr6/Pb3/421dXVSZLq6uosXbo0s2fPLtXcd999aWhoyNChQ0s1v/zlL7N69epSzfTp0/Pxj388m222Wanm7ftZW7N2PwAAANAcrRq633jjjcydOzdz585N8tfF0+bOnZsFCxakrKwsY8aMyYUXXpif/exnefLJJ3P88cenb9++pRXOd9xxx3z605/OF7/4xTz88MN58MEHc+qpp+aoo45K3759kyRf+MIXUl5enlGjRuXpp5/OrbfemiuvvDLjxo0r9XH66adn2rRpufTSSzNv3rycf/75efTRR3Pqqad+1KcEAACAjUir3tP96KOP5oADDii9XxuER4wYkSlTpuSss87K8uXL86UvfSlLly7Nvvvum2nTpqVTp06lz9x000059dRTc+CBB6Zdu3YZPnx4rrrqqtJ4VVVVfv7zn2f06NEZPHhwNt9880yYMKHJs7z33nvv3HzzzTn33HPzb//2b9luu+1y5513Zuedd/4IzgIAAAAbqw3mOd1t3ft9Rht8FDynGwAAitXmn9MNAAAAbZ3QDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBOrR2AwAbqv7jp7Z2C+/pxYtqW7sFAADehSvdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCdGjtBgDYePUfP7W1W3hPL15U29otAAAbMVe6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKEiH1m6Aj1b/8VNbu4X39OJFta3dAgAAQItwpRsAAAAKInQDAABAQfy8nA3Ohv4TeD9/BwAA3i9XugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBALqf2dq6++Opdccknq6uqy66675j/+4z+y5557tnZbAPwD29AXmEwsMgkA78SV7re59dZbM27cuJx33nmZM2dOdt1119TU1GTx4sWt3RoAAABtkCvdb3PZZZfli1/8YkaOHJkkmTx5cqZOnZof/OAHGT9+fJPalStXZuXKlaX3y5YtS5LU19d/dA03Q8PKv7R2C23ehv53nLSNv2fnsWVs6OfROWwZziMAbHjW/n9fY2Pju9aVNb5XxT+IVatWZZNNNsmPf/zjHHrooaXtI0aMyNKlS/PTn/60Sf3555+fb37zmx9xlwAAAGxIXnrppWy55ZbvOO5K99/86U9/ypo1a9K7d+8m23v37p158+atU3/OOedk3LhxpfcNDQ159dVX06NHj5SVlRXeL8Wpr69Pv3798tJLL6WysrK126GN832ipflO0ZJ8n2hJvk+0pLbwfWpsbMzrr7+evn37vmud0N1MFRUVqaioaLKtW7durdMMhaisrNxg/wdO2+P7REvznaIl+T7RknyfaEkb+vepqqrqPWsspPY3m2++edq3b59FixY12b5o0aL06dOnlboCAACgLRO6/6a8vDyDBw/OjBkzStsaGhoyY8aMVFdXt2JnAAAAtFV+Xv4248aNy4gRIzJkyJDsueeeueKKK7J8+fLSaub8Y6ioqMh55523zu0D0By+T7Q03ylaku8TLcn3iZa0MX2frF7+dyZNmpRLLrkkdXV12W233XLVVVdl6NChrd0WAAAAbZDQDQAAAAVxTzcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidMPfTJw4MXvssUe6du2aXr165dBDD838+fNbuy02EhdddFHKysoyZsyY1m6FNup///d/c+yxx6ZHjx7p3LlzBg0alEcffbS126INWrNmTb7xjW9kwIAB6dy5c7bZZpt861vfirV1eb9++ctf5rOf/Wz69u2bsrKy3HnnnU3GGxsbM2HChGyxxRbp3Llzhg0blmeffbZ1mmWD927fp9WrV+fss8/OoEGD0qVLl/Tt2zfHH398Fi5c2HoNN4PQDX8zc+bMjB49Or/5zW8yffr0rF69OgcddFCWL1/e2q3Rxj3yyCO57rrrsssuu7R2K7RRr732WvbZZ5907Ngx99xzT373u9/l0ksvzWabbdbardEGfec738m1116bSZMm5fe//32+853v5OKLL85//Md/tHZrtBHLly/Prrvumquvvnq94xdffHGuuuqqTJ48Ob/97W/TpUuX1NTUZMWKFR9xp7QF7/Z9+stf/pI5c+bkG9/4RubMmZOf/OQnmT9/fv7lX/6lFTptPo8Mg3ewZMmS9OrVKzNnzswnPvGJ1m6HNuqNN97I7rvvnmuuuSYXXnhhdtttt1xxxRWt3RZtzPjx4/Pggw/mV7/6VWu3wkbgkEMOSe/evfP973+/tG348OHp3LlzfvSjH7ViZ7RFZWVlueOOO3LooYcm+etV7r59++ZrX/tazjjjjCTJsmXL0rt370yZMiVHHXVUK3bLhu7vv0/r88gjj2TPPffMH//4x2y11VYfXXMfgivd8A6WLVuWJOnevXsrd0JbNnr06NTW1mbYsGGt3Qpt2M9+9rMMGTIk//qv/5pevXrln/7pn/K9732vtduijdp7770zY8aMPPPMM0mSxx9/PL/+9a/zmc98ppU7Y2PwwgsvpK6ursn/71VVVWXo0KGZNWtWK3bGxmLZsmUpKytLt27dWruV961DazcAG6KGhoaMGTMm++yzT3beeefWboc26pZbbsmcOXPyyCOPtHYrtHHPP/98rr322owbNy7/9m//lkceeSRf/epXU15enhEjRrR2e7Qx48ePT319fXbYYYe0b98+a9asyb//+7/nmGOOae3W2AjU1dUlSXr37t1ke+/evUtj0FwrVqzI2WefnaOPPjqVlZWt3c77JnTDeowePTpPPfVUfv3rX7d2K7RRL730Uk4//fRMnz49nTp1au12aOMaGhoyZMiQfPvb306S/NM//VOeeuqpTJ48WejmA7vtttty00035eabb85OO+2UuXPnZsyYMenbt6/vE7DBWr16dT7/+c+nsbEx1157bWu384H4eTn8nVNPPTV333137r///my55Zat3Q5t1OzZs7N48eLsvvvu6dChQzp06JCZM2fmqquuSocOHbJmzZrWbpE2ZIsttsjAgQObbNtxxx2zYMGCVuqItuzMM8/M+PHjc9RRR2XQoEE57rjjMnbs2EycOLG1W2Mj0KdPnyTJokWLmmxftGhRaQw+qLWB+49//GOmT5/epq5yJ0I3lDQ2NubUU0/NHXfckfvuuy8DBgxo7ZZoww488MA8+eSTmTt3buk1ZMiQHHPMMZk7d27at2/f2i3Shuyzzz7rPMLwmWeeydZbb91KHdGW/eUvf0m7dk3/Cdi+ffs0NDS0UkdsTAYMGJA+ffpkxowZpW319fX57W9/m+rq6lbsjLZqbeB+9tln84tf/CI9evRo7ZY+MD8vh78ZPXp0br755vz0pz9N165dS/cdVVVVpXPnzq3cHW1N165d11kPoEuXLunRo4d1AvjAxo4dm7333jvf/va38/nPfz4PP/xwvvvd7+a73/1ua7dGG/TZz342//7v/56tttoqO+20Ux577LFcdtllOfHEE1u7NdqIN954I3/4wx9K71944YXMnTs33bt3z1ZbbZUxY8bkwgsvzHbbbZcBAwbkG9/4Rvr27fuuK1Lzj+vdvk9bbLFFjjjiiMyZMyd333131qxZU/o3evfu3VNeXt5abX8gHhkGf1NWVrbe7TfccENOOOGEj7YZNkqf/OQnPTKMZrv77rtzzjnn5Nlnn82AAQMybty4fPGLX2zttmiDXn/99XzjG9/IHXfckcWLF6dv3745+uijM2HChDbzD1ha1wMPPJADDjhgne0jRozIlClT0tjYmPPOOy/f/e53s3Tp0uy777655pprsv3227dCt2zo3u37dP7557/jr0/vv//+fPKTnyy4u5YhdAMAAEBB3NMNAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugHYqEyZMiVlZWV58cUXP9DnPvnJT2bnnXdu0V769++fE044oUXnbEtOOOGE9O/f/wN/7sUXX0xZWVmmTJnS4j0BwEdN6AYAmm3hwoU5//zzM3fu3EL38z//8z85//zzC93Hhs45AGibhG4AoNkWLlyYb37zm+sN3d/73vcyf/78Dzzn1ltvnTfffDPHHXdcadv//M//5Jvf/OaHabXNcw4A2qYOrd0AAFC8t956Kw0NDSkvL//I9tmxY8dmfa6srCydOnVq4W4AoHW40g3ARu2nP/1pamtr07dv31RUVGSbbbbJt771raxZs2a99bNnz87ee++dzp07Z8CAAZk8efI6NStXrsx5552XbbfdNhUVFenXr1/OOuusrFy58l17Wb16db75zW9mu+22S6dOndKjR4/su+++mT59+gc6phUrVuT888/P9ttvn06dOmWLLbbI4Ycfnueeey7J/90T/f/9f/9frrjiimyzzTapqKjI7373uyTJvHnzcsQRR6R79+7p1KlThgwZkp/97GdN9vHqq6/mjDPOyKBBg7LpppumsrIyn/nMZ/L444+Xah544IHsscceSZKRI0emrKysyb3Yb7+ne/Xq1enevXtGjhy5zvHU19enU6dOOeOMM5r0//Z5rr766iQp7aOsrCyNjY3p379/Pve5z633HFVVVeXLX/7yBzq399xzT/bff/907do1lZWV2WOPPXLzzTc3qbn99tszePDgdO7cOZtvvnmOPfbY/O///m+Tmk9+8pP55Cc/uc78f3+f+9v/rr773e+W/q722GOPPPLII00+t75zAMCGz5VuADZqU6ZMyaabbppx48Zl0003zX333ZcJEyakvr4+l1xySZPa1157LQcffHA+//nP5+ijj85tt92WU045JeXl5TnxxBOTJA0NDfmXf/mX/PrXv86XvvSl7LjjjnnyySdz+eWX55lnnsmdd975jr2cf/75mThxYk466aTsueeeqa+vz6OPPpo5c+bkn//5n9/X8axZsyaHHHJIZsyYkaOOOiqnn356Xn/99UyfPj1PPfVUttlmm1LtDTfckBUrVuRLX/pSKioq0r179zz99NPZZ5998v/+3//L+PHj06VLl9x222059NBD89///d857LDDkiTPP/987rzzzvzrv/5rBgwYkEWLFuW6667L/vvvn9/97nfp27dvdtxxx1xwwQWZMGFCvvSlL2W//fZLkuy9997r9N2xY8ccdthh+clPfpLrrruuyRX3O++8MytXrsxRRx213mP+8pe/nIULF2b69On5z//8z9L2srKyHHvssbn44ovz6quvpnv37qWxu+66K/X19Tn22GPf13lN/vpdOfHEE7PTTjvlnHPOSbdu3fLYY49l2rRp+cIXvlCqGTlyZPbYY49MnDgxixYtypVXXpkHH3wwjz32WLp16/a+9/d2N998c15//fV8+ctfTllZWS6++OIcfvjhef7559OxY8d3PAcAtAGNALARueGGGxqTNL7wwguNjY2NjX/5y1/Wqfnyl7/cuMkmmzSuWLGitG3//fdvTNJ46aWXlratXLmycbfddmvs1atX46pVqxobGxsb//M//7OxXbt2jb/61a+azDl58uTGJI0PPvhgadvWW2/dOGLEiNL7XXfdtbG2tvZDHd8PfvCDxiSNl1122TpjDQ0NjY2NjY0vvPBCY5LGysrKxsWLFzepOfDAAxsHDRrU5NgbGhoa995778btttuutG3FihWNa9asafLZF154obGioqLxggsuKG175JFHGpM03nDDDev0M2LEiMatt9669P7ee+9tTNJ41113Nak7+OCDGz/2sY812c/fzzl69OjG9f2zZf78+Y1JGq+99tom2//lX/6lsX///qVz8l6WLl3a2LVr18ahQ4c2vvnmm03G1s6xatWqxl69ejXuvPPOTWruvvvuxiSNEyZMKG3bf//9G/fff/919vP352Ttsfbo0aPx1VdfLW3/6U9/us65eqdzAMCGzc/LAdiode7cufTn119/PX/605+y33775S9/+UvmzZvXpLZDhw5Nfo5cXl6eL3/5y1m8eHFmz56d5K8/Ld5xxx2zww475E9/+lPp9alPfSpJcv/9979jL926dcvTTz+dZ599ttnH89///d/ZfPPNc9ppp60z9vc/Nx4+fHh69uxZev/qq6/mvvvuy+c///nSufjTn/6UP//5z6mpqcmzzz5b+pl0RUVF2rX76z8T1qxZkz//+c/ZdNNN8/GPfzxz5sxpVu+f+tSnsvnmm+fWW28tbXvttdcyffr0HHnkkc2ac/vtt8/QoUNz0003NTnOe+65J8ccc8z7/gn29OnT8/rrr2f8+PHr3E++do5HH300ixcvzle+8pUmNbW1tdlhhx0yderUZh1Dkhx55JHZbLPNSu/X/mrg+eefb/acAGwYhG4ANmpPP/10DjvssFRVVaWysjI9e/Ys/eR42bJlTWr79u2bLl26NNm2/fbbJ0npud/PPvtsnn766fTs2bPJa23d4sWL37GXCy64IEuXLs3222+fQYMG5cwzz8wTTzzxgY7nueeey8c//vF06PDed4gNGDCgyfs//OEPaWxszDe+8Y11+j/vvPOa9N/Q0JDLL7882223XSoqKrL55punZ8+eeeKJJ9Y5b+9Xhw4dMnz48Pz0pz8t3f/+k5/8JKtXr2526E6S448/Pg8++GD++Mc/JvnrfxhZvXp1k9XP38va++Hf7Vnta+f/+Mc/vs7YDjvsUBpvjq222qrJ+7UB/LXXXmv2nABsGNzTDcBGa+nSpdl///1TWVmZCy64INtss006deqUOXPm5Oyzz05DQ8MHnrOhoSGDBg3KZZddtt7xfv36veNnP/GJT+S5557LT3/60/z85z/P9ddfn8svvzyTJ0/OSSed9IF7eS9vv8qfpHS8Z5xxRmpqatb7mW233TZJ8u1vfzvf+MY3cuKJJ+Zb3/pWunfvnnbt2mXMmDHNOm9rHXXUUbnuuutyzz335NBDD81tt92WHXbYIbvuuuuHmnPs2LG56aab8m//9m/50Y9+lCFDhqw3HH9U1i709vfeaQG/9u3br3f7+uYAoG0RugHYaD3wwAP585//nJ/85Cf5xCc+Udr+wgsvrLd+4cKFWb58eZOr3c8880ySlFac3mabbfL444/nwAMPbNbq0WtX8B45cmTeeOONfOITn8j555//vkP3Nttsk9/+9rdZvXr1B34k18c+9rEkf13UbNiwYe9a++Mf/zgHHHBAvv/97zfZvnTp0my++eal9x/0HHziE5/IFltskVtvvTX77rtv7rvvvnz9619/z8+92366d++e2tra3HTTTTnmmGPy4IMP5oorrvhAfa1dgO6pp54q/YeHv7f11lsnSebPn1+6nWCt+fPnl8aTv16pXt9Pwz/M1XCrlQO0TX5eDsBGa+3Vw7dfLVy1alWuueaa9da/9dZbue6665rUXnfddenZs2cGDx6cJPn85z+f//3f/833vve9dT7/5ptvZvny5e/Yz5///Ocm7zfddNNsu+227/mosbcbPnx4/vSnP2XSpEnrjL3XVdFevXrlk5/8ZK677rq88sor64wvWbKk9Of27duvM9/tt9++zqOx1v4HiqVLl76v/tu1a5cjjjgid911V/7zP/8zb7311vv6afl77ee4447L7373u5x55plp3779O66E/k4OOuigdO3aNRMnTsyKFSuajK09D0OGDEmvXr0yefLkJn9n99xzT37/+9+ntra2tG2bbbbJvHnzmpzTxx9/PA8++OAH6uvtPui5BmDD4Eo3AButvffeO5tttllGjBiRr371qykrK8t//ud/vmM47du3b77zne/kxRdfzPbbb59bb701c+fOzXe/+93SVeXjjjsut912W04++eTcf//92WeffbJmzZrMmzcvt912W+69994MGTJkvfMPHDgwn/zkJzN48OB07949jz76aH784x/n1FNPfd/HdPzxx+eHP/xhxo0bl4cffjj77bdfli9fnl/84hf5yle+st5nVr/d1VdfnX333TeDBg3KF7/4xXzsYx/LokWLMmvWrLz88sul53AfcsghueCCCzJy5MjsvffeefLJJ3PTTTeVrpavtc0226Rbt26ZPHlyunbtmi5dumTo0KHr3E/+dkceeWT+4z/+I+edd14GDRqUHXfc8T2Pe+1/9PjqV7+ampqadYJ1bW1tevTokdtvvz2f+cxn0qtXr/ec8+0qKytz+eWX56STTsoee+yRL3zhC9lss83y+OOP5y9/+UtuvPHGdOzYMd/5zncycuTI7L///jn66KNLjwzr379/xo4dW5rvxBNPzGWXXZaampqMGjUqixcvzuTJk7PTTjulvr7+A/X2fs8BABuo1ls4HQBa3t8/MuzBBx9s3GuvvRo7d+7c2Ldv38azzjqr9Oiq+++/v/S5/fffv3GnnXZqfPTRRxurq6sbO3Xq1Lj11ls3Tpo0aZ19rFq1qvE73/lO40477dRYUVHRuNlmmzUOHjy48Zvf/GbjsmXLSnV//8iwCy+8sHHPPfds7NatW2Pnzp0bd9hhh8Z///d/Lz2O7P36y1/+0vj1r3+9ccCAAY0dO3Zs7NOnT+MRRxzR+NxzzzU2Nv7fY6guueSS9X7+ueeeazz++OMb+/Tp09ixY8fG//f//l/jIYcc0vjjH/+4VLNixYrGr33ta41bbLFFY+fOnRv32WefxlmzZq33UVg//elPGwcOHNjYoUOHJo/6+vvHY63V0NDQ2K9fv8YkjRdeeOE64+t7ZNhbb73VeNpppzX27NmzsaysbL2PzvrKV77SmKTx5ptvfo8z+M5+9rOfNe69996NnTt3bqysrGzcc889G//rv/6rSc2tt97a+E//9E+NFRUVjd27d2885phjGl9++eV15vrRj37U+LGPfayxvLy8cbfddmu899573/GRYev7u0rSeN55532gcwDAhqessdEKHQBA2zd27Nh8//vfT11dXTbZZJPWbgcAkrinGwDYCKxYsSI/+tGPMnz4cIEbgA2Ke7oBYAOwatWqvPrqq+9aU1VVtc5jwP7RLV68OL/4xS/y4x//OH/+859z+umnr1OzZMmSd3xUV5KUl5ene/fuRbYJwD8woRsANgAPPfRQDjjggHetueGGG3LCCSd8NA21Eb/73e9yzDHHpFevXrnqqquy2267rVOzxx57vOujuvbff/888MADxTUJwD8093QDwAbgtddey+zZs9+1ZqeddsoWW2zxEXW08XjwwQfz5ptvvuP4ZpttVloZHABamtANAAAABfHz8hbS0NCQhQsXpmvXrikrK2vtdgAAAChQY2NjXn/99fTt2zft2r3zGuVCdwtZuHBh+vXr19ptAAAA8BF66aWXsuWWW77juNDdQrp27Zrkrye8srKylbsBAACgSPX19enXr18pC74TobuFrP1JeWVlpdANAADwD+K9bi9+5x+eAwAAAB+K0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABenQ2g0ALa//+Kmt3cJ7evGi2tZuAQAACudKNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFadXQff7556esrKzJa4cddiiNr1ixIqNHj06PHj2y6aabZvjw4Vm0aFGTORYsWJDa2tpssskm6dWrV84888y89dZbTWoeeOCB7L777qmoqMi2226bKVOmrNPL1Vdfnf79+6dTp04ZOnRoHn744UKOGQAAgH8crX6le6eddsorr7xSev36178ujY0dOzZ33XVXbr/99sycOTMLFy7M4YcfXhpfs2ZNamtrs2rVqjz00EO58cYbM2XKlEyYMKFU88ILL6S2tjYHHHBA5s6dmzFjxuSkk07KvffeW6q59dZbM27cuJx33nmZM2dOdt1119TU1GTx4sUfzUkAAABgo1TW2NjY2Fo7P//883PnnXdm7ty564wtW7YsPXv2zM0335wjjjgiSTJv3rzsuOOOmTVrVvbaa6/cc889OeSQQ7Jw4cL07t07STJ58uScffbZWbJkScrLy3P22Wdn6tSpeeqpp0pzH3XUUVm6dGmmTZuWJBk6dGj22GOPTJo0KUnS0NCQfv365bTTTsv48ePX2/vKlSuzcuXK0vv6+vr069cvy5YtS2VlZYucH2iu/uOntnYL7+nFi2pbuwUAAGi2+vr6VFVVvWcGbPUr3c8++2z69u2bj33sYznmmGOyYMGCJMns2bOzevXqDBs2rFS7ww47ZKuttsqsWbOSJLNmzcqgQYNKgTtJampqUl9fn6effrpU8/Y51tasnWPVqlWZPXt2k5p27dpl2LBhpZr1mThxYqqqqkqvfv36fcgzAQAAwMamVUP30KFDM2XKlEybNi3XXnttXnjhhey33355/fXXU1dXl/Ly8nTr1q3JZ3r37p26urokSV1dXZPAvXZ87di71dTX1+fNN9/Mn/70p6xZs2a9NWvnWJ9zzjkny5YtK71eeumlZp0DAAAANl4dWnPnn/nMZ0p/3mWXXTJ06NBsvfXWue2229K5c+dW7Oy9VVRUpKKiorXbAAAAYAPW6j8vf7tu3bpl++23zx/+8If06dMnq1atytKlS5vULFq0KH369EmS9OnTZ53VzNe+f6+aysrKdO7cOZtvvnnat2+/3pq1cwAAAEBzbFCh+4033shzzz2XLbbYIoMHD07Hjh0zY8aM0vj8+fOzYMGCVFdXJ0mqq6vz5JNPNlllfPr06amsrMzAgQNLNW+fY23N2jnKy8szePDgJjUNDQ2ZMWNGqQYAAACao1VD9xlnnJGZM2fmxRdfzEMPPZTDDjss7du3z9FHH52qqqqMGjUq48aNy/3335/Zs2dn5MiRqa6uzl577ZUkOeiggzJw4MAcd9xxefzxx3Pvvffm3HPPzejRo0s//T755JPz/PPP56yzzsq8efNyzTXX5LbbbsvYsWNLfYwbNy7f+973cuONN+b3v/99TjnllCxfvjwjR45slfMCAADAxqFV7+l++eWXc/TRR+fPf/5zevbsmX333Te/+c1v0rNnzyTJ5Zdfnnbt2mX48OFZuXJlampqcs0115Q+3759+9x999055ZRTUl1dnS5dumTEiBG54IILSjUDBgzI1KlTM3bs2Fx55ZXZcsstc/3116empqZUc+SRR2bJkiWZMGFC6urqsttuu2XatGnrLK4GAAAAH0SrPqd7Y/J+n9EGHwXP6QYAgGK1med0AwAAwMZK6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUZIMJ3RdddFHKysoyZsyY0rYVK1Zk9OjR6dGjRzbddNMMHz48ixYtavK5BQsWpLa2Nptsskl69eqVM888M2+99VaTmgceeCC77757Kioqsu2222bKlCnr7P/qq69O//7906lTpwwdOjQPP/xwEYcJAADAP5ANInQ/8sgjue6667LLLrs02T527Njcdddduf322zNz5swsXLgwhx9+eGl8zZo1qa2tzapVq/LQQw/lxhtvzJQpUzJhwoRSzQsvvJDa2toccMABmTt3bsaMGZOTTjop9957b6nm1ltvzbhx43Leeedlzpw52XXXXVNTU5PFixcXf/AAAABstMoaGxsbW7OBN954I7vvvnuuueaaXHjhhdltt91yxRVXZNmyZenZs2duvvnmHHHEEUmSefPmZccdd8ysWbOy11575Z577skhhxyShQsXpnfv3kmSyZMn5+yzz86SJUtSXl6es88+O1OnTs1TTz1V2udRRx2VpUuXZtq0aUmSoUOHZo899sikSZOSJA0NDenXr19OO+20jB8//n0dR319faqqqrJs2bJUVla25CmCD6z/+Kmt3cJ7evGi2tZuAQAAmu39ZsBWv9I9evTo1NbWZtiwYU22z549O6tXr26yfYcddshWW22VWbNmJUlmzZqVQYMGlQJ3ktTU1KS+vj5PP/10qebv566pqSnNsWrVqsyePbtJTbt27TJs2LBSzfqsXLky9fX1TV4AAADwdh1ac+e33HJL5syZk0ceeWSdsbq6upSXl6dbt25Ntvfu3Tt1dXWlmrcH7rXja8feraa+vj5vvvlmXnvttaxZs2a9NfPmzXvH3idOnJhvfvOb7+9AAQAA+IfUale6X3rppZx++um56aab0qlTp9Zqo9nOOeecLFu2rPR66aWXWrslAAAANjCtFrpnz56dxYsXZ/fdd0+HDh3SoUOHzJw5M1dddVU6dOiQ3r17Z9WqVVm6dGmTzy1atCh9+vRJkvTp02ed1czXvn+vmsrKynTu3Dmbb7552rdvv96atXOsT0VFRSorK5u8AAAA4O1aLXQfeOCBefLJJzN37tzSa8iQITnmmGNKf+7YsWNmzJhR+sz8+fOzYMGCVFdXJ0mqq6vz5JNPNlllfPr06amsrMzAgQNLNW+fY23N2jnKy8szePDgJjUNDQ2ZMWNGqQYAAACao9Xu6e7atWt23nnnJtu6dOmSHj16lLaPGjUq48aNS/fu3VNZWZnTTjst1dXV2WuvvZIkBx10UAYOHJjjjjsuF198cerq6nLuuedm9OjRqaioSJKcfPLJmTRpUs4666yceOKJue+++3Lbbbdl6tT/W9153LhxGTFiRIYMGZI999wzV1xxRZYvX56RI0d+RGcDAACAjVGrLqT2Xi6//PK0a9cuw4cPz8qVK1NTU5NrrrmmNN6+ffvcfffdOeWUU1JdXZ0uXbpkxIgRueCCC0o1AwYMyNSpUzN27NhceeWV2XLLLXP99denpqamVHPkkUdmyZIlmTBhQurq6rLbbrtl2rRp6yyuBgAAAB9Eqz+ne2PhOd1sSDynGwAAitVmntMNAAAAGyuhGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUpFmh+/nnn2/pPgAAAGCj06zQve222+aAAw7Ij370o6xYsaKlewIAAICNQrNC95w5c7LLLrtk3Lhx6dOnT7785S/n4YcfbuneAAAAoE1rVujebbfdcuWVV2bhwoX5wQ9+kFdeeSX77rtvdt5551x22WVZsmRJS/cJAAAAbc6HWkitQ4cOOfzww3P77bfnO9/5Tv7whz/kjDPOSL9+/XL88cfnlVdeaak+AQAAoM35UKH70UcfzVe+8pVsscUWueyyy3LGGWfkueeey/Tp07Nw4cJ87nOfa6k+AQAAoM3p0JwPXXbZZbnhhhsyf/78HHzwwfnhD3+Ygw8+OO3a/TXDDxgwIFOmTEn//v1bslcAAABoU5oVuq+99tqceOKJOeGEE7LFFlust6ZXr175/ve//6GaAwAAgLasWaH72Weffc+a8vLyjBgxojnTAwAAwEahWfd033DDDbn99tvX2X777bfnxhtv/NBNAQAAwMagWaF74sSJ2XzzzdfZ3qtXr3z729/+0E0BAADAxqBZoXvBggUZMGDAOtu33nrrLFiw4EM3BQAAABuDZoXuXr165Yknnlhn++OPP54ePXp86KYAAABgY9Cs0H300Ufnq1/9au6///6sWbMma9asyX333ZfTTz89Rx11VEv3CAAAAG1Ss1Yv/9a3vpUXX3wxBx54YDp0+OsUDQ0NOf74493TDQAAAH/TrNBdXl6eW2+9Nd/61rfy+OOPp3Pnzhk0aFC23nrrlu4PAAAA2qxmhe61tt9++2y//fYt1QsAAABsVJoVutesWZMpU6ZkxowZWbx4cRoaGpqM33fffS3SHAAAALRlzQrdp59+eqZMmZLa2trsvPPOKSsra+m+AAAAoM1r1urlt9xyS2677bbceuutueKKK3L55Zc3eb1f1157bXbZZZdUVlamsrIy1dXVueeee0rjK1asyOjRo9OjR49suummGT58eBYtWtRkjgULFqS2tjabbLJJevXqlTPPPDNvvfVWk5oHHnggu+++eyoqKrLttttmypQp6/Ry9dVXp3///unUqVOGDh2ahx9++IOdFAAAAPg7zQrd5eXl2XbbbT/0zrfccstcdNFFmT17dh599NF86lOfyuc+97k8/fTTSZKxY8fmrrvuyu23356ZM2dm4cKFOfzww0ufX7NmTWpra7Nq1ao89NBDufHGGzNlypRMmDChVPPCCy+ktrY2BxxwQObOnZsxY8bkpJNOyr333luqufXWWzNu3Licd955mTNnTnbdddfU1NRk8eLFH/oYAQAA+MdV1tjY2PhBP3TppZfm+eefz6RJk1r8p+Xdu3fPJZdckiOOOCI9e/bMzTffnCOOOCJJMm/evOy4446ZNWtW9tprr9xzzz055JBDsnDhwvTu3TtJMnny5Jx99tlZsmRJysvLc/bZZ2fq1Kl56qmnSvs46qijsnTp0kybNi1JMnTo0Oyxxx6ZNGlSkr8+/qxfv3457bTTMn78+PX2uXLlyqxcubL0vr6+Pv369cuyZctSWVnZoucEPqj+46e2dgvv6cWLalu7BQAAaLb6+vpUVVW9ZwZs1pXuX//617npppuyzTbb5LOf/WwOP/zwJq/mWLNmTW655ZYsX7481dXVmT17dlavXp1hw4aVanbYYYdstdVWmTVrVpJk1qxZGTRoUClwJ0lNTU3q6+tLV8tnzZrVZI61NWvnWLVqVWbPnt2kpl27dhk2bFipZn0mTpyYqqqq0qtfv37NOm4AAAA2Xs1aSK1bt2457LDDWqSBJ598MtXV1VmxYkU23XTT3HHHHRk4cGDmzp2b8vLydOvWrUl97969U1dXlySpq6trErjXjq8de7ea+vr6vPnmm3nttdeyZs2a9dbMmzfvHfs+55xzMm7cuNL7tVe6AQAAYK1mhe4bbrihxRr4+Mc/nrlz52bZsmX58Y9/nBEjRmTmzJktNn9RKioqUlFR0dptAAAAsAFr1s/Lk+Stt97KL37xi1x33XV5/fXXkyQLFy7MG2+88YHmWbso2+DBgzNx4sTsuuuuufLKK9OnT5+sWrUqS5cubVK/aNGi9OnTJ0nSp0+fdVYzX/v+vWoqKyvTuXPnbL755mnfvv16a9bOAQAAAM3RrND9xz/+MYMGDcrnPve5jB49OkuWLEmSfOc738kZZ5zxoRpqaGjIypUrM3jw4HTs2DEzZswojc2fPz8LFixIdXV1kqS6ujpPPvlkk1XGp0+fnsrKygwcOLBU8/Y51tasnaO8vDyDBw9uUtPQ0JAZM2aUagAAAKA5mvXz8tNPPz1DhgzJ448/nh49epS2H3bYYfniF7/4vuc555xz8pnPfCZbbbVVXn/99dx888154IEHcu+996aqqiqjRo3KuHHj0r1791RWVua0005LdXV19tprryTJQQcdlIEDB+a4447LxRdfnLq6upx77rkZPXp06affJ598ciZNmpSzzjorJ554Yu67777cdtttmTr1/1Z3HjduXEaMGJEhQ4Zkzz33zBVXXJHly5dn5MiRzTk9AAAAkKSZoftXv/pVHnrooZSXlzfZ3r9///zv//7v+55n8eLFOf744/PKK6+kqqoqu+yyS+6999788z//c5Lk8ssvT7t27TJ8+PCsXLkyNTU1ueaaa0qfb9++fe6+++6ccsopqa6uTpcuXTJixIhccMEFpZoBAwZk6tSpGTt2bK688spsueWWuf7661NTU1OqOfLII7NkyZJMmDAhdXV12W233TJt2rR1FlcDAACAD6JZz+nebLPN8uCDD2bgwIHp2rVrHn/88XzsYx/Lr3/96wwfPnyd+6P/EbzfZ7TBR8FzugEAoFiFPqf7oIMOyhVXXFF6X1ZWljfeeCPnnXdeDj744OZMCQAAABudZv28/NJLL01NTU0GDhyYFStW5Atf+EKeffbZbL755vmv//qvlu4RAAAA2qRmhe4tt9wyjz/+eG655ZY88cQTeeONNzJq1Kgcc8wx6dy5c0v3CAAAAG1Ss0J3knTo0CHHHntsS/YCAAAAG5Vmhe4f/vCH7zp+/PHHN6sZAAAA2Jg0+zndb7d69er85S9/SXl5eTbZZBOhGwAAANLM1ctfe+21Jq833ngj8+fPz7777mshNQAAAPibZoXu9dluu+1y0UUXrXMVHAAAAP5RtVjoTv66uNrChQtbckoAAABos5p1T/fPfvazJu8bGxvzyiuvZNKkSdlnn31apDEAAABo65oVug899NAm78vKytKzZ8986lOfyqWXXtoSfQEAAECb16zQ3dDQ0NJ9AAAAwEanRe/pBgAAAP5Ps650jxs37n3XXnbZZc3ZBQAAALR5zQrdjz32WB577LGsXr06H//4x5MkzzzzTNq3b5/dd9+9VFdWVtYyXQIAAEAb1KzQ/dnPfjZdu3bNjTfemM022yxJ8tprr2XkyJHZb7/98rWvfa1FmwQAAIC2qFn3dF966aWZOHFiKXAnyWabbZYLL7zQ6uUAAADwN80K3fX19VmyZMk625csWZLXX3/9QzcFAAAAG4Nmhe7DDjssI0eOzE9+8pO8/PLLefnll/Pf//3fGTVqVA4//PCW7hEAAADapGbd0z158uScccYZ+cIXvpDVq1f/daIOHTJq1KhccsklLdogAAAAtFXNCt2bbLJJrrnmmlxyySV57rnnkiTbbLNNunTp0qLNAQAAQFvWrJ+Xr/XKK6/klVdeyXbbbZcuXbqksbGxpfoCAACANq9ZofvPf/5zDjzwwGy//fY5+OCD88orryRJRo0a5XFhAAAA8DfNCt1jx45Nx44ds2DBgmyyySal7UceeWSmTZvWYs0BAABAW9ase7p//vOf5957782WW27ZZPt2222XP/7xjy3SGAAAALR1zbrSvXz58iZXuNd69dVXU1FR8aGbAgAAgI1Bs0L3fvvtlx/+8Iel92VlZWloaMjFF1+cAw44oMWaAwAAgLasWT8vv/jii3PggQfm0UcfzapVq3LWWWfl6aefzquvvpoHH3ywpXsEAACANqlZV7p33nnnPPPMM9l3333zuc99LsuXL8/hhx+exx57LNtss01L9wgAAABt0ge+0r169ep8+tOfzuTJk/P1r3+9iJ4AAABgo/CBr3R37NgxTzzxRBG9AAAAwEalWT8vP/bYY/P973+/pXsBAACAjUqzFlJ766238oMf/CC/+MUvMnjw4HTp0qXJ+GWXXdYizQEAAEBb9oFC9/PPP5/+/fvnqaeeyu67754keeaZZ5rUlJWVtVx3AAAA0IZ9oNC93Xbb5ZVXXsn999+fJDnyyCNz1VVXpXfv3oU0BwAAAG3ZB7qnu7Gxscn7e+65J8uXL2/RhgAAAGBj0ayF1Nb6+xAOAAAA/J8PFLrLysrWuWfbPdwAAACwfh/onu7GxsaccMIJqaioSJKsWLEiJ5988jqrl//kJz9puQ4BAACgjfpAoXvEiBFN3h977LEt2gwAAABsTD5Q6L7hhhuK6gMAAAA2Oh9qITUAAADgnQndAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUpFVD98SJE7PHHnuka9eu6dWrVw499NDMnz+/Sc2KFSsyevTo9OjRI5tuummGDx+eRYsWNalZsGBBamtrs8kmm6RXr14588wz89ZbbzWpeeCBB7L77runoqIi2267baZMmbJOP1dffXX69++fTp06ZejQoXn44Ydb/JgBAAD4x9GqoXvmzJkZPXp0fvOb32T69OlZvXp1DjrooCxfvrxUM3bs2Nx11125/fbbM3PmzCxcuDCHH354aXzNmjWpra3NqlWr8tBDD+XGG2/MlClTMmHChFLNCy+8kNra2hxwwAGZO3duxowZk5NOOin33ntvqebWW2/NuHHjct5552XOnDnZddddU1NTk8WLF380JwMAAICNTlljY2Njazex1pIlS9KrV6/MnDkzn/jEJ7Js2bL07NkzN998c4444ogkybx587Ljjjtm1qxZ2WuvvXLPPffkkEMOycKFC9O7d+8kyeTJk3P22WdnyZIlKS8vz9lnn52pU6fmqaeeKu3rqKOOytKlSzNt2rQkydChQ7PHHntk0qRJSZKGhob069cvp512WsaPH/+evdfX16eqqirLli1LZWVlS58a+ED6j5/a2i28pxcvqm3tFgAAoNnebwbcoO7pXrZsWZKke/fuSZLZs2dn9erVGTZsWKlmhx12yFZbbZVZs2YlSWbNmpVBgwaVAneS1NTUpL6+Pk8//XSp5u1zrK1ZO8eqVasye/bsJjXt2rXLsGHDSjV/b+XKlamvr2/yAgAAgLfbYEJ3Q0NDxowZk3322Sc777xzkqSuri7l5eXp1q1bk9revXunrq6uVPP2wL12fO3Yu9XU19fnzTffzJ/+9KesWbNmvTVr5/h7EydOTFVVVenVr1+/5h04AAAAG60NJnSPHj06Tz31VG655ZbWbuV9Oeecc7Js2bLS66WXXmrtlgAAANjAdGjtBpLk1FNPzd13351f/vKX2XLLLUvb+/Tpk1WrVmXp0qVNrnYvWrQoffr0KdX8/Srja1c3f3vN3694vmjRolRWVqZz585p37592rdvv96atXP8vYqKilRUVDTvgAEAAPiH0KpXuhsbG3PqqafmjjvuyH333ZcBAwY0GR88eHA6duyYGTNmlLbNnz8/CxYsSHV1dZKkuro6Tz75ZJNVxqdPn57KysoMHDiwVPP2OdbWrJ2jvLw8gwcPblLT0NCQGTNmlGoAAADgg2rVK92jR4/OzTffnJ/+9Kfp2rVr6f7pqqqqdO7cOVVVVRk1alTGjRuX7t27p7KyMqeddlqqq6uz1157JUkOOuigDBw4MMcdd1wuvvji1NXV5dxzz83o0aNLV6JPPvnkTJo0KWeddVZOPPHE3Hfffbntttsyder/rfA8bty4jBgxIkOGDMmee+6ZK664IsuXL8/IkSM/+hMDAADARqFVQ/e1116bJPnkJz/ZZPsNN9yQE044IUly+eWXp127dhk+fHhWrlyZmpqaXHPNNaXa9u3b5+67784pp5yS6urqdOnSJSNGjMgFF1xQqhkwYECmTp2asWPH5sorr8yWW26Z66+/PjU1NaWaI488MkuWLMmECRNSV1eX3XbbLdOmTVtncTUAAAB4vzao53S3ZZ7TzYbEc7oBAKBYbfI53QAAALAxEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0AwAAQEGEbgAAACiI0A0AAAAFEboBAACgIEI3AAAAFEToBgAAgIII3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABWnV0P3LX/4yn/3sZ9O3b9+UlZXlzjvvbDLe2NiYCRMmZIsttkjnzp0zbNiwPPvss01qXn311RxzzDGprKxMt27dMmrUqLzxxhtNap544onst99+6dSpU/r165eLL754nV5uv/327LDDDunUqVMGDRqU//mf/2nx4wUAAOAfS6uG7uXLl2fXXXfN1Vdfvd7xiy++OFdddVUmT56c3/72t+nSpUtqamqyYsWKUs0xxxyTp59+OtOnT8/dd9+dX/7yl/nSl75UGq+vr89BBx2UrbfeOrNnz84ll1yS888/P9/97ndLNQ899FCOPvrojBo1Ko899lgOPfTQHHrooXnqqaeKO3gAAAA2emWNjY2Nrd1EkpSVleWOO+7IoYcemuSvV7n79u2br33taznjjDOSJMuWLUvv3r0zZcqUHHXUUfn973+fgQMH5pFHHsmQIUOSJNOmTcvBBx+cl19+OX379s21116br3/966mrq0t5eXmSZPz48bnzzjszb968JMmRRx6Z5cuX5+677y71s9dee2W33XbL5MmT31f/9fX1qaqqyrJly1JZWdlSpwWapf/4qa3dwnt68aLa1m4BAACa7f1mwA32nu4XXnghdXV1GTZsWGlbVVVVhg4dmlmzZiVJZs2alW7dupUCd5IMGzYs7dq1y29/+9tSzSc+8YlS4E6SmpqazJ8/P6+99lqp5u37WVuzdj/rs3LlytTX1zd5AQAAwNttsKG7rq4uSdK7d+8m23v37l0aq6urS69evZqMd+jQId27d29Ss7453r6Pd6pZO74+EydOTFVVVenVr1+/D3qIAAAAbOQ22NC9oTvnnHOybNmy0uull15q7ZYAAADYwGywobtPnz5JkkWLFjXZvmjRotJYnz59snjx4ibjb731Vl599dUmNeub4+37eKeatePrU1FRkcrKyiYvAAAAeLsNNnQPGDAgffr0yYwZM0rb6uvr89vf/jbV1dVJkurq6ixdujSzZ88u1dx3331paGjI0KFDSzW//OUvs3r16lLN9OnT8/GPfzybbbZZqebt+1lbs3Y/AAAA0BytGrrfeOONzJ07N3Pnzk3y18XT5s6dmwULFqSsrCxjxozJhRdemJ/97Gd58sknc/zxx6dv376lFc533HHHfPrTn84Xv/jFPPzww3nwwQdz6qmn5qijjkrfvn2TJF/4whdSXl6eUaNG5emnn86tt96aK6+8MuPGjSv1cfrpp2fatGm59NJLM2/evJx//vl59NFHc+qpp37UpwQAAICNSIfW3Pmjjz6aAw44oPR+bRAeMWJEpkyZkrPOOivLly/Pl770pSxdujT77rtvpk2blk6dOpU+c9NNN+XUU0/NgQcemHbt2mX48OG56qqrSuNVVVX5+c9/ntGjR2fw4MHZfPPNM2HChCbP8t57771z880359xzz82//du/Zbvttsudd96ZnXfe+SM4CwAAAGysNpjndLd1ntPNhsRzugEAoFht/jndAAAA0NYJ3QAAAFAQoRsAAAAKInQDAABAQYRuAAAAKIjQDQAAAAURugEAAKAgQjcAAAAUpENrNwCwoeo/fmprt/CeXryotrVbAADgXbjSDQAAAAURugEAAKAgQjcAAAAUROgGAACAggjdAAAAUBChGwAAAAoidAMAAEBBhG4AAAAoiNANAAAABRG6AQAAoCBCNwAAABRE6AYAAICCCN0AAABQEKEbAAAACiJ0///s3Xm4VXWhPvD3MJwDIgcEGeSCwkUNcSIxFcdMkpJMBa9DmkhUVmgCOd5uDqXhcB0zRRvABq9Dad30OhAqlZIDiKklkhMWApbAEYxBzv79UeyfRwYBWe5z8PN5nv087u/67rXftdg98bImAAAAKIjSDQAAAAVRugEAAKAgSjcAAAAUROkGAACAgijdAAAAUBClGwAAAAqidAMAAEBBlG4AAAAoiNINAAAABVG6AQAAoCBKNwAAABRE6QYAAICCKN0AAABQEKUbAAAACqJ0AwAAQEGUbgAAACiI0g0AAAAFUboBAACgIC0qHQCATVfPs+6qdIR39dJFgysdAQDYhDnSDQAAAAVRugEAAKAgSjcAAAAUROkGAACAgijdAAAAUBClGwAAAAqidAMAAEBBlG4AAAAoiNINAAAABVG6AQAAoCBKNwAAABRE6QYAAICCKN0AAABQEKUbAAAACqJ0AwAAQEFaVDoA76+eZ91V6Qjv6qWLBlc6AgAAwEbhSDcAAAAUROkGAACAgji9nEansZ8C7/R3AABgXTnSDQAAAAVRugEAAKAgSjcAAAAUROkGAACAgriR2jt897vfzaWXXpo5c+Zk1113zXe+853ssccelY4FwAdYY7/BZOImkwCwJo50v80tt9ySMWPG5Nxzz820adOy6667ZtCgQZk3b16lowEAANAEOdL9Npdffnm+8IUvZPjw4UmScePG5a677soPf/jDnHXWWQ3mLl26NEuXLi2/X7hwYZKkrq7u/Qu8AeqXvlnpCE1eY/8zTprGn7P9uHE09v1oH24cTWE/bj36tkpHWKunzx9U6QgAbGJW/h2iVCqtdV5V6d1mfEAsW7Ysm222WX72s5/l8MMPL48PGzYsCxYsyC9/+csG888777ycf/7573NKAAAAGpNXXnkl3bt3X+NyR7r/5W9/+1tWrFiRLl26NBjv0qVLnn322VXmn3322RkzZkz5fX19fV5//fV07NgxVVVVheelOHV1denRo0deeeWV1NbWVjoOTZzfExub3xQbk98TG5PfExtTU/g9lUqlvPHGG+nWrdta5yndG6impiY1NTUNxtq3b1+ZMBSitra20f4PnKbH74mNzW+KjcnviY3J74mNqbH/ntq1a/euc9xI7V+23HLLNG/ePHPnzm0wPnfu3HTt2rVCqQAAAGjKlO5/qa6uTv/+/TNp0qTyWH19fSZNmpQBAwZUMBkAAABNldPL32bMmDEZNmxYdt999+yxxx658sors3jx4vLdzPlgqKmpybnnnrvK5QOwIfye2Nj8ptiY/J7YmPye2Jg2pd+Tu5e/wzXXXJNLL700c+bMSb9+/XL11Vdnzz33rHQsAAAAmiClGwAAAArimm4AAAAoiNINAAAABVG6AQAAoCBKNwAAABRE6YZ/GTt2bD7ykY+kbdu26dy5cw4//PDMmDGj0rHYRFx00UWpqqrKqFGjKh2FJuqvf/1rjj/++HTs2DGtW7fOzjvvnMcff7zSsWiCVqxYkW984xvp1atXWrdund69e+db3/pW3FuXdfWb3/wmhx56aLp165aqqqr84he/aLC8VCrlnHPOyVZbbZXWrVtn4MCBmTlzZmXC0uit7fe0fPnynHnmmdl5553Tpk2bdOvWLSeccEJmz55ducAbQOmGf5k8eXJGjhyZ3//+95k4cWKWL1+egw8+OIsXL650NJq4xx57LNdff3122WWXSkehiZo/f3722WeftGzZMnfffXf++Mc/5rLLLssWW2xR6Wg0QRdffHGuu+66XHPNNfnTn/6Uiy++OJdcckm+853vVDoaTcTixYuz66675rvf/e5ql19yySW5+uqrM27cuDzyyCNp06ZNBg0alCVLlrzPSWkK1vZ7evPNNzNt2rR84xvfyLRp03L77bdnxowZ+fSnP12BpBvOI8NgDV577bV07tw5kydPzv7771/pODRRixYtym677ZZrr702F1xwQfr165crr7yy0rFoYs4666w89NBD+e1vf1vpKGwCPvWpT6VLly75wQ9+UB4bOnRoWrdunZ/85CcVTEZTVFVVlTvuuCOHH354kn8e5e7WrVu+9rWv5bTTTkuSLFy4MF26dMmECRNyzDHHVDAtjd07f0+r89hjj2WPPfbIyy+/nK233vr9C/ceONINa7Bw4cIkSYcOHSqchKZs5MiRGTx4cAYOHFjpKDRh//u//5vdd989//Ef/5HOnTvnwx/+cL73ve9VOhZN1N57751JkyblueeeS5I8+eST+d3vfpdPfvKTFU7GpuDFF1/MnDlzGvz/Xrt27bLnnntmypQpFUzGpmLhwoWpqqpK+/btKx1lnbWodABojOrr6zNq1Kjss88+2WmnnSodhybq5ptvzrRp0/LYY49VOgpN3AsvvJDrrrsuY8aMyX/+53/msccey1e/+tVUV1dn2LBhlY5HE3PWWWelrq4uffr0SfPmzbNixYpceOGFOe644yodjU3AnDlzkiRdunRpMN6lS5fyMthQS5YsyZlnnpljjz02tbW1lY6zzpRuWI2RI0fm6aefzu9+97tKR6GJeuWVV3Lqqadm4sSJadWqVaXj0MTV19dn9913z7e//e0kyYc//OE8/fTTGTdunNLNerv11lvz05/+NDfddFN23HHHTJ8+PaNGjUq3bt38noBGa/ny5TnqqKNSKpVy3XXXVTrOenF6ObzDySefnDvvvDMPPPBAunfvXuk4NFFTp07NvHnzsttuu6VFixZp0aJFJk+enKuvvjotWrTIihUrKh2RJmSrrbZK3759G4ztsMMOmTVrVoUS0ZSdfvrpOeuss3LMMcdk5513zmc/+9mMHj06Y8eOrXQ0NgFdu3ZNksydO7fB+Ny5c8vLYH2tLNwvv/xyJk6c2KSOcidKN5SVSqWcfPLJueOOO3L//fenV69elY5EE3bQQQflqaeeyvTp08uv3XffPccdd1ymT5+e5s2bVzoiTcg+++yzyiMMn3vuuWyzzTYVSkRT9uabb6ZZs4Z/BWzevHnq6+srlIhNSa9evdK1a9dMmjSpPFZXV5dHHnkkAwYMqGAymqqVhXvmzJn59a9/nY4dO1Y60npzejn8y8iRI3PTTTfll7/8Zdq2bVu+7qhdu3Zp3bp1hdPR1LRt23aV+wG0adMmHTt2dJ8A1tvo0aOz995759vf/naOOuqoPProo7nhhhtyww03VDoaTdChhx6aCy+8MFtvvXV23HHHPPHEE7n88svzuc99rtLRaCIWLVqUP//5z+X3L774YqZPn54OHTpk6623zqhRo3LBBRdku+22S69evfKNb3wj3bp1W+sdqfngWtvvaauttsqRRx6ZadOm5c4778yKFSvKf0fv0KFDqqurKxV7vXhkGPxLVVXVasfHjx+fE0888f0Nwybpox/9qEeGscHuvPPOnH322Zk5c2Z69eqVMWPG5Atf+EKlY9EEvfHGG/nGN76RO+64I/PmzUu3bt1y7LHH5pxzzmkyf4Glsh588MEceOCBq4wPGzYsEyZMSKlUyrnnnpsbbrghCxYsyL777ptrr70222+/fQXS0tit7fd03nnnrfHs0wceeCAf/ehHC063cSjdAAAAUBDXdAMAAEBBlG4AAAAoiNINAAAABVG6AQAAoCBKNwAAABRE6QYAAICCKN0AAABQEKUbAAAACqJ0AwAAQEGUbgAAACiI0g0AAAAFUboBAACgIEo3AAAAFETpBgAAgIIo3QAAAFAQpRsAAAAKonQDAABAQZRuADZpEyZMSFVVVV566aX1+txHP/rR7LTTThs1S8+ePXPiiSdu1HWuqwcffDBVVVV58MEH1/uz5513XqqqqjZ+KAD4AFC6AQAamdmzZ+e8887L9OnTKx0FgPeoRaUDAADF23///fOPf/wj1dXVlY7COpg9e3bOP//89OzZM/369at0HADeA6UbAD4AmjVrllatWlU6BgB84Di9HIAPlF/+8pcZPHhwunXrlpqamvTu3Tvf+ta3smLFitXOnzp1avbee++0bt06vXr1yrhx41aZs3Tp0px77rnZdtttU1NTkx49euSMM87I0qVL15pl+fLlOf/887PddtulVatW6dixY/bdd99MnDhxnbZl7ty5adGiRc4///xVls2YMSNVVVW55pprkqz5mu7bbrst/fv3T+vWrbPlllvm+OOPz1//+td1+v6f/OQn5c926NAhxxxzTF555ZUGc1ZeG//HP/4xBx54YDbbbLP827/9Wy655JJV1rdkyZKcd9552X777dOqVatstdVWGTJkSJ5//vnynPr6+lx55ZXZcccd06pVq3Tp0iUnnXRS5s+fv06Z3+6vf/1rRowYUf4t9OrVK1/+8pezbNmy8pwXXngh//Ef/5EOHTpks802y1577ZW77rqrwXrWdN+A1e3zddkfDz74YD7ykY8kSYYPH56qqqpUVVVlwoQJ672NAFSe0g3AB8qECROy+eabZ8yYMbnqqqvSv3//nHPOOTnrrLNWmTt//vwccsgh6d+/fy655JJ07949X/7yl/PDH/6wPKe+vj6f/vSn89///d859NBD853vfCeHH354rrjiihx99NFrzXLeeefl/PPPz4EHHphrrrkmX//617P11ltn2rRp67QtXbp0yQEHHJBbb711lWW33HJLmjdvnv/4j/9Y67446qij0rx584wdOzZf+MIXcvvtt2fffffNggUL1vrdF154YU444YRst912ufzyyzNq1KhMmjQp+++//yqfnT9/fj7xiU9k1113zWWXXZY+ffrkzDPPzN13312es2LFinzqU5/K+eefn/79++eyyy7LqaeemoULF+bpp58uzzvppJNy+umnZ5999slVV12V4cOH56c//WkGDRqU5cuXr9N+S/55+vYee+yRm2++OUcffXSuvvrqfPazn83kyZPz5ptvJvnnP2rsvffeuffee/OVr3wlF154YZYsWZJPf/rTueOOO9b5u97p3fbHDjvskG9+85tJki9+8Yv58Y9/nB//+MfZf//9N/g7AaigEgBswsaPH19KUnrxxRdLpVKp9Oabb64y56STTiptttlmpSVLlpTHDjjggFKS0mWXXVYeW7p0aalfv36lzp07l5YtW1YqlUqlH//4x6VmzZqVfvvb3zZY57hx40pJSg899FB5bJtttikNGzas/H7XXXctDR48+D1t3/XXX19KUnrqqacajPft27f0sY99rPz+gQceKCUpPfDAA6VSqVRatmxZqXPnzqWddtqp9I9//KM878477ywlKZ1zzjnlsXPPPbf09r8yvPTSS6XmzZuXLrzwwgbf+dRTT5VatGjRYHzlfvzRj35UHlu6dGmpa9eupaFDh5bHfvjDH5aSlC6//PJVtrG+vr5UKpVKv/3tb0tJSj/96U8bLL/nnntWO742J5xwQqlZs2alxx57bI3fN2rUqFKSBn+2b7zxRqlXr16lnj17llasWFEqlVb9ja30zn1eKq37/njsscdKSUrjx49f520CoHFypBuAD5TWrVuX//uNN97I3/72t+y3335588038+yzzzaY26JFi5x00knl99XV1TnppJMyb968TJ06Nck/T8/eYYcd0qdPn/ztb38rvz72sY8lSR544IE1Zmnfvn2eeeaZzJw5c4O3Z8iQIWnRokVuueWW8tjTTz+dP/7xj2s90v74449n3rx5+cpXvtLgWu/BgwenT58+q5xC/Xa333576uvrc9RRRzXY5q5du2a77bZbZZs333zzHH/88eX31dXV2WOPPfLCCy+Ux37+859nyy23zCmnnLLK9618XNltt92Wdu3a5eMf/3iD7+3fv38233zzte7rt6uvr88vfvGLHHroodl9993X+H3/93//lz322CP77rtvg2354he/mJdeeil//OMf1+n73mld9gcAmw6lG4APlGeeeSZHHHFE2rVrl9ra2nTq1KlcgBYuXNhgbrdu3dKmTZsGY9tvv32SlK/fnTlzZp555pl06tSpwWvlvHnz5q0xyze/+c0sWLAg22+/fXbeeeecfvrp+cMf/rBe27PlllvmoIMOanCK+S233JIWLVpkyJAha/zcyy+/nCT50Ic+tMqyPn36lJevzsyZM1MqlbLddtutst1/+tOfVtnm7t27r/Kc7y222KLBddjPP/98PvShD6VFizXf43XmzJlZuHBhOnfuvMr3Llq0aK37+u1ee+211NXVvetz2F9++eXV7p8ddtihvHxDrMv+AGDT4e7lAHxgLFiwIAcccEBqa2vzzW9+M717906rVq0ybdq0nHnmmamvr1/vddbX12fnnXfO5ZdfvtrlPXr0WONn999//zz//PP55S9/mfvuuy/f//73c8UVV2TcuHH5/Oc/v84ZjjnmmAwfPjzTp09Pv379cuutt+aggw7Klltuud7bsy7q6+tTVVWVu+++O82bN19l+eabb97g/ermJEmpVFrv7+3cuXN++tOfrnZ5p06d1mt9G8s7C/RKa7o538baHwA0DUo3AB8YDz74YP7+97/n9ttvb3BTqhdffHG182fPnp3Fixc3ONr93HPPJUl69uyZJOndu3eefPLJHHTQQWssX2vToUOHDB8+PMOHD8+iRYuy//7757zzzluv0n344YfnpJNOKp9i/txzz+Xss89e62e22WabJP+8y/nKU+FXmjFjRnn56vTu3TulUim9evUqH9F/r3r37p1HHnkky5cvT8uWLdc459e//nX22WefBpcJrK9OnTqltra2wQ3aVmebbbbJjBkzVhlfeRnCyn20xRZbJMkqN5Db0CPhyZqLPABNj9PLAfjAWHmE8e1HFJctW5Zrr712tfPfeuutXH/99Q3mXn/99enUqVP69++fJDnqqKPy17/+Nd/73vdW+fw//vGPLF68eI15/v73vzd4v/nmm2fbbbd910eNvVP79u0zaNCg3Hrrrbn55ptTXV2dww8/fK2f2X333dO5c+eMGzeuwffdfffd+dOf/pTBgwev8bNDhgxJ8+bNc/75569ydLZUKq2yXeti6NCh+dvf/lZ+xNk715n8c1+vWLEi3/rWt1aZ89Zbb73rHddXatasWQ4//PD86le/yuOPP77G7zvkkEPy6KOPZsqUKeVlixcvzg033JCePXumb9++Sf75jwFJ8pvf/KY8b8WKFbnhhhvWKc/qrPyHnnXdJgAaL0e6AfjA2HvvvbPFFltk2LBh+epXv5qqqqr8+Mc/XuNpvd26dcvFF1+cl156Kdtvv31uueWWTJ8+PTfccEP5aOxnP/vZ3HrrrfnSl76UBx54IPvss09WrFiRZ599Nrfeemvuvffe1d6sK0n69u2bj370o+nfv386dOiQxx9/PD/72c9y8sknr/e2HX300Tn++ONz7bXXZtCgQWnfvv1a57ds2TIXX3xxhg8fngMOOCDHHnts5s6dm6uuuio9e/bM6NGj1/jZ3r1754ILLsjZZ5+dl156KYcffnjatm2bF198MXfccUe++MUv5rTTTluv/CeccEJ+9KMfZcyYMXn00Uez3377ZfHixfn1r3+dr3zlKznssMNywAEH5KSTTsrYsWMzffr0HHzwwWnZsmVmzpyZ2267LVdddVWOPPLIdfq+b3/727nvvvtywAEH5Itf/GJ22GGHvPrqq7ntttvyu9/9Lu3bt89ZZ52V//mf/8knP/nJfPWrX02HDh1y44035sUXX8zPf/7zNGv2z2MXO+64Y/baa6+cffbZef3119OhQ4fcfPPNeeutt9ZrH7xd79690759+4wbNy5t27ZNmzZtsueee6ZXr14bvE4AKqRSt00HgPfDOx/n9NBDD5X22muvUuvWrUvdunUrnXHGGaV77713tY922nHHHUuPP/54acCAAaVWrVqVttlmm9I111yzyncsW7asdPHFF5d23HHHUk1NTWmLLbYo9e/fv3T++eeXFi5cWJ73zkeGXXDBBaU99tij1L59+1Lr1q1Lffr0KV144YXlx5Gtj7q6ulLr1q1LSUo/+clPVlm+usdXlUql0i233FL68Ic/XKqpqSl16NChdNxxx5X+8pe/NJjzzkeGrfTzn/+8tO+++5batGlTatOmTalPnz6lkSNHlmbMmFGes3I/vtOwYcNK22yzTYOxN998s/T1r3+91KtXr1LLli1LXbt2LR155JGl559/vsG8G264odS/f/9S69atS23bti3tvPPOpTPOOKM0e/bsd9tNDbz88sulE044odSpU6dSTU1N6d///d9LI0eOLC1durQ85/nnny8deeSRpfbt25datWpV2mOPPUp33nnnKut6/vnnSwMHDizV1NSUunTpUvrP//zP0sSJE9f4u1qX/fHLX/6y1Ldv31KLFi08PgygCasqldy1AwAAAIrgmm4AAAAoiGu6AaARWrZsWV5//fW1zmnXrt17uov3pmjRokVZtGjRWud06tRpjY/tAoCNTekGgEbo4YcfzoEHHrjWOePHj8+JJ574/gRqIv77v/87559//lrnvPjii+VHvgFA0VzTDQCN0Pz58zN16tS1ztlxxx2z1VZbvU+JmoYXXnghL7zwwlrn7LvvvmnVqtX7lAiADzqlGwAAAAri9PKNpL6+PrNnz07btm1TVVVV6TgAAAAUqFQq5Y033ki3bt3SrNma71GudG8ks2fPTo8ePSodAwAAgPfRK6+8ku7du69xudK9kbRt2zbJP3d4bW1thdMAAABQpLq6uvTo0aPcBddE6d5IVp5SXltbq3QDAAB8QLzb5cVrPvEcAAAAeE+UbgAAACiI0g0AAAAFUboBAACgIEo3AAAAFETpBgAAgIIo3QAAAFAQpRsAAAAKonQDAABAQZRuAAAAKIjSDQAAAAVRugEAAKAgSjcAAAAUROkGAACAgijdAAAAUBClGwAAAAqidAMAAEBBlG4AAAAoSItKBwA2vp5n3VXpCO/qpYsGVzoCAAAUzpFuAAAAKIjSDQAAAAVRugEAAKAgSjcAAAAUROkGAACAgijdAAAAUBClGwAAAAqidAMAAEBBlG4AAAAoiNINAAAABVG6AQAAoCBKNwAAABRE6QYAAICCKN0AAABQEKUbAAAACqJ0AwAAQEGUbgAAACiI0g0AAAAFUboBAACgIEo3AAAAFETpBgAAgIIo3QAAAFAQpRsAAAAKonQDAABAQZRuAAAAKIjSDQAAAAVRugEAAKAgSjcAAAAUROkGAACAgijdAAAAUBClGwAAAAqidAMAAEBBlG4AAAAoiNINAAAABalo6T7vvPNSVVXV4NWnT5/y8iVLlmTkyJHp2LFjNt988wwdOjRz585tsI5Zs2Zl8ODB2WyzzdK5c+ecfvrpeeuttxrMefDBB7PbbrulpqYm2267bSZMmLBKlu9+97vp2bNnWrVqlT333DOPPvpoIdsMAADAB0fFj3TvuOOOefXVV8uv3/3ud+Vlo0ePzq9+9avcdtttmTx5cmbPnp0hQ4aUl69YsSKDBw/OsmXL8vDDD+fGG2/MhAkTcs4555TnvPjiixk8eHAOPPDATJ8+PaNGjcrnP//53HvvveU5t9xyS8aMGZNzzz0306ZNy6677ppBgwZl3rx5789OAAAAYJNUVSqVSpX68vPOOy+/+MUvMn369FWWLVy4MJ06dcpNN92UI488Mkny7LPPZocddsiUKVOy11575e67786nPvWpzJ49O126dEmSjBs3LmeeeWZee+21VFdX58wzz8xdd92Vp59+urzuY445JgsWLMg999yTJNlzzz3zkY98JNdcc02SpL6+Pj169Mgpp5ySs846a7XZly5dmqVLl5bf19XVpUePHlm4cGFqa2s3yv6BDdXzrLsqHeFdvXTR4EpHAACADVZXV5d27dq9awes+JHumTNnplu3bvn3f//3HHfccZk1a1aSZOrUqVm+fHkGDhxYntunT59svfXWmTJlSpJkypQp2XnnncuFO0kGDRqUurq6PPPMM+U5b1/Hyjkr17Fs2bJMnTq1wZxmzZpl4MCB5TmrM3bs2LRr16786tGjx3vcEwAAAGxqKlq699xzz0yYMCH33HNPrrvuurz44ovZb7/98sYbb2TOnDmprq5O+/btG3ymS5cumTNnTpJkzpw5DQr3yuUrl61tTl1dXf7xj3/kb3/7W1asWLHaOSvXsTpnn312Fi5cWH698sorG7QPAAAA2HS1qOSXf/KTnyz/9y677JI999wz22yzTW699da0bt26gsneXU1NTWpqaiodAwAAgEas4qeXv1379u2z/fbb589//nO6du2aZcuWZcGCBQ3mzJ07N127dk2SdO3adZW7ma98/25zamtr07p162y55ZZp3rz5auesXAcAAABsiEZVuhctWpTnn38+W221Vfr375+WLVtm0qRJ5eUzZszIrFmzMmDAgCTJgAED8tRTTzW4y/jEiRNTW1ubvn37lue8fR0r56xcR3V1dfr3799gTn19fSZNmlSeAwAAABuioqX7tNNOy+TJk/PSSy/l4YcfzhFHHJHmzZvn2GOPTbt27TJixIiMGTMmDzzwQKZOnZrhw4dnwIAB2WuvvZIkBx98cPr27ZvPfvazefLJJ3Pvvffmv/7rvzJy5Mjyqd9f+tKX8sILL+SMM87Is88+m2uvvTa33nprRo8eXc4xZsyYfO9738uNN96YP/3pT/nyl7+cxYsXZ/jw4RXZLwAAAGwaKnpN91/+8pcce+yx+fvf/55OnTpl3333ze9///t06tQpSXLFFVekWbNmGTp0aJYuXZpBgwbl2muvLX++efPmufPOO/PlL385AwYMSJs2bTJs2LB885vfLM/p1atX7rrrrowePTpXXXVVunfvnu9///sZNGhQec7RRx+d1157Leecc07mzJmTfv365Z577lnl5moAAACwPir6nO5Nybo+ow3eD57TDQAAxWoyz+kGAACATZXSDQAAAAVRugEAAKAgSjcAAAAUROkGAACAgijdAAAAUBClGwAAAAqidAMAAEBBlG4AAAAoiNINAAAABVG6AQAAoCBKNwAAABRE6QYAAICCKN0AAABQEKUbAAAACqJ0AwAAQEGUbgAAACiI0g0AAAAFUboBAACgIEo3AAAAFETpBgAAgIIo3QAAAFAQpRsAAAAKonQDAABAQZRuAAAAKIjSDQAAAAVRugEAAKAgSjcAAAAUROkGAACAgijdAAAAUBClGwAAAAqidAMAAEBBlG4AAAAoiNINAAAABVG6AQAAoCBKNwAAABRE6QYAAICCKN0AAABQEKUbAAAACqJ0AwAAQEGUbgAAACiI0g0AAAAFUboBAACgIEo3AAAAFETpBgAAgIIo3QAAAFAQpRsAAAAKonQDAABAQZRuAAAAKIjSDQAAAAVRugEAAKAgSjcAAAAUROkGAACAgijdAAAAUBClGwAAAAqidAMAAEBBlG4AAAAoiNINAAAABVG6AQAAoCBKNwAAABRE6QYAAICCKN0AAABQEKUbAAAACqJ0AwAAQEEaTem+6KKLUlVVlVGjRpXHlixZkpEjR6Zjx47ZfPPNM3To0MydO7fB52bNmpXBgwdns802S+fOnXP66afnrbfeajDnwQcfzG677Zaamppsu+22mTBhwirf/93vfjc9e/ZMq1atsueee+bRRx8tYjMBAAD4AGkUpfuxxx7L9ddfn1122aXB+OjRo/OrX/0qt912WyZPnpzZs2dnyJAh5eUrVqzI4MGDs2zZsjz88MO58cYbM2HChJxzzjnlOS+++GIGDx6cAw88MNOnT8+oUaPy+c9/Pvfee295zi233JIxY8bk3HPPzbRp07Lrrrtm0KBBmTdvXvEbDwAAwCarqlQqlSoZYNGiRdltt91y7bXX5oILLki/fv1y5ZVXZuHChenUqVNuuummHHnkkUmSZ599NjvssEOmTJmSvfbaK3fffXc+9alPZfbs2enSpUuSZNy4cTnzzDPz2muvpbq6OmeeeWbuuuuuPP300+XvPOaYY7JgwYLcc889SZI999wzH/nIR3LNNdckSerr69OjR4+ccsopOeuss9ZpO+rq6tKuXbssXLgwtbW1G3MXwXrredZdlY7wrl66aHClIwAAwAZb1w5Y8SPdI0eOzODBgzNw4MAG41OnTs3y5csbjPfp0ydbb711pkyZkiSZMmVKdt5553LhTpJBgwalrq4uzzzzTHnOO9c9aNCg8jqWLVuWqVOnNpjTrFmzDBw4sDxndZYuXZq6uroGLwAAAHi7FpX88ptvvjnTpk3LY489tsqyOXPmpLq6Ou3bt28w3qVLl8yZM6c85+2Fe+XylcvWNqeuri7/+Mc/Mn/+/KxYsWK1c5599tk1Zh87dmzOP//8ddtQAAAAPpAqdqT7lVdeyamnnpqf/vSnadWqVaVibLCzzz47CxcuLL9eeeWVSkcCAACgkalY6Z46dWrmzZuX3XbbLS1atEiLFi0yefLkXH311WnRokW6dOmSZcuWZcGCBQ0+N3fu3HTt2jVJ0rVr11XuZr7y/bvNqa2tTevWrbPlllumefPmq52zch2rU1NTk9ra2gYvAAAAeLuKle6DDjooTz31VKZPn15+7b777jnuuOPK/92yZctMmjSp/JkZM2Zk1qxZGTBgQJJkwIABeeqppxrcZXzixImpra1N3759y3Pevo6Vc1auo7q6Ov37928wp76+PpMmTSrPAQAAgA1RsWu627Ztm5122qnBWJs2bdKxY8fy+IgRIzJmzJh06NAhtbW1OeWUUzJgwIDstddeSZKDDz44ffv2zWc/+9lccsklmTNnTv7rv/4rI0eOTE1NTZLkS1/6Uq655pqcccYZ+dznPpf7778/t956a+666//f3XnMmDEZNmxYdt999+yxxx658sors3jx4gwfPvx92hsAAABsiip6I7V3c8UVV6RZs2YZOnRoli5dmkGDBuXaa68tL2/evHnuvPPOfPnLX86AAQPSpk2bDBs2LN/85jfLc3r16pW77roro0ePzlVXXZXu3bvn+9//fgYNGlSec/TRR+e1117LOeeckzlz5qRfv3655557Vrm5GgAAAKyPij+ne1PhOd00Jp7TDQAAxWoyz+kGAACATZXSDQAAAAVRugEAAKAgSjcAAAAUROkGAACAgijdAAAAUBClGwAAAAqidAMAAEBBlG4AAAAoiNINAAAABVG6AQAAoCBKNwAAABRE6QYAAICCKN0AAABQEKUbAAAACqJ0AwAAQEGUbgAAACiI0g0AAAAFUboBAACgIEo3AAAAFETpBgAAgIIo3QAAAFAQpRsAAAAKonQDAABAQZRuAAAAKIjSDQAAAAVRugEAAKAgSjcAAAAUROkGAACAgijdAAAAUBClGwAAAAqidAMAAEBBlG4AAAAoiNINAAAABVG6AQAAoCBKNwAAABRE6QYAAICCKN0AAABQEKUbAAAACqJ0AwAAQEGUbgAAACiI0g0AAAAFUboBAACgIEo3AAAAFETpBgAAgIJsUOl+4YUXNnYOAAAA2ORsUOnedtttc+CBB+YnP/lJlixZsrEzAQAAwCZhg0r3tGnTsssuu2TMmDHp2rVrTjrppDz66KMbOxsAAAA0aRtUuvv165errroqs2fPzg9/+MO8+uqr2XfffbPTTjvl8ssvz2uvvbaxcwIAAECT855upNaiRYsMGTIkt912Wy6++OL8+c9/zmmnnZYePXrkhBNOyKuvvrqxcgIAAECT855K9+OPP56vfOUr2WqrrXL55ZfntNNOy/PPP5+JEydm9uzZOeywwzZWTgAAAGhyWmzIhy6//PKMHz8+M2bMyCGHHJIf/ehHOeSQQ9Ks2T87fK9evTJhwoT07NlzY2YFAACAJmWDSvd1112Xz33ucznxxBOz1VZbrXZO586d84Mf/OA9hQMAAICmbINK98yZM991TnV1dYYNG7YhqwcAAIBNwgZd0z1+/Pjcdtttq4zfdtttufHGG99zKAAAANgUbFDpHjt2bLbccstVxjt37pxvf/vb7zkUAAAAbAo2qHTPmjUrvXr1WmV8m222yaxZs95zKAAAANgUbFDp7ty5c/7whz+sMv7kk0+mY8eO7zkUAAAAbAo2qHQfe+yx+epXv5oHHnggK1asyIoVK3L//ffn1FNPzTHHHLOxMwIAAECTtEF3L//Wt76Vl156KQcddFBatPjnKurr63PCCSe4phsAAAD+ZYNKd3V1dW655ZZ861vfypNPPpnWrVtn5513zjbbbLOx8wEAAECTtUGle6Xtt98+22+//cbKAgAAAJuUDSrdK1asyIQJEzJp0qTMmzcv9fX1DZbff//9GyUcAAAANGUbVLpPPfXUTJgwIYMHD85OO+2UqqqqjZ0LAAAAmrwNKt0333xzbr311hxyyCEbOw8AAABsMjbokWHV1dXZdttt3/OXX3fdddlll11SW1ub2traDBgwIHfffXd5+ZIlSzJy5Mh07Ngxm2++eYYOHZq5c+c2WMesWbMyePDgbLbZZuncuXNOP/30vPXWWw3mPPjgg9ltt91SU1OTbbfdNhMmTFgly3e/+9307NkzrVq1yp577plHH330PW8fAAAAH2wbVLq/9rWv5aqrrkqpVHpPX969e/dcdNFFmTp1ah5//PF87GMfy2GHHZZnnnkmSTJ69Oj86le/ym233ZbJkydn9uzZGTJkSPnzK1asyODBg7Ns2bI8/PDDufHGGzNhwoScc8455TkvvvhiBg8enAMPPDDTp0/PqFGj8vnPfz733ntvec4tt9ySMWPG5Nxzz820adOy6667ZtCgQZk3b9572j4AAAA+2KpKG9CcjzjiiDzwwAPp0KFDdtxxx7Rs2bLB8ttvv32DA3Xo0CGXXnppjjzyyHTq1Ck33XRTjjzyyCTJs88+mx122CFTpkzJXnvtlbvvvjuf+tSnMnv27HTp0iVJMm7cuJx55pl57bXXUl1dnTPPPDN33XVXnn766fJ3HHPMMVmwYEHuueeeJMmee+6Zj3zkI7nmmmuS/POZ4z169Mgpp5ySs846a51y19XVpV27dlm4cGFqa2s3ePthY+h51l2VjvCuXrpocKUjAADABlvXDrhBR7rbt2+fI444IgcccEC23HLLtGvXrsFrQ6xYsSI333xzFi9enAEDBmTq1KlZvnx5Bg4cWJ7Tp0+fbL311pkyZUqSZMqUKdl5553LhTtJBg0alLq6uvLR8ilTpjRYx8o5K9exbNmyTJ06tcGcZs2aZeDAgeU5q7N06dLU1dU1eAEAAMDbbdCN1MaPH7/RAjz11FMZMGBAlixZks033zx33HFH+vbtm+nTp6e6ujrt27dvML9Lly6ZM2dOkmTOnDkNCvfK5SuXrW1OXV1d/vGPf2T+/PlZsWLFauc8++yza8w9duzYnH/++Ru0zQAAAHwwbNCR7iR566238utf/zrXX3993njjjSTJ7Nmzs2jRovVaz4c+9KFMnz49jzzySL785S9n2LBh+eMf/7ihsd43Z599dhYuXFh+vfLKK5WOBAAAQCOzQUe6X3755XziE5/IrFmzsnTp0nz84x9P27Ztc/HFF2fp0qUZN27cOq/r7XdC79+/fx577LFcddVVOfroo7Ns2bIsWLCgwdHuuXPnpmvXrkmSrl27rnKX8ZV3N3/7nHfe8Xzu3Lmpra1N69at07x58zRv3ny1c1auY3VqampSU1OzztsJAADAB88GHek+9dRTs/vuu2f+/Plp3bp1efyII47IpEmT3lOg+vr6LF26NP3790/Lli0brG/GjBmZNWtWBgwYkCQZMGBAnnrqqQZ3GZ84cWJqa2vTt2/f8px3Zpo4cWJ5HdXV1enfv3+DOfX19Zk0aVJ5DgAAAGyIDTrS/dvf/jYPP/xwqqurG4z37Nkzf/3rX9d5PWeffXY++clPZuutt84bb7yRm266KQ8++GDuvffetGvXLiNGjMiYMWPSoUOH1NbW5pRTTsmAAQOy1157JUkOPvjg9O3bN5/97GdzySWXZM6cOfmv//qvjBw5snwU+ktf+lKuueaanHHGGfnc5z6X+++/P7feemvuuuv/3915zJgxGTZsWHbffffsscceufLKK7N48eIMHz58Q3YPAAAAJNnA0l1fX58VK1asMv6Xv/wlbdu2Xef1zJs3LyeccEJeffXVtGvXLrvsskvuvffefPzjH0+SXHHFFWnWrFmGDh2apUuXZtCgQbn22mvLn2/evHnuvPPOfPnLX86AAQPSpk2bDBs2LN/85jfLc3r16pW77roro0ePzlVXXZXu3bvn+9//fgYNGlSec/TRR+e1117LOeeckzlz5qRfv3655557Vrm5GgAAAKyPDXpO99FHH5127drlhhtuSNu2bfOHP/whnTp1ymGHHZatt956o97dvKnwnG4aE8/pBgCAYq1rB9ygI92XXXZZBg0alL59+2bJkiX5zGc+k5kzZ2bLLbfM//zP/2xwaAAAANiUbFDp7t69e5588sncfPPN+cMf/pBFixZlxIgROe644xrcWA0AAAA+yDaodCdJixYtcvzxx2/MLAAAALBJ2aDS/aMf/Wity0844YQNCgMAAACbkg0q3aeeemqD98uXL8+bb76Z6urqbLbZZko3AAAAJGm2IR+aP39+g9eiRYsyY8aM7Lvvvm6kBgAAAP+yQaV7dbbbbrtcdNFFqxwFBwAAgA+qjVa6k3/eXG327Nkbc5UAAADQZG3QNd3/+7//2+B9qVTKq6++mmuuuSb77LPPRgkGAAAATd0Gle7DDz+8wfuqqqp06tQpH/vYx3LZZZdtjFwAAADQ5G1Q6a6vr9/YOQAAAGCTs1Gv6QYAAAD+vw060j1mzJh1nnv55ZdvyFcAAABAk7dBpfuJJ57IE088keXLl+dDH/pQkuS5555L8+bNs9tuu5XnVVVVbZyUAAAA0ARtUOk+9NBD07Zt29x4443ZYostkiTz58/P8OHDs99+++VrX/vaRg0JAAAATdEGXdN92WWXZezYseXCnSRbbLFFLrjgAncvBwAAgH/ZoNJdV1eX1157bZXx1157LW+88cZ7DgUAAACbgg0q3UcccUSGDx+e22+/PX/5y1/yl7/8JT//+c8zYsSIDBkyZGNnBAAAgCZpg67pHjduXE477bR85jOfyfLly/+5ohYtMmLEiFx66aUbNSAAAAA0VRtUujfbbLNce+21ufTSS/P8888nSXr37p02bdps1HAAAADQlG3Q6eUrvfrqq3n11Vez3XbbpU2bNimVShsrFwAAADR5G1S6//73v+eggw7K9ttvn0MOOSSvvvpqkmTEiBEeFwYAAAD/skGle/To0WnZsmVmzZqVzTbbrDx+9NFH55577tlo4QAAAKAp26Bruu+7777ce++96d69e4Px7bbbLi+//PJGCQYAAABN3QYd6V68eHGDI9wrvf7666mpqXnPoQAAAGBTsEGle7/99suPfvSj8vuqqqrU19fnkksuyYEHHrjRwgEAAEBTtkGnl19yySU56KCD8vjjj2fZsmU544wz8swzz+T111/PQw89tLEzAgAAQJO0QUe6d9pppzz33HPZd999c9hhh2Xx4sUZMmRInnjiifTu3XtjZwQAAIAmab2PdC9fvjyf+MQnMm7cuHz9618vIhMAAABsEtb7SHfLli3zhz/8oYgsAAAAsEnZoNPLjz/++PzgBz/Y2FkAAABgk7JBN1J766238sMf/jC//vWv079//7Rp06bB8ssvv3yjhAMAAICmbL1K9wsvvJCePXvm6aefzm677ZYkee655xrMqaqq2njpAAAAoAlbr9K93Xbb5dVXX80DDzyQJDn66KNz9dVXp0uXLoWEAwAAgKZsva7pLpVKDd7ffffdWbx48UYNBAAAAJuKDbqR2krvLOEAAADA/7depbuqqmqVa7Zdww0AAACrt17XdJdKpZx44ompqalJkixZsiRf+tKXVrl7+e23377xEgIAAEATtV6le9iwYQ3eH3/88Rs1DAAAAGxK1qt0jx8/vqgcAAAAsMl5TzdSAwAAANZM6QYAAICCKN0AAABQEKUbAAAACqJ0AwAAQEGUbgAAACiI0g0AAAAFUboBAACgIEo3AAAAFETpBgAAgIIo3QAAAFAQpRsAAAAKonQDAABAQZRuAAAAKIjSDQAAAAVRugEAAKAgSjcAAAAUROkGAACAgijdAAAAUBClGwAAAAqidAMAAEBBlG4AAAAoiNINAAAABVG6AQAAoCBKNwAAABSkoqV77Nix+chHPpK2bdumc+fOOfzwwzNjxowGc5YsWZKRI0emY8eO2XzzzTN06NDMnTu3wZxZs2Zl8ODB2WyzzdK5c+ecfvrpeeuttxrMefDBB7PbbrulpqYm2267bSZMmLBKnu9+97vp2bNnWrVqlT333DOPPvroRt9mAAAAPjgqWronT56ckSNH5ve//30mTpyY5cuX5+CDD87ixYvLc0aPHp1f/epXue222zJ58uTMnj07Q4YMKS9fsWJFBg8enGXLluXhhx/OjTfemAkTJuScc84pz3nxxRczePDgHHjggZk+fXpGjRqVz3/+87n33nvLc2655ZaMGTMm5557bqZNm5Zdd901gwYNyrx5896fnQEAAMAmp6pUKpUqHWKl1157LZ07d87kyZOz//77Z+HChenUqVNuuummHHnkkUmSZ599NjvssEOmTJmSvfbaK3fffXc+9alPZfbs2enSpUuSZNy4cTnzzDPz2muvpbq6OmeeeWbuuuuuPP300+XvOuaYY7JgwYLcc889SZI999wzH/nIR3LNNdckSerr69OjR4+ccsopOeuss941e11dXdq1a5eFCxemtrZ2Y+8aWC89z7qr0hHe1UsXDa50BAAA2GDr2gEb1TXdCxcuTJJ06NAhSTJ16tQsX748AwcOLM/p06dPtt5660yZMiVJMmXKlOy8887lwp0kgwYNSl1dXZ555pnynLevY+WcletYtmxZpk6d2mBOs2bNMnDgwPKcd1q6dGnq6uoavAAAAODtGk3prq+vz6hRo7LPPvtkp512SpLMmTMn1dXVad++fYO5Xbp0yZw5c8pz3l64Vy5fuWxtc+rq6vKPf/wjf/vb37JixYrVzlm5jncaO3Zs2rVrV3716NFjwzYcAACATVajKd0jR47M008/nZtvvrnSUdbJ2WefnYULF5Zfr7zySqUjAQAA0Mi0qHSAJDn55JNz55135je/+U26d+9eHu/atWuWLVuWBQsWNDjaPXfu3HTt2rU85513GV95d/O3z3nnHc/nzp2b2tratG7dOs2bN0/z5s1XO2flOt6ppqYmNTU1G7bBAAAAfCBU9Eh3qVTKySefnDvuuCP3339/evXq1WB5//7907Jly0yaNKk8NmPGjMyaNSsDBgxIkgwYMCBPPfVUg7uMT5w4MbW1tenbt295ztvXsXLOynVUV1enf//+DebU19dn0qRJ5TkAAACwvip6pHvkyJG56aab8stf/jJt27YtXz/drl27tG7dOu3atcuIESMyZsyYdOjQIbW1tTnllFMyYMCA7LXXXkmSgw8+OH379s1nP/vZXHLJJZkzZ07+67/+KyNHjiwfif7Sl76Ua665JmeccUY+97nP5f7778+tt96au+76/3d4HjNmTIYNG5bdd989e+yxR6688sosXrw4w4cPf/93DAAAAJuEipbu6667Lkny0Y9+tMH4+PHjc+KJJyZJrrjiijRr1ixDhw7N0qVLM2jQoFx77bXluc2bN8+dd96ZL3/5yxkwYEDatGmTYcOG5Zvf/GZ5Tq9evXLXXXdl9OjRueqqq9K9e/d8//vfz6BBg8pzjj766Lz22ms555xzMmfOnPTr1y/33HPPKjdXAwAAgHXVqJ7T3ZR5TjeNied0AwBAsZrkc7oBAABgU6J0AwAAQEGUbgAAACiI0g0AAAAFUboBAACgIEo3AAAAFETpBgAAgIIo3QAAAFAQpRsAAAAKonQDAABAQZRuAAAAKIjSDQAAAAVRugEAAKAgSjcAAAAUROkGAACAgijdAAAAUBClGwAAAAqidAMAAEBBlG4AAAAoiNINAAAABVG6AQAAoCBKNwAAABRE6QYAAICCKN0AAABQEKUbAAAACqJ0AwAAQEGUbgAAACiI0g0AAAAFUboBAACgIEo3AAAAFETpBgAAgIIo3QAAAFAQpRsAAAAKonQDAABAQZRuAAAAKIjSDQAAAAVRugEAAKAgSjcAAAAUROkGAACAgijdAAAAUBClGwAAAAqidAMAAEBBlG4AAAAoiNINAAAABVG6AQAAoCBKNwAAABRE6QYAAICCKN0AAABQEKUbAAAACqJ0AwAAQEGUbgAAACiI0g0AAAAFUboBAACgIEo3AAAAFETpBgAAgIIo3QAAAFAQpRsAAAAKonQDAABAQZRuAAAAKIjSDQAAAAVRugEAAKAgSjcAAAAUROkGAACAgijdAAAAUBClGwAAAApS0dL9m9/8Joceemi6deuWqqqq/OIXv2iwvFQq5ZxzzslWW22V1q1bZ+DAgZk5c2aDOa+//nqOO+641NbWpn379hkxYkQWLVrUYM4f/vCH7LfffmnVqlV69OiRSy65ZJUst912W/r06ZNWrVpl5513zv/93/9t9O0FAADgg6WipXvx4sXZdddd893vfne1yy+55JJcffXVGTduXB555JG0adMmgwYNypIlS8pzjjvuuDzzzDOZOHFi7rzzzvzmN7/JF7/4xfLyurq6HHzwwdlmm20yderUXHrppTnvvPNyww03lOc8/PDDOfbYYzNixIg88cQTOfzww3P44Yfn6aefLm7jAQAA2ORVlUqlUqVDJElVVVXuuOOOHH744Un+eZS7W7du+drXvpbTTjstSbJw4cJ06dIlEyZMyDHHHJM//elP6du3bx577LHsvvvuSZJ77rknhxxySP7yl7+kW7duue666/L1r389c+bMSXV1dZLkrLPOyi9+8Ys8++yzSZKjjz46ixcvzp133lnOs9dee6Vfv34ZN27cavMuXbo0S5cuLb+vq6tLjx49snDhwtTW1m70/QPro+dZd1U6wrt66aLBlY4AAAAbrK6uLu3atXvXDthor+l+8cUXM2fOnAwcOLA81q5du+y5556ZMmVKkmTKlClp3759uXAnycCBA9OsWbM88sgj5Tn7779/uXAnyaBBgzJjxozMnz+/POft37NyzsrvWZ2xY8emXbt25VePHj3e+0YDAACwSWm0pXvOnDlJki5dujQY79KlS3nZnDlz0rlz5wbLW7RokQ4dOjSYs7p1vP071jRn5fLVOfvss7Nw4cLy65VXXlnfTQQAAGAT16LSAZqqmpqa1NTUVDoGAAAAjVijPdLdtWvXJMncuXMbjM+dO7e8rGvXrpk3b16D5W+99VZef/31BnNWt463f8ea5qxcDgAAABui0ZbuXr16pWvXrpk0aVJ5rK6uLo888kgGDBiQJBkwYEAWLFiQqVOnlufcf//9qa+vz5577lme85vf/CbLly8vz5k4cWI+9KEPZYsttijPefv3rJyz8nsAAABgQ1S0dC9atCjTp0/P9OnTk/zz5mnTp0/PrFmzUlVVlVGjRuWCCy7I//7v/+app57KCSeckG7dupXvcL7DDjvkE5/4RL7whS/k0UcfzUMPPZSTTz45xxxzTLp165Yk+cxnPpPq6uqMGDEizzzzTG655ZZcddVVGTNmTDnHqaeemnvuuSeXXXZZnn322Zx33nl5/PHHc/LJJ7/fuwQAAIBNSEWv6X788cdz4IEHlt+vLMLDhg3LhAkTcsYZZ2Tx4sX54he/mAULFmTffffNPffck1atWpU/89Of/jQnn3xyDjrooDRr1ixDhw7N1VdfXV7erl273HfffRk5cmT69++fLbfcMuecc06DZ3nvvffeuemmm/Jf//Vf+c///M9st912+cUvfpGddtrpfdgLAAAAbKoazXO6m7p1fUYbvB88pxsAAIrV5J/TDQAAAE2d0g0AAAAFUboBAACgIEo3AAAAFETpBgAAgIIo3QAAAFAQpRsAAAAKonQDAABAQZRuAAAAKEiLSgcAaKx6nnVXpSO8q5cuGlzpCAAArIUj3QAAAFAQpRsAAAAKonQDAABAQZRuAAAAKIjSDQAAAAVRugEAAKAgSjcAAAAUROkGAACAgijdAAAAUBClGwAAAAqidAMAAEBBlG4AAAAoiNINAAAABVG6AQAAoCBKNwAAABRE6QYAAICCKN0AAABQEKUbAAAACqJ0AwAAQEGUbgAAACiI0g0AAAAFUboBAACgIEo3AAAAFETpBgAAgIIo3QAAAFAQpRsAAAAKonQDAABAQZRuAAAAKIjSDQAAAAVRugEAAKAgSjcAAAAUROkGAACAgrSodAAANl09z7qr0hHe1UsXDa50BABgE+ZINwAAABRE6QYAAICCKN0AAABQEKUbAAAACqJ0AwAAQEGUbgAAACiI0g0AAAAFUboBAACgIEo3AAAAFETpBgAAgIIo3QAAAFAQpRsAAAAKonQDAABAQZRuAAAAKEiLSgfg/dXzrLsqHeFdvXTR4EpHAAAA2Cgc6QYAAICCKN0AAABQEKeX0+g09lPgnf4OAACsK0e6AQAAoCBKNwAAABRE6QYAAICCKN0AAABQEDdSe4fvfve7ufTSSzNnzpzsuuuu+c53vpM99tij0rEA+ABr7DeYTNxkEgDWxJHut7nlllsyZsyYnHvuuZk2bVp23XXXDBo0KPPmzat0NAAAAJogR7rf5vLLL88XvvCFDB8+PEkybty43HXXXfnhD3+Ys846q8HcpUuXZunSpeX3CxcuTJLU1dW9f4E3QP3SNysdoclr7H/GSdP4c7YfN47Gvh/tw43DfgSAxmfl//eVSqW1zqsqvduMD4hly5Zls802y89+9rMcfvjh5fFhw4ZlwYIF+eUvf9lg/nnnnZfzzz//fU4JAABAY/LKK6+ke/fua1zuSPe//O1vf8uKFSvSpUuXBuNdunTJs88+u8r8s88+O2PGjCm/r6+vz+uvv56OHTumqqqq8LwUp66uLj169Mgrr7yS2traSsehifN7YmPzm2Jj8ntiY/J7YmNqCr+nUqmUN954I926dVvrPKV7A9XU1KSmpqbBWPv27SsThkLU1tY22v+B0/T4PbGx+U2xMfk9sTH5PbExNfbfU7t27d51jhup/cuWW26Z5s2bZ+7cuQ3G586dm65du1YoFQAAAE2Z0v0v1dXV6d+/fyZNmlQeq6+vz6RJkzJgwIAKJgMAAKCpcnr524wZMybDhg3L7rvvnj322CNXXnllFi9eXL6bOR8MNTU1Offcc1e5fAA2hN8TG5vfFBuT3xMbk98TG9Om9Hty9/J3uOaaa3LppZdmzpw56devX66++ursueeelY4FAABAE6R0AwAAQEFc0w0AAAAFUboBAACgIEo3AAAAFETpBgAAgIIo3fAvY8eOzUc+8pG0bds2nTt3zuGHH54ZM2ZUOhabiIsuuihVVVUZNWpUpaPQRP31r3/N8ccfn44dO6Z169bZeeed8/jjj1c6Fk3QihUr8o1vfCO9evVK69at07t373zrW9+Ke+uyrn7zm9/k0EMPTbdu3VJVVZVf/OIXDZaXSqWcc8452WqrrdK6desMHDgwM2fOrExYGr21/Z6WL1+eM888MzvvvHPatGmTbt265YQTTsjs2bMrF3gDKN3wL5MnT87IkSPz+9//PhMnTszy5ctz8MEHZ/HixZWORhP32GOP5frrr88uu+xS6Sg0UfPnz88+++yTli1b5u67784f//jHXHbZZdliiy0qHY0m6OKLL851112Xa665Jn/6059y8cUX55JLLsl3vvOdSkejiVi8eHF23XXXfPe7313t8ksuuSRXX311xo0bl0ceeSRt2rTJoEGDsmTJkvc5KU3B2n5Pb775ZqZNm5ZvfOMbmTZtWm6//fbMmDEjn/70pyuQdMN5ZBiswWuvvZbOnTtn8uTJ2X///SsdhyZq0aJF2W233XLttdfmggsuSL9+/XLllVdWOhZNzFlnnZWHHnoov/3tbysdhU3Apz71qXTp0iU/+MEPymNDhw5N69at85Of/KSCyWiKqqqqcscdd+Twww9P8s+j3N26dcvXvva1nHbaaUmShQsXpkuXLpkwYUKOOeaYCqalsXvn72l1Hnvsseyxxx55+eWXs/XWW79/4d4DR7phDRYuXJgk6dChQ4WT0JSNHDkygwcPzsCBAysdhSbsf//3f7P77rvnP/7jP9K5c+d8+MMfzve+971Kx6KJ2nvvvTNp0qQ899xzSZInn3wyv/vd7/LJT36ywsnYFLz44ouZM2dOg//fa9euXfbcc89MmTKlgsnYVCxcuDBVVVVp3759paOssxaVDgCNUX19fUaNGpV99tknO+20U6Xj0ETdfPPNmTZtWh577LFKR6GJe+GFF3LddddlzJgx+c///M889thj+epXv5rq6uoMGzas0vFoYs4666zU1dWlT58+ad68eVasWJELL7wwxx13XKWjsQmYM2dOkqRLly4Nxrt06VJeBhtqyZIlOfPMM3Psscemtra20nHWmdINqzFy5Mg8/fTT+d3vflfpKDRRr7zySk499dRMnDgxrVq1qnQcmrj6+vrsvvvu+fa3v50k+fCHP5ynn34648aNU7pZb7feemt++tOf5qabbsqOO+6Y6dOnZ9SoUenWrZvfE9BoLV++PEcddVRKpVKuu+66SsdZL04vh3c4+eSTc+edd+aBBx5I9+7dKx2HJmrq1KmZN29edtttt7Ro0SItWrTI5MmTc/XVV6dFixZZsWJFpSPShGy11Vbp27dvg7Eddtghs2bNqlAimrLTTz89Z511Vo455pjsvPPO+exnP5vRo0dn7NixlY7GJqBr165Jkrlz5zYYnzt3bnkZrK+Vhfvll1/OxIkTm9RR7kTphrJSqZSTTz45d9xxR+6///706tWr0pFowg466KA89dRTmT59evm1++6757jjjsv06dPTvHnzSkekCdlnn31WeYThc889l2222aZCiWjK3nzzzTRr1vCvgM2bN099fX2FErEp6dWrV7p27ZpJkyaVx+rq6vLII49kwIABFUxGU7WycM+cOTO//vWv07Fjx0pHWm9OL4d/GTlyZG666ab88pe/TNu2bcvXHbVr1y6tW7eucDqamrZt265yP4A2bdqkY8eO7hPAehs9enT23nvvfPvb385RRx2VRx99NDfccENuuOGGSkejCTr00ENz4YUXZuutt86OO+6YJ554Ipdffnk+97nPVToaTcSiRYvy5z//ufz+xRdfzPTp09OhQ4dsvfXWGTVqVC644IJst9126dWrV77xjW+kW7dua70jNR9ca/s9bbXVVjnyyCMzbdq03HnnnVmxYkX57+gdOnRIdXV1pWKvF48Mg3+pqqpa7fj48eNz4oknvr9h2CR99KMf9cgwNtidd96Zs88+OzNnzkyvXr0yZsyYfOELX6h0LJqgN954I9/4xjdyxx13ZN68eenWrVuOPfbYnHPOOU3mL7BU1oMPPpgDDzxwlfFhw4ZlwoQJKZVKOffcc3PDDTdkwYIF2XfffXPttddm++23r0BaGru1/Z7OO++8NZ59+sADD+SjH/1owek2DqUbAAAACuKabgAAACiI0g0AAAAFUboBAACgIEo3AAAAFETpBgAAgIIo3QAAAFAQpRsAAAAKonQDAABAQZRuAAAAKIjSDQAAAAVRugEAAKAgSjcAAAAUROkGAACAgijdAAAAUBClGwAAAAqidAMAAEBBlG4AAAAoiNINQJMxYcKEVFVV5aWXXlqvz330ox/NTjvttFGz9OzZMyeeeOJGXeeDDz6Yqqqq/OxnP9to69zQfbbSzJkzc/DBB6ddu3apqqrKL37xi/X6fBH7CQCakhaVDgAANF7Dhg3Liy++mAsvvDDt27fP7rvvXulIrMHDDz+c++67L6NGjUr79u0rHQeAf3GkGwBYrX/84x+ZMmVKRowYkZNPPjnHH398unfvXulYrMHDDz+c888/PwsWLKh0FADeRukGAFbrtddeSxJHTQHgPVC6AWiyfvnLX2bw4MHp1q1bampq0rt373zrW9/KihUrVjt/6tSp2XvvvdO6dev06tUr48aNW2XO0qVLc+6552bbbbdNTU1NevTokTPOOCNLly5da5bly5fn/PPPz3bbbZdWrVqlY8eO2XfffTNx4sT13q76+vpceOGF6d69e1q1apWDDjoof/7zn1eZ98gjj+QTn/hE2rVrl8022ywHHHBAHnrooXddf8+ePfOpT30q9913X/r165dWrVqlb9++uf3228tzzjvvvGyzzTZJktNPPz1VVVXp2bNnkuTEE08s//fbnXfeeamqqlrrd6+8xvyhhx7KmDFj0qlTp7Rp0yZHHHFEueS/3d1335399tsvbdq0Sdu2bTN48OA888wzDebMmTMnw4cPT/fu3VNTU5Otttoqhx12WIPr2B9//PEMGjQoW265ZfnP/3Of+9y77qt3euSRR3LIIYdkiy22SJs2bbLLLrvkqquuajDn/vvvL2du3759DjvssPzpT39qMGd99mFVVVVOPvnk/OIXv8hOO+2Umpqa7LjjjrnnnnsafO70009PkvTq1StVVVXv6Vp+ADYe13QD0GRNmDAhm2++ecaMGZPNN988999/f84555zU1dXl0ksvbTB3/vz5OeSQQ3LUUUfl2GOPza233povf/nLqa6uLpev+vr6fPrTn87vfve7fPGLX8wOO+yQp556KldccUWee+65td5E7LzzzsvYsWPz+c9/PnvssUfq6ury+OOPZ9q0afn4xz++Xtt10UUXpVmzZjnttNOycOHCXHLJJTnuuOPyyCOPlOfcf//9+eQnP5n+/fvn3HPPTbNmzTJ+/Ph87GMfy29/+9vssccea/2OmTNn5uijj86XvvSlDBs2LOPHj89//Md/5J577snHP/7xDBkyJO3bt8/o0aNz7LHH5pBDDsnmm2++XtuxNqecckq22GKLnHvuuXnppZdy5ZVX5uSTT84tt9xSnvPjH/84w4YNy6BBg3LxxRfnzTffzHXXXZd99903TzzxRLm0Dh06NM8880xOOeWU9OzZM/PmzcvEiRMza9as8vuDDz44nTp1yllnnZX27dvnpZdeavCPDOti4sSJ+dSnPpWtttoqp556arp27Zo//elPufPOO3PqqacmSX7961/nk5/8ZP793/895513Xv7xj3/kO9/5TvbZZ59MmzZttUV7Xfzud7/L7bffnq985Stp27Ztrr766gwdOjSzZs1Kx44dM2TIkDz33HP5n//5n1xxxRXZcsstkySdOnXaoO8DYCMqAUATMX78+FKS0osvvlgqlUqlN998c5U5J510UmmzzTYrLVmypDx2wAEHlJKULrvssvLY0qVLS/369St17ty5tGzZslKpVCr9+Mc/LjVr1qz029/+tsE6x40bV0pSeuihh8pj22yzTWnYsGHl97vuumtp8ODB72n7HnjggVKS0g477FBaunRpefyqq64qJSk99dRTpVKpVKqvry9tt912pUGDBpXq6+vL8958881Sr169Sh//+MfLY+/cZyuzJyn9/Oc/L48tXLiwtNVWW5U+/OEPl8defPHFUpLSpZde2iDnsGHDSttss80q+c8999zSO/9q8c79tDLPwIEDG2QfPXp0qXnz5qUFCxaUSqVS6Y033ii1b9++9IUvfKHB+ubMmVNq165deXz+/Pmrzfh2d9xxRylJ6bHHHlvjnHfz1ltvlXr16lXaZpttSvPnz2+w7O3bsfI39fe//7089uSTT5aaNWtWOuGEE8pj67MPk5Sqq6tLf/7znxusM0npO9/5Tnns0ksvXeXPGoDKc3o5AE1W69aty//9xhtv5G9/+1v222+/vPnmm3n22WcbzG3RokVOOumk8vvq6uqcdNJJmTdvXqZOnZokue2227LDDjukT58++dvf/lZ+fexjH0uSPPDAA2vM0r59+zzzzDOZOXPme96u4cOHp7q6uvx+v/32S5K88MILSZLp06dn5syZ+cxnPpO///3v5ZyLFy/OQQcdlN/85jepr69f63d069YtRxxxRPl9bW1tTjjhhDzxxBOZM2fOe96Gd/PFL36xwWnU++23X1asWJGXX345yT+PKi9YsCDHHntsgz+L5s2bZ8899yz/WbRu3TrV1dV58MEHM3/+/NV+18pr0u+8884sX758g/I+8cQTefHFF1d7Z/CV2/Hqq69m+vTpOfHEE9OhQ4fy8l122SUf//jH83//938b9N1JMnDgwPTu3bvBOmtra8u/CQAaL6UbgCbrmWeeyRFHHJF27dqltrY2nTp1yvHHH58kWbhwYYO53bp1S5s2bRqMbb/99klSvu515syZeeaZZ9KpU6cGr5Xz5s2bt8Ys3/zmN7NgwYJsv/322XnnnXP66afnD3/4wwZt19Zbb93g/RZbbJEk5VK5stgPGzZslazf//73s3Tp0lW2/5223XbbVa4dfuf+KNK6buPHPvaxVbbxvvvuK/9Z1NTU5OKLL87dd9+dLl26ZP/9988ll1zS4B8ODjjggAwdOjTnn39+ttxyyxx22GEZP378u16n/3bPP/98kqz1ee8r/8HgQx/60CrLdthhh/I/jGyId+6v5J/7bE3/0ABA4+GabgCapAULFuSAAw5IbW1tvvnNb6Z3795p1apVpk2bljPPPPNdj/SuTn19fXbeeedcfvnlq13eo0ePNX52//33z/PPP59f/vKXue+++/L9738/V1xxRcaNG5fPf/7z65WjefPmqx0vlUrlnEly6aWXpl+/fquduzGvv36nNd0sbU03sFuddd3GH//4x+natesq81q0+P9/hRk1alQOPfTQ/OIXv8i9996bb3zjGxk7dmzuv//+fPjDH05VVVV+9rOf5fe//31+9atf5d57783nPve5XHbZZfn9739f6L5ak/Xdh++2vwBovJRuAJqkBx98MH//+99z++23Z//99y+Pv/jii6udP3v27CxevLjB0e7nnnsuSco3t+rdu3eefPLJHHTQQe96F+7V6dChQ4YPH57hw4dn0aJF2X///XPeeeetd+l+NytPM66trc3AgQM3aB1//vOfUyqVGmznO/fHmmyxxRarfRb0yiO9G8PKbezcufM6bWPv3r3zta99LV/72tcyc+bM9OvXL5dddll+8pOflOfstdde2WuvvXLhhRfmpptuynHHHZebb755nf58VuZ5+umn15hn5d3eZ8yYscqyZ599NltuuWX591fEPtyQ3ywAxXN6OQBN0sojf28/0rds2bJce+21q53/1ltv5frrr28w9/rrr0+nTp3Sv3//JMlRRx2Vv/71r/ne9763yuf/8Y9/rPXU4L///e8N3m+++ebZdttt1+sU5nXVv3//9O7dO//93/+dRYsWrbJ8dY/eeqfZs2fnjjvuKL+vq6vLj370o/Tr12+1R5bfrnfv3lm4cGGD0+dfffXVBut7rwYNGpTa2tp8+9vfXu112Cu38c0338ySJUtWyde2bdvyvp8/f/4qR4RXniGwrn8+u+22W3r16pUrr7xylbK8ct1bbbVV+vXrlxtvvLHBnKeffjr33XdfDjnkkAYZN/Y+XFnoV1fmAagcR7oBaJL23nvvbLHFFhk2bFi++tWvpqqqKj/+8Y/XeLptt27dcvHFF+ell17K9ttvn1tuuSXTp0/PDTfckJYtWyZJPvvZz+bWW2/Nl770pTzwwAPZZ599smLFijz77LO59dZbc++992b33Xdf7fr79u2bj370o+nfv386dOiQxx9/PD/72c9y8sknb/Rtb9asWb7//e/nk5/8ZHbccccMHz48//Zv/5a//vWveeCBB1JbW5tf/epXa13H9ttvnxEjRuSxxx5Lly5d8sMf/jBz587N+PHj3/X7jznmmJx55pk54ogj8tWvfrX8KK/tt98+06ZN2yjbWFtbm+uuuy6f/exns9tuu+WYY45Jp06dMmvWrNx1113ZZ599cs011+S5557LQQcdlKOOOip9+/ZNixYtcscdd2Tu3Lk55phjkiQ33nhjrr322hxxxBHp3bt33njjjXzve99LbW1tgyK8Ns2aNct1112XQw89NP369cvw4cOz1VZb5dlnn80zzzyTe++9N8k/T/n/5Cc/mQEDBmTEiBHlR4a1a9cu5513XqH7cOU/Hn3961/PMccck5YtW+bQQw9d5V4GALzPKnfjdABYP+98/NVDDz1U2muvvUqtW7cudevWrXTGGWeU7r333lKS0gMPPFD+3AEHHFDacccdS48//nhpwIABpVatWpW22Wab0jXXXLPKdyxbtqx08cUXl3bcccdSTU1NaYsttij179+/dP7555cWLlxYnvfOR2FdcMEFpT322KPUvn37UuvWrUt9+vQpXXjhheXHka2LlY8Mu+222xqMr3x01/jx4xuMP/HEE6UhQ4aUOnbsWKqpqSlts802paOOOqo0adKkNe6zldkHDx5cuvfee0u77LJLqaamptSnT581fu/qHsd13333lXbaaadSdXV16UMf+lDpJz/5yXo9Muydj+9aue1v/3NbOT5o0KBSu3btSq1atSr17t27dOKJJ5Yef/zxUqlUKv3tb38rjRw5stSnT59SmzZtSu3atSvtueeepVtvvbW8jmnTppWOPfbY0tZbb12qqakpde7cufSpT32qvI718bvf/a708Y9/vNS2bdtSmzZtSrvsskuDx3aVSqXSr3/969I+++xTat26dam2trZ06KGHlv74xz9u8D5MUho5cuQqn3/nvi2VSqVvfetbpX/7t38rNWvWzOPDABqJqlLJHTgA4IOkZ8+e2WmnnXLnnXdWOgoAbPJc0w0AAAAFcU03ABRs2bJlef3119c6p127dmnduvX7lIi3e/3117Ns2bI1Lm/evHk6der0PiYCYFOidANAwR5++OEceOCBa50zfvz4nHjiie9PIBoYMmRIJk+evMbl22yzTV566aX3LxAAmxTXdANAwebPn5+pU6eudc6OO+6Yrbba6n1KxNtNnTo18+fPX+Py1q1bZ5999nkfEwGwKVG6AQAAoCBOL99I6uvrM3v27LRt2zZVVVWVjgMAAECBSqVS3njjjXTr1i3Nmq35HuVK90Yye/bs9OjRo9IxAAAAeB+98sor6d69+xqXK90bSdu2bZP8c4fX1tZWOA0AAABFqqurS48ePcpdcE2U7o1k5SnltbW1SjcAAMAHxLtdXrzmE88BAACA90TpBgAAgIIo3QAAAFAQpRsAAAAKonQDAABAQZRuAAAAKIjSDQAAAAVRugEAAKAgSjcAAAAUROkGAACAgijdAAAAUBClGwAAAAqidAMAAEBBlG4AAAAoiNINAAAABVG6AQAAoCBKNwAAABRE6QYAAICCtKh0AN5fPc+6q9IR3tVLFw2udAQAAICNwpFuAAAAKIjSDQAAAAVRugEAAKAgSjcAAAAUROkGAACAgijdAAAAUBClGwAAAAqidAMAAEBBlG4AAAAoiNINAAAABVG6AQAAoCBKNwAAABRE6QYAAICCKN0AAABQEKUbAAAACqJ0AwAAQEGUbgAAACiI0g0AAAAFUboBAACgIEo3AAAAFETpBgAAgIIo3QAAAFAQpRsAAAAKonQDAABAQZRuAAAAKIjSDQAAAAVRugEAAKAgSjcAAAAUROkGAACAgijdAAAAUBClGwAAAAqidAMAAEBBlG4AAAAoiNINAAAABVG6AQAAoCBKNwAAABRE6QYAAICCKN0AAABQEKUbAAAACqJ0AwAAQEGUbgAAACiI0g0AAAAF+UCW7osuuihVVVUZNWpUeWzJkiUZOXJkOnbsmM033zxDhw7N3LlzKxcSAACAJu8DV7ofe+yxXH/99dlll10ajI8ePTq/+tWvctttt2Xy5MmZPXt2hgwZUqGUAAAAbAo+UKV70aJFOe644/K9730vW2yxRXl84cKF+cEPfpDLL788H/vYx9K/f/+MHz8+Dz/8cH7/+99XMDEAAABN2QeqdI8cOTKDBw/OwIEDG4xPnTo1y5cvbzDep0+fbL311pkyZcpq17V06dLU1dU1eAEAAMDbtah0gPfLzTffnGnTpuWxxx5bZdmcOXNSXV2d9u3bNxjv0qVL5syZs9r1jR07Nueff34RUQEAANhEfCCOdL/yyis59dRT89Of/jStWrXaKOs8++yzs3DhwvLrlVde2SjrBQAAYNPxgSjdU6dOzbx587LbbrulRYsWadGiRSZPnpyrr746LVq0SJcuXbJs2bIsWLCgwefmzp2brl27rnadNTU1qa2tbfACAACAt/tAnF5+0EEH5amnnmowNnz48PTp0ydnnnlmevTokZYtW2bSpEkZOnRokmTGjBmZNWtWBgwYUInIAAAAbAI+EKW7bdu22WmnnRqMtWnTJh07diyPjxgxImPGjEmHDh1SW1ubU045JQMGDMhee+1VicgAAABsAj4QpXtdXHHFFWnWrFmGDh2apUuXZtCgQbn22msrHQsAAIAmrKpUKpUqHWJTUFdXl3bt2mXhwoWN+vrunmfdVekI7+qliwZXOgIAAMBarWsH/EDcSA0AAAAqQekGAACAgijdAAAAUBClGwAAAAqidAMAAEBBlG4AAAAoiNINAAAABVG6AQAAoCBKNwAAABRE6QYAAICCKN0AAABQEKUbAAAACqJ0AwAAQEGUbgAAACiI0g0AAAAFUboBAACgIEo3AAAAFETpBgAAgIIo3QAAAFAQpRsAAAAKonQDAABAQZRuAAAAKIjSDQAAAAVRugEAAKAgSjcAAAAUROkGAACAgijdAAAAUBClGwAAAAqidAMAAEBBlG4AAAAoiNINAAAABVG6AQAAoCBKNwAAABRE6QYAAICCKN0AAABQEKUbAAAACqJ0AwAAQEGUbgAAACiI0g0AAAAFUboBAACgIEo3AAAAFETpBgAAgIIo3QAAAFAQpRsAAAAKonQDAABAQZRuAAAAKIjSDQAAAAVRugEAAKAgSjcAAAAUROkGAACAgijdAAAAUBClGwAAAAqidAMAAEBBlG4AAAAoiNINAAAABVG6AQAAoCBKNwAAABRE6QYAAICCKN0AAABQEKUbAAAACqJ0AwAAQEGUbgAAACiI0g0AAAAFUboBAACgIEo3AAAAFETpBgAAgIIo3QAAAFAQpRsAAAAKonQDAABAQZRuAAAAKIjSDQAAAAVRugEAAKAgSjcAAAAUROkGAACAgijdAAAAUBClGwAAAAqidAMAAEBBlG4AAAAoiNINAAAABVG6AQAAoCBKNwAAABRE6QYAAICCfCBK93XXXZdddtkltbW1qa2tzYABA3L33XeXly9ZsiQjR45Mx44ds/nmm2fo0KGZO3duBRMDAACwKfhAlO7u3bvnoosuytSpU/P444/nYx/7WA477LA888wzSZLRo0fnV7/6VW677bZMnjw5s2fPzpAhQyqcGgAAgKauqlQqlSodohI6dOiQSy+9NEceeWQ6deqUm266KUceeWSS5Nlnn80OO+yQKVOmZK+99lrt55cuXZqlS5eW39fV1aVHjx5ZuHBhamtr35dt2BA9z7qr0hHe1UsXDa50BAAAgLWqq6tLu3bt3rUDfiCOdL/dihUrcvPNN2fx4sUZMGBApk6dmuXLl2fgwIHlOX369MnWW2+dKVOmrHE9Y8eOTbt27cqvHj16vB/xAQAAaEI+MKX7qaeeyuabb56ampp86Utfyh133JG+fftmzpw5qa6uTvv27RvM79KlS+bMmbPG9Z199tlZuHBh+fXKK68UvAUAAAA0NS0qHeD98qEPfSjTp0/PwoUL87Of/SzDhg3L5MmTN3h9NTU1qamp2YgJAQAA2NR8YEp3dXV1tt122yRJ//7989hjj+Wqq67K0UcfnWXLlmXBggUNjnbPnTs3Xbt2rVBaAAAANgUfmNPL36m+vj5Lly5N//7907Jly0yaNKm8bMaMGZk1a1YGDBhQwYQAAAA0dR+II91nn312PvnJT2brrbfOG2+8kZtuuikPPvhg7r333rRr1y4jRozImDFj0qFDh9TW1uaUU07JgAED1njncgAAAFgXH4jSPW/evJxwwgl59dVX065du+yyyy6599578/GPfzxJcsUVV6RZs2YZOnRoli5dmkGDBuXaa6+tcGoAAACaug/sc7o3tnV9RluleU43AADAe+c53QAAAFBhSjcAAAAUROkGAACAgijdAAAAUBClGwAAAAqidAMAAEBBlG4AAAAoiNINAAAABVG6AQAAoCBKNwAAABRE6QYAAICCKN0AAABQEKUbAAAACqJ0AwAAQEGUbgAAACiI0g0AAAAFUboBAACgIEo3AAAAFETpBgAAgII0+tL9wgsvVDoCAAAAbJBGX7q33XbbHHjggfnJT36SJUuWVDoOAAAArLNGX7qnTZuWXXbZJWPGjEnXrl1z0kkn5dFHH610LAAAAHhXjb509+vXL1dddVVmz56dH/7wh3n11Vez7777Zqeddsrll1+e1157rdIRAQAAYLUafeleqUWLFhkyZEhuu+22XHzxxfnzn/+c0047LT169MgJJ5yQV199tdIRAQAAoIEmU7off/zxfOUrX8lWW22Vyy+/PKeddlqef/75TJw4MbNnz85hhx1W6YgAAADQQItKB3g3l19+ecaPH58ZM2bkkEMOyY9+9KMccsghadbsn/9e0KtXr0yYMCE9e/asbFAAAAB4h0Zfuq+77rp87nOfy4knnpitttpqtXM6d+6cH/zgB+9zMgAAAFi7Rl+6Z86c+a5zqqurM2zYsPchDQAAAKy7Rn9N9/jx43PbbbetMn7bbbflxhtvrEAiAAAAWDeNvnSPHTs2W2655SrjnTt3zre//e0KJAIAAIB10+hL96xZs9KrV69VxrfZZpvMmjWrAokAAABg3TT60t25c+f84Q9/WGX8ySefTMeOHSuQCAAAANZNoy/dxx57bL761a/mgQceyIoVK7JixYrcf//9OfXUU3PMMcdUOh4AAACsUaO/e/m3vvWtvPTSSznooIPSosU/49bX1+eEE05wTTcAAACNWqMv3dXV1bnlllvyrW99K08++WRat26dnXfeOdtss02lowEAAMBaNfrSvdL222+f7bffvtIxAAAAYJ01+tK9YsWKTJgwIZMmTcq8efNSX1/fYPn9999foWQAAACwdo2+dJ966qmZMGFCBg8enJ122ilVVVWVjgQAAADrpNGX7ptvvjm33nprDjnkkEpHAQAAgPXS6B8ZVl1dnW233bbSMQAAAGC9NfrS/bWvfS1XXXVVSqVSpaMAAADAemn0p5f/7ne/ywMPPJC77747O+64Y1q2bNlg+e23316hZAAAALB2jb50t2/fPkcccUSlYwAAAMB6a/Sle/z48ZWOAAAAABuk0V/TnSRvvfVWfv3rX+f666/PG2+8kSSZPXt2Fi1aVOFkAAAAsGaN/kj3yy+/nE984hOZNWtWli5dmo9//ONp27ZtLr744ixdujTjxo2rdEQAAABYrUZ/pPvUU0/N7rvvnvnz56d169bl8SOOOCKTJk2qYDIAAABYu0Z/pPu3v/1tHn744VRXVzcY79mzZ/76179WKBUAAAC8u0Z/pLu+vj4rVqzjVPu1AADeD0lEQVRYZfwvf/lL2rZtW4FEAAAAsG4afek++OCDc+WVV5bfV1VVZdGiRTn33HNzyCGHVC4YAAAAvItGf3r5ZZddlkGDBqVv375ZsmRJPvOZz2TmzJnZcsst8z//8z+VjgcAAABr1OhLd/fu3fPkk0/m5ptvzh/+8IcsWrQoI0aMyHHHHdfgxmoAAADQ2DT60p0kLVq0yPHHH1/pGAAAALBeGn3p/tGPfrTW5SeccML7lAQAAADWT6Mv3aeeemqD98uXL8+bb76Z6urqbLbZZko3AAAAjVajv3v5/PnzG7wWLVqUGTNmZN9993UjNQAAABq1Rl+6V2e77bbLRRddtMpRcAAAAGhMmmTpTv55c7XZs2dXOgYAAACsUaO/pvt///d/G7wvlUp59dVXc80112SfffapUCoAAAB4d42+dB9++OEN3ldVVaVTp0752Mc+lssuu6wyoQAAAGAdNPrSXV9fX+kIAAAAsEGa7DXdAAAA0Ng1+iPdY8aMWee5l19+eYFJAAAAYP00+tL9xBNP5Iknnsjy5cvzoQ99KEny3HPPpXnz5tltt93K86qqqioVEQAAAFar0ZfuQw89NG3bts2NN96YLbbYIkkyf/78DB8+PPvtt1++9rWvVTghAAAArF6jv6b7sssuy9ixY8uFO0m22GKLXHDBBe5eDgAAQKPW6Et3XV1dXnvttVXGX3vttbzxxhsVSAQAAADrptGX7iOOOCLDhw/P7bffnr/85S/5y1/+kp///OcZMWJEhgwZUul4AAAAsEaN/prucePG5bTTTstnPvOZLF++PEnSokWLjBgxIpdeemmF0wEAAMCaNfrSvdlmm+Xaa6/NpZdemueffz5J0rt377Rp06bCyQAAAGDtGv3p5Su9+uqrefXVV7PddtulTZs2KZVKlY4EAAAAa9XoS/ff//73HHTQQdl+++1zyCGH5NVXX02SjBgxwuPCAAAAaNQafekePXp0WrZsmVmzZmWzzTYrjx999NG55557KpgMAAAA1q7RX9N933335d5770337t0bjG+33XZ5+eWXK5QKAAAA3l2jP9K9ePHiBke4V3r99ddTU1NTgUQAAACwbhp96d5vv/3yox/9qPy+qqoq9fX1ueSSS3LggQdWMBkAAACsXaM/vfySSy7JQQcdlMcffzzLli3LGWeckWeeeSavv/56HnrooUrHAwAAgDVq9Ee6d9pppzz33HPZd999c9hhh2Xx4sUZMmRInnjiifTu3bvS8QAAAGCNGvWR7uXLl+cTn/hExo0bl69//euVjgMAAADrpVEf6W7ZsmX+8Ic/VDoGAAAAbJBGXbqT5Pjjj88PfvCDSscAAACA9daoTy9Pkrfeeis//OEP8+tf/zr9+/dPmzZtGiy//PLL33UdY8eOze23355nn302rVu3zt57752LL744H/rQh8pzlixZkq997Wu5+eabs3Tp0gwaNCjXXnttunTpstG3CQAAgA+GRnuk+4UXXkh9fX2efvrp7Lbbbmnbtm2ee+65PPHEE+XX9OnT12ldkydPzsiRI/P73/8+EydOzPLly3PwwQdn8eLF5TmjR4/Or371q9x2222ZPHlyZs+enSFDhhS0dQAAAHwQVJVKpVKlQ6xO8+bN8+qrr6Zz585JkqOPPjpXX331Rjny/Nprr6Vz586ZPHly9t9//yxcuDCdOnXKTTfdlCOPPDJJ8uyzz2aHHXbIlClTstdee73rOuvq6tKuXbssXLgwtbW17zljUXqedVelI7yrly4aXOkIAAAAa7WuHbDRHul+578F3H333Q2OTL8XCxcuTJJ06NAhSTJ16tQsX748AwcOLM/p06dPtt5660yZMmW161i6dGnq6uoavAAAAODtGm3pfqeNdUC+vr4+o0aNyj777JOddtopSTJnzpxUV1enffv2DeZ26dIlc+bMWe16xo4dm3bt2pVfPXr02Cj5AAAA2HQ02tJdVVWVqqqqVcbeq5EjR+bpp5/OzTff/J7Wc/bZZ2fhwoXl1yuvvPKeswEAALBpabR3Ly+VSjnxxBNTU1OT5J93F//Sl760yt3Lb7/99nVe58knn5w777wzv/nNb9K9e/fyeNeuXbNs2bIsWLCgwdHuuXPnpmvXrqtdV01NTTkbAAAArE6jLd3Dhg1r8P7444/f4HWVSqWccsopueOOO/Lggw+mV69eDZb3798/LVu2zKRJkzJ06NAkyf9j787Dsyjv/fF/wpagkCDKFkVABFFUOEVFFAUEReRQcalIbVnErYVTLS6V9lRE7aHqcalVQdsCWlfoUbTqF4uI4IJ6QHGrIiAIKEFASQQ1IJnfH/3xHCOERZmEhNfruuaqc889M595nvuieT+zzZs3L5YsWRKdOnX6zvsFAABg97bLhu7x48fvtG0NHTo0HnjggXjssceibt26mfu08/Lyonbt2pGXlxdDhgyJ4cOHR/369SM3Nzf+4z/+Izp16rRdTy4HAACALdllQ/fONGbMmIiI6Nq1a6n28ePHx6BBgyIi4pZbbolq1arFGWecEcXFxdGzZ8+48847y7lSAAAAqpLdInRvz5PPc3Jy4o477og77rijHCoCAABgd7DLPr0cAAAAKjuhGwAAAFIidAMAAEBKhG4AAABIidANAAAAKRG6AQAAICVCNwAAAKRE6AYAAICUCN0AAACQEqEbAAAAUiJ0AwAAQEqEbgAAAEiJ0A0AAAApEboBAAAgJUI3AAAApEToBgAAgJQI3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFIidAMAAEBKhG4AAABIidANAAAAKRG6AQAAICVCNwAAAKRE6AYAAICUCN0AAACQEqEbAAAAUiJ0AwAAQEqEbgAAAEiJ0A0AAAApEboBAAAgJUI3AAAApEToBgAAgJQI3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFIidAMAAEBKhG4AAABIidANAAAAKRG6AQAAICVCNwAAAKRE6AYAAICUCN0AAACQEqEbAAAAUiJ0AwAAQEqEbgAAAEiJ0A0AAAApEboBAAAgJUI3AAAApEToBgAAgJQI3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFIidAMAAEBKhG4AAABIidANAAAAKRG6AQAAICVCNwAAAKRE6AYAAICUCN0AAACQEqEbAAAAUrJbhO6ZM2dGnz59Ij8/P7KysmLy5MmllidJEldddVU0adIkateuHT169Ij58+dXTLEAAABUGbtF6F63bl20a9cu7rjjji0uv+GGG+K2226LsWPHxiuvvBJ77rln9OzZM7766qtyrhQAAICqpEZFF1AeevXqFb169drisiRJ4tZbb43//M//jFNPPTUiIu69995o1KhRTJ48Oc4+++zyLBUAAIAqZLc40701ixYtioKCgujRo0emLS8vLzp27BizZs0qc73i4uIoKioqNQEAAMA37fahu6CgICIiGjVqVKq9UaNGmWVbMnr06MjLy8tMTZs2TbVOAAAAKp/dPnR/VyNGjIjCwsLMtHTp0oouCQAAgF3Mbh+6GzduHBERK1asKNW+YsWKzLItyc7Ojtzc3FITAAAAfNNuH7pbtGgRjRs3jmnTpmXaioqK4pVXXolOnTpVYGUAAABUdrvF08vXrl0bCxYsyMwvWrQo5s6dG/Xr14/9998/LrnkkrjuuuuiVatW0aJFi/jtb38b+fn50bdv34orGgAAgEpvtwjds2fPjm7dumXmhw8fHhERAwcOjAkTJsQVV1wR69atiwsuuCDWrFkTnTt3jilTpkROTk5FlQwAAEAVkJUkSVLRRVQFRUVFkZeXF4WFhbv0/d3Nr3yyokvYpsW/713RJQAAAGzV9mbA3f6ebgAAAEiL0A0AAAAp2S3u6QYAAOD/uO20/DjTDQAAACkRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFIidAMAAEBKhG4AAABIidANAAAAKRG6AQAAICVCNwAAAKRE6AYAAICUCN0AAACQEqEbAAAAUiJ0AwAAQEqEbgAAAEiJ0A0AAAApEboBAAAgJUI3AAAApEToBgAAgJQI3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFIidAMAAEBKhG4AAABIidANAAAAKRG6AQAAICVCNwAAAKRE6AYAAICUCN0AAACQEqEbAAAAUiJ0AwAAQEqEbgAAAEiJ0A0AAAApEboBAAAgJUI3AAAApEToBgAAgJQI3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFIidAMAAEBKhG4AAABIidANAAAAKRG6AQAAICVCNwAAAKRE6AYAAICUCN0AAACQEqEbAAAAUiJ0AwAAQEqEbgAAAEiJ0A0AAAApEboBAAAgJUI3AAAApEToBgAAgJQI3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFIidAMAAEBKhO5vueOOO6J58+aRk5MTHTt2jFdffbWiSwIAAKCSErq/4eGHH47hw4fHyJEj47XXXot27dpFz54945NPPqno0gAAAKiEalR0AbuSm2++Oc4///wYPHhwRESMHTs2nnzyyRg3blxceeWVpfoWFxdHcXFxZr6wsDAiIoqKisqv4O+gpPiLii5hm3b1zxAAACo7ueD721RfkiRb7ZeVbKvHbmL9+vWxxx57xN/+9rfo27dvpn3gwIGxZs2aeOyxx0r1v/rqq2PUqFHlXCUAAAC7kqVLl8Z+++1X5nJnuv9/q1atio0bN0ajRo1KtTdq1Cjee++9zfqPGDEihg8fnpkvKSmJTz/9NPbee+/IyspKvd7voqioKJo2bRpLly6N3Nzcii6H3ZixyK7CWGRXYSyyqzAW2VVUhrGYJEl8/vnnkZ+fv9V+Qvd3lJ2dHdnZ2aXa6tWrVzHF7KDc3NxdduCyezEW2VUYi+wqjEV2FcYiu4pdfSzm5eVts48Hqf3/9tlnn6hevXqsWLGiVPuKFSuicePGFVQVAAAAlZnQ/f+rVatWdOjQIaZNm5ZpKykpiWnTpkWnTp0qsDIAAAAqK5eXf8Pw4cNj4MCBccQRR8RRRx0Vt956a6xbty7zNPPKLjs7O0aOHLnZZfFQ3oxFdhXGIrsKY5FdhbHIrqIqjUVPL/+W22+/PW688cYoKCiI9u3bx2233RYdO3as6LIAAACohIRuAAAASIl7ugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhu4qYOXNm9OnTJ/Lz8yMrKysmT568zXWee+65+MEPfhDZ2dlx4IEHxoQJE1Kvk93Djo7HRx55JE488cRo0KBB5ObmRqdOneLpp58un2Kp0r7Lv42bvPjii1GjRo1o3759avWx+/guY7G4uDh+85vfRLNmzSI7OzuaN28e48aNS79YqrTvMhbvv//+aNeuXeyxxx7RpEmTOPfcc2P16tXpF0uVNXr06DjyyCOjbt260bBhw+jbt2/Mmzdvm+tNmjQp2rRpEzk5OXHYYYfFU089VQ7Vfn9CdxWxbt26aNeuXdxxxx3b1X/RokXRu3fv6NatW8ydOzcuueSSOO+88wQddoodHY8zZ86ME088MZ566qmYM2dOdOvWLfr06ROvv/56ypVS1e3oWNxkzZo1MWDAgOjevXtKlbG7+S5j8ayzzopp06bFX/7yl5g3b148+OCDcdBBB6VYJbuDHR2LL774YgwYMCCGDBkS77zzTkyaNCleffXVOP/881OulKpsxowZMXTo0Hj55Zdj6tSpsWHDhjjppJNi3bp1Za7z0ksvRf/+/WPIkCHx+uuvR9++faNv377x9ttvl2Pl341XhlVBWVlZ8eijj0bfvn3L7POrX/0qnnzyyVKD9Oyzz441a9bElClTyqFKdhfbMx63pG3bttGvX7+46qqr0imM3c6OjMWzzz47WrVqFdWrV4/JkyfH3LlzU6+P3cf2jMUpU6bE2WefHR988EHUr1+//Ipjt7I9Y/G///u/Y8yYMbFw4cJM2x//+Me4/vrrY9myZeVQJbuDlStXRsOGDWPGjBlx/PHHb7FPv379Yt26dfHEE09k2o4++uho3759jB07trxK/U6c6d5NzZo1K3r06FGqrWfPnjFr1qwKqgj+T0lJSXz++ef+0KRCjB8/Pj744IMYOXJkRZfCbuzxxx+PI444Im644YbYd999o3Xr1nHZZZfFl19+WdGlsZvp1KlTLF26NJ566qlIkiRWrFgRf/vb3+KUU06p6NKoQgoLCyMitvq3X2XOLzUqugAqRkFBQTRq1KhUW6NGjaKoqCi+/PLLqF27dgVVBv/6VX3t2rVx1llnVXQp7Gbmz58fV155ZTz//PNRo4b/i6TifPDBB/HCCy9ETk5OPProo7Fq1ar4+c9/HqtXr47x48dXdHnsRo499ti4//77o1+/fvHVV1/F119/HX369Nnh23agLCUlJXHJJZfEscceG4ceemiZ/crKLwUFBWmX+L050w3sUh544IEYNWpUTJw4MRo2bFjR5bAb2bhxY/z4xz+OUaNGRevWrSu6HHZzJSUlkZWVFffff38cddRRccopp8TNN98c99xzj7PdlKt//vOfcfHFF8dVV10Vc+bMiSlTpsTixYvjoosuqujSqCKGDh0ab7/9djz00EMVXUpq/Iy/m2rcuHGsWLGiVNuKFSsiNzfXWW4qzEMPPRTnnXdeTJo0abPLhyBtn3/+ecyePTtef/31GDZsWET8K/gkSRI1atSIf/zjH3HCCSdUcJXsLpo0aRL77rtv5OXlZdoOPvjgSJIkli1bFq1atarA6tidjB49Oo499ti4/PLLIyLi8MMPjz333DOOO+64uO6666JJkyYVXCGV2bBhw+KJJ56ImTNnxn777bfVvmXll8aNG6dZ4k7hTPduqlOnTjFt2rRSbVOnTo1OnTpVUEXs7h588MEYPHhwPPjgg9G7d++KLofdUG5ubrz11lsxd+7czHTRRRfFQQcdFHPnzo2OHTtWdInsRo499tj4+OOPY+3atZm2999/P6pVq7bNP0xhZ/riiy+iWrXSkaF69eoREeF5zHxXSZLEsGHD4tFHH41nn302WrRosc11KnN+caa7ili7dm0sWLAgM79o0aKYO3du1K9fP/bff/8YMWJEfPTRR3HvvfdGRMRFF10Ut99+e1xxxRVx7rnnxrPPPhsTJ06MJ598sqIOgSpkR8fjAw88EAMHDow//OEP0bFjx8y9ObVr1y51lgd21I6MxWrVqm12L1nDhg0jJydnq/eYwfbY0X8Xf/zjH8e1114bgwcPjlGjRsWqVavi8ssvj3PPPdcVaXwvOzoW+/TpE+eff36MGTMmevbsGcuXL49LLrkkjjrqqMjPz6+ow6CSGzp0aDzwwAPx2GOPRd26dTN/++Xl5WX+jRswYEDsu+++MXr06IiIuPjii6NLly5x0003Re/eveOhhx6K2bNnx913311hx7HdEqqE6dOnJxGx2TRw4MAkSZJk4MCBSZcuXTZbp3379kmtWrWSAw44IBk/fny5103VtKPjsUuXLlvtD9/Vd/m38ZtGjhyZtGvXrlxqpWr7LmPx3XffTXr06JHUrl072W+//ZLhw4cnX3zxRfkXT5XyXcbibbfdlhxyyCFJ7dq1kyZNmiTnnHNOsmzZsvIvnipjS2MwIkrlkS5dumz2t+DEiROT1q1bJ7Vq1Uratm2bPPnkk+Vb+HfkPd0AAACQEvd0AwAAQEqEbgAAAEiJ0A0AAAApEboBAAAgJUI3AAAApEToBgAAgJQI3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFIidAMAAEBKhG4AqpQJEyZEVlZWLF68eIfW69q1axx66KE7tZbmzZvHoEGDduo2IyJWrFgRZ555Zuy9996RlZUVt95663avu3jx4sjKyooJEyZk2q6++urIysra6XWWh021r1q1qqJLAYAtqlHRBQAAO+aXv/xlPP300zFy5Mho3LhxHHHEERVd0hbdeeedsccee6Tyw8Pu5osvvogbbrghunbtGl27dq3ocgDYAUI3AFQyzz77bJx66qlx2WWX7fC6zZo1iy+//DJq1qyZQmWl3XnnnbHPPvsI3TvBF198EaNGjYqIELoBKhmhGwAqmU8++STq1av3ndbNysqKnJycnVsQAFAm93QDUKU99thj0bt378jPz4/s7Oxo2bJlXHvttbFx48Yt9p8zZ04cc8wxUbt27WjRokWMHTt2sz7FxcUxcuTIOPDAAyM7OzuaNm0aV1xxRRQXF2+1lg0bNsSoUaOiVatWkZOTE3vvvXd07tw5pk6dul3Hsul+9SRJ4o477oisrKzMvdiffvppXHbZZXHYYYdFnTp1Ijc3N3r16hVvvPFGqW1s6Z7uLZk6dWp07tw56tWrF3Xq1ImDDjoofv3rX29XnRH/up/9nXfeiRkzZmTq3HSGdntrjYj44x//GG3bto099tgj9tprrzjiiCPigQce2Oq+P/zwwzjwwAPj0EMPjRUrVmx3zWvWrIlf/vKX0bx588jOzo799tsvBgwYUOp+8U8++SSGDBkSjRo1ipycnGjXrl3cc889pbbz3HPPRVZWVjz33HOl2rf02Q8aNCjq1KkTH330UfTt2zfq1KkTDRo0iMsuuywzRhcvXhwNGjSIiIhRo0ZlPs+rr756u48NgIrjTDcAVdqECROiTp06MXz48KhTp048++yzcdVVV0VRUVHceOONpfp+9tlnccopp8RZZ50V/fv3j4kTJ8bPfvazqFWrVpx77rkREVFSUhI//OEP44UXXogLLrggDj744Hjrrbfilltuiffffz8mT55cZi1XX311jB49Os4777w46qijoqioKGbPnh2vvfZanHjiids8luOPPz7++te/xk9/+tM48cQTY8CAAZllH3zwQUyePDl+9KMfRYsWLWLFihVx1113RZcuXeKf//xn5Ofnb/dn9s4778S///u/x+GHHx7XXHNNZGdnx4IFC+LFF1/c7m3ceuut8R//8R9Rp06d+M1vfhMREY0aNdqhWv/0pz/FL37xizjzzDPj4osvjq+++irefPPNeOWVV+LHP/7xFve7cOHCOOGEE6J+/foxderU2Geffbar3rVr18Zxxx0X7777bpx77rnxgx/8IFatWhWPP/54LFu2LPbZZ5/48ssvo2vXrrFgwYIYNmxYtGjRIiZNmhSDBg2KNWvWxMUXX7zdn883bdy4MXr27BkdO3aM//7v/45nnnkmbrrppmjZsmX87Gc/iwYNGsSYMWPiZz/7WZx22mlx+umnR0TE4Ycf/p32B0A5SwCgChk/fnwSEcmiRYuSJEmSL774YrM+F154YbLHHnskX331VaatS5cuSUQkN910U6atuLg4ad++fdKwYcNk/fr1SZIkyV//+tekWrVqyfPPP19qm2PHjk0iInnxxRczbc2aNUsGDhyYmW/Xrl3Su3fv732MEZEMHTq0VNtXX32VbNy4sVTbokWLkuzs7OSaa64p1RYRyfjx4zNtI0eOTL75J8Ett9ySRESycuXK71Vn27Ztky5dumzWvr21nnrqqUnbtm23uo9Nta9cuTJ59913k/z8/OTII49MPv300x2q9aqrrkoiInnkkUc2W1ZSUpIkSZLceuutSUQk9913X2bZ+vXrk06dOiV16tRJioqKkiRJkunTpycRkUyfPn2zY/z2Zz9w4MAkIkodd5Ikyb/9278lHTp0yMyvXLkyiYhk5MiRO3RcAFQ8l5cDUKXVrl0789+ff/55rFq1Ko477rj44osv4r333ivVt0aNGnHhhRdm5mvVqhUXXnhhfPLJJzFnzpyIiJg0aVIcfPDB0aZNm1i1alVmOuGEEyIiYvr06WXWUq9evXjnnXdi/vz5O/MQIyIiOzs7qlX71/+tb9y4MVavXp25LPy1117boW1tul/8sccei5KSkp1d6nbXWq9evVi2bFn87//+7za3+fbbb0eXLl2iefPm8cwzz8Ree+21QzX9z//8T7Rr1y5OO+20zZZtuoT/qaeeisaNG0f//v0zy2rWrBm/+MUvYu3atTFjxowd2uc3XXTRRaXmjzvuuPjggw++8/YA2HUI3QBUae+8806cdtppkZeXF7m5udGgQYP4yU9+EhERhYWFpfrm5+fHnnvuWaqtdevWERGZ937Pnz8/3nnnnWjQoEGpaVO/Tz75pMxarrnmmlizZk20bt06DjvssLj88svjzTff3CnHWVJSErfccku0atUqsrOzY5999okGDRrEm2++udlxbku/fv3i2GOPjfPOOy8aNWoUZ599dkycOHGnBfDtrfVXv/pV1KlTJ4466qho1apVDB06tMxL3Pv06RN169aNp59+OnJzc3e4poULF27zPe0ffvhhtGrVKvODwSYHH3xwZvl3kZOTk7lne5O99torPvvss++0PQB2LUI3AFXWmjVrokuXLvHGG2/ENddcE3//+99j6tSpcf3110dEfKcQWVJSEocddlhMnTp1i9PPf/7zMtc9/vjjY+HChTFu3Lg49NBD489//nP84Ac/iD//+c/f+Rg3+a//+q8YPnx4HH/88XHffffF008/HVOnTo22bdvu8HHWrl07Zs6cGc8880z89Kc/jTfffDP69esXJ554YpkPoEuj1oMPPjjmzZsXDz30UHTu3Dn+53/+Jzp37hwjR47cbJtnnHFGLFy4MO6///7vXd/3tenM+LeV9dlVr149zXIAqGAepAZAlfXcc8/F6tWr45FHHonjjz8+075o0aIt9v/4449j3bp1pc52v//++xHxr6dxR0S0bNky3njjjejevXuZ4Wpr6tevH4MHD47BgwfH2rVr4/jjj4+rr746zjvvvB3e1jf97W9/i27dusVf/vKXUu1r1qzZ7oeJfVO1atWie/fu0b1797j55pvjv/7rv+I3v/lNTJ8+PXr06LFd2yjr89mRWvfcc8/o169f9OvXL9avXx+nn356/O53v4sRI0aUevXZjTfeGDVq1Iif//znUbdu3TIftFaWli1bxttvv73VPs2aNYs333wzSkpKSp3t3nSbQrNmzSIiMpe2r1mzptT63/VMeETZnyUAuz5nugGosjadQUySJNO2fv36uPPOO7fY/+uvv4677rqrVN+77rorGjRoEB06dIiIiLPOOis++uij+NOf/rTZ+l9++WWsW7euzHpWr15dar5OnTpx4IEHbvNVY9ujevXqpY4z4l/3n3/00Uc7vK1PP/10s7b27dtHROxQrXvuuedmwTNi+2v99udVq1atOOSQQyJJktiwYUOpZVlZWXH33XfHmWeeGQMHDozHH398u+uM+NeZ8jfeeCMeffTRzZZtqvWUU06JgoKCePjhhzPLvv766/jjH/8YderUiS5dukTEv8J39erVY+bMmaW2U9a42x577LFHRGwe5AHY9TnTDUCVdcwxx8Ree+0VAwcOjF/84heRlZUVf/3rXzcLfJvk5+fH9ddfH4sXL47WrVvHww8/HHPnzo277747atasGRERP/3pT2PixIlx0UUXxfTp0+PYY4+NjRs3xnvvvRcTJ06Mp59+Oo444ogtbv+QQw6Jrl27RocOHaJ+/foxe/bs+Nvf/hbDhg373sf67//+73HNNdfE4MGD45hjjom33nor7r///jjggAN2eFvXXHNNzJw5M3r37h3NmjWLTz75JO68887Yb7/9onPnztu9nQ4dOsSYMWPiuuuuiwMPPDAaNmwYJ5xwwnbXetJJJ0Xjxo3j2GOPjUaNGsW7774bt99+e/Tu3Tvq1q272f6qVasW9913X/Tt2zfOOuuseOqppzIPuNuWyy+/PP72t7/Fj370ozj33HOjQ4cO8emnn8bjjz8eY8eOjXbt2sUFF1wQd911VwwaNCjmzJkTzZs3j7/97W/x4osvxq233pqpKS8vL370ox/FH//4x8jKyoqWLVvGE088sdX7/beldu3accghh8TDDz8crVu3jvr168ehhx66zfvQAdgFVOSj0wFgZ/v2K8NefPHF5Oijj05q166d5OfnJ1dccUXy9NNPb/ZKpy5duiRt27ZNZs+enXTq1CnJyclJmjVrltx+++2b7WP9+vXJ9ddfn7Rt2zbJzs5O9tprr6RDhw7JqFGjksLCwky/b78y7LrrrkuOOuqopF69eknt2rWTNm3aJL/73e8yryPbXlHGK8MuvfTSpEmTJknt2rWTY489Npk1a1bSpUuXUq/t2p5Xhk2bNi059dRTk/z8/KRWrVpJfn5+0r9//+T999/foToLCgqS3r17J3Xr1k0iIlPH9tZ61113Jccff3yy9957J9nZ2UnLli2Tyy+/vNRn/M1Xhm3yxRdfJF26dEnq1KmTvPzyy9td7+rVq5Nhw4Yl++67b1KrVq1kv/32SwYOHJisWrUq02fFihXJ4MGDk3322SepVatWcthhh5X6LDdZuXJlcsYZZyR77LFHstdeeyUXXnhh8vbbb2/xlWF77rnnZut/+ztJkiR56aWXkg4dOiS1atXy+jCASiQrScr4uR8AAAD4XtzTDQAAAClxTzcA7ALWr1+/xQeYfVNeXl7Url27nCoq28qVK7f66rBatWpF/fr1y7Gisn355ZfbfE95/fr1o1atWuVUEQC7G5eXA8Au4Lnnnotu3bpttc/48eNj0KBB5VPQVjRv3nyrr7/q0qVLPPfcc+VX0FZMmDAhBg8evNU+06dPj65du5ZPQQDsdoRuANgFfPbZZzFnzpyt9mnbtm00adKknCoq24svvhhffvllmcv32muvzCvWKtry5cvjnXfe2WqfDh06ZN6tDQA7m9ANAAAAKXFP905SUlISH3/8cdStWzeysrIquhwAAABSlCRJfP7555Gfnx/VqpX9jHKheyf5+OOPo2nTphVdBgAAAOVo6dKlsd9++5W5XOjeSerWrRsR//rAc3NzK7gaAAAA0lRUVBRNmzbNZMGyCN07yaZLynNzc4VuAACA3cS2bi8u+8JzAAAA4HsRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFIidAMAAEBKhG4AAABIidANAAAAKRG6AQAAICVCNwAAAKRE6AYAAICUCN0AAACQEqEbAAAAUiJ0AwAAQEoqXegePXp0HHnkkVG3bt1o2LBh9O3bN+bNm1eqz1dffRVDhw6NvffeO+rUqRNnnHFGrFixYqvbTZIkrrrqqmjSpEnUrl07evToEfPnz0/zUAAAAKjiKl3onjFjRgwdOjRefvnlmDp1amzYsCFOOumkWLduXabPL3/5y/j73/8ekyZNihkzZsTHH38cp59++la3e8MNN8Rtt90WY8eOjVdeeSX23HPP6NmzZ3z11VdpHxIAAABVVFaSJElFF/F9rFy5Mho2bBgzZsyI448/PgoLC6NBgwbxwAMPxJlnnhkREe+9914cfPDBMWvWrDj66KM320aSJJGfnx+XXnppXHbZZRERUVhYGI0aNYoJEybE2Wefvdk6xcXFUVxcnJkvKiqKpk2bRmFhYeTm5qZ0tAAAAOwKioqKIi8vb5sZsEY51pSKwsLCiIioX79+RETMmTMnNmzYED169Mj0adOmTey///5lhu5FixZFQUFBqXXy8vKiY8eOMWvWrC2G7tGjR8eoUaN29uGkrvmVT1Z0Cdu0+Pe9K7oEAACAnaLSXV7+TSUlJXHJJZfEscceG4ceemhERBQUFEStWrWiXr16pfo2atQoCgoKtridTe2NGjXa7nVGjBgRhYWFmWnp0qXf82gAAACoair1me6hQ4fG22+/HS+88EK57zs7Ozuys7PLfb8AAABUHpX2TPewYcPiiSeeiOnTp8d+++2XaW/cuHGsX78+1qxZU6r/ihUronHjxlvc1qb2bz/hfGvrAAAAwLZUutCdJEkMGzYsHn300Xj22WejRYsWpZZ36NAhatasGdOmTcu0zZs3L5YsWRKdOnXa4jZbtGgRjRs3LrVOUVFRvPLKK2WuAwAAANtS6UL30KFD47777osHHngg6tatGwUFBVFQUBBffvllRPzrAWhDhgyJ4cOHx/Tp02POnDkxePDg6NSpU6mHqLVp0yYeffTRiIjIysqKSy65JK677rp4/PHH46233ooBAwZEfn5+9O3btyIOEwAAgCqg0t3TPWbMmIiI6Nq1a6n28ePHx6BBgyIi4pZbbolq1arFGWecEcXFxdGzZ8+48847S/WfN29e5snnERFXXHFFrFu3Li644IJYs2ZNdO7cOaZMmRI5OTmpHg8AAABVV6V/T/euYnvf0VbRvDIMAADg+9veDFjpLi8HAACAykLoBgAAgJQI3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFIidAMAAEBKhG4AAABIidANAAAAKRG6AQAAICVCNwAAAKRE6AYAAICUCN0AAACQEqEbAAAAUiJ0AwAAQEqEbgAAAEiJ0A0AAAApEboBAAAgJUI3AAAApEToBgAAgJQI3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFIidAMAAEBKhG4AAABIidANAAAAKRG6AQAAICVCNwAAAKSk0oXumTNnRp8+fSI/Pz+ysrJi8uTJpZZnZWVtcbrxxhvL3ObVV1+9Wf82bdqkfCQAAABUdZUudK9bty7atWsXd9xxxxaXL1++vNQ0bty4yMrKijPOOGOr223btm2p9V544YU0ygcAAGA3UqOiC9hRvXr1il69epW5vHHjxqXmH3vssejWrVsccMABW91ujRo1Nlt3a4qLi6O4uDgzX1RUtN3rAgAAsHuodGe6d8SKFSviySefjCFDhmyz7/z58yM/Pz8OOOCAOOecc2LJkiVb7T969OjIy8vLTE2bNt1ZZQMAAFBFVOnQfc8990TdunXj9NNP32q/jh07xoQJE2LKlCkxZsyYWLRoURx33HHx+eefl7nOiBEjorCwMDMtXbp0Z5cPAABAJVfpLi/fEePGjYtzzjkncnJyttrvm5erH3744dGxY8do1qxZTJw4scyz5NnZ2ZGdnb1T6wUAAKBqqbKh+/nnn4958+bFww8/vMPr1qtXL1q3bh0LFixIoTIAAAB2F1X28vK//OUv0aFDh2jXrt0Or7t27dpYuHBhNGnSJIXKAAAA2F1UutC9du3amDt3bsydOzciIhYtWhRz584t9eCzoqKimDRpUpx33nlb3Eb37t3j9ttvz8xfdtllMWPGjFi8eHG89NJLcdppp0X16tWjf//+qR4LAAAAVVulu7x89uzZ0a1bt8z88OHDIyJi4MCBMWHChIiIeOihhyJJkjJD88KFC2PVqlWZ+WXLlkX//v1j9erV0aBBg+jcuXO8/PLL0aBBg/QOBAAAgCovK0mSpKKLqAqKiooiLy8vCgsLIzc3t6LLKVPzK5+s6BK2afHve1d0CQAAAFu1vRmw0l1eDgAAAJWF0A0AAAApEboBAAAgJUI3AAAApEToBgAAgJQI3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFIidAMAAEBKhG4AAABIidANAAAAKRG6AQAAICVCNwAAAKRE6AYAAICUCN0AAACQEqEbAAAAUiJ0AwAAQEqEbgAAAEiJ0A0AAAApEboBAAAgJUI3AAAApEToBgAAgJQI3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFIidAMAAEBKhG4AAABISaUL3TNnzow+ffpEfn5+ZGVlxeTJk0stHzRoUGRlZZWaTj755G1u94477ojmzZtHTk5OdOzYMV599dWUjgAAAIDdRaUL3evWrYt27drFHXfcUWafk08+OZYvX56ZHnzwwa1u8+GHH47hw4fHyJEj47XXXot27dpFz54945NPPtnZ5QMAALAbqVHRBeyoXr16Ra9evbbaJzs7Oxo3brzd27z55pvj/PPPj8GDB0dExNixY+PJJ5+McePGxZVXXrnFdYqLi6O4uDgzX1RUtN37AwAAYPdQ6c50b4/nnnsuGjZsGAcddFD87Gc/i9WrV5fZd/369TFnzpzo0aNHpq1atWrRo0ePmDVrVpnrjR49OvLy8jJT06ZNd+oxAAAAUPlVudB98sknx7333hvTpk2L66+/PmbMmBG9evWKjRs3brH/qlWrYuPGjdGoUaNS7Y0aNYqCgoIy9zNixIgoLCzMTEuXLt2pxwEAAEDlV+kuL9+Ws88+O/Pfhx12WBx++OHRsmXLeO6556J79+47bT/Z2dmRnZ2907YHAABA1VPlznR/2wEHHBD77LNPLFiwYIvL99lnn6hevXqsWLGiVPuKFSt26L5wAAAA+LYqH7qXLVsWq1evjiZNmmxxea1ataJDhw4xbdq0TFtJSUlMmzYtOnXqVF5lAgAAUAVVutC9du3amDt3bsydOzciIhYtWhRz586NJUuWxNq1a+Pyyy+Pl19+ORYvXhzTpk2LU089NQ488MDo2bNnZhvdu3eP22+/PTM/fPjw+NOf/hT33HNPvPvuu/Gzn/0s1q1bl3maOQAAAHwXle6e7tmzZ0e3bt0y88OHD4+IiIEDB8aYMWPizTffjHvuuSfWrFkT+fn5cdJJJ8W1115b6v7rhQsXxqpVqzLz/fr1i5UrV8ZVV10VBQUF0b59+5gyZcpmD1cDAACAHZGVJElS0UVUBUVFRZGXlxeFhYWRm5tb0eWUqfmVT1Z0Cdu0+Pe9K7oEAACArdreDFjpLi8HAACAykLoBgAAgJQI3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFIidAMAAEBKhG4AAABIidANAAAAKRG6AQAAICVCNwAAAKRE6AYAAICUCN0AAACQEqEbAAAAUiJ0AwAAQEqEbgAAAEiJ0A0AAAApEboBAAAgJUI3AAAApEToBgAAgJQI3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFIidAMAAEBKhG4AAABIidANAAAAKRG6AQAAICVCNwAAAKSk0oXumTNnRp8+fSI/Pz+ysrJi8uTJmWUbNmyIX/3qV3HYYYfFnnvuGfn5+TFgwID4+OOPt7rNq6++OrKyskpNbdq0SflIAAAAqOoqXehet25dtGvXLu64447Nln3xxRfx2muvxW9/+9t47bXX4pFHHol58+bFD3/4w21ut23btrF8+fLM9MILL6RRPgAAALuRGhVdwI7q1atX9OrVa4vL8vLyYurUqaXabr/99jjqqKNiyZIlsf/++5e53Ro1akTjxo13aq0AAADs3irdme4dVVhYGFlZWVGvXr2t9ps/f37k5+fHAQccEOecc04sWbJkq/2Li4ujqKio1AQAAADfVKVD91dffRW/+tWvon///pGbm1tmv44dO8aECRNiypQpMWbMmFi0aFEcd9xx8fnnn5e5zujRoyMvLy8zNW3aNI1DAAAAoBKrsqF7w4YNcdZZZ0WSJDFmzJit9u3Vq1f86Ec/isMPPzx69uwZTz31VKxZsyYmTpxY5jojRoyIwsLCzLR06dKdfQgAAABUcpXunu7tsSlwf/jhh/Hss89u9Sz3ltSrVy9at24dCxYsKLNPdnZ2ZGdnf99SAQAAqMKq3JnuTYF7/vz58cwzz8Tee++9w9tYu3ZtLFy4MJo0aZJChQAAAOwuKl3oXrt2bcydOzfmzp0bERGLFi2KuXPnxpIlS2LDhg1x5plnxuzZs+P++++PjRs3RkFBQRQUFMT69esz2+jevXvcfvvtmfnLLrssZsyYEYsXL46XXnopTjvttKhevXr079+/vA8PAACAKqTSXV4+e/bs6NatW2Z++PDhERExcODAuPrqq+Pxxx+PiIj27duXWm/69OnRtWvXiIhYuHBhrFq1KrNs2bJl0b9//1i9enU0aNAgOnfuHC+//HI0aNAg3YMBAACgSqt0obtr166RJEmZy7e2bJPFixeXmn/ooYe+b1kAAACwmUp3eTkAAABUFkI3AAAApKTcQvcHH3xQXrsCAACAXUK5he4DDzwwunXrFvfdd1989dVX5bVbAAAAqDDlFrpfe+21OPzww2P48OHRuHHjuPDCC+PVV18tr90DAABAuSu30N2+ffv4wx/+EB9//HGMGzculi9fHp07d45DDz00br755li5cmV5lQIAAADlotwfpFajRo04/fTTY9KkSXH99dfHggUL4rLLLoumTZvGgAEDYvny5eVdEgAAAKSi3EP37Nmz4+c//3k0adIkbr755rjsssti4cKFMXXq1Pj444/j1FNPLe+SAAAAIBU1ymtHN998c4wfPz7mzZsXp5xyStx7771xyimnRLVq/8r9LVq0iAkTJkTz5s3LqyQAAABIVbmF7jFjxsS5554bgwYNiiZNmmyxT8OGDeMvf/lLeZUEAAAAqSq30D1//vxt9qlVq1YMHDiwHKoBAACA9JXbPd3jx4+PSZMmbdY+adKkuOeee8qrDAAAACg35Ra6R48eHfvss89m7Q0bNoz/+q//Kq8yAAAAoNyUW+hesmRJtGjRYrP2Zs2axZIlS8qrDAAAACg35Ra6GzZsGG+++eZm7W+88Ubsvffe5VUGAAAAlJtyC939+/ePX/ziFzF9+vTYuHFjbNy4MZ599tm4+OKL4+yzzy6vMgAAAKDclNvTy6+99tpYvHhxdO/ePWrU+NduS0pKYsCAAe7pBgAAoEoqt9Bdq1atePjhh+Paa6+NN954I2rXrh2HHXZYNGvWrLxKAAAAgHJVbqF7k9atW0fr1q3Le7cAAABQ7sotdG/cuDEmTJgQ06ZNi08++SRKSkpKLX/22WfLqxQAAAAoF+UWui+++OKYMGFC9O7dOw499NDIysoqr10DAABAhSi30P3QQw/FxIkT45RTTimvXQIAAECFKrdXhtWqVSsOPPDA8todAAAAVLhyC92XXnpp/OEPf4gkScprlwAAAFChyu3y8hdeeCGmT58e/+///b9o27Zt1KxZs9TyRx55pLxKAQAAgHJRbqG7Xr16cdppp5XX7gAAAKDClVvoHj9+fHntCgAAAHYJ5XZPd0TE119/Hc8880zcdddd8fnnn0dExMcffxxr164tzzIAAACgXJTbme4PP/wwTj755FiyZEkUFxfHiSeeGHXr1o3rr78+iouLY+zYseVVCgAAAJSLcjvTffHFF8cRRxwRn332WdSuXTvTftppp8W0adPKqwwAAAAoN+V2pvv555+Pl156KWrVqlWqvXnz5vHRRx+VVxkAAABQbsrtTHdJSUls3Lhxs/Zly5ZF3bp1y6sMAAAAKDflFrpPOumkuPXWWzPzWVlZsXbt2hg5cmSccsop5VUGAAAAlJtyu7z8pptuip49e8YhhxwSX331Vfz4xz+O+fPnxz777BMPPvhgeZUBAAAA5abcQvd+++0Xb7zxRjz00EPx5ptvxtq1a2PIkCFxzjnnlHqwGgAAAFQV5Ra6IyJq1KgRP/nJT8pzlwAAAFBhyi1033vvvVtdPmDAgHKqBAAAAMpHuYXuiy++uNT8hg0b4osvvohatWrFHnvsIXQDAABQ5ZTb08s/++yzUtPatWtj3rx50blzZw9SAwAAoEoqt9C9Ja1atYrf//73m50FBwAAgKqgQkN3xL8ervbxxx9XdBkAAACw05Vb6H788cdLTY899liMHTs2fvKTn8Sxxx673duZOXNm9OnTJ/Lz8yMrKysmT55canmSJHHVVVdFkyZNonbt2tGjR4+YP3/+Nrd7xx13RPPmzSMnJyc6duwYr7766o4eIgAAAJRSbg9S69u3b6n5rKysaNCgQZxwwglx0003bfd21q1bF+3atYtzzz03Tj/99M2W33DDDXHbbbfFPffcEy1atIjf/va30bNnz/jnP/8ZOTk5W9zmww8/HMOHD4+xY8dGx44d49Zbb42ePXvGvHnzomHDhjt0nAAAALBJVpIkSUUX8V1lZWXFo48+mgn0SZJEfn5+XHrppXHZZZdFRERhYWE0atQoJkyYEGefffYWt9OxY8c48sgj4/bbb4+IiJKSkmjatGn8x3/8R1x55ZXbVUtRUVHk5eVFYWFh5Obmfv+DS0nzK5+s6BK2afHve1d0CQAAAFu1vRmwwu/p3pkWLVoUBQUF0aNHj0xbXl5edOzYMWbNmrXFddavXx9z5swptU61atWiR48eZa4TEVFcXBxFRUWlJgAAAPimcru8fPjw4dvd9+abb/5O+ygoKIiIiEaNGpVqb9SoUWbZt61atSo2bty4xXXee++9Mvc1evToGDVq1HeqEwAAgN1DuYXu119/PV5//fXYsGFDHHTQQRER8f7770f16tXjBz/4QaZfVlZWeZX0vYwYMaLUDwlFRUXRtGnTCqwIAACAXU25he4+ffpE3bp145577om99torIiI+++yzGDx4cBx33HFx6aWXfu99NG7cOCIiVqxYEU2aNMm0r1ixItq3b7/FdfbZZ5+oXr16rFixolT7ihUrMtvbkuzs7MjOzv7eNQMAAFB1lds93TfddFOMHj06E7gjIvbaa6+47rrrdujp5VvTokWLaNy4cUybNi3TVlRUFK+88kp06tRpi+vUqlUrOnToUGqdkpKSmDZtWpnrAAAAwPYotzPdRUVFsXLlys3aV65cGZ9//vl2b2ft2rWxYMGCzPyiRYti7ty5Ub9+/dh///3jkksuieuuuy5atWqVeWVYfn5+qVeWde/ePU477bQYNmxYRPzrfvOBAwfGEUccEUcddVTceuutsW7duhg8ePB3P2AAAAB2e+UWuk877bQYPHhw3HTTTXHUUUdFRMQrr7wSl19++Rbft12W2bNnR7du3TLzm+6rHjhwYEyYMCGuuOKKWLduXVxwwQWxZs2a6Ny5c0yZMqXUO7oXLlwYq1atysz369cvVq5cGVdddVUUFBRE+/btY8qUKZs9XA0AAAB2RLm9p/uLL76Iyy67LMaNGxcbNmyIiIgaNWrEkCFD4sYbb4w999yzPMpIjfd07zze0w0AAOzqtjcDltuZ7j322CPuvPPOuPHGG2PhwoUREdGyZctKH7YBAACgLOX2ILVNli9fHsuXL49WrVrFnnvuGeV0oh0AAADKXbmF7tWrV0f37t2jdevWccopp8Ty5csjImLIkCE75XVhAAAAsKspt9D9y1/+MmrWrBlLliyJPfbYI9Per1+/mDJlSnmVAQAAAOWm3O7p/sc//hFPP/107LfffqXaW7VqFR9++GF5lQEAAADlptzOdK9bt67UGe5NPv3008jOzi6vMgAAAKDclFvoPu644+Lee+/NzGdlZUVJSUnccMMNpd67DQAAAFVFuV1efsMNN0T37t1j9uzZsX79+rjiiivinXfeiU8//TRefPHF8ioDAAAAyk25nek+9NBD4/3334/OnTvHqaeeGuvWrYvTTz89Xn/99WjZsmV5lQEAAADlplzOdG/YsCFOPvnkGDt2bPzmN78pj10CAABAhSuXM901a9aMN998szx2BQAAALuMcru8/Cc/+Un85S9/Ka/dAQAAQIUrtwepff311zFu3Lh45plnokOHDrHnnnuWWn7zzTeXVykAAABQLlIP3R988EE0b9483n777fjBD34QERHvv/9+qT5ZWVlplwEAAADlLvXQ3apVq1i+fHlMnz49IiL69esXt912WzRq1CjtXQMAAECFSv2e7iRJSs3/v//3/2LdunVp7xYAAAAqXLk9SG2Tb4dwAAAAqKpSD91ZWVmb3bPtHm4AAAB2B6nf050kSQwaNCiys7MjIuKrr76Kiy66aLOnlz/yyCNplwIAAADlKvXQPXDgwFLzP/nJT9LeJQAAAOwSUg/d48ePT3sXAAAAsEsq9wepAQAAwO5C6AYAAICUCN0AAACQEqEbAAAAUiJ0AwAAQEqEbgAAAEiJ0A0AAAApEboBAAAgJUI3AAAApEToBgAAgJQI3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFJSJUN38+bNIysra7Np6NChW+w/YcKEzfrm5OSUc9UAAABUNTUquoA0/O///m9s3LgxM//222/HiSeeGD/60Y/KXCc3NzfmzZuXmc/Kykq1RgAAAKq+Khm6GzRoUGr+97//fbRs2TK6dOlS5jpZWVnRuHHjtEsDAABgN1IlLy//pvXr18d9990X55577lbPXq9duzaaNWsWTZs2jVNPPTXeeeedrW63uLg4ioqKSk0AAADwTVU+dE+ePDnWrFkTgwYNKrPPQQcdFOPGjYvHHnss7rvvvigpKYljjjkmli1bVuY6o0ePjry8vMzUtGnTFKoHAACgMstKkiSp6CLS1LNnz6hVq1b8/e9/3+51NmzYEAcffHD0798/rr322i32KS4ujuLi4sx8UVFRNG3aNAoLCyM3N/d7152W5lc+WdElbNPi3/eu6BIAAAC2qqioKPLy8raZAavkPd2bfPjhh/HMM8/EI488skPr1axZM/7t3/4tFixYUGaf7OzsyM7O/r4lAgAAUIVV6cvLx48fHw0bNozevXfszOnGjRvjrbfeiiZNmqRUGQAAALuDKhu6S0pKYvz48TFw4MCoUaP0Cf0BAwbEiBEjMvPXXHNN/OMf/4gPPvggXnvttfjJT34SH374YZx33nnlXTYAAABVSJW9vPyZZ56JJUuWxLnnnrvZsiVLlkS1av/3e8Nnn30W559/fhQUFMRee+0VHTp0iJdeeikOOeSQ8iwZAACAKqbKP0itvGzvTfQVzYPUAAAAvr/tzYBV9vJyAAAAqGhCNwAAAKRE6AYAAICUCN0AAACQEqEbAAAAUiJ0AwAAQEqEbgAAAEiJ0A0AAAApEboBAAAgJUI3AAAApEToBgAAgJQI3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFIidAMAAEBKhG4AAABIidANAAAAKRG6AQAAICVCNwAAAKRE6AYAAICUCN0AAACQEqEbAAAAUiJ0AwAAQEqEbgAAAEiJ0A0AAAApEboBAAAgJUI3AAAApEToBgAAgJQI3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkpEqG7quvvjqysrJKTW3atNnqOpMmTYo2bdpETk5OHHbYYfHUU0+VU7UAAABUVVUydEdEtG3bNpYvX56ZXnjhhTL7vvTSS9G/f/8YMmRIvP7669G3b9/o27dvvP322+VYMQAAAFVNjYouIC01atSIxo0bb1ffP/zhD3HyySfH5ZdfHhER1157bUydOjVuv/32GDt27BbXKS4ujuLi4sx8UVHR9y8aAACAKqXKnumeP39+5OfnxwEHHBDnnHNOLFmypMy+s2bNih49epRq69mzZ8yaNavMdUaPHh15eXmZqWnTpjutdgAAAKqGKhm6O3bsGBMmTIgpU6bEmDFjYtGiRXHcccfF559/vsX+BQUF0ahRo1JtjRo1ioKCgjL3MWLEiCgsLMxMS5cu3anHAAAAQOVXJS8v79WrV+a/Dz/88OjYsWM0a9YsJk6cGEOGDNkp+8jOzo7s7Oydsi0AAACqpip5pvvb6tWrF61bt44FCxZscXnjxo1jxYoVpdpWrFix3feEAwAAwJbsFqF77dq1sXDhwmjSpMkWl3fq1CmmTZtWqm3q1KnRqVOn8igPAACAKqpKhu7LLrssZsyYEYsXL46XXnopTjvttKhevXr0798/IiIGDBgQI0aMyPS/+OKLY8qUKXHTTTfFe++9F1dffXXMnj07hg0bVlGHAAAAQBVQJe/pXrZsWfTv3z9Wr14dDRo0iM6dO8fLL78cDRo0iIiIJUuWRLVq//d7wzHHHBMPPPBA/Od//mf8+te/jlatWsXkyZPj0EMPrahDAAAAoArISpIkqegiqoKioqLIy8uLwsLCyM3NrehyytT8yicruoRtWvz73hVdAgAAwFZtbwaskpeXAwAAwK5A6AYAAICUCN0AAACQEqEbAAAAUiJ0AwAAQEqEbgAAAEiJ0A0AAAApEboBAAAgJUI3AAAApEToBgAAgJQI3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFIidAMAAEBKhG4AAABIidANAAAAKRG6AQAAICVCNwAAAKRE6AYAAICUCN0AAACQEqEbAAAAUiJ0AwAAQEqEbgAAAEiJ0A0AAAApEboBAAAgJUI3AAAApEToBgAAgJTUqOgCAAAAKF/Nr3yyokvYpsW/713RJewUznQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkROgGAACAlFTJ0D169Og48sgjo27dutGwYcPo27dvzJs3b6vrTJgwIbKyskpNOTk55VQxAAAAVVGVDN0zZsyIoUOHxssvvxxTp06NDRs2xEknnRTr1q3b6nq5ubmxfPnyzPThhx+WU8UAAABURTUquoA0TJkypdT8hAkTomHDhjFnzpw4/vjjy1wvKysrGjduvF37KC4ujuLi4sx8UVHRdysWAACAKqtKnun+tsLCwoiIqF+//lb7rV27Npo1axZNmzaNU089Nd55550y+44ePTry8vIyU9OmTXdqzQAAAFR+VT50l5SUxCWXXBLHHntsHHrooWX2O+igg2LcuHHx2GOPxX333RclJSVxzDHHxLJly7bYf8SIEVFYWJiZli5dmtYhAAAAUElVycvLv2no0KHx9ttvxwsvvLDVfp06dYpOnTpl5o855pg4+OCD46677oprr712s/7Z2dmRnZ290+sFAACg6qjSoXvYsGHxxBNPxMyZM2O//fbboXVr1qwZ//Zv/xYLFixIqToAAACquip5eXmSJDFs2LB49NFH49lnn40WLVrs8DY2btwYb731VjRp0iSFCgEAANgdVMkz3UOHDo0HHnggHnvssahbt24UFBREREReXl7Url07IiIGDBgQ++67b4wePToiIq655po4+uij48ADD4w1a9bEjTfeGB9++GGcd955FXYcAAAAVG5VMnSPGTMmIiK6du1aqn38+PExaNCgiIhYsmRJVKv2fyf6P/vsszj//POjoKAg9tprr+jQoUO89NJLccghh5RX2QAAAFQxVTJ0J0myzT7PPfdcqflbbrklbrnllpQqAgAAYHdUJe/pBgAAgF2B0A0AAAApEboBAAAgJUI3AAAApEToBgAAgJQI3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFIidAMAAEBKhG4AAABIidANAAAAKRG6AQAAICVCNwAAAKRE6AYAAICUCN0AAACQEqEbAAAAUiJ0AwAAQEqEbgAAAEiJ0A0AAAApEboBAAAgJUI3AAAApEToBgAAgJQI3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFIidAMAAEBKhG4AAABISZUN3XfccUc0b948cnJyomPHjvHqq69utf+kSZOiTZs2kZOTE4cddlg89dRT5VQpAAAAVVWVDN0PP/xwDB8+PEaOHBmvvfZatGvXLnr27BmffPLJFvu/9NJL0b9//xgyZEi8/vrr0bdv3+jbt2+8/fbb5Vw5AAAAVUlWkiRJRRexs3Xs2DGOPPLIuP322yMioqSkJJo2bRr/8R//EVdeeeVm/fv16xfr1q2LJ554ItN29NFHR/v27WPs2LFb3EdxcXEUFxdn5gsLC2P//fePpUuXRm5u7k4+op3n0JFPV3QJ2/T2qJ4VXQIAAFRpcsH3V1RUFE2bNo01a9ZEXl5emf1qlGNN5WL9+vUxZ86cGDFiRKatWrVq0aNHj5g1a9YW15k1a1YMHz68VFvPnj1j8uTJZe5n9OjRMWrUqM3amzZt+t0KJyPv1oquAAAAqGiVJRd8/vnnu1foXrVqVWzcuDEaNWpUqr1Ro0bx3nvvbXGdgoKCLfYvKCgocz8jRowoFdRLSkri008/jb333juysrK+xxGkZ9MvMbv62XiqPmORXYWxyK7CWGRXYSyyq6gMYzFJkvj8888jPz9/q/2qXOguL9nZ2ZGdnV2qrV69ehVTzA7Kzc3dZQcuuxdjkV2FsciuwlhkV2EssqvY1cfi1s5wb1LlHqS2zz77RPXq1WPFihWl2lesWBGNGzfe4jqNGzfeof4AAACwPapc6K5Vq1Z06NAhpk2blmkrKSmJadOmRadOnba4TqdOnUr1j4iYOnVqmf0BAABge1TJy8uHDx8eAwcOjCOOOCKOOuqouPXWW2PdunUxePDgiIgYMGBA7LvvvjF69OiIiLj44oujS5cucdNNN0Xv3r3joYceitmzZ8fdd99dkYex02VnZ8fIkSM3uyweypuxyK7CWGRXYSyyqzAW2VVUpbFYJV8ZFhFx++23x4033hgFBQXRvn37uO2226Jjx44REdG1a9do3rx5TJgwIdN/0qRJ8Z//+Z+xePHiaNWqVdxwww1xyimnVFD1AAAAVAVVNnQDAABARaty93QDAADArkLoBgAAgJQI3QAAAJASoRsAAABSInRXETNnzow+ffpEfn5+ZGVlxeTJk7e5znPPPRc/+MEPIjs7Ow488MBST3OH72NHx+MjjzwSJ554YjRo0CByc3OjU6dO8fTTT5dPsVRp3+Xfxk1efPHFqFGjRrRv3z61+th9fJexWFxcHL/5zW+iWbNmkZ2dHc2bN49x48alXyxV2ncZi/fff3+0a9cu9thjj2jSpEmce+65sXr16vSLpcoaPXp0HHnkkVG3bt1o2LBh9O3bN+bNm7fN9SZNmhRt2rSJnJycOOyww+Kpp54qh2q/P6G7ili3bl20a9cu7rjjju3qv2jRoujdu3d069Yt5s6dG5dcckmcd955gg47xY6Ox5kzZ8aJJ54YTz31VMyZMye6desWffr0iddffz3lSqnqdnQsbrJmzZoYMGBAdO/ePaXK2N18l7F41llnxbRp0+Ivf/lLzJs3Lx588ME46KCDUqyS3cGOjsUXX3wxBgwYEEOGDIl33nknJk2aFK+++mqcf/75KVdKVTZjxowYOnRovPzyyzF16tTYsGFDnHTSSbFu3boy13nppZeif//+MWTIkHj99dejb9++0bdv33j77bfLsfLvxivDqqCsrKx49NFHo2/fvmX2+dWvfhVPPvlkqUF69tlnx5o1a2LKlCnlUCW7i+0Zj1vStm3b6NevX1x11VXpFMZuZ0fG4tlnnx2tWrWK6tWrx+TJk2Pu3Lmp18fuY3vG4pQpU+Lss8+ODz74IOrXr19+xbFb2Z6x+N///d8xZsyYWLhwYabtj3/8Y1x//fWxbNmycqiS3cHKlSujYcOGMWPGjDj++OO32Kdfv36xbt26eOKJJzJtRx99dLRv3z7Gjh1bXqV+J85076ZmzZoVPXr0KNXWs2fPmDVrVgVVBP+npKQkPv/8c39oUiHGjx8fH3zwQYwcObKiS2E39vjjj8cRRxwRN9xwQ+y7777RunXruOyyy+LLL7+s6NLYzXTq1CmWLl0aTz31VCRJEitWrIi//e1vccopp1R0aVQhhYWFERFb/duvMueXGhVdABWjoKAgGjVqVKqtUaNGUVRUFF9++WXUrl27giqDf/2qvnbt2jjrrLMquhR2M/Pnz48rr7wynn/++ahRw/9FUnE++OCDeOGFFyInJyceffTRWLVqVfz85z+P1atXx/jx4yu6PHYjxx57bNx///3Rr1+/+Oqrr+Lrr7+OPn367PBtO1CWkpKSuOSSS+LYY4+NQw89tMx+ZeWXgoKCtEv83pzpBnYpDzzwQIwaNSomTpwYDRs2rOhy2I1s3LgxfvzjH8eoUaOidevWFV0Ou7mSkpLIysqK+++/P4466qg45ZRT4uabb4577rnH2W7K1T//+c+4+OKL46qrroo5c+bElClTYvHixXHRRRdVdGlUEUOHDo233347HnrooYouJTV+xt9NNW7cOFasWFGqbcWKFZGbm+ssNxXmoYceivPOOy8mTZq02eVDkLbPP/88Zs+eHa+//noMGzYsIv4VfJIkiRo1asQ//vGPOOGEEyq4SnYXTZo0iX333Tfy8vIybQcffHAkSRLLli2LVq1aVWB17E5Gjx4dxx57bFx++eUREXH44YfHnnvuGccdd1xcd9110aRJkwqukMps2LBh8cQTT8TMmTNjv/3222rfsvJL48aN0yxxp3CmezfVqVOnmDZtWqm2qVOnRqdOnSqoInZ3Dz74YAwePDgefPDB6N27d0WXw24oNzc33nrrrZg7d25muuiii+Kggw6KuXPnRseOHSu6RHYjxx57bHz88cexdu3aTNv7778f1apV2+YfprAzffHFF1GtWunIUL169YiI8DxmvqskSWLYsGHx6KOPxrPPPhstWrTY5jqVOb84011FrF27NhYsWJCZX7RoUcydOzfq168f+++/f4wYMSI++uijuPfeeyMi4qKLLorbb789rrjiijj33HPj2WefjYkTJ8aTTz5ZUYdAFbKj4/GBBx6IgQMHxh/+8Ifo2LFj5t6c2rVrlzrLAztqR8ZitWrVNruXrGHDhpGTk7PVe8xge+zov4s//vGP49prr43BgwfHqFGjYtWqVXH55ZfHueee64o0vpcdHYt9+vSJ888/P8aMGRM9e/aM5cuXxyWXXBJHHXVU5OfnV9RhUMkNHTo0HnjggXjssceibt26mb/98vLyMv/GDRgwIPbdd98YPXp0RERcfPHF0aVLl7jpppuid+/e8dBDD8Xs2bPj7rvvrrDj2G4JVcL06dOTiNhsGjhwYJIkSTJw4MCkS5cum63Tvn37pFatWskBBxyQjB8/vtzrpmra0fHYpUuXrfaH7+q7/Nv4TSNHjkzatWtXLrVStX2Xsfjuu+8mPXr0SGrXrp3st99+yfDhw5Mvvvii/IunSvkuY/G2225LDjnkkKR27dpJkyZNknPOOSdZtmxZ+RdPlbGlMRgRpfJIly5dNvtbcOLEiUnr1q2TWrVqJW3btk2efPLJ8i38O/KebgAAAEiJe7oBAAAgJUI3AAAApEToBgAAgJQI3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFIidAMAAEBKhG4AAABIidANAAAAKRG6AQAAICVCNwA7xYQJEyIrKysWL168Q+t17do1Dj300J1aS/PmzWPQoEE7dZuVTdeuXaNr166pr1MR2wSAykToBgDYyV566aW4+uqrY82aNRVdyk73z3/+M66++uod/oENYHcldAMAERHxj3/8I/7xj39UdBlVwksvvRSjRo2qsqF71KhRQjfAdhK6AWAXlyRJfPnll6nvp1atWlGrVq3U9wMAuxOhG4BUPPbYY9G7d+/Iz8+P7OzsaNmyZVx77bWxcePGLfafM2dOHHPMMVG7du1o0aJFjB07drM+xcXFMXLkyDjwwAMjOzs7mjZtGldccUUUFxdvtZYNGzbEqFGjolWrVpGTkxN77713dO7cOaZOnbrdx/Pcc89FVlZWTJw4MUaNGhX77rtv1K1bN84888woLCyM4uLiuOSSS6Jhw4ZRp06dGDx48GZ1ff3113HttddGy5YtIzs7O5o3bx6//vWvN+vXvHnz+Pd///d4+umn44gjjojatWvHXXfdFRER48ePjxNOOCEaNmwY2dnZccghh8SYMWO2+zi25tv3X5d1n/6mz+K5554r1X733XdHy5Yto3bt2nHUUUfF888/v8X9fPjhh/HDH/4w9txzz2jYsGH88pe/jKeffnqL23zllVfi5JNPjry8vNhjjz2iS5cu8eKLL5bqc/XVV0dWVla8//778ZOf/CTy8vKiQYMG8dvf/jaSJImlS5fGqaeeGrm5udG4ceO46aabNqtpe8dWVlZWDBs2LCZPnhyHHnpoZGdnR9u2bWPKlCml6rn88ssjIqJFixaRlZW1w887eO+99+Kss86KBg0aRO3ateOggw6K3/zmN6X6vP7669GrV6/Izc2NOnXqRPfu3ePll1/e4mfzbVv6bjeNuxdeeCGOOuqoyMnJiQMOOCDuvffeUuv96Ec/ioiIbt26ZY7t298bAP+nRkUXAEDVNGHChKhTp04MHz486tSpE88++2xcddVVUVRUFDfeeGOpvp999lmccsopcdZZZ0X//v1j4sSJ8bOf/Sxq1aoV5557bkRElJSUxA9/+MN44YUX4oILLoiDDz443nrrrbjlllvi/fffj8mTJ5dZy9VXXx2jR4+O8847L4466qgoKiqK2bNnx2uvvRYnnnjiDh3X6NGjo3bt2nHllVfGggUL4o9//GPUrFkzqlWrFp999llcffXV8fLLL8eECROiRYsWcdVVV2XWPe+88+Kee+6JM888My699NJ45ZVXYvTo0fHuu+/Go48+Wmo/8+bNi/79+8eFF14Y559/fhx00EERETFmzJho27Zt/PCHP4waNWrE3//+9/j5z38eJSUlMXTo0B06lp3pL3/5S1x44YVxzDHHxCWXXBIffPBB/PCHP4z69etH06ZNM/3WrVsXJ5xwQixfvjwuvvjiaNy4cTzwwAMxffr0zbb57LPPRq9evaJDhw4xcuTIqFatWuZHh+effz6OOuqoUv379esXBx98cPz+97+PJ598Mq677rqoX79+3HXXXXHCCSfE9ddfH/fff39cdtllceSRR8bxxx8fETs+tl544YV45JFH4uc//3nUrVs3brvttjjjjDNiyZIlsffee8fpp58e77//fjz44INxyy23xD777BMREQ0aNNiuz/LNN9+M4447LmrWrBkXXHBBNG/ePBYuXBh///vf43e/+11ERLzzzjtx3HHHRW5ublxxxRVRs2bNuOuuu6Jr164xY8aM6Nix43Z/d9+0YMGCOPPMM2PIkCExcODAGDduXAwaNCg6dOgQbdu2jeOPPz5+8YtfxG233Ra//vWv4+CDD46IyPwvAFuQAMBOMH78+CQikkWLFiVJkiRffPHFZn0uvPDCZI899ki++uqrTFuXLl2SiEhuuummTFtxcXHSvn37pGHDhsn69euTJEmSv/71r0m1atWS559/vtQ2x44dm0RE8uKLL2bamjVrlgwcODAz365du6R3797f6/imT5+eRERy6KGHZmpKkiTp379/kpWVlfTq1atU/06dOiXNmjXLzM+dOzeJiOS8884r1e+yyy5LIiJ59tlnS9UfEcmUKVM2q2NLn2vPnj2TAw44oFRbly5dki5duuzIIW62zre/0002fRbTp09PkiRJ1q9fnzRs2DBp3759UlxcnOl39913JxFRaps33XRTEhHJ5MmTM21ffvll0qZNm1LbLCkpSVq1apX07NkzKSkpKXX8LVq0SE488cRM28iRI5OISC644IJM29dff53st99+SVZWVvL73/8+0/7ZZ58ltWvXLjU+dmRsRURSq1atZMGCBZm2N954I4mI5I9//GOm7cYbb9ziZ7c9jj/++KRu3brJhx9+WKr9m59D3759k1q1aiULFy7MtH388cdJ3bp1k+OPPz7Ttumz+bYtfbebxt3MmTMzbZ988kmSnZ2dXHrppZm2SZMmlfquANg6l5cDkIratWtn/vvzzz+PVatWxXHHHRdffPFFvPfee6X61qhRIy688MLMfK1ateLCCy+MTz75JObMmRMREZMmTYqDDz442rRpE6tWrcpMJ5xwQkTEFs+UblKvXr145513Yv78+d/7uAYMGBA1a9bMzHfs2DGSJMmckf9m+9KlS+Prr7+OiIinnnoqIiKGDx9eqt+ll14aERFPPvlkqfYWLVpEz549N9v/Nz/XwsLCWLVqVXTp0iU++OCDKCws/B5H9t3Nnj07Pvnkk7joootK3RM+aNCgyMvLK9V3ypQpse+++8YPf/jDTFtOTk6cf/75pfrNnTs35s+fHz/+8Y9j9erVme973bp10b1795g5c2aUlJSUWue8887L/Hf16tXjiCOOiCRJYsiQIZn2evXqxUEHHRQffPBBpm1Hx1aPHj2iZcuWmfnDDz88cnNzS23zu1q5cmXMnDkzzj333Nh///1LLdt0mfjGjRvjH//4R/Tt2zcOOOCAzPImTZrEj3/843jhhReiqKjoO+3/kEMOieOOOy4z36BBg80+LwB2jMvLAUjFO++8E//5n/8Zzz777GYB4NvhMD8/P/bcc89Sba1bt46IiMWLF8fRRx8d8+fPj3fffbfMS3Q/+eSTMmu55ppr4tRTT43WrVvHoYceGieffHL89Kc/jcMPP3yHj+vbQWhTqPzmJdSb2ktKSqKwsDD23nvv+PDDD6NatWpx4IEHlurXuHHjqFevXnz44Yel2lu0aLHF/b/44osxcuTImDVrVnzxxRellhUWFm4WcsvDptpbtWpVqr1mzZqlQuGmvi1bttzsPuNvfy6bfiAZOHBgmfstLCyMvfbaKzO/pe8mJycnc3n3N9tXr15dal87Mra+vZ+IiL322is+++yzMmvdXpvC7dbeXb9y5cr44osvMrccfNPBBx8cJSUlsXTp0mjbtu0O7z/NYwPYXQndAOx0a9asiS5dukRubm5cc8010bJly8jJyYnXXnstfvWrX212hnJ7lJSUxGGHHRY333zzFpd/O/R+0/HHHx8LFy6Mxx57LP7xj3/En//857jlllti7Nixpc6Obo/q1avvUHuSJKXmt/RQqy355hntTRYuXBjdu3ePNm3axM033xxNmzaNWrVqxVNPPRW33HLLd/pct6asWst6GN7OtOlYbrzxxmjfvv0W+9SpU6fU/Ja+g+35XnZ0bG3vd70r2NHvsDIdG0BlIXQDsNM999xzsXr16njkkUcyD6uKiFi0aNEW+3/88cexbt26Ume733///Yj41xOVIyJatmwZb7zxRnTv3n27g+s31a9fPwYPHhyDBw+OtWvXxvHHHx9XX331Dofu76pZs2ZRUlIS8+fPL/XQqRUrVsSaNWuiWbNm29zG3//+9yguLo7HH3+81BnJrV1a/31sOov87XdNf/us/Kba58+fn7kkO+JfT41ftGhRtGvXrlTff/7zn5EkSanvccGCBaW2ueny7dzc3OjRo8f3P5it+L5ja0u+63Y2XRnw9ttvl9mnQYMGsccee8S8efM2W/bee+9FtWrVMj8UfPM7rFevXqbft7/DHbGzPiOA3YV7ugHY6TadLfvm2bH169fHnXfeucX+X3/9deaVWJv63nXXXdGgQYPo0KFDREScddZZ8dFHH8Wf/vSnzdb/8ssvY926dWXW881LiSP+dYb0wAMP3OarxnamU045JSIibr311lLtm86u9u7de5vb2NLnWlhYGOPHj99JVZa2KfjOnDkz07Zx48a4++67S/U74ogjokGDBjF27NhYv359pn3ChAmbBfaePXvGRx99FI8//nim7auvvtrse+3QoUO0bNky/vu//zvWrl27WW0rV678zsf1bd9nbJVl0w9I3z7+bWnQoEEcf/zxMW7cuFiyZEmpZZu+9+rVq8dJJ50Ujz32WKlXfq1YsSIeeOCB6Ny5c+Tm5kbElr/DdevWxT333LOjh5TxXY8NYHflTDcAO90xxxwTe+21VwwcODB+8YtfRFZWVvz1r38t8xLV/Pz8uP7662Px4sXRunXrePjhh2Pu3Llx9913Zx5a9tOf/jQmTpwYF110UUyfPj2OPfbY2LhxY7z33nsxceLEzDutt+SQQw6Jrl27RocOHaJ+/foxe/bs+Nvf/hbDhg1L7TP4tnbt2sXAgQPj7rvvzlx+/+qrr8Y999wTffv2jW7dum1zGyeddFLUqlUr+vTpExdeeGGsXbs2/vSnP0XDhg1j+fLlO73mtm3bxtFHHx0jRoyITz/9NOrXrx8PPfRQ5uFwm9SsWTOuu+66uPDCC+OEE06Ifv36xaJFi2L8+PGb3dN94YUXxu233x79+/ePiy++OJo0aRL3339/5OTkRMT/nUWtVq1a/PnPf45evXpF27ZtY/DgwbHvvvvGRx99FNOnT4/c3Nz4+9//vlOO8/uMrbJs+rHoN7/5TZx99tlRs2bN6NOnz2bPLtiS2267LTp37hw/+MEP4oILLogWLVrE4sWL48knn4y5c+dGRMR1110XU6dOjc6dO8fPf/7zqFGjRtx1111RXFwcN9xwQ2ZbJ510Uuy///4xZMiQuPzyy6N69eoxbty4aNCgwWahfnu1b98+qlevHtdff30UFhZGdnZ25t3xAGxBBT01HYAq5tuvIHrxxReTo48+Oqldu3aSn5+fXHHFFcnTTz+92auGunTpkrRt2zaZPXt20qlTpyQnJydp1qxZcvvtt2+2j/Xr1yfXX3990rZt2yQ7OzvZa6+9kg4dOiSjRo1KCgsLM/2+/cqw6667LjnqqKOSevXqJbVr107atGmT/O53vyv16q9t2fSarEmTJm3xuP/3f/+3VPumVzWtXLky07Zhw4Zk1KhRSYsWLZKaNWsmTZs2TUaMGFHqFWqb6i/rFWePP/54cvjhhyc5OTlJ8+bNk+uvvz4ZN27cZq9/2hmvDEuSJFm4cGHSo0ePJDs7O2nUqFHy61//Opk6deoWXxl15513Ji1atEiys7OTI444Ipk5c+YWt/nBBx8kvXv3TmrXrp00aNAgufTSS5P/+Z//SSIiefnll0v1ff3115PTTz892XvvvZPs7OykWbNmyVlnnZVMmzYt02dLn3WSJMnAgQOTPffcc4vH2bZt21Jt2zu2IiIZOnToZtv89phLkiS59tprk3333TepVq3aDr8+7O23305OO+20pF69eklOTk5y0EEHJb/97W9L9XnttdeSnj17JnXq1En22GOPpFu3bslLL7202bbmzJmTdOzYMalVq1ay//77JzfffHOZrwzb0rjb0nf4pz/9KTnggAOS6tWre30YwDZkJYknYwAAEccdd1xkZ2fHM888U+77vvXWW+OXv/xlLFu2LPbdd99y3z8ApMU93QBAREQsX758s9drpeHLL78sNf/VV1/FXXfdFa1atRK4Aahy3NMNwG5t/fr18emnn261T15e3hZf4VVZrFy5cquv+frggw/ikUceiYULF8avfvWr1Os5/fTTY//994/27dtHYWFh3HffffHee+/F/fffn/q+K1JhYeFmPzh8W+PGjcupGgDKi8vLAditPffcc9t8iNn48eNj0KBB5VNQCpo3b77VV0Q1b948vvzyy+jfv3/ceOONUaNGur/J33rrrfHnP/85Fi9eHBs3boxDDjkkrrjiiujXr1+q+61ogwYN2uZTw/1ZBlD1CN0A7NY+++yzmDNnzlb7tG3bNpo0aVJOFe18L7744lbPsO61116Zp22Tnn/+85/x8ccfb7VP2u8kB6D8Cd0AAACQEvd07yQlJSXx8ccfR926dTPvGAUAAKBqSpIkPv/888jPz49q1cp+RrnQvZN8/PHH0bRp04ouAwAAgHK0dOnS2G+//cpcLnTvJHXr1o2If33gubm5FVwNAAAAaSoqKoqmTZtmsmBZhO6dZNMl5bm5uUI3AADAbmJbtxeXfeE5AAAA8L0I3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFIidAMAAEBKhG4AAABIidANAAAAKRG6AQAAICWVLnSPHj06jjzyyKhbt240bNgw+vbtG/PmzSvV56uvvoqhQ4fG3nvvHXXq1IkzzjgjVqxYsdXtJkkSV111VTRp0iRq164dPXr0iPnz56d5KAAAAFRxlS50z5gxI4YOHRovv/xyTJ06NTZs2BAnnXRSrFu3LtPnl7/8Zfz973+PSZMmxYwZM+Ljjz+O008/favbveGGG+K2226LsWPHxiuvvBJ77rln9OzZM7766qu0DwkAAIAqKitJkqSii/g+Vq5cGQ0bNowZM2bE8ccfH4WFhdGgQYN44IEH4swzz4yIiPfeey8OPvjgmDVrVhx99NGbbSNJksjPz49LL700LrvssoiIKCwsjEaNGsWECRPi7LPP3myd4uLiKC4uzswXFRVF06ZNo7CwMHJzc1M6WgAAAHYFRUVFkZeXt80MWKMca0pFYWFhRETUr18/IiLmzJkTGzZsiB49emT6tGnTJvbff/8yQ/eiRYuioKCg1Dp5eXnRsWPHmDVr1hZD9+jRo2PUqFE7+3BS1/zKJyu6hG1a/PveFV0CAADATlHpLi//ppKSkrjkkkvi2GOPjUMPPTQiIgoKCqJWrVpRr169Un0bNWoUBQUFW9zOpvZGjRpt9zojRoyIwsLCzLR06dLveTQAAABUNZX6TPfQoUPj7bffjhdeeKHc952dnR3Z2dnlvl8AAAAqj0p7pnvYsGHxxBNPxPTp02O//fbLtDdu3DjWr18fa9asKdV/xYoV0bhx4y1ua1P7t59wvrV1AAAAYFsqXehOkiSGDRsWjz76aDz77LPRokWLUss7dOgQNWvWjGnTpmXa5s2bF0uWLIlOnTptcZstWrSIxo0bl1qnqKgoXnnllTLXAQAAgG2pdKF76NChcd9998UDDzwQdevWjYKCgigoKIgvv/wyIv71ALQhQ4bE8OHDY/r06TFnzpwYPHhwdOrUqdRD1Nq0aROPPvpoRERkZWXFJZdcEtddd108/vjj8dZbb8WAAQMiPz8/+vbtWxGHCQAAQBVQ6e7pHjNmTEREdO3atVT7+PHjY9CgQRERccstt0S1atXijDPOiOLi4ujZs2fceeedpfrPmzcv8+TziIgrrrgi1q1bFxdccEGsWbMmOnfuHFOmTImcnJxUjwcAAICqq9K/p3tXsb3vaKtoXhkGAADw/W1vBqx0l5cDAABAZSF0AwAAQEqEbgAAAEiJ0A0AAAApEboBAAAgJUI3AAAApEToBgAAgJQI3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFIidAMAAEBKhG4AAABIidANAAAAKRG6AQAAICVCNwAAAKRE6AYAAICUCN0AAACQEqEbAAAAUiJ0AwAAQEqEbgAAAEiJ0A0AAAApEboBAAAgJUI3AAAApEToBgAAgJQI3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFJS6UL3zJkzo0+fPpGfnx9ZWVkxefLkUsuzsrK2ON14441lbvPqq6/erH+bNm1SPhIAAACqukoXutetWxft2rWLO+64Y4vLly9fXmoaN25cZGVlxRlnnLHV7bZt27bUei+88EIa5QMAALAbqVHRBeyoXr16Ra9evcpc3rhx41Lzjz32WHTr1i0OOOCArW63Ro0am627NcXFxVFcXJyZLyoq2u51AQAA2D1UujPdO2LFihXx5JNPxpAhQ7bZd/78+ZGfnx8HHHBAnHPOObFkyZKt9h89enTk5eVlpqZNm+6ssgEAAKgiqnTovueee6Ju3bpx+umnb7Vfx44dY8KECTFlypQYM2ZMLFq0KI477rj4/PPPy1xnxIgRUVhYmJmWLl26s8sHAACgkqt0l5fviHHjxsU555wTOTk5W+33zcvVDz/88OjYsWM0a9YsJk6cWOZZ8uzs7MjOzt6p9QIAAFC1VNnQ/fzzz8e8efPi4Ycf3uF169WrF61bt44FCxakUBkAAAC7iyp7eflf/vKX6NChQ7Rr126H1127dm0sXLgwmjRpkkJlAAAA7C4qXeheu3ZtzJ07N+bOnRsREYsWLYq5c+eWevBZUVFRTJo0Kc4777wtbqN79+5x++23Z+Yvu+yymDFjRixevDheeumlOO2006J69erRv3//VI8FAACAqq3SXV4+e/bs6NatW2Z++PDhERExcODAmDBhQkREPPTQQ5EkSZmheeHChbFq1arM/LJly6J///6xevXqaNCgQXTu3DlefvnlaNCgQXoHAgAAQJWXlSRJUtFFVAVFRUWRl5cXhYWFkZubW9HllKn5lU9WdAnbtPj3vSu6BAAAgK3a3gxY6S4vBwAAgMpC6AYAAICUCN0AAACQEqEbAAAAUiJ0AwAAQEqEbgAAAEiJ0A0AAAApEboBAAAgJUI3AAAApEToBgAAgJQI3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkROgGAACAlAjdAAAAkBKhGwAAAFIidAMAAEBKhG4AAABIidANAAAAKRG6AQAAICVCNwAAAKRE6AYAAICUCN0AAACQEqEbAAAAUiJ0AwAAQEqEbgAAAEiJ0A0AAAApEboBAAAgJUI3AAAApEToBgAAgJQI3QAAAJASoRsAAABSInQDAABASoRuAAAASInQDQAAACkRugEAACAlQjcAAACkpNKF7pkzZ0afPn0iPz8/srKyYvLkyaWWDxo0KLKyskpNJ5988ja3e8cdd0Tz5s0jJycnOnbsGK+++mpKRwAAAMDuotKF7nXr1kW7du3ijjvuKLPPySefHMuXL89MDz744Fa3+fDDD8fw4cNj5MiR8dprr0W7du2iZ8+e8cknn+zs8gEAANiN1KjoAnZUr169olevXlvtk52dHY0bN97ubd58881x/vnnx+DBgyMiYuzYsfHkk0/GuHHj4sorr9ziOsXFxVFcXJyZLyoq2u79AQAAsHuodGe6t8dzzz0XDRs2jIMOOih+9rOfxerVq8vsu379+pgzZ0706NEj01atWrXo0aNHzJo1q8z1Ro8eHXl5eZmpadOmO/UYAAAAqPyqXOg++eST4957741p06bF9ddfHzNmzIhevXrFxo0bt9h/1apVsXHjxmjUqFGp9kaNGkVBQUGZ+xkxYkQUFhZmpqVLl+7U4wAAAKDyq3SXl2/L2Wefnfnvww47LA4//PBo2bJlPPfcc9G9e/edtp/s7OzIzs7eadsDAACg6qlyZ7q/7YADDoh99tknFixYsMXl++yzT1SvXj1WrFhRqn3FihU7dF84AAAAfFuVD93Lli2L1atXR5MmTba4vFatWtGhQ4eYNm1apq2kpCSmTZsWnTp1Kq8yAQAAqIIqXeheu3ZtzJ07N+bOnRsREYsWLYq5c+fGkiVLYu3atXH55ZfHyy+/HIsXL45p06bFqaeeGgceeGD07Nkzs43u3bvH7bffnpkfPnx4/OlPf4p77rkn3n333fjZz34W69atyzzNHAAAAL6LSndP9+zZs6Nbt26Z+eHDh0dExMCBA2PMmDHx5ptvxj333BNr1qyJ/Pz8OOmkk+Laa68tdf/1woULY9WqVZn5fv36xcqVK+Oqq66KgoKCaN++fUyZMmWzh6sBAADAjshKkiSp6CKqgqKiosjLy4vCwsLIzc2t6HLK1PzKJyu6hG1a/PveFV0CAADAVm1vBqx0l5cDAABAZSF0AwAAQEqEbgAAAEiJ0A0AAAApEboBAAAgJUI3AAAApEToBgAAgJQI3QAAAJASoRsAAABS8v+1d+/hWVVn3oCfABIQIXgAQjQCCoiCQouCqIgUlNNHBVsPqAMi2rGFFkutStsRUGdSdaTqoNDOCOhYRegodtSiCHgEtQi01VYE5FgICkoCsQYk7/eHFxkjhIOy38DLfV/XvqZ77bX2enbYg/yyT0I3AAAAJEToBgAAgIQI3QAAAJAQoRsAAAASInQDAABAQoRuAAAASIjQDQAAAAkRugEAACAhQjcAAAAkROgGAACAhAjdAAAAkBChGwAAABIidAMAAEBChG4AAABIiNANAAAACRG6AQAAICFCNwAAACRE6AYAAICECN0AAACQEKEbAAAAEiJ0AwAAQEKEbgAAAEiI0A0AAAAJEboBAAAgIUI3AAAAJEToBgAAgIQI3QAAAJAQoRsAAAASInQDAABAQoRuAAAASIjQDQAAAAkRugEAACAhB13ofvnll6Nv376Rl5cXWVlZMX369PJt27Zti5tuuilOPfXUqFOnTuTl5cXAgQNj7dq1u93n6NGjIysrq8LSqlWrhI8EAACATHfQhe6SkpJo27Zt3H///Ttt++STT2LBggXxL//yL7FgwYJ44oknYvHixfHtb397j/tt3bp1rFu3rnx59dVXkygfAACAQ0iNqi5gX/Xq1St69eq1y205OTkxc+bMCm3jxo2LDh06xKpVq+L444+vdL81atSI3Nzc/VorAAAAh7aD7kr3vioqKoqsrKyoX7/+bvstWbIk8vLy4oQTTogrrrgiVq1atdv+paWlUVxcXGEBAACAL8ro0P3pp5/GTTfdFAMGDIh69epV2q9jx44xefLkmDFjRowfPz6WL18enTt3js2bN1c6pqCgIHJycsqX/Pz8JA4BAACAg1jGhu5t27bFJZdcEqlUKsaPH7/bvr169YqLL744TjvttOjRo0c8++yzsWnTppg6dWqlY0aOHBlFRUXly+rVq/f3IQAAAHCQO+ie6d4bOwL3ypUrY/bs2bu9yr0r9evXj5YtW8bSpUsr7ZOdnR3Z2dlft1QAAAAyWMZd6d4RuJcsWRIvvPBCHH300fu8jy1btsSyZcuicePGCVQIAADAoeKgC91btmyJRYsWxaJFiyIiYvny5bFo0aJYtWpVbNu2Lb773e/G/Pnz47e//W1s3749CgsLo7CwMLZu3Vq+j27dusW4cePK12+44YZ46aWXYsWKFTF37tzo379/VK9ePQYMGJDuwwMAACCDHHS3l8+fPz+6du1avj5ixIiIiBg0aFCMHj06fv/730dERLt27SqMmzNnTpx33nkREbFs2bLYsGFD+bY1a9bEgAEDYuPGjdGgQYM455xz4vXXX48GDRokezAAAABktIMudJ933nmRSqUq3b67bTusWLGiwvqUKVO+blkAAACwk4Pu9nIAAAA4WAjdAAAAkJC0he73338/XVMBAADAASFtobt58+bRtWvXeOSRR+LTTz9N17QAAABQZdIWuhcsWBCnnXZajBgxInJzc+Of//mf480330zX9AAAAJB2aQvd7dq1i3vvvTfWrl0bEydOjHXr1sU555wTbdq0ibFjx8aHH36YrlIAAAAgLdL+IrUaNWrERRddFNOmTYs77rgjli5dGjfccEPk5+fHwIEDY926dekuCQAAABKR9tA9f/78+MEPfhCNGzeOsWPHxg033BDLli2LmTNnxtq1a+PCCy9Md0kAAACQiBrpmmjs2LExadKkWLx4cfTu3Tsefvjh6N27d1Sr9nnub9asWUyePDmaNm2arpIAAAAgUWkL3ePHj4+rr746rrrqqmjcuPEu+zRs2DAefPDBdJUEAAAAiUpb6F6yZMke+9SsWTMGDRqUhmoAAAAgeWl7pnvSpEkxbdq0ndqnTZsWDz30ULrKAAAAgLRJW+guKCiIY445Zqf2hg0bxr/927+lqwwAAABIm7SF7lWrVkWzZs12am/SpEmsWrUqXWUAAABA2qQtdDds2DD+/Oc/79T+pz/9KY4++uh0lQEAAABpk7bQPWDAgPjRj34Uc+bMie3bt8f27dtj9uzZMXz48LjsssvSVQYAAACkTdreXn7bbbfFihUrolu3blGjxufTlpWVxcCBAz3TDQAAQEZKW+iuWbNmPP7443HbbbfFn/70p6hdu3aceuqp0aRJk3SVAAAAAGmVttC9Q8uWLaNly5bpnhYAAADSLm2he/v27TF58uSYNWtWfPDBB1FWVlZh++zZs9NVCgAAAKRF2kL38OHDY/LkydGnT59o06ZNZGVlpWtqAAAAqBJpC91TpkyJqVOnRu/evdM1JQAAAFSptH0yrGbNmtG8efN0TQcAAABVLm2h+yc/+Unce++9kUql0jUlAAAAVKm03V7+6quvxpw5c+IPf/hDtG7dOg477LAK25944ol0lQIAAABpkbbQXb9+/ejfv3+6pgMAAIAql7bQPWnSpHRNBQAAAAeEtD3THRHx2WefxQsvvBC//vWvY/PmzRERsXbt2tiyZUs6ywAAAIC0SNuV7pUrV0bPnj1j1apVUVpaGueff37UrVs37rjjjigtLY0JEyakqxQAAABIi7Rd6R4+fHicfvrp8fHHH0ft2rXL2/v37x+zZs1KVxkAAACQNmm70v3KK6/E3Llzo2bNmhXamzZtGn//+9/TVQYAAACkTdqudJeVlcX27dt3al+zZk3UrVs3XWUAAABA2qQtdF9wwQVxzz33lK9nZWXFli1bYtSoUdG7d+90lQEAAABpk7bby+++++7o0aNHnHLKKfHpp5/G5ZdfHkuWLIljjjkmHnvssXSVAQAAAGmTttB93HHHxZ/+9KeYMmVK/PnPf44tW7bEkCFD4oorrqjwYjUAAADIFGkL3RERNWrUiCuvvDKdUwIAAECVSVvofvjhh3e7feDAgWmqBAAAANIjbaF7+PDhFda3bdsWn3zySdSsWTMOP/xwoRsAAICMk7a3l3/88ccVli1btsTixYvjnHPO8SI1AAAAMlLaQveutGjRIn75y1/udBUcAAAAMkGVhu6Iz1+utnbt2qouAwAAAPa7tIXu3//+9xWWp556KiZMmBBXXnllnH322Xu9n5dffjn69u0beXl5kZWVFdOnT6+wPZVKxS233BKNGzeO2rVrR/fu3WPJkiV73O/9998fTZs2jVq1akXHjh3jzTff3NdDBAAAgArS9iK1fv36VVjPysqKBg0axLe+9a24++6793o/JSUl0bZt27j66qvjoosu2mn7nXfeGffdd1889NBD0axZs/iXf/mX6NGjR/z1r3+NWrVq7XKfjz/+eIwYMSImTJgQHTt2jHvuuSd69OgRixcvjoYNG+7TcQIAAMAOWalUKlXVRXxVWVlZ8eSTT5YH+lQqFXl5efGTn/wkbrjhhoiIKCoqikaNGsXkyZPjsssu2+V+OnbsGGeccUaMGzcuIiLKysoiPz8/fvjDH8bNN9+8V7UUFxdHTk5OFBUVRb169b7+wSWk6c3PVHUJe7Til32qugQAAIDd2tsMWOXPdO9Py5cvj8LCwujevXt5W05OTnTs2DHmzZu3yzFbt26Nt956q8KYatWqRffu3SsdExFRWloaxcXFFRYAAAD4orTdXj5ixIi97jt27NivNEdhYWFERDRq1KhCe6NGjcq3fdmGDRti+/btuxzz7rvvVjpXQUFBjBkz5ivVCQAAwKEhbaF74cKFsXDhwti2bVucdNJJERHx3nvvRfXq1eOb3/xmeb+srKx0lfS1jBw5ssIvEoqLiyM/P78KKwIAAOBAk7bQ3bdv36hbt2489NBDceSRR0ZExMcffxyDBw+Ozp07x09+8pOvPUdubm5ERKxfvz4aN25c3r5+/fpo167dLsccc8wxUb169Vi/fn2F9vXr15fvb1eys7MjOzv7a9cMAABA5krbM9133313FBQUlAfuiIgjjzwybr/99n16e/nuNGvWLHJzc2PWrFnlbcXFxfHGG29Ep06ddjmmZs2a0b59+wpjysrKYtasWZWOAQAAgL2RtivdxcXF8eGHH+7U/uGHH8bmzZv3ej9btmyJpUuXlq8vX748Fi1aFEcddVQcf/zxcf3118ftt98eLVq0KP9kWF5eXoVPlnXr1i369+8fw4YNi4jPnzcfNGhQnH766dGhQ4e45557oqSkJAYPHvzVDxgAAIBDXtpCd//+/WPw4MFx9913R4cOHSIi4o033oif/vSnu/zedmXmz58fXbt2LV/f8Vz1oEGDYvLkyXHjjTdGSUlJfO9734tNmzbFOeecEzNmzKjwje5ly5bFhg0bytcvvfTS+PDDD+OWW26JwsLCaNeuXcyYMWOnl6sBAADAvkjbd7o/+eSTuOGGG2LixImxbdu2iIioUaNGDBkyJO66666oU6dOOspIjO907z++0w0AABzo9jYDpu1K9+GHHx4PPPBA3HXXXbFs2bKIiDjxxBMP+rANAAAAlUnbi9R2WLduXaxbty5atGgRderUiTRdaAcAAIC0S1vo3rhxY3Tr1i1atmwZvXv3jnXr1kVExJAhQ/bL58IAAADgQJO20P3jH/84DjvssFi1alUcfvjh5e2XXnppzJgxI11lAAAAQNqk7Znu559/Pp577rk47rjjKrS3aNEiVq5cma4yAAAAIG3SdqW7pKSkwhXuHT766KPIzs5OVxkAAACQNmkL3Z07d46HH364fD0rKyvKysrizjvvrPDdbQAAAMgUabu9/M4774xu3brF/PnzY+vWrXHjjTfGO++8Ex999FG89tpr6SoDAAAA0iZtV7rbtGkT7733Xpxzzjlx4YUXRklJSVx00UWxcOHCOPHEE9NVBgAAAKRNWq50b9u2LXr27BkTJkyIn//85+mYEgAAAKpcWq50H3bYYfHnP/85HVMBAADAASNtt5dfeeWV8eCDD6ZrOgAAAKhyaXuR2meffRYTJ06MF154Idq3bx916tSpsH3s2LHpKgUAAADSIvHQ/f7770fTpk3j7bffjm9+85sREfHee+9V6JOVlZV0GQAAAJB2iYfuFi1axLp162LOnDkREXHppZfGfffdF40aNUp6agAAAKhSiT/TnUqlKqz/4Q9/iJKSkqSnBQAAgCqXthep7fDlEA4AAACZKvHQnZWVtdMz257hBgAA4FCQ+DPdqVQqrrrqqsjOzo6IiE8//TSuu+66nd5e/sQTTyRdCgAAAKRV4qF70KBBFdavvPLKpKcEAACAA0LioXvSpElJTwEAAAAHpLS/SA0AAAAOFUI3AAAAJEToBgAAgIQI3QAAAJAQoRsAAAASInQDAABAQoRuAAAASIjQDQAAAAkRugEAACAhQjcAAAAkROgGAACAhAjdAAAAkBChGwAAABIidAMAAEBChG4AAABIiNANAAAACRG6AQAAICFCNwAAACRE6AYAAICECN0AAACQkIwM3U2bNo2srKydlqFDh+6y/+TJk3fqW6tWrTRXDQAAQKapUdUFJOGPf/xjbN++vXz97bffjvPPPz8uvvjiSsfUq1cvFi9eXL6elZWVaI0AAABkvowM3Q0aNKiw/stf/jJOPPHE6NKlS6VjsrKyIjc3N+nSAAAAOIRk5O3lX7R169Z45JFH4uqrr97t1estW7ZEkyZNIj8/Py688MJ45513drvf0tLSKC4urrAAAADAF2V86J4+fXps2rQprrrqqkr7nHTSSTFx4sR46qmn4pFHHomysrI466yzYs2aNZWOKSgoiJycnPIlPz8/geoBAAA4mGWlUqlUVReRpB49ekTNmjXjf//3f/d6zLZt2+Lkk0+OAQMGxG233bbLPqWlpVFaWlq+XlxcHPn5+VFUVBT16tX72nUnpenNz1R1CXu04pd9qroEAACA3SouLo6cnJw9ZsCMfKZ7h5UrV8YLL7wQTzzxxD6NO+yww+Ib3/hGLF26tNI+2dnZkZ2d/XVLBAAAIINl9O3lkyZNioYNG0afPvt25XT79u3xl7/8JRo3bpxQZQAAABwKMjZ0l5WVxaRJk2LQoEFRo0bFC/oDBw6MkSNHlq/feuut8fzzz8f7778fCxYsiCuvvDJWrlwZ11xzTbrLBgAAIINk7O3lL7zwQqxatSquvvrqnbatWrUqqlX7v983fPzxx3HttddGYWFhHHnkkdG+ffuYO3dunHLKKeksGQAAgAyT8S9SS5e9fYi+qnmRGgAAwNe3txkwY28vBwAAgKomdAMAAEBChG4AAABIiNANAAAACRG6AQAAICFCNwAAACRE6AYAAICECN0AAACQEKEbAAAAEiJ0AwAAQEKEbgAAAEiI0A0AAAAJEboBAAAgIUI3AAAAJEToBgAAgIQI3QAAAJAQoRsAAAASInQDAABAQoRuAAAASIjQDQAAAAkRugEAACAhQjcAAAAkROgGAACAhAjdAAAAkBChGwAAABIidAMAAEBChG4AAABIiNANAAAACRG6AQAAICFCNwAAACRE6AYAAICECN0AAACQEKEbAAAAEiJ0AwAAQEKEbgAAAEiI0A0AAAAJEboBAAAgIUI3AAAAJEToBgAAgIQI3QAAAJAQoRsAAAASInQDAABAQjIydI8ePTqysrIqLK1atdrtmGnTpkWrVq2iVq1aceqpp8azzz6bpmoBAADIVBkZuiMiWrduHevWrStfXn311Ur7zp07NwYMGBBDhgyJhQsXRr9+/aJfv37x9ttvp7FiAAAAMk2Nqi4gKTVq1Ijc3Ny96nvvvfdGz54946c//WlERNx2220xc+bMGDduXEyYMGGXY0pLS6O0tLR8vbi4+OsXDQAAQEbJ2CvdS5Ysiby8vDjhhBPiiiuuiFWrVlXad968edG9e/cKbT169Ih58+ZVOqagoCBycnLKl/z8/P1WOwAAAJkhI0N3x44dY/LkyTFjxowYP358LF++PDp37hybN2/eZf/CwsJo1KhRhbZGjRpFYWFhpXOMHDkyioqKypfVq1fv12MAAADg4JeRt5f36tWr/H+fdtpp0bFjx2jSpElMnTo1hgwZsl/myM7Ojuzs7P2yLwAAADJTRl7p/rL69etHy5YtY+nSpbvcnpubG+vXr6/Qtn79+r1+JhwAAAB25ZAI3Vu2bIlly5ZF48aNd7m9U6dOMWvWrAptM2fOjE6dOqWjPAAAADJURobuG264IV566aVYsWJFzJ07N/r37x/Vq1ePAQMGRETEwIEDY+TIkeX9hw8fHjNmzIi777473n333Rg9enTMnz8/hg0bVlWHAAAAQAbIyGe616xZEwMGDIiNGzdGgwYN4pxzzonXX389GjRoEBERq1atimrV/u/3DWeddVY8+uij8Ytf/CJ+9rOfRYsWLWL69OnRpk2bqjoEAAAAMkBWKpVKVXURmaC4uDhycnKiqKgo6tWrV9XlVKrpzc9UdQl7tOKXfaq6BAAAgN3a2wyYkbeXAwAAwIFA6AYAAICECN0AAACQEKEbAAAAEiJ0AwAAQEKEbgAAAEiI0A0AAAAJEboBAAAgIUI3AAAAJEToBgAAgIQI3QAAAJAQoRsAAAASInQDAABAQoRuAAAASIjQDQAAAAkRugEAACAhQjcAAAAkROgGAACAhAjdAAAAkBChGwAAABIidAMAAEBChG4AAABIiNANAAAACRG6AQAAICFCNwAAACRE6AYAAICECN0AAACQEKEbAAAAEiJ0AwAAQEKEbgAAAEiI0A0AAAAJEboBAAAgIUI3AAAAJEToBgAAgITUqOoCAAAASK+mNz9T1SXs0Ypf9qnqEvYLV7oBAAAgIUI3AAAAJEToBgAAgIQI3QAAAJAQoRsAAAASInQDAABAQjIydBcUFMQZZ5wRdevWjYYNG0a/fv1i8eLFux0zefLkyMrKqrDUqlUrTRUDAACQiTIydL/00ksxdOjQeP3112PmzJmxbdu2uOCCC6KkpGS34+rVqxfr1q0rX1auXJmmigEAAMhENaq6gCTMmDGjwvrkyZOjYcOG8dZbb8W5555b6bisrKzIzc3dqzlKS0ujtLS0fL24uPirFQsAAEDGysgr3V9WVFQUERFHHXXUbvtt2bIlmjRpEvn5+XHhhRfGO++8U2nfgoKCyMnJKV/y8/P3a80AAAAc/DI+dJeVlcX1118fZ599drRp06bSfieddFJMnDgxnnrqqXjkkUeirKwszjrrrFizZs0u+48cOTKKiorKl9WrVyd1CAAAABykMvL28i8aOnRovP322/Hqq6/utl+nTp2iU6dO5etnnXVWnHzyyfHrX/86brvttp36Z2dnR3Z29n6vFwAAgMyR0aF72LBh8fTTT8fLL78cxx133D6NPeyww+Ib3/hGLF26NKHqAAAAyHQZeXt5KpWKYcOGxZNPPhmzZ8+OZs2a7fM+tm/fHn/5y1+icePGCVQIAADAoSAjr3QPHTo0Hn300Xjqqaeibt26UVhYGBEROTk5Ubt27YiIGDhwYBx77LFRUFAQERG33nprnHnmmdG8efPYtGlT3HXXXbFy5cq45pprquw4AAAAOLhlZOgeP358REScd955FdonTZoUV111VURErFq1KqpV+78L/R9//HFce+21UVhYGEceeWS0b98+5s6dG6ecckq6ygYAACDDZGToTqVSe+zz4osvVlj/1a9+Fb/61a8SqggAAIBDUUY+0w0AAAAHAqEbAAAAEiJ0AwAAQEKEbgAAAEiI0A0AAAAJEboBAAAgIUI3AAAAJEToBgAAgIQI3QAAAJAQoRsAAAASInQDAABAQoRuAAAASIjQDQAAAAkRugEAACAhQjcAAAAkROgGAACAhAjdAAAAkBChGwAAABIidAMAAEBChG4AAABIiNANAAAACRG6AQAAICFCNwAAACRE6AYAAICECN0AAACQEKEbAAAAEiJ0AwAAQEKEbgAAAEiI0A0AAAAJEboBAAAgIUI3AAAAJEToBgAAgIQI3QAAAJAQoRsAAAASInQDAABAQoRuAAAASIjQDQAAAAkRugEAACAhQjcAAAAkROgGAACAhAjdAAAAkJCMDd33339/NG3aNGrVqhUdO3aMN998c7f9p02bFq1atYpatWrFqaeeGs8++2yaKgUAACBTZWTofvzxx2PEiBExatSoWLBgQbRt2zZ69OgRH3zwwS77z507NwYMGBBDhgyJhQsXRr9+/aJfv37x9ttvp7lyAAAAMklWKpVKVXUR+1vHjh3jjDPOiHHjxkVERFlZWeTn58cPf/jDuPnmm3fqf+mll0ZJSUk8/fTT5W1nnnlmtGvXLiZMmLDLOUpLS6O0tLR8vaioKI4//vhYvXp11KtXbz8f0f7TZtRzVV3CHr09pkdVlwAAABlNLvj6iouLIz8/PzZt2hQ5OTmV9quRxprSYuvWrfHWW2/FyJEjy9uqVasW3bt3j3nz5u1yzLx582LEiBEV2nr06BHTp0+vdJ6CgoIYM2bMTu35+flfrXDK5dxT1RUAAABV7WDJBZs3bz60QveGDRti+/bt0ahRowrtjRo1infffXeXYwoLC3fZv7CwsNJ5Ro4cWSGol5WVxUcffRRHH310ZGVlfY0jSM6O38Qc6FfjyXzORQ4UzkUOFM5FDhTORQ4UB8O5mEqlYvPmzZGXl7fbfhkXutMlOzs7srOzK7TVr1+/aorZR/Xq1TtgT1wOLc5FDhTORQ4UzkUOFM5FDhQH+rm4uyvcO2Tci9SOOeaYqF69eqxfv75C+/r16yM3N3eXY3Jzc/epPwAAAOyNjAvdNWvWjPbt28esWbPK28rKymLWrFnRqVOnXY7p1KlThf4RETNnzqy0PwAAAOyNjLy9fMSIETFo0KA4/fTTo0OHDnHPPfdESUlJDB48OCIiBg4cGMcee2wUFBRERMTw4cOjS5cucffdd0efPn1iypQpMX/+/PjNb35TlYex32VnZ8eoUaN2ui0e0s25yIHCuciBwrnIgcK5yIEik87FjPxkWETEuHHj4q677orCwsJo165d3HfffdGxY8eIiDjvvPOiadOmMXny5PL+06ZNi1/84hexYsWKaNGiRdx5553Ru3fvKqoeAACATJCxoRsAAACqWsY90w0AAAAHCqEbAAAAEiJ0AwAAQEKEbgAAAEiI0J0hXn755ejbt2/k5eVFVlZWTJ8+fY9jXnzxxfjmN78Z2dnZ0bx58wpvc4evY1/PxyeeeCLOP//8aNCgQdSrVy86deoUzz33XHqKJaN9lb8bd3jttdeiRo0a0a5du8Tq49DxVc7F0tLS+PnPfx5NmjSJ7OzsaNq0aUycODH5YsloX+Vc/O1vfxtt27aNww8/PBo3bhxXX311bNy4MfliyVgFBQVxxhlnRN26daNhw4bRr1+/WLx48R7HTZs2LVq1ahW1atWKU089NZ599tk0VPv1Cd0ZoqSkJNq2bRv333//XvVfvnx59OnTJ7p27RqLFi2K66+/Pq655hpBh/1iX8/Hl19+Oc4///x49tln46233oquXbtG3759Y+HChQlXSqbb13Nxh02bNsXAgQOjW7duCVXGoearnIuXXHJJzJo1Kx588MFYvHhxPPbYY3HSSSclWCWHgn09F1977bUYOHBgDBkyJN55552YNm1avPnmm3HttdcmXCmZ7KWXXoqhQ4fG66+/HjNnzoxt27bFBRdcECUlJZWOmTt3bgwYMCCGDBkSCxcujH79+kW/fv3i7bffTmPlX41PhmWgrKysePLJJ6Nfv36V9rnpppvimWeeqXCSXnbZZbFp06aYMWNGGqrkULE35+OutG7dOi699NK45ZZbkimMQ86+nIuXXXZZtGjRIqpXrx7Tp0+PRYsWJV4fh469ORdnzJgRl112Wbz//vtx1FFHpa84Dil7cy7++7//e4wfPz6WLVtW3vYf//Efcccdd8SaNWvSUCWHgg8//DAaNmwYL730Upx77rm77HPppZdGSUlJPP300+VtZ555ZrRr1y4mTJiQrlK/Ele6D1Hz5s2L7t27V2jr0aNHzJs3r4oqgv9TVlYWmzdv9g9NqsSkSZPi/fffj1GjRlV1KRzCfv/738fpp58ed955Zxx77LHRsmXLuOGGG+If//hHVZfGIaZTp06xevXqePbZZyOVSsX69evjd7/7XfTu3buqSyODFBUVRUTs9t9+B3N+qVHVBVA1CgsLo1GjRhXaGjVqFMXFxfGPf/wjateuXUWVwee/Vd+yZUtccsklVV0Kh5glS5bEzTffHK+88krUqOE/kVSd999/P1599dWoVatWPPnkk7Fhw4b4wQ9+EBs3boxJkyZVdXkcQs4+++z47W9/G5deeml8+umn8dlnn0Xfvn33+bEdqExZWVlcf/31cfbZZ0ebNm0q7VdZfiksLEy6xK/NlW7ggPLoo4/GmDFjYurUqdGwYcOqLodDyPbt2+Pyyy+PMWPGRMuWLau6HA5xZWVlkZWVFb/97W+jQ4cO0bt37xg7dmw89NBDrnaTVn/9619j+PDhccstt8Rbb70VM2bMiBUrVsR1111X1aWRIYYOHRpvv/12TJkypapLSYxf4x+icnNzY/369RXa1q9fH/Xq1XOVmyozZcqUuOaaa2LatGk73T4ESdu8eXPMnz8/Fi5cGMOGDYuIz4NPKpWKGjVqxPPPPx/f+ta3qrhKDhWNGzeOY489NnJycsrbTj755EilUrFmzZpo0aJFFVbHoaSgoCDOPvvs+OlPfxoREaeddlrUqVMnOnfuHLfffns0bty4iivkYDZs2LB4+umn4+WXX47jjjtut30ryy+5ublJlrhfuNJ9iOrUqVPMmjWrQtvMmTOjU6dOVVQRh7rHHnssBg8eHI899lj06dOnqsvhEFSvXr34y1/+EosWLSpfrrvuujjppJNi0aJF0bFjx6oukUPI2WefHWvXro0tW7aUt7333ntRrVq1Pf7DFPanTz75JKpVqxgZqlevHhER3sfMV5VKpWLYsGHx5JNPxuzZs6NZs2Z7HHMw5xdXujPEli1bYunSpeXry5cvj0WLFsVRRx0Vxx9/fIwcOTL+/ve/x8MPPxwREdddd12MGzcubrzxxrj66qtj9uzZMXXq1HjmmWeq6hDIIPt6Pj766KMxaNCguPfee6Njx47lz+bUrl27wlUe2Ff7ci5Wq1Ztp2fJGjZsGLVq1drtM2awN/b178XLL788brvtthg8eHCMGTMmNmzYED/96U/j6quvdkcaX8u+not9+/aNa6+9NsaPHx89evSIdevWxfXXXx8dOnSIvLy8qjoMDnJDhw6NRx99NJ566qmoW7du+b/9cnJyyv+OGzhwYBx77LFRUFAQERHDhw+PLl26xN133x19+vSJKVOmxPz58+M3v/lNlR3HXkuREebMmZOKiJ2WQYMGpVKpVGrQoEGpLl267DSmXbt2qZo1a6ZOOOGE1KRJk9JeN5lpX8/HLl267LY/fFVf5e/GLxo1alSqbdu2aamVzPZVzsW//e1vqe7du6dq166dOu6441IjRoxIffLJJ+kvnozyVc7F++67L3XKKaekateunWrcuHHqiiuuSK1Zsyb9xZMxdnUORkSFPNKlS5ed/i04derUVMuWLVM1a9ZMtW7dOvXMM8+kt/CvyHe6AQAAICGe6QYAAICECN0AAACQEKEbAAAAEiJ0AwAAQEKEbgAAAEiI0A0AAAAJEboBAAAgIUI3AAAAJEToBgAAgIQI3QAAAJAQoRsAAAASInQDAABAQoRuAAAASIjQDQAAAAkRugEAACAhQjcAAAAkROgGAACAhAjdACRm8uTJkZWVFStWrNinceedd160adNmv9bStGnTuOqqq/brPpMwevToyMrKqtC2L7Wfd955cd555+3/wr5CLQCA0A0AB52//vWvMXr06H3+ZcahZO3atTF69OhYtGhRWub7t3/7t5g+fXpa5kq3Bx54ICZPnlzVZQActIRuADjALV68OP7zP/+zfP2vf/1rjBkzZpeh+/nnn4/nn38+jdUdmNauXRtjxowRuvcDoRvg66lR1QUAALuXnZ29131r1qyZYCUAwL5ypRuAtHnqqaeiT58+kZeXF9nZ2XHiiSfGbbfdFtu3b99l/7feeivOOuusqF27djRr1iwmTJiwU5/S0tIYNWpUNG/ePLKzsyM/Pz9uvPHGKC0t3W0t27ZtizFjxkSLFi2iVq1acfTRR8c555wTM2fO3OvjefHFFyMrKysef/zx+NnPfha5ublRp06d+Pa3vx2rV6/eqf+0adOiffv2Ubt27TjmmGPiyiuvjL///e97nOeLz1FPnjw5Lr744oiI6Nq1a2RlZUVWVla8+OKLEbHrZ7o//fTTGD16dLRs2TJq1aoVjRs3josuuiiWLVtW3uff//3f46yzzoqjjz46ateuHe3bt4/f/e53e/2z2JNHHnkkOnToEIcffngceeSRce655+50Rf6BBx6I1q1bR3Z2duTl5cXQoUNj06ZNFfrseN7/r3/9a3Tt2jUOP/zwOPbYY+POO+8s7/Piiy/GGWecERERgwcPLv8ZffFq7RtvvBE9e/aMnJycOPzww6NLly7x2muvVZhrx/P1S5cujauuuirq168fOTk5MXjw4Pjkk0/K+2VlZUVJSUk89NBD5XPty3PvZWVlce+998app54atWrVigYNGkTPnj1j/vz55X0+++yzuO222+LEE0+M7OzsaNq0afzsZz/b6TzPysqK0aNH7zTHl5/F3/G+hddeey1GjBgRDRo0iDp16kT//v3jww8/rDDunXfeiZdeeqn82JJ8ZwBAJnKlG4C0mTx5chxxxBExYsSIOOKII2L27Nlxyy23RHFxcdx1110V+n788cfRu3fvuOSSS2LAgAExderU+P73vx81a9aMq6++OiI+Dyvf/va349VXX43vfe97cfLJJ8df/vKX+NWvfhXvvffebm/3HT16dBQUFMQ111wTHTp0iOLi4pg/f34sWLAgzj///H06rn/913+NrKysuOmmm+KDDz6Ie+65J7p37x6LFi2K2rVrlx/74MGD44wzzoiCgoJYv3593HvvvfHaa6/FwoULo379+ns117nnnhs/+tGP4r777ouf/exncfLJJ0dElP/fL9u+fXv8v//3/2LWrFlx2WWXxfDhw2Pz5s0xc+bMePvtt+PEE0+MiIh77703vv3tb8cVV1wRW7dujSlTpsTFF18cTz/9dPTp02effh5fNmbMmBg9enScddZZceutt0bNmjXjjTfeiNmzZ8cFF1wQEZ//eYwZMya6d+8e3//+92Px4sUxfvz4+OMf/xivvfZaHHbYYeX7+/jjj6Nnz55x0UUXxSWXXBK/+93v4qabbopTTz01evXqFSeffHLceuutccstt8T3vve96Ny5c0REnHXWWRERMXv27OjVq1e0b98+Ro0aFdWqVYtJkybFt771rXjllVeiQ4cOFeq/5JJLolmzZlFQUBALFiyI//qv/4qGDRvGHXfcERER//3f/11+Hn3ve9+LiCj/ue6NIUOGxOTJk6NXr15xzTXXxGeffRavvPJKvP7663H66adHRMQ111wTDz30UHz3u9+Nn/zkJ/HGG29EQUFB/O1vf4snn3zyK/7JRPzwhz+MI488MkaNGhUrVqyIe+65J4YNGxaPP/54RETcc8898cMf/jCOOOKI+PnPfx4REY0aNfrK8wEcklIAkJBJkyalIiK1fPnyVCqVSn3yySc79fnnf/7n1OGHH5769NNPy9u6dOmSiojU3XffXd5WWlqaateuXaphw4aprVu3plKpVOq///u/U9WqVUu98sorFfY5YcKEVESkXnvttfK2Jk2apAYNGlS+3rZt21SfPn2+1vHNmTMnFRGpY489NlVcXFzePnXq1FREpO69995UKpVKbd26NdWwYcNUmzZtUv/4xz/K+z399NOpiEjdcsst5W2jRo1Kffk/z1+ufdq0aamISM2ZM2enmrp06ZLq0qVL+frEiRNTEZEaO3bsTn3LysrK//eX/2y2bt2aatOmTepb3/rWbmvZkyVLlqSqVauW6t+/f2r79u27nP+DDz5I1axZM3XBBRdU6DNu3LhURKQmTpxY4fgiIvXwww+Xt5WWlqZyc3NT3/nOd8rb/vjHP6YiIjVp0qSd5mzRokWqR48eOx1/s2bNUueff355244/i6uvvrrCPvr37586+uijK7TVqVNnn34uO8yePTsVEakf/ehHO23bUd+iRYtSEZG65pprKmy/4YYbUhGRmj17dnlbRKRGjRq1076+/Oe24/83u3fvXuHn8OMf/zhVvXr11KZNm8rbWrduXeGcAmDfuL0cgLTZcdU3ImLz5s2xYcOG6Ny5c3zyySfx7rvvVuhbo0aN+Od//ufy9Zo1a8Y///M/xwcffBBvvfVWRHx+u/bJJ58crVq1ig0bNpQv3/rWtyIiYs6cOZXWUr9+/XjnnXdiyZIlX/u4Bg4cGHXr1i1f/+53vxuNGzeOZ599NiIi5s+fHx988EH84Ac/iFq1apX369OnT7Rq1SqeeeaZr11DZf7nf/4njjnmmPjhD3+407Yvfprsi382H3/8cRQVFUXnzp1jwYIFX2v+6dOnR1lZWdxyyy1RrVrFf3bsmP+FF16IrVu3xvXXX1+hz7XXXhv16tXb6edzxBFHxJVXXlm+XrNmzejQoUO8//77e6xn0aJFsWTJkrj88stj48aN5edMSUlJdOvWLV5++eUoKyurMOa6666rsN65c+fYuHFjFBcX790PYTf+53/+J7KysmLUqFE7bdvx89lxHo0YMaLC9p/85CcREV/r/Pne975X4Tzo3LlzbN++PVauXPmV9wlARW4vByBt3nnnnfjFL34Rs2fP3imwFBUVVVjPy8uLOnXqVGhr2bJlRESsWLEizjzzzFiyZEn87W9/iwYNGuxyvg8++KDSWm699da48MILo2XLltGmTZvo2bNn/NM//VOcdtpp+3xcLVq0qLCelZUVzZs3L3+7+I4Ac9JJJ+00tlWrVvHqq6/u85x7a9myZXHSSSdFjRq7/0/+008/HbfffnssWrSownPCX/5m+FeZv1q1anHKKadU2qeyn0/NmjXjhBNO2CkAHnfccTvVdeSRR8af//znPdaz45csgwYNqrRPUVFRHHnkkeXrxx9//E5zRXz+y4l69ertcc7dWbZsWeTl5cVRRx1VaZ+VK1dGtWrVonnz5hXac3Nzo379+l8rIO/u2ADYP4RuANJi06ZN0aVLl6hXr17ceuutceKJJ0atWrViwYIFcdNNN+10dXFvlJWVxamnnhpjx47d5fb8/PxKx5577rmxbNmyeOqpp+L555+P//qv/4pf/epXMWHChLjmmmv2uZaD2SuvvBLf/va349xzz40HHnggGjduHIcddlhMmjQpHn300aoubyfVq1ffZXsqldrj2B3n2V133RXt2rXbZZ8jjjhiv823P32dX4BU9rLCA+XYADKZ0A1AWrz44ouxcePGeOKJJ+Lcc88tb1++fPku+69duzZKSkoqXO1+7733IuLzNypHfP6yqj/96U/RrVu3rxRIjjrqqBg8eHAMHjw4tmzZEueee26MHj16n0P3l29RT6VSsXTp0vKr5k2aNImIz7+3vePW9x0WL15cvn1v7cuxnnjiifHGG2/Etm3bKryM7Iv+53/+J2rVqhXPPfdchc+TTZo0aZ/qqmz+srKy+Otf/1ppyP3iz+eEE04ob9+6dWssX748unfvvs/zVvYz2vGCs3r16n2l/e7rfHty4oknxnPPPRcfffRRpVe7mzRpEmVlZbFkyZIKL8xbv359bNq0qcL5c+SRR+70xvetW7fGunXrvlJ9EV//bgeAQ51nugFIix1X1L54BW3r1q3xwAMP7LL/Z599Fr/+9a8r9P31r38dDRo0iPbt20fE52+V/vvf/x7/+Z//udP4f/zjH1FSUlJpPRs3bqywfsQRR0Tz5s33+KmxXXn44Ydj8+bN5eu/+93vYt26ddGrV6+IiDj99NOjYcOGMWHChAr7/8Mf/hB/+9vf9vnt4Dt+EfHlcLUr3/nOd2LDhg0xbty4nbbt+LOoXr16ZGVlVbgaumLFit2+/X1v9evXL6pVqxa33nrrTncz7Ji/e/fuUbNmzbjvvvsqnB8PPvhgFBUVfaW3p1f2M2rfvn2ceOKJ8e///u+xZcuWncZ98XNZ+zrf3vx5fNl3vvOdSKVSMWbMmJ227fhZ9O7dOyI+f5P4F+24w+OLP58TTzwxXn755Qr9fvOb31R6pXtvfNVjA+BzrnQDkBZnnXVWHHnkkTFo0KD40Y9+FFlZWfHf//3fld7GmpeXF3fccUesWLEiWrZsGY8//ngsWrQofvOb35Rfsf2nf/qnmDp1alx33XUxZ86cOPvss2P79u3x7rvvxtSpU+O5554r/+TSl51yyilx3nnnRfv27eOoo46K+fPnx+9+97sYNmzYPh/bUUcdFeecc04MHjw41q9fH/fcc080b948rr322oiIOOyww+KOO+6IwYMHR5cuXWLAgAHlnwxr2rRp/PjHP96n+dq1axfVq1ePO+64I4qKiiI7Ozu+9a1vRcOGDXfqO3DgwHj44YdjxIgR8eabb0bnzp2jpKQkXnjhhfjBD34QF154YfTp0yfGjh0bPXv2jMsvvzw++OCDuP/++6N58+Z79Zz07jRv3jx+/vOfx2233RadO3eOiy66KLKzs+OPf/xj5OXlRUFBQTRo0CBGjhwZY8aMiZ49e8a3v/3tWLx4cTzwwANxxhlnVHhp2t468cQTo379+jFhwoSoW7du1KlTJzp27BjNmjWL//qv/4pevXpF69atY/DgwXHsscfG3//+95gzZ07Uq1cv/vd//3ef52vfvn288MILMXbs2MjLy4tmzZpFx44d9ziua9eu8U//9E9x3333xZIlS6Jnz55RVlYWr7zySnTt2jWGDRsWbdu2jUGDBsVvfvOb8sc03nzzzXjooYeiX79+0bVr1/L9XXPNNXHdddfFd77znTj//PPjT3/6Uzz33HNxzDHH7PMxffHYxo8fH7fffns0b948GjZsuNMdGwDsRhW9NR2AQ8CXPxn22muvpc4888xU7dq1U3l5eakbb7wx9dxzz+30+asuXbqkWrdunZo/f36qU6dOqVq1aqWaNGmSGjdu3E5zbN26NXXHHXekWrduncrOzk4deeSRqfbt26fGjBmTKioqKu/35U8m3X777akOHTqk6tevn6pdu3aqVatWqX/9138t/xzZ3tjxybDHHnssNXLkyFTDhg1TtWvXTvXp0ye1cuXKnfo//vjjqW984xup7Ozs1FFHHZW64oorUmvWrKnQZ28+GZZKpVL/+Z//mTrhhBNS1atXr/Dz+/Inw1Kpzz+H9fOf/zzVrFmz1GGHHZbKzc1Nffe7300tW7asvM+DDz6YatGiRSo7OzvVqlWr1KRJk/a6lr0xceLE8mM/8sgjU126dEnNnDmzQp9x48alWrVqlTrssMNSjRo1Sn3/+99PffzxxxX67Dg3vmzQoEGpJk2aVGh76qmnUqecckqqRo0aO30+bOHChamLLroodfTRR6eys7NTTZo0SV1yySWpWbNmlffZcfwffvhhhf1++bxOpVKpd999N3XuueemateunYqIffoZffbZZ6m77ror1apVq1TNmjVTDRo0SPXq1Sv11ltvlffZtm1basyYMeV/hvn5+amRI0dW+NReKpVKbd++PXXTTTeljjnmmNThhx+e6tGjR2rp0qWVfjLsj3/8Y4XxO87pL/7/Y2FhYapPnz6punXrpiLC58MA9lFWKuVNGQDwVbz44ovRtWvXmDZtWnz3u9+t6nIAgAOQZ7oBAAAgIZ7pBoAv2bp1a3z00Ue77ZOTk5Omag5chYWFu91eu3btQ/bntH379j2+lO2II47Y6fNkAGQeoRsAvmTu3LkVXk61K5MmTSr/dNmhqnHjxrvdPmjQoJg8eXJ6ijnArF69Opo1a7bbPqNGjYrRo0enpyAAqozQDQBf0rZt25g5c+Zu+7Ru3ToaN25c6dvXDwV7+hnl5eWlqZIDT25u7h5/Pl/8JjkAmcuL1AAAACAhrnTvJ2VlZbF27dqoW7duZGVlVXU5AAAAJCiVSsXmzZsjLy8vqlWr/B3lQvd+snbt2sjPz6/qMgAAAEij1atXx3HHHVfpdqF7P6lbt25EfP4Dr1evXhVXAwAAQJKKi4sjPz+/PAtWRujeT3bcUl6vXj2hGwAA4BCxp8eLK7/xHAAAAPhahG4AAABIiNANAAAACRG6AQAAICFCNwAAACRE6AYAAICECN0AAACQEKEbAAAAEiJ0AwAAQEKEbgAAAEiI0A0AAAAJEboBAAAgIUI3AAAAJEToBgAAgIQI3QAAAJAQoRsAAAASInQDAABAQoRuAAAASEiNqi6A9Gp68zNVXcIerfhln6ouAQAAYL9wpRsAAAASInQDAABAQoRuAAAASIjQDQAAAAkRugEAACAhQjcAAAAkROgGAACAhAjdAAAAkBChGwAAABIidAMAAEBChG4AAABIiNANAAAACRG6AQAAICFCNwAAACRE6AYAAICECN0AAACQkIMudBcUFMQZZ5wRdevWjYYNG0a/fv1i8eLFFfp8+umnMXTo0Dj66KPjiCOOiO985zuxfv363e43lUrFLbfcEo0bN47atWtH9+7dY8mSJUkeCgAAABnuoAvdL730UgwdOjRef/31mDlzZmzbti0uuOCCKCkpKe/z4x//OP73f/83pk2bFi+99FKsXbs2Lrroot3u984774z77rsvJkyYEG+88UbUqVMnevToEZ9++mnShwQAAECGykqlUqmqLuLr+PDDD6Nhw4bx0ksvxbnnnhtFRUXRoEGDePTRR+O73/1uRES8++67cfLJJ8e8efPizDPP3GkfqVQq8vLy4ic/+UnccMMNERFRVFQUjRo1ismTJ8dll12205jS0tIoLS0tXy8uLo78/PwoKiqKevXqJXS0X1/Tm5+p6hL2aMUv+1R1CQAAALtVXFwcOTk5e8yAB92V7i8rKiqKiIijjjoqIiLeeuut2LZtW3Tv3r28T6tWreL444+PefPm7XIfy5cvj8LCwgpjcnJyomPHjpWOKSgoiJycnPIlPz9/fx0SAAAAGeKgDt1lZWVx/fXXx9lnnx1t2rSJiIjCwsKoWbNm1K9fv0LfRo0aRWFh4S73s6O9UaNGez1m5MiRUVRUVL6sXr36ax4NAAAAmaZGVRfwdQwdOjTefvvtePXVV9M+d3Z2dmRnZ6d9XgAAAA4eB+2V7mHDhsXTTz8dc+bMieOOO668PTc3N7Zu3RqbNm2q0H/9+vWRm5u7y33taP/yG853NwYAAAD25KAL3alUKoYNGxZPPvlkzJ49O5o1a1Zhe/v27eOwww6LWbNmlbctXrw4Vq1aFZ06ddrlPps1axa5ubkVxhQXF8cbb7xR6RgAAADYk4MudA8dOjQeeeSRePTRR6Nu3bpRWFgYhYWF8Y9//CMiPn8B2pAhQ2LEiBExZ86ceOutt2Lw4MHRqVOnCm8ub9WqVTz55JMREZGVlRXXX3993H777fH73/8+/vKXv8TAgQMjLy8v+vXrVxWHCQAAQAY46J7pHj9+fEREnHfeeRXaJ02aFFdddVVERPzqV7+KatWqxXe+850oLS2NHj16xAMPPFCh/+LFi8vffB4RceONN0ZJSUl873vfi02bNsU555wTM2bMiFq1aiV6PAAAAGSug/473QeKvf1GW1XznW4AAICv75D5TjcAAAAcqIRuAAAASIjQDQAAAAkRugEAACAhQjcAAAAkROgGAACAhAjdAAAAkBChGwAAABIidAMAAEBChG4AAABIiNANAAAACRG6AQAAICFCNwAAACRE6AYAAICECN0AAACQEKEbAAAAEiJ0AwAAQEKEbgAAAEiI0A0AAAAJEboBAAAgIUI3AAAAJEToBgAAgIQI3QAAAJAQoRsAAAASInQDAABAQoRuAAAASIjQDQAAAAkRugEAACAhQjcAAAAkROgGAACAhAjdAAAAkBChGwAAABIidAMAAEBChG4AAABIiNANAAAACRG6AQAAICFCNwAAACRE6AYAAICEHHSh++WXX46+fftGXl5eZGVlxfTp0ytsz8rK2uVy1113VbrP0aNH79S/VatWCR8JAAAAme6gC90lJSXRtm3buP/++3e5fd26dRWWiRMnRlZWVnznO9/Z7X5bt25dYdyrr76aRPkAAAAcQmpUdQH7qlevXtGrV69Kt+fm5lZYf+qpp6Jr165xwgkn7Ha/NWrU2GksAAAAfB0H3ZXufbF+/fp45plnYsiQIXvsu2TJksjLy4sTTjghrrjiili1atVu+5eWlkZxcXGFBQAAAL4oo0P3Qw89FHXr1o2LLrpot/06duwYkydPjhkzZsT48eNj+fLl0blz59i8eXOlYwoKCiInJ6d8yc/P39/lAwAAcJDL6NA9ceLEuOKKK6JWrVq77derV6+4+OKL47TTTosePXrEs88+G5s2bYqpU6dWOmbkyJFRVFRUvqxevXp/lw8AAMBB7qB7pntvvfLKK7F48eJ4/PHH93ls/fr1o2XLlrF06dJK+2RnZ0d2dvbXKREAAIAMl7FXuh988MFo3759tG3bdp/HbtmyJZYtWxaNGzdOoDIAAAAOFQdd6N6yZUssWrQoFi1aFBERy5cvj0WLFlV48VlxcXFMmzYtrrnmml3uo1u3bjFu3Ljy9RtuuCFeeumlWLFiRcydOzf69+8f1atXjwEDBiR6LAAAAGS2g+728vnz50fXrl3L10eMGBEREYMGDYrJkydHRMSUKVMilUpVGpqXLVsWGzZsKF9fs2ZNDBgwIDZu3BgNGjSIc845J15//fVo0KBBcgcCAABAxstKpVKpqi4iExQXF0dOTk4UFRVFvXr1qrqcSjW9+ZmqLmGPVvyyT1WXAAAAsFt7mwEPutvLAQAA4GAhdAMAAEBChG4AAABIiNANAAAACRG6AQAAICFCNwAAACRE6AYAAICECN0AAACQEKEbAAAAEiJ0AwAAQEKEbgAAAEiI0A0AAAAJEboBAAAgIUI3AAAAJEToBgAAgIQI3QAAAJAQoRsAAAASInQDAABAQoRuAAAASIjQDQAAAAkRugEAACAhQjcAAAAkROgGAACAhAjdAAAAkBChGwAAABIidAMAAEBChG4AAABIiNANAAAACRG6AQAAICFCNwAAACRE6AYAAICECN0AAACQEKEbAAAAEiJ0AwAAQEKEbgAAAEiI0A0AAAAJEboBAAAgIUI3AAAAJEToBgAAgIQcdKH75Zdfjr59+0ZeXl5kZWXF9OnTK2y/6qqrIisrq8LSs2fPPe73/vvvj6ZNm0atWrWiY8eO8eabbyZ0BAAAABwqDrrQXVJSEm3bto3777+/0j49e/aMdevWlS+PPfbYbvf5+OOPx4gRI2LUqFGxYMGCaNu2bfTo0SM++OCD/V0+AAAAh5AaVV3AvurVq1f06tVrt32ys7MjNzd3r/c5duzYuPbaa2Pw4MERETFhwoR45plnYuLEiXHzzTfvckxpaWmUlpaWrxcXF+/1fAAAABwaDror3XvjxRdfjIYNG8ZJJ50U3//+92Pjxo2V9t26dWu89dZb0b179/K2atWqRffu3WPevHmVjisoKIicnJzyJT8/f78eAwAAAAe/jAvdPXv2jIcffjhmzZoVd9xxR7z00kvRq1ev2L59+y77b9iwIbZv3x6NGjWq0N6oUaMoLCysdJ6RI0dGUVFR+bJ69er9ehwAAAAc/A6628v35LLLLiv/36eeemqcdtppceKJJ8aLL74Y3bp122/zZGdnR3Z29n7bHwAAAJkn4650f9kJJ5wQxxxzTCxdunSX24855pioXr16rF+/vkL7+vXr9+m5cAAAAPiyjA/da9asiY0bN0bjxo13ub1mzZrRvn37mDVrVnlbWVlZzJo1Kzp16pSuMgEAAMhAB13o3rJlSyxatCgWLVoUERHLly+PRYsWxapVq2LLli3x05/+NF5//fVYsWJFzJo1Ky688MJo3rx59OjRo3wf3bp1i3HjxpWvjxgxIv7zP/8zHnroofjb3/4W3//+96OkpKT8beYAAADwVRx0z3TPnz8/unbtWr4+YsSIiIgYNGhQjB8/Pv785z/HQw89FJs2bYq8vLy44IIL4rbbbqvw/PWyZctiw4YN5euXXnppfPjhh3HLLbdEYWFhtGvXLmbMmLHTy9UAAABgX2SlUqlUVReRCYqLiyMnJyeKioqiXr16VV1OpZre/ExVl7BHK37Zp6pLAAAA2K29zYAH3e3lAAAAcLAQugEAACAhQjcAAAAkROgGAACAhAjdAAAAkBChGwAAABIidAMAAEBChG4AAABIiNANAAAACRG6AQAAICFCNwAAACRE6AYAAICECN0AAACQEKEbAAAAEiJ0AwAAQEKEbgAAAEiI0A0AAAAJEboBAAAgIUI3AAAAJEToBgAAgIQI3QAAAJAQoRsAAAASInQDAABAQoRuAAAASIjQDQAAAAkRugEAACAhQjcAAAAkROgGAACAhAjdAAAAkBChGwAAABIidAMAAEBChG4AAABIiNANAAAACRG6AQAAICFCNwAAACRE6AYAAICECN0AAACQEKEbAAAAEiJ0AwAAQELSFrrff//9/bKfl19+Ofr27Rt5eXmRlZUV06dPL9+2bdu2uOmmm+LUU0+NOnXqRF5eXgwcODDWrl27232OHj06srKyKiytWrXaL/UCAABw6Epb6G7evHl07do1Hnnkkfj000+/8n5KSkqibdu2cf/99++07ZNPPokFCxbEv/zLv8SCBQviiSeeiMWLF8e3v/3tPe63devWsW7duvLl1Vdf/co1AgAAQEREjXRNtGDBgpg0aVKMGDEihg0bFpdeemkMGTIkOnTosE/76dWrV/Tq1WuX23JycmLmzJkV2saNGxcdOnSIVatWxfHHH1/pfmvUqBG5ubl7XUdpaWmUlpaWrxcXF+/1WAAAAA4NabvS3a5du7j33ntj7dq1MXHixFi3bl2cc8450aZNmxg7dmx8+OGHicxbVFQUWVlZUb9+/d32W7JkSeTl5cUJJ5wQV1xxRaxatWq3/QsKCiInJ6d8yc/P349VAwAAkAnS/iK1GjVqxEUXXRTTpk2LO+64I5YuXRo33HBD5Ofnx8CBA2PdunX7ba5PP/00brrpphgwYEDUq1ev0n4dO3aMyZMnx4wZM2L8+PGxfPny6Ny5c2zevLnSMSNHjoyioqLyZfXq1futbgAAADJD2kP3/Pnz4wc/+EE0btw4xo4dGzfccEMsW7YsZs6cGWvXro0LL7xwv8yzbdu2uOSSSyKVSsX48eN327dXr15x8cUXx2mnnRY9evSIZ599NjZt2hRTp06tdEx2dnbUq1evwgIAAABflLZnuseOHRuTJk2KxYsXR+/evePhhx+O3r17R7Vqn+f+Zs2axeTJk6Np06Zfe64dgXvlypUxe/bsfQ7E9evXj5YtW8bSpUu/di0AAAAcutJ2pXv8+PFx+eWXx8qVK2P69Onx//7f/ysP3Ds0bNgwHnzwwa81z47AvWTJknjhhRfi6KOP3ud9bNmyJZYtWxaNGzf+WrUAAABwaEvble4lS5bssU/NmjVj0KBBu+2zZcuWClegly9fHosWLYqjjjoqGjduHN/97ndjwYIF8fTTT8f27dujsLAwIiKOOuqoqFmzZkREdOvWLfr37x/Dhg2LiIgbbrgh+vbtG02aNIm1a9fGqFGjonr16jFgwICvergAAACQvtA9adKkOOKII+Liiy+u0D5t2rT45JNP9hi2d5g/f3507dq1fH3EiBERETFo0KAYPXp0/P73v4+Iz9+W/kVz5syJ8847LyIili1bFhs2bCjftmbNmhgwYEBs3LgxGjRoEOecc068/vrr0aBBg309TAAAACiXttBdUFAQv/71r3dqb9iwYXzve9/b69B93nnnRSqVqnT77rbtsGLFigrrU6ZM2au5AQAAYF+k7ZnuVatWRbNmzXZqb9KkyR6/iQ0AAAAHo7SF7oYNG8af//znndr/9Kc/faWXnQEAAMCBLm2he8CAAfGjH/0o5syZE9u3b4/t27fH7NmzY/jw4XHZZZelqwwAAABIm7Q9033bbbfFihUrolu3blGjxufTlpWVxcCBA+Pf/u3f0lUGAAAApE3aQnfNmjXj8ccfj9tuuy3+9Kc/Re3atePUU0+NJk2apKsEAAAASKu0he4dWrZsGS1btkz3tAAAAJB2aQvd27dvj8mTJ8esWbPigw8+iLKysgrbZ8+ena5SAAAAIC3SFrqHDx8ekydPjj59+kSbNm0iKysrXVMDAABAlUhb6J4yZUpMnTo1evfuna4pAQAAoEql7ZNhNWvWjObNm6drOgAAAKhyaQvdP/nJT+Lee++NVCqVrikBAACgSqXt9vJXX3015syZE3/4wx+idevWcdhhh1XY/sQTT6SrFAAAAEiLtIXu+vXrR//+/dM1HQAAAFS5tIXuSZMmpWsqAAAAOCCk7ZnuiIjPPvssXnjhhfj1r38dmzdvjoiItWvXxpYtW9JZBgAAAKRF2q50r1y5Mnr27BmrVq2K0tLSOP/886Nu3bpxxx13RGlpaUyYMCFdpQAAAEBapO1K9/Dhw+P000+Pjz/+OGrXrl3e3r9//5g1a1a6ygAAAIC0SduV7ldeeSXmzp0bNWvWrNDetGnT+Pvf/56uMgAAACBt0nalu6ysLLZv375T+5o1a6Ju3brpKgMAAADSJm2h+4ILLoh77rmnfD0rKyu2bNkSo0aNit69e6erDAAAAEibtN1efvfdd0ePHj3ilFNOiU8//TQuv/zyWLJkSRxzzDHx2GOPpasMAAAASJu0he7jjjsu/vSnP8WUKVPiz3/+c2zZsiWGDBkSV1xxRYUXqwEAAECmSFvojoioUaNGXHnllemcEgAAAKpM2kL3ww8/vNvtAwcOTFMlAAAAkB5pC93Dhw+vsL5t27b45JNPombNmnH44YcL3QAAAGSctL29/OOPP66wbNmyJRYvXhznnHOOF6kBAACQkdIWunelRYsW8ctf/nKnq+AAAACQCao0dEd8/nK1tWvXVnUZAAAAsN+l7Znu3//+9xXWU6lUrFu3LsaNGxdnn312usoAAACAtElb6O7Xr1+F9aysrGjQoEF861vfirvvvjtdZQAAAEDapC10l5WVpWsqAAAAOCBU+TPdAAAAkKnSdqV7xIgRe9137NixCVYCAAAA6ZG20L1w4cJYuHBhbNu2LU466aSIiHjvvfeievXq8c1vfrO8X1ZWVrpKAgAAgESlLXT37ds36tatGw899FAceeSRERHx8ccfx+DBg6Nz587xk5/8JF2lAAAAQFqk7Znuu+++OwoKCsoDd0TEkUceGbfffru3lwMAAJCR0ha6i4uL48MPP9yp/cMPP4zNmzenqwwAAABIm7SF7v79+8fgwYPjiSeeiDVr1sSaNWvif/7nf2LIkCFx0UUXpasMAAAASJu0he4JEyZEr1694vLLL48mTZpEkyZN4vLLL4+ePXvGAw88sNf7efnll6Nv376Rl5cXWVlZMX369ArbU6lU3HLLLdG4ceOoXbt2dO/ePZYsWbLH/d5///3RtGnTqFWrVnTs2DHefPPNfT1EAAAAqCBtofvwww+PBx54IDZu3Fj+JvOPPvooHnjggahTp85e76ekpCTatm0b999//y6333nnnXHffffFhAkT4o033og6depEjx494tNPP610n48//niMGDEiRo0aFQsWLIi2bdtGjx494oMPPtjn4wQAAIAd0ha6d1i3bl2sW7cuWrRoEXXq1IlUKrVP43v16hW333579O/ff6dtqVQq7rnnnvjFL34RF154YZx22mnx8MMPx9q1a3e6Iv5FY8eOjWuvvTYGDx4cp5xySkyYMCEOP/zwmDhx4r4eHgAAAJRLW+jeuHFjdOvWLVq2bBm9e/eOdevWRUTEkCFD9tvnwpYvXx6FhYXRvXv38racnJzo2LFjzJs3b5djtm7dGm+99VaFMdWqVYvu3btXOiYiorS0NIqLiyssAAAA8EVpC90//vGP47DDDotVq1bF4YcfXt5+6aWXxowZM/bLHIWFhRER0ahRowrtjRo1Kt/2ZRs2bIjt27fv05iIiIKCgsjJySlf8vPzv2b1AAAAZJq0he7nn38+7rjjjjjuuOMqtLdo0SJWrlyZrjL2m5EjR0ZRUVH5snr16qouCQAAgANM2kJ3SUlJhSvcO3z00UeRnZ29X+bIzc2NiIj169dXaF+/fn35ti875phjonr16vs0JiIiOzs76tWrV2EBAACAL0pb6O7cuXM8/PDD5etZWVlRVlYWd955Z3Tt2nW/zNGsWbPIzc2NWbNmlbcVFxfHG2+8EZ06ddrlmJo1a0b79u0rjCkrK4tZs2ZVOgYAAAD2Ro10TXTnnXdGt27dYv78+bF169a48cYb45133omPPvooXnvttb3ez5YtW2Lp0qXl68uXL49FixbFUUcdFccff3xcf/31cfvtt0eLFi2iWbNm8S//8i+Rl5cX/fr1Kx/TrVu36N+/fwwbNiwiIkaMGBGDBg2K008/PTp06BD33HNPlJSUxODBg/fb8QMAAHDoSVvobtOmTbz33nsxbty4qFu3bmzZsiUuuuiiGDp0aDRu3Hiv9zN//vwKV8ZHjBgRERGDBg2KyZMnx4033hglJSXxve99LzZt2hTnnHNOzJgxI2rVqlU+ZtmyZbFhw4by9UsvvTQ+/PDDuOWWW6KwsDDatWsXM2bM2OnlagAAALAvslL7+qHsr2Dbtm3Rs2fPmDBhQrRo0SLp6apEcXFx5OTkRFFR0QH9fHfTm5+p6hL2aMUv+1R1CQAAALu1txkwLc90H3bYYfHnP/85HVMBAADAASNtL1K78sor48EHH0zXdAAAAFDl0vZM92effRYTJ06MF154Idq3bx916tSpsH3s2LHpKgUAAADSIvHQ/f7770fTpk3j7bffjm9+85sREfHee+9V6JOVlZV0GQAAAJB2iYfuFi1axLp162LOnDkR8fmbwu+77z5vBgcAACDjJf5M95dfjv6HP/whSkpKkp4WAAAAqlzaXqS2Qxq+UAYAAAAHhMRDd1ZW1k7PbHuGGwAAgENB4s90p1KpuOqqqyI7OzsiIj799NO47rrrdnp7+RNPPJF0KQAAAJBWiYfuQYMGVVi/8sork54SAAAADgiJh+5JkyYlPQUAAAAckNL+IjUAAAA4VAjdAAAAkBChGwAAABIidAMAAEBChG4AAABIiNANAAAACRG6AQAAICFCNwAAACRE6AYAAICECN0AAACQEKEbAAAAEiJ0AwAAQEKEbgAAAEiI0A0AAAAJEboBAAAgIUI3AAAAJEToBgAAgIQI3QAAAJAQoRsAAAASInQDAABAQoRuAAAASIjQDQAAAAkRugEAACAhQjcAAAAkROgGAACAhAjdAAAAkBChGwAAABIidAMAAEBCMjJ0N23aNLKysnZahg4dusv+kydP3qlvrVq10lw1AAAAmaZGVReQhD/+8Y+xffv28vW33347zj///Lj44osrHVOvXr1YvHhx+XpWVlaiNQIAAJD5MjJ0N2jQoML6L3/5yzjxxBOjS5culY7JysqK3NzcvZ6jtLQ0SktLy9eLi4v3vVAAAAAyWkbeXv5FW7dujUceeSSuvvrq3V693rJlSzRp0iTy8/PjwgsvjHfeeWe3+y0oKIicnJzyJT8/f3+XDgAAwEEu40P39OnTY9OmTXHVVVdV2uekk06KiRMnxlNPPRWPPPJIlJWVxVlnnRVr1qypdMzIkSOjqKiofFm9enUC1QMAAHAwy8jby7/owQcfjF69ekVeXl6lfTp16hSdOnUqXz/rrLPi5JNPjl//+tdx22237XJMdnZ2ZGdn7/d6AQAAyBwZHbpXrlwZL7zwQjzxxBP7NO6www6Lb3zjG7F06dKEKgMAAOBQkNG3l0+aNCkaNmwYffr02adx27dvj7/85S/RuHHjhCoDAADgUJCxobusrCwmTZoUgwYNiho1Kl7QHzhwYIwcObJ8/dZbb43nn38+3n///ViwYEFceeWVsXLlyrjmmmvSXTYAAAAZJGNvL3/hhRdi1apVcfXVV++0bdWqVVGt2v/9vuHjjz+Oa6+9NgoLC+PII4+M9u3bx9y5c+OUU05JZ8kAAABkmKxUKpWq6iIyQXFxceTk5ERRUVHUq1evqsupVNObn6nqEvZoxS/37XEAAACAdNvbDJixt5cDAABAVRO6AQAAICFCNwAAACRE6AYAAICECN0AAACQEKEbAAAAEiJ0AwAAQEKEbgAAAEiI0A0AAAAJEboBAAAgIUI3AAAAJEToBgAAgIQI3QAAAJAQoRsAAAASInQDAABAQoRuAAAASIjQDQAAAAkRugEAACAhQjcAAAAkROgGAACAhAjdAAAAkBChGwAAABIidAMAAEBChG4AAABIiNANAAAACRG6AQAAICFCNwAAACRE6AYAAICECN0AAACQEKEbAAAAEiJ0AwAAQEKEbgAAAEiI0A0AAAAJEboBAAAgIUI3AAAAJEToBgAAgIQI3QAAAJAQoRsAAAASkpGhe/To0ZGVlVVhadWq1W7HTJs2LVq1ahW1atWKU089NZ599tk0VQsAAECmysjQHRHRunXrWLduXfny6quvVtp37ty5MWDAgBgyZEgsXLgw+vXrF/369Yu33347jRUDAACQaTI2dNeoUSNyc3PLl2OOOabSvvfee2/07NkzfvrTn8bJJ58ct912W3zzm9+McePGpbFiAAAAMk3Ghu4lS5ZEXl5enHDCCXHFFVfEqlWrKu07b9686N69e4W2Hj16xLx58yodU1paGsXFxRUWAAAA+KKMDN0dO3aMyZMnx4wZM2L8+PGxfPny6Ny5c2zevHmX/QsLC6NRo0YV2ho1ahSFhYWVzlFQUBA5OTnlS35+/n49BgAAAA5+GRm6e/XqFRdffHGcdtpp0aNHj3j22Wdj06ZNMXXq1P02x8iRI6OoqKh8Wb169X7bNwAAAJmhRlUXkA7169ePli1bxtKlS3e5PTc3N9avX1+hbf369ZGbm1vpPrOzsyM7O3u/1gkAAEBmycgr3V+2ZcuWWLZsWTRu3HiX2zt16hSzZs2q0DZz5szo1KlTOsoDAAAgQ2Vk6L7hhhvipZdeihUrVsTcuXOjf//+Ub169RgwYEBERAwcODBGjhxZ3n/48OExY8aMuPvuu+Pdd9+N0aNHx/z582PYsGFVdQgAAABkgIy8vXzNmjUxYMCA2LhxYzRo0CDOOeeceP3116NBgwYREbFq1aqoVu3/ft9w1llnxaOPPhq/+MUv4mc/+1m0aNEipk+fHm3atKmqQwAAACADZKVSqVRVF5EJiouLIycnJ4qKiqJevXpVXU6lmt78TFWXsEcrftmnqksAAADYrb3NgBl5ezkAAAAcCIRuAAAASIjQDQAAAAkRugEAACAhQjcAAAAkROgGAACAhAjdAAAAkBChGwAAABIidAMAAEBChG4AAABIiNANAAAACRG6AQAAICFCNwAAACRE6AYAAICECN0AAACQEKEbAAAAEiJ0AwAAQEKEbgAAAEiI0A0AAAAJEboBAAAgIUI3AAAAJEToBgAAgIQI3QAAAJAQoRsAAAASInQDAABAQoRuAAAASIjQDQAAAAkRugEAACAhQjcAAAAkROgGAACAhAjdAAAAkBChGwAAABIidAMAAEBCalR1AQAAAKRX05ufqeoS9mjFL/tUdQn7hSvdAAAAkBChGwAAABIidAMAAEBChG4AAABIiNANAAAACcnI0F1QUBBnnHFG1K1bNxo2bBj9+vWLxYsX73bM5MmTIysrq8JSq1atNFUMAABAJsrI0P3SSy/F0KFD4/XXX4+ZM2fGtm3b4oILLoiSkpLdjqtXr16sW7eufFm5cmWaKgYAACATZeR3umfMmFFhffLkydGwYcN466234txzz610XFZWVuTm5iZdHgAAAIeIjLzS/WVFRUUREXHUUUfttt+WLVuiSZMmkZ+fHxdeeGG88847lfYtLS2N4uLiCgsAAAB8UcaH7rKysrj++uvj7LPPjjZt2lTa76STToqJEyfGU089FY888kiUlZXFWWedFWvWrNll/4KCgsjJySlf8vPzkzoEAAAADlIZH7qHDh0ab7/9dkyZMmW3/Tp16hQDBw6Mdu3aRZcuXeKJJ56IBg0axK9//etd9h85cmQUFRWVL6tXr06ifAAAAA5iGflM9w7Dhg2Lp59+Ol5++eU47rjj9mnsYYcdFt/4xjdi6dKlu9yenZ0d2dnZ+6NMAAAAMlRGXulOpVIxbNiwePLJJ2P27NnRrFmzfd7H9u3b4y9/+Us0btw4gQoBAAA4FGTkle6hQ4fGo48+Gk899VTUrVs3CgsLIyIiJycnateuHRERAwcOjGOPPTYKCgoiIuLWW2+NM888M5o3bx6bNm2Ku+66K1auXBnXXHNNlR0HAAAAB7eMDN3jx4+PiIjzzjuvQvukSZPiqquuioiIVatWRbVq/3eh/+OPP45rr702CgsL48gjj4z27dvH3Llz45RTTklX2QAAAGSYjAzdqVRqj31efPHFCuu/+tWv4le/+lVCFQEAAHAoyshnugEAAOBAIHQDAABAQoRuAAAASIjQDQAAAAkRugEAACAhQjcAAAAkROgGAACAhAjdAAAAkBChGwAAABIidAMAAEBChG4AAABIiNANAAAACRG6AQAAICFCNwAAACRE6AYAAICECN0AAACQEKEbAAAAEiJ0AwAAQEKEbgAAAEiI0A0AAAAJEboBAAAgIUI3AAAAJEToBgAAgIQI3QAAAJAQoRsAAAASInQDAABAQoRuAAAASIjQDQAAAAkRugEAACAhQjcAAAAkROgGAACAhAjdAAAAkBChGwAAABIidAMAAEBChG4AAABIiNANAAAACRG6AQAAICFCNwAAACRE6AYAAICEZGzovv/++6Np06ZRq1at6NixY7z55pu77T9t2rRo1apV1KpVK0499dR49tln01QpAAAAmSojQ/fjjz8eI0aMiFGjRsWCBQuibdu20aNHj/jggw922X/u3LkxYMCAGDJkSCxcuDD69esX/fr1i7fffjvNlQMAAJBJslKpVKqqi9jfOnbsGGeccUaMGzcuIiLKysoiPz8/fvjDH8bNN9+8U/9LL700SkpK4umnny5vO/PMM6Ndu3YxYcKEXc5RWloapaWl5etFRUVx/PHHx+rVq6NevXr7+Yj2nzajnqvqEvbo7TE9qroEAADIaHLB11dcXBz5+fmxadOmyMnJqbRfjTTWlBZbt26Nt956K0aOHFneVq1atejevXvMmzdvl2PmzZsXI0aMqNDWo0ePmD59eqXzFBQUxJgxY3Zqz8/P/2qFUy7nnqquAAAAqGoHSy7YvHnzoRW6N2zYENu3b49GjRpVaG/UqFG8++67uxxTWFi4y/6FhYWVzjNy5MgKQb2srCw++uijOProoyMrK+trHEFydvwm5kC/Gk/mcy5yoHAucqBwLnKgcC5yoDgYzsVUKhWbN2+OvLy83fbLuNCdLtnZ2ZGdnV2hrX79+lVTzD6qV6/eAXvicmhxLnKgcC5yoHAucqBwLnKgONDPxd1d4d4h416kdswxx0T16tVj/fr1FdrXr18fubm5uxyTm5u7T/0BAABgb2Rc6K5Zs2a0b98+Zs2aVd5WVlYWs2bNik6dOu1yTKdOnSr0j4iYOXNmpf0BAABgb2Tk7eUjRoyIQYMGxemnnx4dOnSIe+65J0pKSmLw4MERETFw4MA49thjo6CgICIihg8fHl26dIm77747+vTpE1OmTIn58+fHb37zm6o8jP0uOzs7Ro0atdNt8ZBuzkUOFM5FDhTORQ4UzkUOFJl0LmbkJ8MiIsaNGxd33XVXFBYWRrt27eK+++6Ljh07RkTEeeedF02bNo3JkyeX9582bVr84he/iBUrVkSLFi3izjvvjN69e1dR9QAAAGSCjA3dAAAAUNUy7pluAAAAOFAI3QAAAJAQoRsAAAASInQDAABAQoTuDPHyyy9H3759Iy8vL7KysmL69Ol7HPPiiy/GN7/5zcjOzo7mzZtXeJs7fB37ej4+8cQTcf7550eDBg2iXr160alTp3juuefSUywZ7av83bjDa6+9FjVq1Ih27dolVh+Hjq9yLpaWlsbPf/7zaNKkSWRnZ0fTpk1j4sSJyRdLRvsq5+Jvf/vbaNu2bRx++OHRuHHjuPrqq2Pjxo3JF0vGKigoiDPOOCPq1q0bDRs2jH79+sXixYv3OG7atGnRqlWrqFWrVpx66qnx7LPPpqHar0/ozhAlJSXRtm3buP/++/eq//Lly6NPnz7RtWvXWLRoUVx//fVxzTXXCDrsF/t6Pr788stx/vnnx7PPPhtvvfVWdO3aNfr27RsLFy5MuFIy3b6eizts2rQpBg4cGN26dUuoMg41X+VcvOSSS2LWrFnx4IMPxuLFi+Oxxx6Lk046KcEqORTs67n42muvxcCBA2PIkCHxzjvvxLRp0+LNN9+Ma6+9NuFKyWQvvfRSDB06NF5//fWYOXNmbNu2LS644IIoKSmpdMzcuXNjwIABMWTIkFi4cGH069cv+vXrF2+//XYaK/9qfDIsA2VlZcWTTz4Z/fr1q7TPTTfdFM8880yFk/Syyy6LTZs2xYwZM9JQJYeKvTkfd6V169Zx6aWXxi233JJMYRxy9uVcvOyyy6JFixZRvXr1mD59eixatCjx+jh07M25OGPGjLjsssvi/fffj6OOOip9xXFI2Ztz8d///d9j/PjxsWzZsvK2//iP/4g77rgj1qxZk4YqORR8+OGH0bBhw3jppZfi3HPP3WWfSy+9NEpKSuLpp58ubzvzzDOjXbt2MWHChHSV+pW40n2ImjdvXnTv3r1CW48ePWLevHlVVBH8n7Kysti8ebN/aFIlJk2aFO+//36MGjWqqkvhEPb73/8+Tj/99Ljzzjvj2GOPjZYtW8YNN9wQ//jHP6q6NA4xnTp1itWrV8ezzz4bqVQq1q9fH7/73e+id+/eVV0aGaSoqCgiYrf/9juY80uNqi6AqlFYWBiNGjWq0NaoUaMoLi6Of/zjH1G7du0qqgw+/636li1b4pJLLqnqUjjELFmyJG6++eZ45ZVXokYN/4mk6rz//vvx6quvRq1ateLJJ5+MDRs2xA9+8IPYuHFjTJo0qarL4xBy9tlnx29/+9u49NJL49NPP43PPvss+vbtu8+P7UBlysrK4vrrr4+zzz472rRpU2m/yvJLYWFh0iV+ba50AweURx99NMaMGRNTp06Nhg0bVnU5HEK2b98el19+eYwZMyZatmxZ1eVwiCsrK4usrKz47W9/Gx06dIjevXvH2LFj46GHHnK1m7T661//GsOHD49bbrkl3nrrrZgxY0asWLEirrvuuqoujQwxdOjQePvtt2PKlClVXUpi/Br/EJWbmxvr16+v0LZ+/fqoV6+eq9xUmSlTpsQ111wT06ZN2+n2IUja5s2bY/78+bFw4cIYNmxYRHwefFKpVNSoUSOef/75+Na3vlXFVXKoaNy4cRx77LGRk5NT3nbyySdHKpWKNWvWRIsWLaqwOg4lBQUFcfbZZ8dPf/rTiIg47bTTok6dOtG5c+e4/fbbo3HjxlVcIQezYcOGxdNPPx0vv/xyHHfccbvtW1l+yc3NTbLE/cKV7kNUp06dYtasWRXaZs6cGZ06daqiijjUPfbYYzF48OB47LHHok+fPlVdDoegevXqxV/+8pdYtGhR+XLdddfFSSedFIsWLYqOHTtWdYkcQs4+++xYu3ZtbNmypbztvffei2rVqu3xH6awP33yySdRrVrFyFC9evWIiPA+Zr6qVCoVw4YNiyeffDJmz54dzZo12+OYgzm/uNKdIbZs2RJLly4tX1++fHksWrQojjrqqDj++ONj5MiR8fe//z0efvjhiIi47rrrYty4cXHjjTfG1VdfHbNnz46pU6fGM888U1WHQAbZ1/Px0UcfjUGDBsW9994bHTt2LH82p3bt2hWu8sC+2pdzsVq1ajs9S9awYcOoVavWbp8xg72xr38vXn755XHbbbfF4MGDY8yYMbFhw4b46U9/GldffbU70vha9vVc7Nu3b1x77bUxfvz46NGjR6xbty6uv/766NChQ+Tl5VXVYXCQGzp0aDz66KPx1FNPRd26dcv/7ZeTk1P+d9zAgQPj2GOPjYKCgoiIGD58eHTp0iXuvvvu6NOnT0yZMiXmz58fv/nNb6rsOPZaiowwZ86cVETstAwaNCiVSqVSgwYNSnXp0mWnMe3atUvVrFkzdcIJJ6QmTZqU9rrJTPt6Pnbp0mW3/eGr+ip/N37RqFGjUm3btk1LrWS2r3Iu/u1vf0t17949Vbt27dRxxx2XGjFiROqTTz5Jf/FklK9yLt53332pU045JVW7du1U48aNU1dccUVqzZo16S+ejLGrczAiKuSRLl267PRvwalTp6ZatmyZqlmzZqp169apZ555Jr2Ff0W+0w0AAAAJ8Uw3AAAAJEToBgAAgIQI3QAAAJAQoRsAAAASInQDAABAQoRuAAAASIjQDQAAAAkRugEAACAhQjcAAAAkROgGAACAhAjdAAAAkJD/D3MwuSmlyfNHAAAAAElFTkSuQmCC", + "image/png": 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", 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" ] From dc82b460b4c77858447e14b2758581ac7b85a372 Mon Sep 17 00:00:00 2001 From: Andrew Maguire Date: Mon, 6 Nov 2023 13:33:58 +0000 Subject: [PATCH 03/10] clean up --- notebooks/openassistant-oasst1.1/eda.ipynb | 43 ++-------------------- 1 file changed, 3 insertions(+), 40 deletions(-) diff --git a/notebooks/openassistant-oasst1.1/eda.ipynb b/notebooks/openassistant-oasst1.1/eda.ipynb index e8cbde7033..ddd9918476 100644 --- a/notebooks/openassistant-oasst1.1/eda.ipynb +++ b/notebooks/openassistant-oasst1.1/eda.ipynb @@ -634,7 +634,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -1476,12 +1476,7 @@ " 'community of developers that maintain it and actively release '\n", " 'upgrades. Most scientific computer applications run on Linux and '\n", " 'many servers.',\n", - " 'user_id': 'b4362d6d-facc-47da-8b51-3331bb06a170'}]\n", - "What are the advantages of using Linux over Windows?\n", - "├── Linux can be more stable and use less resources than Windows, depending on the distribution you choose. Its open-source nature means that it's harder for companies to sneak in unwanted features, such as tracking or advertisements. Many Linux distribu\n", - "├── Linux is completely free and open source, and it also has a large community of developers that maintain it and actively release upgrades. Most scientific computer applications run on Linux and many servers.\n", - "└── There are many advantages to using Linux instead of Windows. Here's a few: 1. Linux is free. 2. Linux is open-source. 3. Most programming tools and packages are designed for Linux. 4. Fewer viruses are designed for Linux, because fewer people use it.\n", - "\n" + " 'user_id': 'b4362d6d-facc-47da-8b51-3331bb06a170'}]\n" ] } ], @@ -1497,39 +1492,7 @@ "df_message = df[df[\"message_tree_id\"] == message_tree_id]\n", "message_reply_data = df_message[\"replies\"].values[0]\n", "\n", - "pp.pprint(message_reply_data)\n", - "\n", - "# prompt\n", - "message_data = [\n", - " {\n", - " \"message_id\": df_message[\"message_id\"].values[0],\n", - " \"parent_id\": df_message[\"message_id\"].values[0],\n", - " \"text\": df_message[\"text\"].values[0],\n", - " \"role\": df_message[\"role\"].values[0],\n", - " }\n", - "]\n", - "# extend with replies\n", - "message_data.extend(\n", - " [\n", - " {\n", - " \"message_id\": m[\"message_id\"],\n", - " \"parent_id\": m[\"parent_id\"],\n", - " \"text\": m[\"text\"],\n", - " \"role\": m[\"role\"],\n", - " }\n", - " for m in message_reply_data\n", - " ]\n", - ")\n", - "\n", - "# Create the tree\n", - "tree = Tree()\n", - "\n", - "# Add messages to the tree\n", - "for msg in message_data:\n", - " add_message_to_tree(tree, msg)\n", - "\n", - "# Show the tree\n", - "tree.show()" + "pp.pprint(message_reply_data)" ] }, { From 7029830dece18b33ff7a72688b29126d82ffb802 Mon Sep 17 00:00:00 2001 From: Andrew Maguire Date: Mon, 6 Nov 2023 13:38:36 +0000 Subject: [PATCH 04/10] rerun --- notebooks/openassistant-oasst1.1/eda.ipynb | 267 ++++++++++----------- 1 file changed, 128 insertions(+), 139 deletions(-) diff --git a/notebooks/openassistant-oasst1.1/eda.ipynb b/notebooks/openassistant-oasst1.1/eda.ipynb index ddd9918476..7bb5454dc6 100644 --- a/notebooks/openassistant-oasst1.1/eda.ipynb +++ b/notebooks/openassistant-oasst1.1/eda.ipynb @@ -2,23 +2,22 @@ "cells": [ { "cell_type": "code", - "execution_count": 22, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ - "#!pip install matplotlib pandas treelib" + "#!pip install matplotlib pandas" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import json\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", - "from treelib import Node, Tree\n", "import pprint as pp\n", "\n", "\n", @@ -26,22 +25,12 @@ "pd.set_option(\"display.max_rows\", 500)\n", "pd.set_option(\"display.max_columns\", 500)\n", "pd.set_option(\"display.width\", 1000)\n", - "pd.set_option(\"display.max_info_columns\", 100)\n", - "\n", - "\n", - "# Function to add a message to the tree\n", - "def add_message_to_tree(tree, message):\n", - " tree.create_node(\n", - " tag=message[\"text\"][0:250].replace(\"\\n\", \" \"), # tag used for human-readable node representations\n", - " identifier=message[\"message_id\"], # unique identifier for nodes\n", - " parent=message[\"parent_id\"] if message[\"parent_id\"] in tree else None, # root if parent_id not in tree\n", - " data=message[\"text\"], # storing text of the message as node data\n", - " )" + "pd.set_option(\"display.max_info_columns\", 100)" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -66,7 +55,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -91,7 +80,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -184,7 +173,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -562,7 +551,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -634,7 +623,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -1497,7 +1486,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -1521,47 +1510,47 @@ " \n", " \n", " \n", - " 48018\n", - " 11666\n", - " 41125\n", + " 70373\n", + " 48517\n", + " 15410\n", " \n", " \n", " \n", " \n", " message_tree_id\n", - " ade33ed0-9e7c-46bd-a218-c65b768d614f\n", - " 2a87454e-fcbf-4a92-8f7a-52b6181047bc\n", - " 94ed9f29-300e-416d-ae1f-a31bdd1d0eb5\n", + " fe473831-af88-423b-8910-7810011c2dd4\n", + " afb42bfd-ea42-46ea-a334-1e214f8748d2\n", + " 382d8535-5c98-407f-ae4c-9a8bb90c4f27\n", " \n", " \n", " tree_state\n", + " ready_for_export\n", " prompt_lottery_waiting\n", - " prompt_lottery_waiting\n", - " prompt_lottery_waiting\n", + " ready_for_export\n", " \n", " \n", " message_id\n", - " ade33ed0-9e7c-46bd-a218-c65b768d614f\n", - " 2a87454e-fcbf-4a92-8f7a-52b6181047bc\n", - " 94ed9f29-300e-416d-ae1f-a31bdd1d0eb5\n", + " fe473831-af88-423b-8910-7810011c2dd4\n", + " afb42bfd-ea42-46ea-a334-1e214f8748d2\n", + " 382d8535-5c98-407f-ae4c-9a8bb90c4f27\n", " \n", " \n", " user_id\n", - " d9e5aeda-0f3c-4c08-bf9c-a6250fa8a7ec\n", - " 97894afc-2204-4c7b-9b91-f1c71c10f032\n", - " 192504e6-aa57-4377-aa01-10b2aaa2d4e3\n", + " 7c77131a-7446-4057-9b6d-e25286a41808\n", + " b000ac56-ca55-4fbf-8914-a38ea73b286e\n", + " 2d40e94c-40ed-4e00-a66e-454c0401c8ad\n", " \n", " \n", " created_date\n", - " 2023-02-19T07:03:41.540334+00:00\n", - " 2023-02-05T11:19:14.747394+00:00\n", - " 2023-02-07T16:02:40.418925+00:00\n", + " 2023-02-19T09:09:14.442433+00:00\n", + " 2023-02-11T22:50:00.124736+00:00\n", + " 2023-02-10T03:42:36.416877+00:00\n", " \n", " \n", " text\n", - " Hello! Can you give me a topic to write a 200 ...\n", - " Расскажи анекдот про рыбака и крокодила.\n", - " Invent 5 new mythical creatures, give me their...\n", + " what are your limitation?\n", + " What type of materials create the warmest blan...\n", + " 미국의 국채는 얼마인가요?\n", " \n", " \n", " role\n", @@ -1572,13 +1561,13 @@ " \n", " lang\n", " en\n", - " ru\n", " en\n", + " ko\n", " \n", " \n", " review_count\n", " 3\n", - " 4\n", + " 3\n", " 3\n", " \n", " \n", @@ -1601,50 +1590,50 @@ " \n", " \n", " emojis_+1\n", + " 3.0\n", " NaN\n", - " NaN\n", - " NaN\n", + " 1.0\n", " \n", " \n", " emojis__skip_reply\n", + " 8.0\n", " NaN\n", - " NaN\n", - " NaN\n", + " 2.0\n", " \n", " \n", " emojis__skip_ranking\n", + " 1.0\n", " NaN\n", - " NaN\n", - " NaN\n", + " 1.0\n", " \n", " \n", " replies\n", + " [{'message_id': '19332924-a234-45db-a72a-70b4b...\n", " []\n", - " []\n", - " []\n", + " [{'message_id': '152a75a6-49fd-49d6-85a4-bbcc5...\n", " \n", " \n", " labels_spam_value\n", - " 0.0\n", + " 0.333333\n", " 0.0\n", " 0.0\n", " \n", " \n", " labels_spam_count\n", " 3.0\n", - " 4.0\n", + " 3.0\n", " 3.0\n", " \n", " \n", " labels_lang_mismatch_value\n", - " 0.333333\n", + " 0.0\n", " 0.0\n", " 0.0\n", " \n", " \n", " labels_lang_mismatch_count\n", " 3.0\n", - " 4.0\n", + " 3.0\n", " 3.0\n", " \n", " \n", @@ -1656,7 +1645,7 @@ " \n", " labels_pii_count\n", " 3.0\n", - " 4.0\n", + " 3.0\n", " 3.0\n", " \n", " \n", @@ -1668,7 +1657,7 @@ " \n", " labels_not_appropriate_count\n", " 3.0\n", - " 4.0\n", + " 3.0\n", " 3.0\n", " \n", " \n", @@ -1680,7 +1669,7 @@ " \n", " labels_hate_speech_count\n", " 3.0\n", - " 4.0\n", + " 3.0\n", " 3.0\n", " \n", " \n", @@ -1692,67 +1681,67 @@ " \n", " labels_sexual_content_count\n", " 3.0\n", - " 4.0\n", + " 3.0\n", " 3.0\n", " \n", " \n", " labels_quality_value\n", - " 0.416667\n", - " 0.8125\n", - " 0.5\n", + " 0.083333\n", + " 0.75\n", + " 0.75\n", " \n", " \n", " labels_quality_count\n", " 3.0\n", - " 4.0\n", + " 3.0\n", " 3.0\n", " \n", " \n", " labels_toxicity_value\n", - " 0.333333\n", - " 0.125\n", - " 0.083333\n", + " 0.166667\n", + " 0.25\n", + " 0.0\n", " \n", " \n", " labels_toxicity_count\n", " 3.0\n", - " 4.0\n", + " 3.0\n", " 3.0\n", " \n", " \n", " labels_humor_value\n", " 0.0\n", - " 0.25\n", - " 0.5\n", + " 0.166667\n", + " 0.083333\n", " \n", " \n", " labels_humor_count\n", " 3.0\n", - " 4.0\n", + " 3.0\n", " 3.0\n", " \n", " \n", " labels_creativity_value\n", - " 0.25\n", - " 0.375\n", - " 0.666667\n", + " 0.0\n", + " 0.166667\n", + " 0.333333\n", " \n", " \n", " labels_creativity_count\n", " 3.0\n", - " 4.0\n", + " 3.0\n", " 3.0\n", " \n", " \n", " labels_violence_value\n", - " 0.333333\n", " 0.0\n", - " 0.083333\n", + " 0.0\n", + " 0.0\n", " \n", " \n", " labels_violence_count\n", " 3.0\n", - " 4.0\n", + " 3.0\n", " 3.0\n", " \n", " \n", @@ -1763,7 +1752,7 @@ " \n", " \n", " emojis_-1\n", - " NaN\n", + " 1.0\n", " NaN\n", " NaN\n", " \n", @@ -1826,59 +1815,59 @@ "" ], "text/plain": [ - " 48018 11666 41125\n", - "message_tree_id ade33ed0-9e7c-46bd-a218-c65b768d614f 2a87454e-fcbf-4a92-8f7a-52b6181047bc 94ed9f29-300e-416d-ae1f-a31bdd1d0eb5\n", - "tree_state prompt_lottery_waiting prompt_lottery_waiting prompt_lottery_waiting\n", - "message_id ade33ed0-9e7c-46bd-a218-c65b768d614f 2a87454e-fcbf-4a92-8f7a-52b6181047bc 94ed9f29-300e-416d-ae1f-a31bdd1d0eb5\n", - "user_id d9e5aeda-0f3c-4c08-bf9c-a6250fa8a7ec 97894afc-2204-4c7b-9b91-f1c71c10f032 192504e6-aa57-4377-aa01-10b2aaa2d4e3\n", - "created_date 2023-02-19T07:03:41.540334+00:00 2023-02-05T11:19:14.747394+00:00 2023-02-07T16:02:40.418925+00:00\n", - "text Hello! Can you give me a topic to write a 200 ... Расскажи анекдот про рыбака и крокодила. Invent 5 new mythical creatures, give me their...\n", - "role prompter prompter prompter\n", - "lang en ru en\n", - "review_count 3 4 3\n", - "review_result True True True\n", - "deleted False False False\n", - "synthetic False False False\n", - "emojis_+1 NaN NaN NaN\n", - "emojis__skip_reply NaN NaN NaN\n", - "emojis__skip_ranking NaN NaN NaN\n", - "replies [] [] []\n", - "labels_spam_value 0.0 0.0 0.0\n", - "labels_spam_count 3.0 4.0 3.0\n", - "labels_lang_mismatch_value 0.333333 0.0 0.0\n", - "labels_lang_mismatch_count 3.0 4.0 3.0\n", - "labels_pii_value 0.0 0.0 0.0\n", - "labels_pii_count 3.0 4.0 3.0\n", - "labels_not_appropriate_value 0.0 0.0 0.0\n", - "labels_not_appropriate_count 3.0 4.0 3.0\n", - "labels_hate_speech_value 0.0 0.0 0.0\n", - "labels_hate_speech_count 3.0 4.0 3.0\n", - "labels_sexual_content_value 0.0 0.0 0.0\n", - "labels_sexual_content_count 3.0 4.0 3.0\n", - "labels_quality_value 0.416667 0.8125 0.5\n", - "labels_quality_count 3.0 4.0 3.0\n", - "labels_toxicity_value 0.333333 0.125 0.083333\n", - "labels_toxicity_count 3.0 4.0 3.0\n", - "labels_humor_value 0.0 0.25 0.5\n", - "labels_humor_count 3.0 4.0 3.0\n", - "labels_creativity_value 0.25 0.375 0.666667\n", - "labels_creativity_count 3.0 4.0 3.0\n", - "labels_violence_value 0.333333 0.0 0.083333\n", - "labels_violence_count 3.0 4.0 3.0\n", - "emojis__skip_labeling NaN NaN NaN\n", - "emojis_-1 NaN NaN NaN\n", - "labels_helpfulness_value NaN NaN NaN\n", - "labels_helpfulness_count NaN NaN NaN\n", - "emojis_red_flag NaN NaN NaN\n", - "labels_fails_task_value NaN NaN NaN\n", - "labels_fails_task_count NaN NaN NaN\n", - "labels_moral_judgement_value NaN NaN NaN\n", - "labels_moral_judgement_count NaN NaN NaN\n", - "labels_political_content_value NaN NaN NaN\n", - "labels_political_content_count NaN NaN NaN" + " 70373 48517 15410\n", + "message_tree_id fe473831-af88-423b-8910-7810011c2dd4 afb42bfd-ea42-46ea-a334-1e214f8748d2 382d8535-5c98-407f-ae4c-9a8bb90c4f27\n", + "tree_state ready_for_export prompt_lottery_waiting ready_for_export\n", + "message_id fe473831-af88-423b-8910-7810011c2dd4 afb42bfd-ea42-46ea-a334-1e214f8748d2 382d8535-5c98-407f-ae4c-9a8bb90c4f27\n", + "user_id 7c77131a-7446-4057-9b6d-e25286a41808 b000ac56-ca55-4fbf-8914-a38ea73b286e 2d40e94c-40ed-4e00-a66e-454c0401c8ad\n", + "created_date 2023-02-19T09:09:14.442433+00:00 2023-02-11T22:50:00.124736+00:00 2023-02-10T03:42:36.416877+00:00\n", + "text what are your limitation? What type of materials create the warmest blan... 미국의 국채는 얼마인가요?\n", + "role prompter prompter prompter\n", + "lang en en ko\n", + "review_count 3 3 3\n", + "review_result True True True\n", + "deleted False False False\n", + "synthetic False False False\n", + "emojis_+1 3.0 NaN 1.0\n", + "emojis__skip_reply 8.0 NaN 2.0\n", + "emojis__skip_ranking 1.0 NaN 1.0\n", + "replies [{'message_id': '19332924-a234-45db-a72a-70b4b... [] [{'message_id': '152a75a6-49fd-49d6-85a4-bbcc5...\n", + "labels_spam_value 0.333333 0.0 0.0\n", + "labels_spam_count 3.0 3.0 3.0\n", + "labels_lang_mismatch_value 0.0 0.0 0.0\n", + "labels_lang_mismatch_count 3.0 3.0 3.0\n", + "labels_pii_value 0.0 0.0 0.0\n", + "labels_pii_count 3.0 3.0 3.0\n", + "labels_not_appropriate_value 0.0 0.0 0.0\n", + "labels_not_appropriate_count 3.0 3.0 3.0\n", + "labels_hate_speech_value 0.0 0.0 0.0\n", + "labels_hate_speech_count 3.0 3.0 3.0\n", + "labels_sexual_content_value 0.0 0.0 0.0\n", + "labels_sexual_content_count 3.0 3.0 3.0\n", + "labels_quality_value 0.083333 0.75 0.75\n", + "labels_quality_count 3.0 3.0 3.0\n", + "labels_toxicity_value 0.166667 0.25 0.0\n", + "labels_toxicity_count 3.0 3.0 3.0\n", + "labels_humor_value 0.0 0.166667 0.083333\n", + "labels_humor_count 3.0 3.0 3.0\n", + "labels_creativity_value 0.0 0.166667 0.333333\n", + "labels_creativity_count 3.0 3.0 3.0\n", + "labels_violence_value 0.0 0.0 0.0\n", + "labels_violence_count 3.0 3.0 3.0\n", + "emojis__skip_labeling NaN NaN NaN\n", + "emojis_-1 1.0 NaN NaN\n", + "labels_helpfulness_value NaN NaN NaN\n", + "labels_helpfulness_count NaN NaN NaN\n", + "emojis_red_flag NaN NaN NaN\n", + "labels_fails_task_value NaN NaN NaN\n", + "labels_fails_task_count NaN NaN NaN\n", + "labels_moral_judgement_value NaN NaN NaN\n", + "labels_moral_judgement_count NaN NaN NaN\n", + "labels_political_content_value NaN NaN NaN\n", + "labels_political_content_count NaN NaN NaN" ] }, - "execution_count": 30, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -1890,7 +1879,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -1908,7 +1897,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -1939,7 +1928,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -1970,7 +1959,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -2001,7 +1990,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -2032,7 +2021,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -2063,7 +2052,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -2089,7 +2078,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -2117,7 +2106,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 18, "metadata": {}, "outputs": [ { From 5a655cf4a6942b1bd3f00aa70cea441710f07776 Mon Sep 17 00:00:00 2001 From: Andrew Maguire Date: Wed, 8 Nov 2023 13:42:45 +0000 Subject: [PATCH 05/10] add `in_oasst1` flag --- notebooks/openassistant-oasst1.1/eda.ipynb | 849 +++++++++++++++------ 1 file changed, 622 insertions(+), 227 deletions(-) diff --git a/notebooks/openassistant-oasst1.1/eda.ipynb b/notebooks/openassistant-oasst1.1/eda.ipynb index 7bb5454dc6..16d53e7a54 100644 --- a/notebooks/openassistant-oasst1.1/eda.ipynb +++ b/notebooks/openassistant-oasst1.1/eda.ipynb @@ -6,19 +6,29 @@ "metadata": {}, "outputs": [], "source": [ - "#!pip install matplotlib pandas" + "#!pip install datasets matplotlib pandas" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\andre\\Documents\\repos\\Open-Assistant\\venv\\lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], "source": [ "import json\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import pprint as pp\n", + "from datasets import load_dataset\n", "\n", "\n", "# set some pandas options to make the output more readable\n", @@ -42,7 +52,7 @@ "\n", "# if want to filter by tree state\n", "allowed_tree_states = [\n", - " \"prompt_lottery_waiting\",\n", + " # \"prompt_lottery_waiting\",\n", " \"ready_for_export\",\n", " \"initial_prompt_review\",\n", " \"growing\",\n", @@ -62,7 +72,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "70673\n" + "26103\n" ] } ], @@ -87,7 +97,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "(70673, 3)\n" + "(26103, 49)\n" ] }, { @@ -113,7 +123,53 @@ " \n", " message_tree_id\n", " tree_state\n", - " prompt\n", + " message_id\n", + " user_id\n", + " created_date\n", + " text\n", + " role\n", + " lang\n", + " review_count\n", + " review_result\n", + " deleted\n", + " synthetic\n", + " emojis_+1\n", + " emojis__skip_reply\n", + " emojis__skip_ranking\n", + " replies\n", + " labels_spam_value\n", + " labels_spam_count\n", + " labels_lang_mismatch_value\n", + " labels_lang_mismatch_count\n", + " labels_pii_value\n", + " labels_pii_count\n", + " labels_not_appropriate_value\n", + " labels_not_appropriate_count\n", + " labels_hate_speech_value\n", + " labels_hate_speech_count\n", + " labels_sexual_content_value\n", + " labels_sexual_content_count\n", + " labels_quality_value\n", + " labels_quality_count\n", + " labels_toxicity_value\n", + " labels_toxicity_count\n", + " labels_humor_value\n", + " labels_humor_count\n", + " labels_creativity_value\n", + " labels_creativity_count\n", + " labels_violence_value\n", + " labels_violence_count\n", + " emojis__skip_labeling\n", + " emojis_-1\n", + " labels_helpfulness_value\n", + " labels_helpfulness_count\n", + " emojis_red_flag\n", + " labels_fails_task_value\n", + " labels_fails_task_count\n", + " labels_moral_judgement_value\n", + " labels_moral_judgement_count\n", + " labels_political_content_value\n", + " labels_political_content_count\n", " \n", " \n", " \n", @@ -121,43 +177,280 @@ " 0\n", " 002c4715-b026-48d1-8d19-3f724a9fc1e8\n", " ready_for_export\n", - " {'message_id': '002c4715-b026-48d1-8d19-3f724a...\n", + " 002c4715-b026-48d1-8d19-3f724a9fc1e8\n", + " 30d0209f-a418-4fac-8157-adf8ddc21aee\n", + " 2023-02-05T22:44:05.434674+00:00\n", + " Dame los pasos de las cosas que debería de apr...\n", + " prompter\n", + " es\n", + " 3\n", + " True\n", + " False\n", + " False\n", + " 11.0\n", + " 8.0\n", + " 1.0\n", + " [{'message_id': '20004f60-337b-4962-b9d0-916be...\n", + " 0.0\n", + " 4.0\n", + " 0.000000\n", + " 3.0\n", + " 0.0\n", + " 3.0\n", + " 0.0\n", + " 3.0\n", + " 0.0\n", + " 3.0\n", + " 0.0\n", + " 3.0\n", + " 0.812500\n", + " 4.0\n", + " 0.166667\n", + " 3.0\n", + " 0.333333\n", + " 3.0\n", + " 0.500000\n", + " 3.0\n", + " 0.000000\n", + " 3.0\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", " \n", " \n", " 1\n", - " 002c56dc-ad52-4dcc-b872-bfacd8b8e356\n", - " prompt_lottery_waiting\n", - " {'message_id': '002c56dc-ad52-4dcc-b872-bfacd8...\n", + " 0031c296-8d6f-4b7f-baf8-f375f08dc54d\n", + " ready_for_export\n", + " 0031c296-8d6f-4b7f-baf8-f375f08dc54d\n", + " 51b6e134-bf43-4153-b442-3a9af3c156c9\n", + " 2023-02-19T08:43:54.972877+00:00\n", + " 能介绍一下什么是特摄吗？\n", + " prompter\n", + " zh\n", + " 3\n", + " True\n", + " False\n", + " False\n", + " NaN\n", + " 1.0\n", + " 2.0\n", + " [{'message_id': 'd9b8224c-39f5-4078-b4bd-6c0b6...\n", + " 0.0\n", + " 3.0\n", + " 0.000000\n", + " 3.0\n", + " 0.0\n", + " 3.0\n", + " 0.0\n", + " 3.0\n", + " 0.0\n", + " 3.0\n", + " 0.0\n", + " 3.0\n", + " 0.166667\n", + " 3.0\n", + " 0.083333\n", + " 3.0\n", + " 0.166667\n", + " 3.0\n", + " 0.166667\n", + " 3.0\n", + " 0.000000\n", + " 3.0\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", " \n", " \n", " 2\n", - " 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0\n", - " prompt_lottery_waiting\n", - " {'message_id': '002ca85f-5bc0-4ca4-9210-b5cd3e...\n", + " 00327f89-1b38-4dbc-a457-614b68e737a9\n", + " halted_by_moderator\n", + " 00327f89-1b38-4dbc-a457-614b68e737a9\n", + " 8bd65ca6-1969-4c4f-9f33-a22f212b74b7\n", + " 2023-02-14T14:34:37.688813+00:00\n", + " La ce data a fost promulgata Constituția Român...\n", + " prompter\n", + " ro\n", + " 3\n", + " True\n", + " False\n", + " False\n", + " NaN\n", + " NaN\n", + " NaN\n", + " []\n", + " 0.0\n", + " 3.0\n", + " 0.000000\n", + " 3.0\n", + " 0.0\n", + " 3.0\n", + " 0.0\n", + " 3.0\n", + " 0.0\n", + " 3.0\n", + " 0.0\n", + " 3.0\n", + " 0.833333\n", + " 3.0\n", + " 0.166667\n", + " 3.0\n", + " 0.166667\n", + " 3.0\n", + " 0.250000\n", + " 3.0\n", + " 0.000000\n", + " 3.0\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", " \n", " \n", " 3\n", - " 002dcdac-2584-4d33-b9c2-5c94bedac80a\n", - " prompt_lottery_waiting\n", - " {'message_id': '002dcdac-2584-4d33-b9c2-5c94be...\n", + " 00333612-7f62-4395-aa87-5f9551ff079b\n", + " ready_for_export\n", + " 00333612-7f62-4395-aa87-5f9551ff079b\n", + " c493267a-4a43-4c4e-b4b1-997aaf92d4be\n", + " 2023-02-05T14:53:59.507994+00:00\n", + " Какие российские IT-компании проводят стажировки?\n", + " prompter\n", + " ru\n", + " 3\n", + " True\n", + " False\n", + " False\n", + " 8.0\n", + " 17.0\n", + " 1.0\n", + " [{'message_id': '380a97e7-d679-46a9-8e5b-c5bac...\n", + " 0.0\n", + " 3.0\n", + " 0.000000\n", + " 3.0\n", + " 0.0\n", + " 3.0\n", + " 0.0\n", + " 3.0\n", + " 0.0\n", + " 3.0\n", + " 0.0\n", + " 3.0\n", + " 0.583333\n", + " 3.0\n", + " 0.250000\n", + " 3.0\n", + " 0.083333\n", + " 3.0\n", + " 0.500000\n", + " 3.0\n", + " 0.083333\n", + " 3.0\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", " \n", " \n", " 4\n", - " 002e326f-a99e-4c17-a2c7-b627a34944e4\n", - " prompt_lottery_waiting\n", - " {'message_id': '002e326f-a99e-4c17-a2c7-b627a3...\n", + " 00353343-a4a5-4fb0-96fd-02f529a55181\n", + " ready_for_export\n", + " 00353343-a4a5-4fb0-96fd-02f529a55181\n", + " 0d51a8c1-0392-4524-8028-15ed6ce2d258\n", + " 2023-02-05T10:36:19.496313+00:00\n", + " I am making mayonnaise, it was starting to thi...\n", + " prompter\n", + " en\n", + " 3\n", + " True\n", + " False\n", + " False\n", + " 6.0\n", + " 2.0\n", + " NaN\n", + " [{'message_id': 'b7efe31a-d590-45ca-8d2c-bbac8...\n", + " 0.0\n", + " 3.0\n", + " 0.333333\n", + " 3.0\n", + " 0.0\n", + " 3.0\n", + " 0.0\n", + " 3.0\n", + " 0.0\n", + " 3.0\n", + " 0.0\n", + " 3.0\n", + " 0.666667\n", + " 3.0\n", + " 0.000000\n", + " 3.0\n", + " 0.000000\n", + " 3.0\n", + " 0.166667\n", + " 3.0\n", + " 0.000000\n", + " 3.0\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", + " NaN\n", " \n", " \n", "\n", "" ], "text/plain": [ - " message_tree_id tree_state prompt\n", - "0 002c4715-b026-48d1-8d19-3f724a9fc1e8 ready_for_export {'message_id': '002c4715-b026-48d1-8d19-3f724a...\n", - "1 002c56dc-ad52-4dcc-b872-bfacd8b8e356 prompt_lottery_waiting {'message_id': '002c56dc-ad52-4dcc-b872-bfacd8...\n", - "2 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0 prompt_lottery_waiting {'message_id': '002ca85f-5bc0-4ca4-9210-b5cd3e...\n", - "3 002dcdac-2584-4d33-b9c2-5c94bedac80a prompt_lottery_waiting {'message_id': '002dcdac-2584-4d33-b9c2-5c94be...\n", - "4 002e326f-a99e-4c17-a2c7-b627a34944e4 prompt_lottery_waiting {'message_id': '002e326f-a99e-4c17-a2c7-b627a3..." + " message_tree_id tree_state message_id user_id created_date text role lang review_count review_result deleted synthetic emojis_+1 emojis__skip_reply emojis__skip_ranking replies labels_spam_value labels_spam_count labels_lang_mismatch_value labels_lang_mismatch_count labels_pii_value labels_pii_count labels_not_appropriate_value labels_not_appropriate_count labels_hate_speech_value labels_hate_speech_count labels_sexual_content_value labels_sexual_content_count labels_quality_value labels_quality_count labels_toxicity_value labels_toxicity_count labels_humor_value labels_humor_count labels_creativity_value labels_creativity_count labels_violence_value labels_violence_count emojis__skip_labeling emojis_-1 labels_helpfulness_value \n", + "0 002c4715-b026-48d1-8d19-3f724a9fc1e8 ready_for_export 002c4715-b026-48d1-8d19-3f724a9fc1e8 30d0209f-a418-4fac-8157-adf8ddc21aee 2023-02-05T22:44:05.434674+00:00 Dame los pasos de las cosas que debería de apr... prompter es 3 True False False 11.0 8.0 1.0 [{'message_id': '20004f60-337b-4962-b9d0-916be... 0.0 4.0 0.000000 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.812500 4.0 0.166667 3.0 0.333333 3.0 0.500000 3.0 0.000000 3.0 NaN NaN NaN \\\n", + "1 0031c296-8d6f-4b7f-baf8-f375f08dc54d ready_for_export 0031c296-8d6f-4b7f-baf8-f375f08dc54d 51b6e134-bf43-4153-b442-3a9af3c156c9 2023-02-19T08:43:54.972877+00:00 能介绍一下什么是特摄吗？ prompter zh 3 True False False NaN 1.0 2.0 [{'message_id': 'd9b8224c-39f5-4078-b4bd-6c0b6... 0.0 3.0 0.000000 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.166667 3.0 0.083333 3.0 0.166667 3.0 0.166667 3.0 0.000000 3.0 NaN NaN NaN \n", + "2 00327f89-1b38-4dbc-a457-614b68e737a9 halted_by_moderator 00327f89-1b38-4dbc-a457-614b68e737a9 8bd65ca6-1969-4c4f-9f33-a22f212b74b7 2023-02-14T14:34:37.688813+00:00 La ce data a fost promulgata Constituția Român... prompter ro 3 True False False NaN NaN NaN [] 0.0 3.0 0.000000 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.833333 3.0 0.166667 3.0 0.166667 3.0 0.250000 3.0 0.000000 3.0 NaN NaN NaN \n", + "3 00333612-7f62-4395-aa87-5f9551ff079b ready_for_export 00333612-7f62-4395-aa87-5f9551ff079b c493267a-4a43-4c4e-b4b1-997aaf92d4be 2023-02-05T14:53:59.507994+00:00 Какие российские IT-компании проводят стажировки? prompter ru 3 True False False 8.0 17.0 1.0 [{'message_id': '380a97e7-d679-46a9-8e5b-c5bac... 0.0 3.0 0.000000 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.583333 3.0 0.250000 3.0 0.083333 3.0 0.500000 3.0 0.083333 3.0 NaN NaN NaN \n", + "4 00353343-a4a5-4fb0-96fd-02f529a55181 ready_for_export 00353343-a4a5-4fb0-96fd-02f529a55181 0d51a8c1-0392-4524-8028-15ed6ce2d258 2023-02-05T10:36:19.496313+00:00 I am making mayonnaise, it was starting to thi... prompter en 3 True False False 6.0 2.0 NaN [{'message_id': 'b7efe31a-d590-45ca-8d2c-bbac8... 0.0 3.0 0.333333 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.666667 3.0 0.000000 3.0 0.000000 3.0 0.166667 3.0 0.000000 3.0 NaN NaN NaN \n", + "\n", + " labels_helpfulness_count emojis_red_flag labels_fails_task_value labels_fails_task_count labels_moral_judgement_value labels_moral_judgement_count labels_political_content_value labels_political_content_count \n", + "0 NaN NaN NaN NaN NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN NaN NaN NaN NaN " ] }, "metadata": {}, @@ -165,8 +458,10 @@ } ], "source": [ - "# convert to pandas dataframe\n", - "df = pd.DataFrame(data)\n", + "# json data is nested, so we need to flatten it\n", + "df = pd.json_normalize(data)\n", + "# clean up column names\n", + "df.columns = [col.replace(\"prompt.\", \"\").replace(\".\", \"_\") for col in df.columns]\n", "print(df.shape)\n", "display(df.head())" ] @@ -177,12 +472,81 @@ "metadata": {}, "outputs": [ { - "name": "stdout", + "name": "stderr", "output_type": "stream", "text": [ - "(70673, 49)\n" + "Found cached dataset parquet (C:/Users/andre/.cache/huggingface/datasets/OpenAssistant___parquet/OpenAssistant--oasst1-2960c57d7e52ab15/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec)\n", + "100%|██████████| 2/2 [00:00<00:00, 92.17it/s]\n" ] }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "DatasetDict({\n", + " train: Dataset({\n", + " features: ['message_id', 'parent_id', 'user_id', 'created_date', 'text', 'role', 'lang', 'review_count', 'review_result', 'deleted', 'rank', 'synthetic', 'model_name', 'detoxify', 'message_tree_id', 'tree_state', 'emojis', 'labels'],\n", + " num_rows: 84437\n", + " })\n", + " validation: Dataset({\n", + " features: ['message_id', 'parent_id', 'user_id', 'created_date', 'text', 'role', 'lang', 'review_count', 'review_result', 'deleted', 'rank', 'synthetic', 'model_name', 'detoxify', 'message_tree_id', 'tree_state', 'emojis', 'labels'],\n", + " num_rows: 4401\n", + " })\n", + "})\n", + "(84437, 18)\n", + "(4401, 18)\n", + "(88838, 18)\n" + ] + } + ], + "source": [ + "# load OpenAssistant/oasst1 dataset from huggingface datasets\n", + "ds = load_dataset(\"OpenAssistant/oasst1\")\n", + "print(ds)\n", + "\n", + "# lets convert to df\n", + "\n", + "# train\n", + "df_oasst1_train = ds[\"train\"].to_pandas()\n", + "print(df_oasst1_train.shape)\n", + "\n", + "# validation\n", + "df_oasst1_validation = ds[\"validation\"].to_pandas()\n", + "print(df_oasst1_validation.shape)\n", + "\n", + "# concat train and validation\n", + "df_oasst1 = pd.concat([df_oasst1_train, df_oasst1_validation])\n", + "print(df_oasst1.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "in_oasst1\n", + "False 15739\n", + "True 10364\n", + "Name: count, dtype: int64\n" + ] + } + ], + "source": [ + "# flag if message in df is also in df_oasst1\n", + "df[\"in_oasst1\"] = df[\"message_tree_id\"].isin(df_oasst1[\"message_id\"])\n", + "\n", + "print(df[\"in_oasst1\"].value_counts())" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ { "data": { "text/html": [ @@ -204,6 +568,7 @@ " \n", " \n", " \n", + " in_oasst1\n", " message_tree_id\n", " tree_state\n", " message_id\n", @@ -258,6 +623,7 @@ " \n", " \n", " 0\n", + " True\n", " 002c4715-b026-48d1-8d19-3f724a9fc1e8\n", " ready_for_export\n", " 002c4715-b026-48d1-8d19-3f724a9fc1e8\n", @@ -276,7 +642,7 @@ " [{'message_id': '20004f60-337b-4962-b9d0-916be...\n", " 0.0\n", " 4.0\n", - " 0.0\n", + " 0.000000\n", " 3.0\n", " 0.0\n", " 3.0\n", @@ -310,25 +676,26 @@ " \n", " \n", " 1\n", - " 002c56dc-ad52-4dcc-b872-bfacd8b8e356\n", - " prompt_lottery_waiting\n", - " 002c56dc-ad52-4dcc-b872-bfacd8b8e356\n", - " 818581ee-4355-4990-9da5-8390f1e708bd\n", - " 2023-02-25T21:39:07.726925+00:00\n", - " Supposons que vous soyez un expert en énergie ...\n", + " True\n", + " 0031c296-8d6f-4b7f-baf8-f375f08dc54d\n", + " ready_for_export\n", + " 0031c296-8d6f-4b7f-baf8-f375f08dc54d\n", + " 51b6e134-bf43-4153-b442-3a9af3c156c9\n", + " 2023-02-19T08:43:54.972877+00:00\n", + " 能介绍一下什么是特摄吗？\n", " prompter\n", - " fr\n", + " zh\n", " 3\n", " True\n", " False\n", " False\n", " NaN\n", - " NaN\n", - " NaN\n", - " []\n", + " 1.0\n", + " 2.0\n", + " [{'message_id': 'd9b8224c-39f5-4078-b4bd-6c0b6...\n", " 0.0\n", " 3.0\n", - " 0.0\n", + " 0.000000\n", " 3.0\n", " 0.0\n", " 3.0\n", @@ -338,15 +705,15 @@ " 3.0\n", " 0.0\n", " 3.0\n", - " 0.750000\n", - " 3.0\n", " 0.166667\n", " 3.0\n", - " 0.333333\n", + " 0.083333\n", " 3.0\n", - " 0.666667\n", + " 0.166667\n", " 3.0\n", - " 0.333333\n", + " 0.166667\n", + " 3.0\n", + " 0.000000\n", " 3.0\n", " NaN\n", " NaN\n", @@ -362,25 +729,26 @@ " \n", " \n", " 2\n", - " 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0\n", - " prompt_lottery_waiting\n", - " 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0\n", - " 773abbfe-66f5-478a-9442-c40e98440870\n", - " 2023-02-12T13:34:41.869490+00:00\n", - " ¿Cuántos artículos tiene la constitución polít...\n", + " False\n", + " 00327f89-1b38-4dbc-a457-614b68e737a9\n", + " halted_by_moderator\n", + " 00327f89-1b38-4dbc-a457-614b68e737a9\n", + " 8bd65ca6-1969-4c4f-9f33-a22f212b74b7\n", + " 2023-02-14T14:34:37.688813+00:00\n", + " La ce data a fost promulgata Constituția Român...\n", " prompter\n", - " es\n", + " ro\n", " 3\n", " True\n", " False\n", " False\n", - " 1.0\n", + " NaN\n", " NaN\n", " NaN\n", " []\n", " 0.0\n", " 3.0\n", - " 0.0\n", + " 0.000000\n", " 3.0\n", " 0.0\n", " 3.0\n", @@ -390,17 +758,17 @@ " 3.0\n", " 0.0\n", " 3.0\n", - " 0.583333\n", + " 0.833333\n", " 3.0\n", - " 0.000000\n", + " 0.166667\n", " 3.0\n", - " 0.083333\n", + " 0.166667\n", " 3.0\n", - " 0.333333\n", + " 0.250000\n", " 3.0\n", " 0.000000\n", " 3.0\n", - " 1.0\n", + " NaN\n", " NaN\n", " NaN\n", " NaN\n", @@ -414,25 +782,26 @@ " \n", " \n", " 3\n", - " 002dcdac-2584-4d33-b9c2-5c94bedac80a\n", - " prompt_lottery_waiting\n", - " 002dcdac-2584-4d33-b9c2-5c94bedac80a\n", - " acf7fdd5-aee9-4db1-ab97-5c74110832ce\n", - " 2023-02-14T03:35:38.273451+00:00\n", - " Cómo la creciente cantidad de satélites podría...\n", + " False\n", + " 00333612-7f62-4395-aa87-5f9551ff079b\n", + " ready_for_export\n", + " 00333612-7f62-4395-aa87-5f9551ff079b\n", + " c493267a-4a43-4c4e-b4b1-997aaf92d4be\n", + " 2023-02-05T14:53:59.507994+00:00\n", + " Какие российские IT-компании проводят стажировки?\n", " prompter\n", - " es\n", + " ru\n", " 3\n", " True\n", " False\n", " False\n", - " 2.0\n", - " NaN\n", - " NaN\n", - " []\n", + " 8.0\n", + " 17.0\n", + " 1.0\n", + " [{'message_id': '380a97e7-d679-46a9-8e5b-c5bac...\n", " 0.0\n", " 3.0\n", - " 0.0\n", + " 0.000000\n", " 3.0\n", " 0.0\n", " 3.0\n", @@ -442,15 +811,15 @@ " 3.0\n", " 0.0\n", " 3.0\n", - " 0.750000\n", + " 0.583333\n", " 3.0\n", - " 0.000000\n", + " 0.250000\n", " 3.0\n", - " 0.000000\n", + " 0.083333\n", " 3.0\n", - " 0.833333\n", + " 0.500000\n", " 3.0\n", - " 0.166667\n", + " 0.083333\n", " 3.0\n", " NaN\n", " NaN\n", @@ -466,25 +835,26 @@ " \n", " \n", " 4\n", - " 002e326f-a99e-4c17-a2c7-b627a34944e4\n", - " prompt_lottery_waiting\n", - " 002e326f-a99e-4c17-a2c7-b627a34944e4\n", - " 2c96e467-66f0-4be7-9693-bda51356a424\n", - " 2023-02-06T19:36:17.957943+00:00\n", - " Create a C program will take a array of number...\n", + " True\n", + " 00353343-a4a5-4fb0-96fd-02f529a55181\n", + " ready_for_export\n", + " 00353343-a4a5-4fb0-96fd-02f529a55181\n", + " 0d51a8c1-0392-4524-8028-15ed6ce2d258\n", + " 2023-02-05T10:36:19.496313+00:00\n", + " I am making mayonnaise, it was starting to thi...\n", " prompter\n", " en\n", " 3\n", " True\n", " False\n", " False\n", - " 1.0\n", - " NaN\n", + " 6.0\n", + " 2.0\n", " NaN\n", - " []\n", + " [{'message_id': 'b7efe31a-d590-45ca-8d2c-bbac8...\n", " 0.0\n", " 3.0\n", - " 0.0\n", + " 0.333333\n", " 3.0\n", " 0.0\n", " 3.0\n", @@ -494,17 +864,17 @@ " 3.0\n", " 0.0\n", " 3.0\n", - " 0.833333\n", + " 0.666667\n", " 3.0\n", - " 0.083333\n", + " 0.000000\n", " 3.0\n", " 0.000000\n", " 3.0\n", - " 0.500000\n", + " 0.166667\n", " 3.0\n", " 0.000000\n", " 3.0\n", - " 1.0\n", + " NaN\n", " NaN\n", " NaN\n", " NaN\n", @@ -521,12 +891,12 @@ "" ], "text/plain": [ - " message_tree_id tree_state message_id user_id created_date text role lang review_count review_result deleted synthetic emojis_+1 emojis__skip_reply emojis__skip_ranking replies labels_spam_value labels_spam_count labels_lang_mismatch_value labels_lang_mismatch_count labels_pii_value labels_pii_count labels_not_appropriate_value labels_not_appropriate_count labels_hate_speech_value labels_hate_speech_count labels_sexual_content_value labels_sexual_content_count labels_quality_value labels_quality_count labels_toxicity_value labels_toxicity_count labels_humor_value labels_humor_count labels_creativity_value labels_creativity_count labels_violence_value labels_violence_count emojis__skip_labeling emojis_-1 labels_helpfulness_value \n", - "0 002c4715-b026-48d1-8d19-3f724a9fc1e8 ready_for_export 002c4715-b026-48d1-8d19-3f724a9fc1e8 30d0209f-a418-4fac-8157-adf8ddc21aee 2023-02-05T22:44:05.434674+00:00 Dame los pasos de las cosas que debería de apr... prompter es 3 True False False 11.0 8.0 1.0 [{'message_id': '20004f60-337b-4962-b9d0-916be... 0.0 4.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.812500 4.0 0.166667 3.0 0.333333 3.0 0.500000 3.0 0.000000 3.0 NaN NaN NaN \\\n", - "1 002c56dc-ad52-4dcc-b872-bfacd8b8e356 prompt_lottery_waiting 002c56dc-ad52-4dcc-b872-bfacd8b8e356 818581ee-4355-4990-9da5-8390f1e708bd 2023-02-25T21:39:07.726925+00:00 Supposons que vous soyez un expert en énergie ... prompter fr 3 True False False NaN NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.750000 3.0 0.166667 3.0 0.333333 3.0 0.666667 3.0 0.333333 3.0 NaN NaN NaN \n", - "2 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0 prompt_lottery_waiting 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0 773abbfe-66f5-478a-9442-c40e98440870 2023-02-12T13:34:41.869490+00:00 ¿Cuántos artículos tiene la constitución polít... prompter es 3 True False False 1.0 NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.583333 3.0 0.000000 3.0 0.083333 3.0 0.333333 3.0 0.000000 3.0 1.0 NaN NaN \n", - "3 002dcdac-2584-4d33-b9c2-5c94bedac80a prompt_lottery_waiting 002dcdac-2584-4d33-b9c2-5c94bedac80a acf7fdd5-aee9-4db1-ab97-5c74110832ce 2023-02-14T03:35:38.273451+00:00 Cómo la creciente cantidad de satélites podría... prompter es 3 True False False 2.0 NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.750000 3.0 0.000000 3.0 0.000000 3.0 0.833333 3.0 0.166667 3.0 NaN NaN NaN \n", - "4 002e326f-a99e-4c17-a2c7-b627a34944e4 prompt_lottery_waiting 002e326f-a99e-4c17-a2c7-b627a34944e4 2c96e467-66f0-4be7-9693-bda51356a424 2023-02-06T19:36:17.957943+00:00 Create a C program will take a array of number... prompter en 3 True False False 1.0 NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.833333 3.0 0.083333 3.0 0.000000 3.0 0.500000 3.0 0.000000 3.0 1.0 NaN NaN \n", + " in_oasst1 message_tree_id tree_state message_id user_id created_date text role lang review_count review_result deleted synthetic emojis_+1 emojis__skip_reply emojis__skip_ranking replies labels_spam_value labels_spam_count labels_lang_mismatch_value labels_lang_mismatch_count labels_pii_value labels_pii_count labels_not_appropriate_value labels_not_appropriate_count labels_hate_speech_value labels_hate_speech_count labels_sexual_content_value labels_sexual_content_count labels_quality_value labels_quality_count labels_toxicity_value labels_toxicity_count labels_humor_value labels_humor_count labels_creativity_value labels_creativity_count labels_violence_value labels_violence_count emojis__skip_labeling emojis_-1 labels_helpfulness_value \n", + "0 True 002c4715-b026-48d1-8d19-3f724a9fc1e8 ready_for_export 002c4715-b026-48d1-8d19-3f724a9fc1e8 30d0209f-a418-4fac-8157-adf8ddc21aee 2023-02-05T22:44:05.434674+00:00 Dame los pasos de las cosas que debería de apr... prompter es 3 True False False 11.0 8.0 1.0 [{'message_id': '20004f60-337b-4962-b9d0-916be... 0.0 4.0 0.000000 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.812500 4.0 0.166667 3.0 0.333333 3.0 0.500000 3.0 0.000000 3.0 NaN NaN NaN \\\n", + "1 True 0031c296-8d6f-4b7f-baf8-f375f08dc54d ready_for_export 0031c296-8d6f-4b7f-baf8-f375f08dc54d 51b6e134-bf43-4153-b442-3a9af3c156c9 2023-02-19T08:43:54.972877+00:00 能介绍一下什么是特摄吗？ prompter zh 3 True False False NaN 1.0 2.0 [{'message_id': 'd9b8224c-39f5-4078-b4bd-6c0b6... 0.0 3.0 0.000000 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.166667 3.0 0.083333 3.0 0.166667 3.0 0.166667 3.0 0.000000 3.0 NaN NaN NaN \n", + "2 False 00327f89-1b38-4dbc-a457-614b68e737a9 halted_by_moderator 00327f89-1b38-4dbc-a457-614b68e737a9 8bd65ca6-1969-4c4f-9f33-a22f212b74b7 2023-02-14T14:34:37.688813+00:00 La ce data a fost promulgata Constituția Român... prompter ro 3 True False False NaN NaN NaN [] 0.0 3.0 0.000000 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.833333 3.0 0.166667 3.0 0.166667 3.0 0.250000 3.0 0.000000 3.0 NaN NaN NaN \n", + "3 False 00333612-7f62-4395-aa87-5f9551ff079b ready_for_export 00333612-7f62-4395-aa87-5f9551ff079b c493267a-4a43-4c4e-b4b1-997aaf92d4be 2023-02-05T14:53:59.507994+00:00 Какие российские IT-компании проводят стажировки? prompter ru 3 True False False 8.0 17.0 1.0 [{'message_id': '380a97e7-d679-46a9-8e5b-c5bac... 0.0 3.0 0.000000 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.583333 3.0 0.250000 3.0 0.083333 3.0 0.500000 3.0 0.083333 3.0 NaN NaN NaN \n", + "4 True 00353343-a4a5-4fb0-96fd-02f529a55181 ready_for_export 00353343-a4a5-4fb0-96fd-02f529a55181 0d51a8c1-0392-4524-8028-15ed6ce2d258 2023-02-05T10:36:19.496313+00:00 I am making mayonnaise, it was starting to thi... prompter en 3 True False False 6.0 2.0 NaN [{'message_id': 'b7efe31a-d590-45ca-8d2c-bbac8... 0.0 3.0 0.333333 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.666667 3.0 0.000000 3.0 0.000000 3.0 0.166667 3.0 0.000000 3.0 NaN NaN NaN \n", "\n", " labels_helpfulness_count emojis_red_flag labels_fails_task_value labels_fails_task_count labels_moral_judgement_value labels_moral_judgement_count labels_political_content_value labels_political_content_count \n", "0 NaN NaN NaN NaN NaN NaN NaN NaN \n", @@ -541,17 +911,16 @@ } ], "source": [ - "# json data is nested, so we need to flatten it\n", - "df = pd.json_normalize(data)\n", - "# clean up column names\n", - "df.columns = [col.replace(\"prompt.\", \"\").replace(\".\", \"_\") for col in df.columns]\n", - "print(df.shape)\n", + "# move in_oasst1 to front\n", + "cols = list(df.columns)\n", + "cols.insert(0, cols.pop(cols.index(\"in_oasst1\")))\n", + "df = df.loc[:, cols]\n", "display(df.head())" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -559,61 +928,62 @@ "output_type": "stream", "text": [ "\n", - "RangeIndex: 70673 entries, 0 to 70672\n", - "Data columns (total 49 columns):\n", + "RangeIndex: 26103 entries, 0 to 26102\n", + "Data columns (total 50 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", - " 0 message_tree_id 70673 non-null object \n", - " 1 tree_state 70673 non-null object \n", - " 2 message_id 70673 non-null object \n", - " 3 user_id 70673 non-null object \n", - " 4 created_date 70673 non-null object \n", - " 5 text 70673 non-null object \n", - " 6 role 70673 non-null object \n", - " 7 lang 70673 non-null object \n", - " 8 review_count 70673 non-null int64 \n", - " 9 review_result 66329 non-null object \n", - " 10 deleted 70673 non-null bool \n", - " 11 synthetic 70673 non-null bool \n", - " 12 emojis_+1 38455 non-null float64\n", - " 13 emojis__skip_reply 14414 non-null float64\n", - " 14 emojis__skip_ranking 7370 non-null float64\n", - " 15 replies 70673 non-null object \n", - " 16 labels_spam_value 69591 non-null float64\n", - " 17 labels_spam_count 69591 non-null float64\n", - " 18 labels_lang_mismatch_value 69356 non-null float64\n", - " 19 labels_lang_mismatch_count 69356 non-null float64\n", - " 20 labels_pii_value 69295 non-null float64\n", - " 21 labels_pii_count 69295 non-null float64\n", - " 22 labels_not_appropriate_value 69323 non-null float64\n", - " 23 labels_not_appropriate_count 69323 non-null float64\n", - " 24 labels_hate_speech_value 69319 non-null float64\n", - " 25 labels_hate_speech_count 69319 non-null float64\n", - " 26 labels_sexual_content_value 69318 non-null float64\n", - " 27 labels_sexual_content_count 69318 non-null float64\n", - " 28 labels_quality_value 69368 non-null float64\n", - " 29 labels_quality_count 69368 non-null float64\n", - " 30 labels_toxicity_value 69381 non-null float64\n", - " 31 labels_toxicity_count 69381 non-null float64\n", - " 32 labels_humor_value 69384 non-null float64\n", - " 33 labels_humor_count 69384 non-null float64\n", - " 34 labels_creativity_value 69367 non-null float64\n", - " 35 labels_creativity_count 69367 non-null float64\n", - " 36 labels_violence_value 69381 non-null float64\n", - " 37 labels_violence_count 69381 non-null float64\n", - " 38 emojis__skip_labeling 12777 non-null float64\n", - " 39 emojis_-1 7066 non-null float64\n", - " 40 labels_helpfulness_value 54 non-null float64\n", - " 41 labels_helpfulness_count 54 non-null float64\n", - " 42 emojis_red_flag 745 non-null float64\n", - " 43 labels_fails_task_value 23 non-null float64\n", - " 44 labels_fails_task_count 23 non-null float64\n", - " 45 labels_moral_judgement_value 23 non-null float64\n", - " 46 labels_moral_judgement_count 23 non-null float64\n", - " 47 labels_political_content_value 24 non-null float64\n", - " 48 labels_political_content_count 24 non-null float64\n", - "dtypes: bool(2), float64(36), int64(1), object(10)\n", - "memory usage: 25.5+ MB\n" + " 0 in_oasst1 26103 non-null bool \n", + " 1 message_tree_id 26103 non-null object \n", + " 2 tree_state 26103 non-null object \n", + " 3 message_id 26103 non-null object \n", + " 4 user_id 26103 non-null object \n", + " 5 created_date 26103 non-null object \n", + " 6 text 26103 non-null object \n", + " 7 role 26103 non-null object \n", + " 8 lang 26103 non-null object \n", + " 9 review_count 26103 non-null int64 \n", + " 10 review_result 21759 non-null object \n", + " 11 deleted 26103 non-null bool \n", + " 12 synthetic 26103 non-null bool \n", + " 13 emojis_+1 17766 non-null float64\n", + " 14 emojis__skip_reply 14414 non-null float64\n", + " 15 emojis__skip_ranking 7370 non-null float64\n", + " 16 replies 26103 non-null object \n", + " 17 labels_spam_value 25021 non-null float64\n", + " 18 labels_spam_count 25021 non-null float64\n", + " 19 labels_lang_mismatch_value 24786 non-null float64\n", + " 20 labels_lang_mismatch_count 24786 non-null float64\n", + " 21 labels_pii_value 24725 non-null float64\n", + " 22 labels_pii_count 24725 non-null float64\n", + " 23 labels_not_appropriate_value 24753 non-null float64\n", + " 24 labels_not_appropriate_count 24753 non-null float64\n", + " 25 labels_hate_speech_value 24749 non-null float64\n", + " 26 labels_hate_speech_count 24749 non-null float64\n", + " 27 labels_sexual_content_value 24748 non-null float64\n", + " 28 labels_sexual_content_count 24748 non-null float64\n", + " 29 labels_quality_value 24798 non-null float64\n", + " 30 labels_quality_count 24798 non-null float64\n", + " 31 labels_toxicity_value 24811 non-null float64\n", + " 32 labels_toxicity_count 24811 non-null float64\n", + " 33 labels_humor_value 24814 non-null float64\n", + " 34 labels_humor_count 24814 non-null float64\n", + " 35 labels_creativity_value 24797 non-null float64\n", + " 36 labels_creativity_count 24797 non-null float64\n", + " 37 labels_violence_value 24811 non-null float64\n", + " 38 labels_violence_count 24811 non-null float64\n", + " 39 emojis__skip_labeling 4806 non-null float64\n", + " 40 emojis_-1 4759 non-null float64\n", + " 41 labels_helpfulness_value 54 non-null float64\n", + " 42 labels_helpfulness_count 54 non-null float64\n", + " 43 emojis_red_flag 578 non-null float64\n", + " 44 labels_fails_task_value 23 non-null float64\n", + " 45 labels_fails_task_count 23 non-null float64\n", + " 46 labels_moral_judgement_value 23 non-null float64\n", + " 47 labels_moral_judgement_count 23 non-null float64\n", + " 48 labels_political_content_value 24 non-null float64\n", + " 49 labels_political_content_count 24 non-null float64\n", + "dtypes: bool(3), float64(36), int64(1), object(10)\n", + "memory usage: 9.4+ MB\n" ] } ], @@ -623,7 +993,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -1486,7 +1856,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -1510,47 +1880,53 @@ " \n", " \n", " \n", - " 70373\n", - " 48517\n", - " 15410\n", + " 5741\n", + " 15964\n", + " 22551\n", " \n", " \n", " \n", " \n", + " in_oasst1\n", + " True\n", + " False\n", + " True\n", + " \n", + " \n", " message_tree_id\n", - " fe473831-af88-423b-8910-7810011c2dd4\n", - " afb42bfd-ea42-46ea-a334-1e214f8748d2\n", - " 382d8535-5c98-407f-ae4c-9a8bb90c4f27\n", + " 389ac929-0161-4094-b5f4-bd261b1b97d5\n", + " 9d4cb896-1818-4081-a685-8a0f0e3ed83b\n", + " dd549bea-7336-4bdc-b53f-553b424867e6\n", " \n", " \n", " tree_state\n", " ready_for_export\n", - " prompt_lottery_waiting\n", + " growing\n", " ready_for_export\n", " \n", " \n", " message_id\n", - " fe473831-af88-423b-8910-7810011c2dd4\n", - " afb42bfd-ea42-46ea-a334-1e214f8748d2\n", - " 382d8535-5c98-407f-ae4c-9a8bb90c4f27\n", + " 389ac929-0161-4094-b5f4-bd261b1b97d5\n", + " 9d4cb896-1818-4081-a685-8a0f0e3ed83b\n", + " dd549bea-7336-4bdc-b53f-553b424867e6\n", " \n", " \n", " user_id\n", - " 7c77131a-7446-4057-9b6d-e25286a41808\n", - " b000ac56-ca55-4fbf-8914-a38ea73b286e\n", - " 2d40e94c-40ed-4e00-a66e-454c0401c8ad\n", + " 95f63ab3-6c7b-43e1-8e86-fccd8be1465f\n", + " 3518ff41-6035-4483-87c2-f3c584c339ea\n", + " 61f82b9a-5f1e-41b5-b1c9-b8eda0fac276\n", " \n", " \n", " created_date\n", - " 2023-02-19T09:09:14.442433+00:00\n", - " 2023-02-11T22:50:00.124736+00:00\n", - " 2023-02-10T03:42:36.416877+00:00\n", + " 2023-02-04T19:32:19.658907+00:00\n", + " 2023-02-24T11:54:23.174704+00:00\n", + " 2023-02-05T12:21:44.759158+00:00\n", " \n", " \n", " text\n", - " what are your limitation?\n", - " What type of materials create the warmest blan...\n", - " 미국의 국채는 얼마인가요?\n", + " What is the process of digestion in human body\n", + " En saa tätä matikan tehtävää ratkottua. Miten ...\n", + " What can we do as individuals to address clima...\n", " \n", " \n", " role\n", @@ -1561,8 +1937,8 @@ " \n", " lang\n", " en\n", + " fi\n", " en\n", - " ko\n", " \n", " \n", " review_count\n", @@ -1590,31 +1966,31 @@ " \n", " \n", " emojis_+1\n", - " 3.0\n", - " NaN\n", + " 2.0\n", " 1.0\n", + " 3.0\n", " \n", " \n", " emojis__skip_reply\n", - " 8.0\n", - " NaN\n", " 2.0\n", + " 7.0\n", + " 1.0\n", " \n", " \n", " emojis__skip_ranking\n", - " 1.0\n", + " NaN\n", " NaN\n", " 1.0\n", " \n", " \n", " replies\n", - " [{'message_id': '19332924-a234-45db-a72a-70b4b...\n", - " []\n", - " [{'message_id': '152a75a6-49fd-49d6-85a4-bbcc5...\n", + " [{'message_id': '0e4f2ae2-179a-403a-8d69-37c80...\n", + " [{'message_id': '3f058be8-e049-42a7-a7d0-c8b83...\n", + " [{'message_id': '7969d134-d470-452e-9f7b-f5909...\n", " \n", " \n", " labels_spam_value\n", - " 0.333333\n", + " 0.0\n", " 0.0\n", " 0.0\n", " \n", @@ -1686,9 +2062,9 @@ " \n", " \n", " labels_quality_value\n", - " 0.083333\n", - " 0.75\n", - " 0.75\n", + " 0.583333\n", + " 0.833333\n", + " 0.916667\n", " \n", " \n", " labels_quality_count\n", @@ -1698,7 +2074,7 @@ " \n", " \n", " labels_toxicity_value\n", - " 0.166667\n", + " 0.0\n", " 0.25\n", " 0.0\n", " \n", @@ -1710,9 +2086,9 @@ " \n", " \n", " labels_humor_value\n", - " 0.0\n", " 0.166667\n", " 0.083333\n", + " 0.0\n", " \n", " \n", " labels_humor_count\n", @@ -1722,9 +2098,9 @@ " \n", " \n", " labels_creativity_value\n", - " 0.0\n", - " 0.166667\n", " 0.333333\n", + " 0.416667\n", + " 0.5\n", " \n", " \n", " labels_creativity_count\n", @@ -1752,7 +2128,7 @@ " \n", " \n", " emojis_-1\n", - " 1.0\n", + " NaN\n", " NaN\n", " NaN\n", " \n", @@ -1815,24 +2191,25 @@ "" ], "text/plain": [ - " 70373 48517 15410\n", - "message_tree_id fe473831-af88-423b-8910-7810011c2dd4 afb42bfd-ea42-46ea-a334-1e214f8748d2 382d8535-5c98-407f-ae4c-9a8bb90c4f27\n", - "tree_state ready_for_export prompt_lottery_waiting ready_for_export\n", - "message_id fe473831-af88-423b-8910-7810011c2dd4 afb42bfd-ea42-46ea-a334-1e214f8748d2 382d8535-5c98-407f-ae4c-9a8bb90c4f27\n", - "user_id 7c77131a-7446-4057-9b6d-e25286a41808 b000ac56-ca55-4fbf-8914-a38ea73b286e 2d40e94c-40ed-4e00-a66e-454c0401c8ad\n", - "created_date 2023-02-19T09:09:14.442433+00:00 2023-02-11T22:50:00.124736+00:00 2023-02-10T03:42:36.416877+00:00\n", - "text what are your limitation? What type of materials create the warmest blan... 미국의 국채는 얼마인가요?\n", + " 5741 15964 22551\n", + "in_oasst1 True False True\n", + "message_tree_id 389ac929-0161-4094-b5f4-bd261b1b97d5 9d4cb896-1818-4081-a685-8a0f0e3ed83b dd549bea-7336-4bdc-b53f-553b424867e6\n", + "tree_state ready_for_export growing ready_for_export\n", + "message_id 389ac929-0161-4094-b5f4-bd261b1b97d5 9d4cb896-1818-4081-a685-8a0f0e3ed83b dd549bea-7336-4bdc-b53f-553b424867e6\n", + "user_id 95f63ab3-6c7b-43e1-8e86-fccd8be1465f 3518ff41-6035-4483-87c2-f3c584c339ea 61f82b9a-5f1e-41b5-b1c9-b8eda0fac276\n", + "created_date 2023-02-04T19:32:19.658907+00:00 2023-02-24T11:54:23.174704+00:00 2023-02-05T12:21:44.759158+00:00\n", + "text What is the process of digestion in human body En saa tätä matikan tehtävää ratkottua. Miten ... What can we do as individuals to address clima...\n", "role prompter prompter prompter\n", - "lang en en ko\n", + "lang en fi en\n", "review_count 3 3 3\n", "review_result True True True\n", "deleted False False False\n", "synthetic False False False\n", - "emojis_+1 3.0 NaN 1.0\n", - "emojis__skip_reply 8.0 NaN 2.0\n", - "emojis__skip_ranking 1.0 NaN 1.0\n", - "replies [{'message_id': '19332924-a234-45db-a72a-70b4b... [] [{'message_id': '152a75a6-49fd-49d6-85a4-bbcc5...\n", - "labels_spam_value 0.333333 0.0 0.0\n", + "emojis_+1 2.0 1.0 3.0\n", + "emojis__skip_reply 2.0 7.0 1.0\n", + "emojis__skip_ranking NaN NaN 1.0\n", + "replies [{'message_id': '0e4f2ae2-179a-403a-8d69-37c80... [{'message_id': '3f058be8-e049-42a7-a7d0-c8b83... [{'message_id': '7969d134-d470-452e-9f7b-f5909...\n", + "labels_spam_value 0.0 0.0 0.0\n", "labels_spam_count 3.0 3.0 3.0\n", "labels_lang_mismatch_value 0.0 0.0 0.0\n", "labels_lang_mismatch_count 3.0 3.0 3.0\n", @@ -1844,18 +2221,18 @@ "labels_hate_speech_count 3.0 3.0 3.0\n", "labels_sexual_content_value 0.0 0.0 0.0\n", "labels_sexual_content_count 3.0 3.0 3.0\n", - "labels_quality_value 0.083333 0.75 0.75\n", + "labels_quality_value 0.583333 0.833333 0.916667\n", "labels_quality_count 3.0 3.0 3.0\n", - "labels_toxicity_value 0.166667 0.25 0.0\n", + "labels_toxicity_value 0.0 0.25 0.0\n", "labels_toxicity_count 3.0 3.0 3.0\n", - "labels_humor_value 0.0 0.166667 0.083333\n", + "labels_humor_value 0.166667 0.083333 0.0\n", "labels_humor_count 3.0 3.0 3.0\n", - "labels_creativity_value 0.0 0.166667 0.333333\n", + "labels_creativity_value 0.333333 0.416667 0.5\n", "labels_creativity_count 3.0 3.0 3.0\n", "labels_violence_value 0.0 0.0 0.0\n", "labels_violence_count 3.0 3.0 3.0\n", "emojis__skip_labeling NaN NaN NaN\n", - "emojis_-1 1.0 NaN NaN\n", + "emojis_-1 NaN NaN NaN\n", "labels_helpfulness_value NaN NaN NaN\n", "labels_helpfulness_count NaN NaN NaN\n", "emojis_red_flag NaN NaN NaN\n", @@ -1867,7 +2244,7 @@ "labels_political_content_count NaN NaN NaN" ] }, - "execution_count": 9, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -1879,7 +2256,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -1897,7 +2274,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -1928,12 +2305,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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tK7VduHAhAgIC4OHhgZYtW6J79+4YOnSoTn2kyMhIzJw5E3/88UeezzAxMVHnM3h+PMVjuWtM3bp1C4mJifkuNczd/44dO6Jv374IDg7G0qVL0alTJ/Tu3RuDBg2ChYVFvq8FngVMhX0X8wuqBgwYgN9++w2nTp1CmzZtcOfOHZw7dw7Lli3T6bsgCKhTp06+180dAgFAtWrVYG5uXmA/StLz33s7OzsAgIeHR57jGo0GiYmJcHJyMvg9lRQvLy+d57du3QKgDacKIta4Sk9Pz7e/9erVkwJuUcuWLYvVv3bt2mHp0qUIDw9H586dceXKFSxcuBAA0KZNG2RnZ+PMmTPw9PTE48ePpWV7zxMEoUTqVBEREQEMoYiIiABoQ6iqVavi33//Neh1L/LHmVqtzve4XC7P93juGS4vG3d3d3Tq1AmLFy9GeHh4gTviicXLhwwZUuAf66+++ioAbUh248YN7NmzBwcOHMCOHTuwevVqzJw5E8HBwQC0u3e1b98eu3btQkhICBYtWoQFCxZg586d6NatG9RqNXx9fREXF4dp06ahfv36UCqVePjwId5//32dYur60mg0qFKlCjZv3pzveRcXFwDa78avv/6Kv/76C7t378bBgwcxfPhwLF68GH/99VeBM2/EcPCff/5B7969823zzz//AIDOzm09e/aEQqHAtm3b0KZNG2zbtg0mJiZ45513dPouk8mwf//+fL9nz/cp90yf0lbQ976ofw+GvqfnOTk5ITs7G8nJyXrPhATyfjbid2nRokVo1qxZvq+xtrbOt6h6YeLi4pCVlaVXf8TgDnhW3+nEiRPSjobe3t4AAGdnZ9SpUwcnTpyQirc/Xw9KFB8fD2dnZ4P6TEREVBCGUERERDl69OiBtWvX4tSpU9IfawXx9PSERqPBrVu3dIp3R0dHIyEhAZ6entIxBwcHJCQk6Lw+KysLjx8/LnZfDQm/PD09cejQoTx/ZF+/fl06XxIGDRqEkSNHwt7eHt27d8+3jYuLC2xsbKBWq3V2IyuIUqnEgAEDMGDAAGRlZaFPnz744osvMH36dFhaWgLQBmDjxo3DuHHjEBMTgxYtWuCLL75At27dcPnyZdy8eRMbN27E0KFDpeuGhobq3Ef8DG7fvp2nD88fq1WrFg4dOoS2bdvqFdK0bt0arVu3xhdffIEtW7Zg8ODB2Lp1a4EzT9q1awd7e3ts2bIFn376ab7ByqZNmwBov7O5P6sePXpg+/btWLJkCX755Re0b98eVatW1em7IAjw8vJC3bp1i+y7MXjR91S/fn0A2l3yxAC0uP0AtIF2Yd9tFxcXWFlZSTOncrtx40aeY3369MHRo0eLvH9AQAA2bNggPa9SpYoUNCmVSjRs2FCnQHubNm0QHh6O//77D3K5vMD/5kVERKBp06ZF3p+IiEgfrAlFRESUY+rUqVAqlRg5ciSio6PznL9z5w6WL18OAFLIknupEwAsWbIEAODv7y8dq1WrFo4dO6bTbu3atQXOhNKHUqnME2wVpHv37lCr1fj66691ji9duhQymQzdunUrdj9y69evH2bNmoXVq1cXuIRLLpejb9++2LFjR76zzp48eSL9Hhsbq3PO3NwcDRs2hCAIUKlUUKvV0nI6UZUqVVC1alVptokY4OSeRSYIgjSOoqpVq6Jx48bYtGkTUlJSpONHjx7F5cuXddr2798farUac+bMydP/7OxsaVzi4+PzzF4TZ8gUNhtGoVBg8uTJuHHjhrT7YW579+7Fhg0b4Ofnh9atW+ucGzBgAB49eoR169bh0qVLGDBggM75Pn36QC6XIzg4OE/fBEHI85kbgxd9T2L48vfff79QP1q2bIlatWrhq6++0vkOicTvtlwuh5+fH3777TdERkZK569du4aDBw/meV1xa0IB2kDz4sWLCAkJybPrZ5s2bXDq1CkcP34cr776ar6zwBITE3Hnzh29dwwlIiIqCmdCERER5ahVqxa2bNmCAQMGoEGDBhg6dCgaN26MrKwsnDx5Etu3b8f7778PAGjatCkCAgKwdu1aJCQkoGPHjjhz5gw2btyI3r17480335SuO3LkSIwZMwZ9+/aFr68vLl26hIMHD77QEpeWLVvim2++wdy5c1G7dm1UqVIFb731Vr5te/bsiTfffBOffvop7t27h6ZNmyIkJAS///47Jk6cKM3geFF2dnaYPXt2ke2+/PJLHDlyBK1atcKoUaPQsGFDxMXF4fz58zh06BDi4uIAAF26dIGbmxvatm0LV1dXXLt2DV9//TX8/f1hY2ODhIQEvPLKK+jXrx+aNm0Ka2trHDp0CGfPnsXixYsBaGe51KpVC5MnT8bDhw9ha2uLHTt25Ftfa968eejVqxfatm2LYcOGIT4+Hl9//TUaN26sEyp07NgRH3zwAebPn4+LFy+iS5cuMDMzw61bt7B9+3YsX74c/fr1w8aNG7F69Wq8/fbbqFWrFpKTk/Hdd9/B1ta2wJliok8++QQXLlzAggULcOrUKfTt2xdWVlY4ceIEfvrpJzRo0AAbN27M87ru3bvDxsYGkydPlgK/3GrVqoW5c+di+vTpuHfvHnr37g0bGxtERERg165dGD16NCZPnlzkGL5MXvQ91axZE40bN8ahQ4fyFEE3hImJCdatW4du3bqhUaNGGDZsGKpVq4aHDx/iyJEjsLW1xe7duwEAwcHBOHDgANq3b49x48YhOzsbK1euRKNGjaSllqLi1oQCtCHU+vXrcfbsWQQGBuqca9OmDRITE5GYmIgPP/ww39cfOnQIgiCgV69exe4DERGRjrLcio+IiMgY3Lx5Uxg1apRQo0YNwdzcXLCxsRHatm0rrFy5UsjIyJDaqVQqITg4WPDy8hLMzMwEDw8PYfr06TptBEEQ1Gq1MG3aNMHZ2VlQKBSCn5+fcPv2bcHT01NnW/X169cLAISzZ8/qvF7cEv7IkSPSsaioKMHf31+wsbERAOhseZ+f5ORkISgoSKhatapgZmYm1KlTR1i0aJHOVvKCoN0OvlGjRnp9Tvq0Ffu+fft2nePR0dFCYGCg4OHhIZiZmQlubm5C586dhbVr10ptvv32W6FDhw6Ck5OTYGFhIdSqVUuYMmWKkJiYKAiCIGRmZgpTpkwRmjZtKtjY2AhKpVJo2rSpsHr1ap17Xb16VfDx8RGsra0FZ2dnYdSoUcKlS5cEAML69et12m7dulWoX7++YGFhITRu3Fj4448/hL59+wr169fP897Wrl0rtGzZUrCyshJsbGyEJk2aCFOnThUePXokCIIgnD9/Xhg4cKBQvXp1wcLCQqhSpYrQo0cP4e+//9br81Wr1cL69euFtm3bCra2toKlpaXQqFEjITg4WEhJSSnwdYMHDxYACD4+PgW22bFjh9CuXTtBqVQKSqVSqF+/vhAYGCjcuHFDamPId+F5/v7+gqenZ77nOnbsqPN9Leg7UtC/h1mzZgkAhCdPnhj8ngqyZMkSwdraWkhLS9M57unpKfj7++scK6i/ogsXLgh9+vSRvreenp5C//79hT///FOn3dGjR4WWLVsK5ubmQs2aNYU1a9ZI762k3LhxQwAgABBu3rypc06j0Qj29vYCAOGXX37J9/UDBgwQ2rVrV2L9ISIikgnCS1zllIiIiKicNWvWDC4uLnnqSFHFkZiYiJo1a2LhwoUYMWJEufVj9uzZ+S4rLA9RUVHw8vLC1q1bOROKiIhKDGtCEREREQFQqVTIzs7WORYWFoZLly6hU6dO5dMpKhN2dnaYOnUqFi1aVKwdEyuiZcuWoUmTJgygiIioRHEmFBERERGAe/fuwcfHB0OGDEHVqlVx/fp1rFmzBnZ2dvj333/h5ORU3l2kCu5lmglFRERUGliYnIiIiAiAg4MDWrZsiXXr1uHJkydQKpXw9/fHl19+yQCKiIiIqARwJhQREREREREREZU61oQiIiIiIiIiIqJSxxCKiIiIiIiIiIhKHWtC6UGj0eDRo0ewsbGBTCYr7+4QEREREREREZUIQRCQnJyMqlWrwsSkdOcqMYTSw6NHj+Dh4VHe3SAiIiIiIiIiKhUPHjzAK6+8Uqr3YAilBxsbGwDaAbG1tS3n3lQcKpUKISEh6NKlC8zMzMq7OwSOibHj+BkXjpdx4/gZH46ZceP4GTeOn3HheBm34oxfUlISPDw8pOyjNDGE0oO4BM/W1pYhVAlSqVRQKBSwtbXlf9xeEhwT48bxMy4cL+PG8TM+HDPjxvEzbhw/48LxMm4vMn5lUX6IhcmJiIiIiIiIiKjUMYQiIiIiIiIiIqJSxxCKiIiIiIiIiIhKHWtCERERERERUalTq9VQq9Xl3Q0qgkqlgqmpKTIyMjheRqig8TMzM4NcLi/HnmkxhCIiIiIiIqJSZW5ujoiIiPLuBulBEAS4ubnhwYMHZVKomkpWQeMnk8nwyiuvwNrauhx7xxCKiIiIiIiISpFarYajoyOUSiVcXFwYbLzkNBoNUlJSYG1tDRMTVvAxNvmNnyAIePLkCf777z/UqVOnXGdEMYQiIiIiIiKiUpOdnQ1TU1M4OTnBysqqvLtDRdBoNMjKyoKlpSVDKCNU0Pi5uLjg3r17UKlU5RpC8RtFREREREREpUYQBADgDCiicvSy/PtjCEVERERERERERKWOIRQREREREREREZU6hlBERERERET00lNrBJy6E4vfLz7EqTuxUGuE8u4SwsLCIJPJkJCQAADYsGED7O3ty7VPRC+zcg2h1Go1PvvsM3h5ecHKygq1atXCnDlzpDXDgHb98MyZM+Hu7g4rKyv4+Pjg1q1bOteJi4vD4MGDYWtrC3t7e4wYMQIpKSk6bf755x+0b98elpaW8PDwwMKFC8vkPRIREREREdGLOfDvY7RbcBgDv/sLH229iIHf/YV2Cw7jwL+PS/3ep06dglwuh7+/f4lcTyaTQSaT4a+//tI5npmZCScnJ8hkMoSFhZXIvYheNuUaQi1YsADffPMNvv76a1y7dg0LFizAwoULsXLlSqnNwoULsWLFCqxZswanT5+GUqmEn58fMjIypDaDBw/GlStXEBoaij179uDYsWMYPXq0dD4pKQldunSBp6cnzp07h0WLFmH27NlYu3Ztmb5fIiIiIiIiMsyBfx9j7E/n8TgxQ+d4VGIGxv50vtSDqO+//x4ffvghjh07hkePHpXINT08PLB+/XqdY7t27YK1tXWJXJ/oZVWuIdTJkyfRq1cv+Pv7o0aNGujXrx+6dOmCM2fOANDOglq2bBlmzJiBXr164dVXX8WmTZvw6NEj/PbbbwCAa9eu4cCBA1i3bh1atWqFdu3aYeXKldi6dav0H4jNmzcjKysLP/zwAxo1aoR3330XEyZMwJIlS8rrrRMREREREVVKgiAgLStbr5/kDBVm/XEF+S28E4/N/uMqkjNUel0v96obfaSkpOCXX37B2LFj4e/vjw0bNrzo2wcABAQEYOvWrUhPT5eO/fDDDwgICMjT9sGDB+jfvz/s7e3h6OiIXr164d69e9L5sLAwvPHGG1AqlbC3t0fbtm1x//59AMClS5fw5ptvwsbGBra2tmjZsiX+/vtvAEBsbCwGDhyIatWqQaFQoEmTJvj555917p2cnIzBgwdDqVTC3d0dS5cuRadOnTBx4kSpTWZmJiZPnoxq1apBqVSiVatWOjO57t+/j549e8LBwQFKpRKNGjXCvn37SuBTJGNkWp43b9OmDdauXYubN2+ibt26uHTpEk6cOCGFQxEREYiKioKPj4/0Gjs7O7Rq1QqnTp3Cu+++i1OnTsHe3h6vvfaa1MbHxwcmJiY4ffo03n77bZw6dQodOnSAubm51MbPzw8LFixAfHw8HBwcdPqVmZmJzMxM6XlSUhIAQKVSQaVSlcpnURmJnyU/05cHx8S4cfyMC8fLuHH8jA/HzLhx/IxbdnY2AG34pNFokJaVjcazQ0vk2gKAqKQMNJkdolf7f2f7QmGu/5/BW7duRf369VGnTh0MGjQIkyZNwrRp06Tt7jUajfQo/uQ+XpDmzZujRo0a2L59O4YMGYLIyEgcO3YMK1euxJw5c6RrqVQq+Pn5oXXr1jh69ChMTU3xxRdfoGvXrrh48SJMTEzQu3dvjBw5Upp8cebMGemzHjx4MJo1a4ZVq1ZBLpfj4sWLkMvl2nFIS0OLFi0wZcoU2NraYt++fXjvvfdQo0YNNGjQAIIgICgoCOHh4fjtt9/g6uqKWbNm4fz582jatKn0HgMDA3Ht2jVs2bIFVatWxW+//YauXbvi0qVLqFOnDsaNG4esrCyEhYVBqVTi6tWrUCgURX5GVDxi0Cp+B0QajQaCIEClUkEul+u8piz/21quIdQnn3yCpKQk1K9fH3K5HGq1Gl988QUGDx4MAIiKigIAuLq66rzO1dVVOhcVFYUqVaronDc1NYWjo6NOGy8vrzzXEM89H0LNnz8fwcHBefobEhIChUJR3LdLBQgNLZn/AaKSwzExbhw/48LxMm4cP+PDMTNuHD/jZGpqCjc3N6SmpkKlUiE9S11ufUlOSka2ubzohjm+++479O3bF0lJSWjTpg0SEhKwf/9+tGvXDgCQlpamvW5yMkxMTJCRkQFBEKSJDAVJT0/HwIEDsW7dOvzf//0f1q5dC19fX1haWkrXTUpKwi+//ILs7GwsXrxYCr6WLVuGGjVqYN++fWjevDkSExPx5ptvwsXFBQDw9ttvA9BOpoiMjERgYCCqVq0KQDsZQzxnY2ODUaNGSX0aOnQo9u7diy1btmDOnDl49OgRNm3ahO+++w6vv/66dO+GDRsiKysLSUlJePDgATZs2IDLly/D3d0dADBq1Cjs3bsX3377LWbOnIl79+7h//7v/+Dp6QkA6NChg9QHKj3Jyck6z7OyspCeno5jx45JwbBI/B6XhXINobZt24bNmzdjy5YtaNSoES5evIiJEyeiatWq+U5DLCvTp0/HpEmTpOdJSUnw8PBAly5dYGtrW279qmhUKhVCQ0Ph6+sLMzOz8u6ODrVGwN/34xGTnIkqNhZ4zdMBchNZeXer1L3MY0JF4/gZF46XceP4GR+OmXHj+Bm3lJQU3L17F0qlElZWVrARBPw721ev156JiMPwjeeKbPdDQEu84eVYZDsrM7kU5hTlxo0bOH/+PH7//Xfp78ABAwZg69at6N69OwBIkxTE5W6WlpaQyWRF/t1oZWWFESNGIDg4GE+fPsXWrVuxbNky2NjYSNe1tbXFrVu3cPfuXXh4eOi8PiMjA48fP0bv3r0REBCAvn37wsfHBz4+PnjnnXekQCgoKAgTJkzAjh070LlzZ/Tr1w+1atUCoN0obP78+di+fTsePnyIrKwsZGZmSn1/8uQJVCoVOnbsKB2ztbVFvXr1YG5uDltbW9y7dw9qtVoKqUSZmZmoUqUKbG1t8dFHHyEwMBDHjh1D586d0adPH7z66qt6jQEZThAEJCcnw8bGRue7npGRASsrK3To0EEKO0VlGQiWawg1ZcoUfPLJJ3j33XcBAE2aNMH9+/cxf/58BAQEwM3NDQAQHR0t/SMSnzdr1gwA4ObmhpiYGJ3rZmdnIy4uTnq9m5sboqOjddqIz8U2uVlYWMDCwiLPcTMzM/6PXil42T7XA/8+RvDuqzqFD93tLDGrZ0N0bexeyCsrjpdtTMgwHD/jwvEybhw/48MxM24cP+Nkaqr9s1Mmk8HERFuW2Fqu32ykjvVc4W5niajEjHzrQskAuNlZomM91xL/fxqvX78e2dnZeOWVV6RjgiDAwsICq1atgp2dnfR+TExMpB/xeWFMTEzg4uKCHj16YNSoUcjIyIC/v780e0W8VmpqKlq2bInNmzfnuYaLiwtMTEywYcMGfPTRRzhw4AC2bduGzz77DKGhoWjdujWCg4MxePBg7N27F/v378fs2bOxdetWvP3229ImYMuWLUOTJk2gVCoxceJEZGVlAYAUYOR+XyJxLNPS0iCXy3Hu3Lk8S7ysra1hYmKC0aNHo1u3bti7dy9CQkLw5ZdfYvHixfjwww8NGQ7Sk7gEL/e/N0A7jjKZLN//jpblf1fLtTB5Wlpani+zuD4VALy8vODm5oY///xTOp+UlITTp0/D29sbAODt7Y2EhAScO/csHT98+DA0Gg1atWoltTl27JjOOsfQ0FDUq1cvz1I8qtzKe+cNIiIiIiJ6Rm4iw6yeDQFoA6fcxOezejYs8QAqOzsbmzZtwuLFi3Hx4kXp59KlS6hatWqeAt7FNXz4cISFhWHo0KF5QhwAaNGiBW7duoUqVaqgdu3aOj92dnZSu+bNm2P69Ok4efIkGjdujC1btkjn6tati6CgIISEhKBPnz7Srnzh4eHo1asXhgwZgqZNm6JmzZq4efOm9LqaNWvCzMwMZ8+elY4lJibqtGnevDnUajViYmLy9C/3hA8PDw+MGTMGO3fuxMcff4zvvvuuRD4/Mj7lGkL17NkTX3zxBfbu3Yt79+5h165dWLJkibSGVSaTYeLEiZg7dy7++OMPXL58GUOHDkXVqlXRu3dvAECDBg3QtWtXjBo1CmfOnEF4eDjGjx+Pd999V1r3OmjQIJibm2PEiBG4cuUKfvnlFyxfvlxnyR2RWiMgePfVQnfeCN59FWqNYTtqEBERERFR8XVt7I5vhrSAm53uEiI3O0t8M6RFqaxW2LNnD+Lj4zFixAg0btxY56dv3774/vvvS+Q+Xbt2xZMnT/D555/ne37w4MFwdnZGr169cPz4cURERCAsLAwTJkzAf//9h4iICEyfPh2nTp3C/fv3ERISglu3bqFBgwZIT0/H+PHjERYWhvv37yM8PBxnz55FgwYNAAB16tRBaGgoTp48iWvXruGDDz7QWUFkY2ODgIAATJkyBUeOHMGVK1cwYsQIaUYNoA24Bg8ejKFDh2Lnzp2IiIjAmTNnMH/+fOzduxcAMHHiRBw8eBARERE4f/48jhw5IvWBKp9yXY63cuVKfPbZZxg3bhxiYmJQtWpVfPDBB5g5c6bUZurUqUhNTcXo0aORkJCAdu3a4cCBAzprGDdv3ozx48ejc+fOMDExQd++fbFixQrpvJ2dHUJCQhAYGIiWLVvC2dkZM2fOxOjRo8v0/dLL7UxEXJ4ZULkJAB4nZuBMRBy8azmVXceIiIiIiCq5ro3d4dvQDWci4hCTnIEqNpZ4w8ux1Oq2fv/99/Dx8dGZbSTq27cvFi5ciH/++eeF7yOTyeDs7FzgeYVCgWPHjmHatGno06cPkpOTUa1aNXTu3Bm2trZIT0/H9evXsXHjRsTGxsLd3R2BgYH44IMPkJ2djdjYWAwdOhTR0dFwdnZGnz59pE24ZsyYgbt378LPzw8KhQKjR49G7969kZCQIN1/yZIlGDNmDHr06AFbW1tMnToVDx480Pl7fP369Zg7dy4+/vhjPHz4EM7OzmjdujV69OgBQFt7KjAwEP/99x9sbW3RtWtXLF269IU/OzJOMkHcv48KlJSUBDs7OyQmJrIweQlSqVTYt28funfv/lKs7f/94kN8tPVike2Wv9sMvZpVK/0OlYOXbUzIMBw/48LxMm4cP+PDMTNuHD/jlpycjJs3b6JBgwbcbdwIaDQaJCUlwdbWNk/5nNTUVFSrVg2LFy/GiBEjyqmHVJiCxi8jIwMRERHw8vLKtzB5WWUe5ToTiuhlUsXGsuhGBrQjIiIiIiIyZhcuXMD169fxxhtvIDExUVo22KtXr3LuGRkrhlBEOd7wctRr5w19tn4lIiIiIiKqCL766ivcuHED5ubmaNmyJY4fP17oEkKiwjCEIsoh7rwx9qfzec6V5s4bREREREREL6PmzZvr7ERP9KLKdXc8opeNuPOG6XNBU2nuvEFERERERERUGXAmFNFzujZ2h5PyCqKTMwEA64a+hjfrV+EMKCIiIiIiIqIXwJlQRM8RBAHxaSrpea0q1gygiIiIiIiIiF4QQyii56RkZiNLrZGex6VmlmNviIiIiIiIiCoGhlBEz4lNySr0OREREREREREZjiEU0XNiU3VDp/g0hlBEREREREREL4ohFNFz4p4LoZ4PpYiIiIiIqOLr1KkTJk6cWN7dIKpQGEIRPef5GlBxXI5HRERERFR+jswHji7M/9zRhdrzpWDnzp2YM2dOqVy7rBUUqE2YMAEtW7aEhYUFmjVrVug1wsLCIJPJCv0JCwsrlf7nR7znX3/9pXM8MzMTTk5OZd4f0g9DKKLnPD/zKY7L8YiIiIiIyo+JHDjyRd4g6uhC7XETeanc1tHRETY2NqVy7ZfJ8OHDMWDAgCLbtWnTBo8fP5Z++vfvj65du+oca9OmjdQ+K6v0/47y8PDA+vXrdY7t2rUL1tbWpX5vKh6GUETPEQuROyrNAeRdnkdERERERC9AEICsVP1/vAOBDlO0gdPhudpjh+dqn3eYoj2v77UEQe9uPj97qEaNGpg3bx6GDx8OGxsbVK9eHWvXrtX7epcvX8Zbb70FKysrODk5YfTo0UhJSZHOnz17Fr6+vnB2doadnR06duyI8+fP5/rYBMyePRvVq1eHhYUFqlatigkTJkjnV69ejTp16sDS0hKurq7o168fAOD999/H0aNHsXz5cmn20L179wAAK1asQGBgIGrWrFlk/83NzeHm5ib9WFlZwcLCQnq+Zs0avPHGG1i3bh28vLxgaWkpfW7Lli3TuVazZs0we/Zs6XlCQgJGjhwJFxcX2Nra4q233sKlS5eK7FNAQAC2bt2K9PR06dgPP/yAgICAPG0fPHiA/v37w97eHo6OjujVq5f0OQDamV5vvPEGlEol7O3t0bZtW9y/fx8AcOnSJbz55puwsbGBra0tWrZsib///hsAEBsbi4EDB6JatWpQKBRo0qQJfv75Z517JycnY/DgwVAqlXB3d8fSpUvzfL8yMzMxefJkVKtWDUqlEq1atdKZyXX//n307NkTDg4OUCqVaNSoEfbt21fkZ/SyMS3vDhC9bMTQqXYVa5yJiGMIRURERERUklRpwLyqxXvtsUXan4KeF+V/jwBzZfHuDWDx4sWYM2cO/ve//+HXX3/F2LFj0bFjR9SrV6/Q16WmpsLPzw/e3t44e/YsYmJiMHLkSIwfPx4bNmwAoA0qAgICsHLlSgiCgMWLF6N79+64desWbGxssGPHDixduhRbt25Fo0aNEBUVJQU1f//9NyZMmIAff/wRbdq0QVxcHI4fPw4AWL58OW7evInGjRvj888/BwC4uLgU+zMozO3bt7Fjxw7s3LkTcrn+M9TeeecdWFlZYf/+/bCzs8O3336Lzp074+bNm3B0dCzwdS1btkSNGjWwY8cODBkyBJGRkTh27BhWrVqls5RSpVJJn//x48dhamqKuXPnomvXrvjnn39gYmKC3r17Y9SoUfj555+RlZWFM2fOQCaTAQAGDx6M5s2b45tvvoFcLsfFixdhZmYGAMjIyEDLli0xbdo02NraYu/evXjvvfdQq1YtvPHGGwCASZMmITw8HH/88QdcXV0xc+ZMnD9/XmcJ5Pjx43H16lVs3boVVatWxa5du9C1a1dcvnwZderUQWBgILKysnDs2DEolUpcvXrVKGd8MYQieo64HK8OQygiIiIiIsqle/fuGDduHABg2rRpWLp0KY4cOVJkCLVlyxZkZGRg06ZNUCq1IdjXX3+Nnj17YsGCBXB1dcVbb72l85q1a9fC3t4eR48eRY8ePRAZGQk3Nzf4+PjAzMwM1atXl0KOyMhIKJVK9OjRAzY2NvD09ETz5s0BAHZ2djA3N4dCoYCbm1tJfyQ6srKysGnTJoNCrhMnTuDMmTOIiYmBhYUFAOCrr77Cb7/9hl9//RWjR48u9PXDhw/HDz/8gCFDhmDDhg3o3r17nvv/8ssv0Gg0WLdunRQsrV+/Hvb29ggLC8Nrr72GxMRE9OjRA7Vq1QIANGjQQHp9ZGQkpkyZgvr16wMA6tSpI52rVq0aJk+eLD3/8MMPcfDgQWzbtg1vvPEGkpOTsXHjRmzZsgWdO3eW7l21alWd669fvx6RkZHS8cmTJ+PAgQNYv3495s2bh8jISPTt2xdNmjQBAL1mr72MGEIRPUcsTF6ninXOc4ZQREREREQlxkyhnZFkqBNLtbOe5OaAOku7FK9dkOH3fgGvvvqq9LtMJoObmxtiYmKKfN21a9fQtGlTKYACgLZt20Kj0eDGjRtwdXVFdHQ0ZsyYgbCwMMTExECtViMtLQ2RkZEAtLOFli1bhpo1a6Jr167o3r07evbsCVNTU/j6+sLT01M617VrV7z99ttQKF7s/RrK09PT4FlWly5dQkpKCpycnHSOp6en486dO0W+fsiQIfjkk09w9+5dbNiwAStWrMj3Hrdv385T4ysjIwN37txBly5d8P7778PPzw++vr7w8fFB//794e7uDkA7k2nkyJH48ccf4ePjg3feeUcKq9RqNebNm4dt27bh4cOHyMrKQmZmpvTZ3717FyqVSgoMAW0wmDu4vHz5MtRqNerWravTP7HIOqAtIj927FiEhITAx8cHffv21fk+GgvWhCJ6jlgTqo6r9j9QaVlqZKjU5dklIiIiIqKKQybTLokz5OfUKm0A9eanwGdPtI/HFmmPG3KdnFkwxSUuwXr2VmTQaDQvdE1RQEAALl68iOXLl+PkyZO4ePEinJycpALfHh4euHHjBlavXg0rKyuMGzcOHTp0gEqlgo2NDc6fP4+ff/4Z7u7umDlzJpo2bYqEhIQS6Zu+codsIhMTEwjP1eJSqVTS7ykpKXB3d8fFixd1fm7cuIEpU6YUeU8nJyf06NEDI0aMQEZGBrp165anTUpKClq2bJnnHjdv3sSgQYMAaGcnnTp1Cm3atMEvv/yCunXrSjvvzZ49G1euXIG/vz8OHz6Mhg0bYteuXQCARYsWYfny5Zg2bRqOHDmCixcvws/Pz6DC7CkpKZDL5Th37pxO/65du4bly5cDAEaOHIm7d+/ivffew+XLl/Haa69h5cqVet/jZcEQiigXQRCk5XjVHRUwk2v/R4qzoYiIiIiIyom4C96bnwIdp2qPdZyqfZ7frnkvoQYNGuDSpUtITU2VjoWHh8PExESaERMeHo4JEyage/fuaNSoESwsLPD06VOd61hZWaFnz55YsWIFwsLCcOrUKVy+fBkAYGpqCh8fHyxcuBD//PMP7t27h8OHDwPQFhVXq8vn/7Hu4uKCx48fS8+TkpIQEREhPW/RogWioqJgamqK2rVr6/w4OzvrdY/hw4cjLCwMQ4cOzbcWVYsWLXDr1i1UqVIlzz3s7Oykds2bN8f06dNx8uRJNG7cGFu2bJHO1a1bF0FBQQgJCUGfPn2kXfnCw8PRq1cvDBkyBE2bNkXNmjVx8+ZN6XU1a9aEmZkZzp49Kx1LTEzUadO8eXOo1WrExMTk6V/uJZQeHh4YM2YMdu7ciY8//hjfffedXp/Py4QhFFEuqVlqZGVr/z8ZTtbm3CGPiIiIiKi8adS6AZRIDKI0L/+qhcGDB8PS0hIBAQH4999/ceTIEXz44Yd477334OrqCkBbZ+jHH3/EtWvXcPr0aQwePBhWVlbSNTZs2IDvv/8e//77L+7evYuffvoJVlZW8PT0xJ49e7BixQpcvHgR9+/fx6ZNm6DRaKSAq0aNGjh9+jTu3buHp0+fSrO3bt++jYsXLyIqKgrp6enSDBxDZvEU5a233sKPP/6I48eP4/LlywgICNAJinx8fODt7Y3evXsjJCQE9+7dw8mTJ/Hpp59KO9AVpWvXrnjy5IlUeP15gwcPhrOzM3r16oXjx48jIiICYWFhmDBhAv777z9ERERg+vTpOHXqFO7fv4+QkBDcunULDRo0QHp6OsaPH4+wsDDcv38f4eHhOHv2rFQzqk6dOggNDcXJkydx7do1fPDBB4iOjpbubWNjg4CAAEyZMgVHjhzBlStXMGLECJiYmEj1qerWrYvBgwdj6NCh2LlzJyIiInDmzBnMnz8fe/fuBQBMnDgRBw8eREREBM6fP48jR47o1K0yFqwJRZRLXM5SPCszORTmpnBQmCM6KVOaHUVERERERGXszekFn3s+mHpJKRQKHDx4EB999BFef/11KBQK9O3bF0uWLJHafP/99xg9ejRatGgBDw8PzJs3T6fgtb29Pb788ktMmjQJarUaTZo0we7du+Hk5AR7e3vs3LkTs2fPRkZGBurUqYOff/4ZjRo1AqAtch0QEICGDRsiPT0dERERqFGjBkaOHImjR49K9xCLmV+6dEnvWUhFmT59OiIiItCjRw/Y2dlhzpw5OjOhZDIZ9u3bh08//RTDhg3DkydP4Obmhg4dOkgBXVFkMlmh/VUoFDh27BimTZuGPn36IDk5GdWqVUPnzp1ha2uL9PR0XL9+HRs3bkRsbCzc3d0RGBiIDz74ANnZ2YiNjcXQoUMRHR0NZ2dn9OnTB8HBwQCAGTNm4O7du/Dz84NCocDo0aPRu3dvJCYmSvdfsmQJxowZgx49esDW1hZTp07FgwcPYGlpKbVZv3495s6di48//hgPHz6Es7MzWrdujR49egDQ1p4KDAzEf//9B1tbW3Tt2hVLly41aCxeBjLh+cWZlEdSUhLs7OyQmJgIW1vb8u5OhaFSqbBv3z507949z9rq8nI+Mh59Vp9ENXsrhH/yFgav+wvht2OxbEAz9G5erby7V+pexjEh/XH8jAvHy7hx/IwPx8y4cfyMW3JyMm7evIkGDRqUeaFsMpxGo0FSUhJsbW1hYsLFU6UhNTUV1apVw+LFizFixIgSvXZB45eRkYGIiAh4eXnphF9A2WYenAlFlIs4E8rJWrsMz1Gp3SKUM6GIiIiIiIioOC5cuIDr16/jjTfeQGJiorRssFevXuXcs7LHWJMoF7H2k1gLylFhlnM8s9z6REREREREL7d58+bB2to635/8dmujyuerr75C06ZN4ePjg9TUVBw/frzEljwaE86EIspFnPHklDMDSpwJFZeqKvA1RERERERUuY0ZMwb9+/fP91zu4uJUOTVv3hznzp0r7268FBhCEeUSm6Kd8SQtx7MWd8fjTCgiIiIiIsqfo6MjHB0dy7sbRC89LscjyiXvcjxzneNEREREREREVDwMoYhyiX0+hFIyhCIiIiIiIiIqCQyhiHKJk2pCacMnJ2uGUEREREREREQlgSEUUS7PakJpC5I75CzHS0hXQa0Ryq1fRERERERERMaOIRRRDkEQcu2Opw2fHBRmOeeAhDTOhiIiIiIiIiIqLu6OR5QjLUuNzGwNgGe1oEzlJrBXmCEhTYW41CxphhQREREREZWNxymPEZ8ZX+B5BwsHuFu7l/h9O3XqhGbNmmHZsmUlfu3K6v3330dCQgJ+++238u4KlROGUEQ5xLpPFqYmUJjLpeOOCnMkpKkQm5qFOuXVOSIiIiKiSuhxymP0+K0HstQFr0owl5tjT+89JR5E7dy5E2ZmZiV6zfJSUKA2YcIEhIeH499//0WDBg1w8eLFIq9Vo0YN3L9/X+dYtWrV8N9//5Vgj4vn/fffx8aNG/HBBx9gzZo1OucCAwOxevVqBAQEYMOGDeXTQeJyPCKRuBTP2doCMplMOs4d8oiIiIiIykd8ZnyhARQAZKmzCp0pVVyOjo6wsbEp8eu+bIYPH44BAwYY9JrPP/8cjx8/ln4uXLhQSr0znIeHB7Zu3Yr09HTpWEZGBrZs2YLq1auXY88IYAhFJBGLkouhk4ghFBERERFRyREEAWmqNL1+MrIz9LpmRnaGXtcTBP03G+rUqRMmTpwoPa9RowbmzZuH4cOHw8bGBtWrV8fatWv1vt7ly5fx1ltvwcrKCk5OThg9ejRSUlKk82fPnoWvry+cnZ1hZ2eHjh074vz589J5QRAwe/ZsVK9eHRYWFqhatSomTJggnV+9ejXq1KkDS0tLuLq6ol+/fgC0s4OOHj2K5cuXQyaTQSaT4d69ewCAFStWIDAwEDVr1tT7fQCAjY0N3NzcpB8XFxeo1WqMGDECXl5esLKyQr169bB8+fJCr/Prr7+iSZMm0mfi4+OD1NRU6fy6devQoEEDWFpaon79+li9enWRfWvRogU8PDywc+dO6djOnTtRvXp1NG/eXKetRqPB/PnzpT43bdoUv/76q3Q+Pj4egwcPhouLC6ysrFCnTh2sX78eAJCVlYXx48fD3d0dlpaW8PT0xPz586XXLlmyBE2aNIFSqYSHhwfGjRunM94A8N1338HDwwMKhQJvv/02lixZAnt7e502v//+O1q0aAFLS0vUrFkTwcHByM7OBpD/d+Kjjz4q8jMqT1yOR5RDnAnFEIqIiIiIqPSkZ6ej1ZZWJXrNgAMBerU7Peg0FGaKYt9n8eLFmDNnDv73v//h119/xdixY9GxY0fUq1ev0NelpqbCz88P3t7eOHv2LGJiYjBy5EiMHz9eWhqWnJyMgIAArFy5EoIgYPHixejevTtu3boFGxsb7NixA0uXLsXWrVvRqFEjREVF4dKlSwCAv//+GxMmTMCPP/6INm3aIC4uDsePHwcALF++HDdv3kTjxo3x+eefAwBcXFyK/RkURKPR4JVXXsH27dvh5OSEkydPYvTo0XB3d0f//v3ztH/8+DEGDhyIhQsX4u2330ZycjKOHz8uBYWbN2/GzJkz8fXXX6N58+a4cOECRo0aBaVSiYCAwsd7+PDhWL9+PQYPHgwA+OGHHzBs2DCEhYXptJs/fz5++uknrFmzBnXq1MGxY8cwZMgQuLi4oGPHjvjss89w9epV7N+/H87Ozrh9+7Y0w2rFihX4448/sG3bNlSvXh0PHjzAgwcPpGubmJhgxYoV8PLywt27dzFu3DhMnTpVCtLCw8MxZswYLFiwAP/3f/+HQ4cO4bPPPtPp3/HjxzF06FCsWLEC7du3x507dzB69GgAwKxZs/L9TrxMs9LywxCKKEfcczvjiRhCERERERERAHTv3h3jxo0DAEybNg1Lly7FkSNHigyhtmzZgoyMDGzatAlKpRIA8PXXX6Nnz55YsGABXF1d8dZbb+m8Zu3atbC3t8fRo0fRo0cPREZGws3NDT4+PjAzM0P16tXxxhtvAAAiIyOhVCrRo0cP2NjYwNPTU5r1Y2dnB3NzcygUCri5uZXI5zBt2jTMmDFDej5v3jxMmDABwcHB0jEvLy+cOnUK27ZtKzCEys7ORp8+feDp6QkAaNKkiXR+1qxZWLx4Mfr06SNd7+rVq/j222+LDKGGDBmC6dOnS7WrwsPDsXXrVp0QKjMzE/PmzcOhQ4fg7e0NAKhZsyZOnDiBb7/9Fh07dkRkZCSaN2+O1157DYB2NpwoMjISderUQbt27SCTyaT3IHp+Ft3cuXMxZswYKYRauXIlunXrhsmTJwMA6tati5MnT2LPnj3S64KDg/HJJ59I77dmzZqYM2cOpk6dilmzZuX7nXjttdeQlJRU6OdTnhhCEeWQQihrhlBERERERKXFytQKpwed1qvt9bjres1y2th1I+o71tfr3i/i1VdflX6XyWRwc3NDTExMka+7du0amjZtKgVQANC2bVtoNBrcuHEDrq6uiI6OxowZMxAWFoaYmBio1WqkpaUhMjISAPDOO+9g2bJlqFmzJrp27Yru3bujZ8+eMDU1ha+vLzw9PaVzXbt2xdtvvw2FovizvgozZcoUvP/++9JzZ2dnAMCqVavwww8/IDIyEunp6cjKykKzZs3yvUbTpk3RuXNnNGnSBH5+fujSpQv69esHBwcHpKam4s6dOxgxYgRGjRolvSY7Oxt2dnZF9s/FxQX+/v7YsGEDBEGAv7+/1EfR7du3kZaWBl9fX53jWVlZUoA3duxY9O3bF+fPn0eXLl3Qu3dvtGnTBoB2maOvry/q1auHrl27okePHujSpYt0nUOHDmH+/Pm4fv06kpKSkJ2djYyMDKSlpUGhUODGjRt4++23de79xhtv6IRQly5dQnh4OL744gvpmFqtlq6T33fC39+/yM+nPDGEIsrxVKoJZaFznCEUEREREVHJkclkei+JszS11Lvdiyyz09fzu+XJZDJoNJoSuXZAQABiY2OxfPlyeHp6wsLCAt7e3sjK0v4d4uHhgRs3buDQoUMIDQ3FuHHjsGjRIhw9ehQ2NjY4f/48wsLCEBISgpkzZ2L27Nk4e/ZsnhpDJcHZ2Rm1a9fWObZ161ZMnjwZixcvhre3N2xsbLBo0SKcPp1/4CiXyxEaGoqTJ08iJCQEK1euxKefforTp09L4dl3332HVq1a5XmdPoYPH47x48cD0IZjzxPrM+3duxfVqlXTOWdhof2bsFu3brh//z727duH0NBQdO7cGYGBgfjqq6/QokULREREYP/+/Th06BD69+8PHx8f/Prrr7h37x569OiBsWPH4osvvoCjoyNOnDiBESNGICsrS+9wMCUlBcHBwdJssNwsLS3z/U54eXnh999/1+v65YEhFFGOopbjxTKEIiIiIiKiYmjQoAE2bNiA1NRUaTZUeHg4TExMpKV84eHhWL16Nbp37w4AePDgAZ4+fapzHSsrK/Ts2RM9e/ZEYGAg6tevj8uXL6NFixYwNTWFj48PfHx8MGvWLNjb2+Pw4cPo06cPzM3NoVarS/U9hoeHo02bNtJyRQC4c+dOoa+RyWRo27Yt2rZti5kzZ8LT0xO7du3CpEmTULVqVdy9e1eq62Sorl27IisrCzKZDH5+fnnON2zYEBYWFoiMjETHjh0LvI6LiwsCAgIQEBCA9u3bY8qUKfjqq68AALa2thgwYAAGDBiAfv36oWvXroiLi8O5c+eg0WiwePFimJho94Pbtm2bznXr1auHs2fP6hx7/nmLFi1w48aNPIFfbvl9J65evYr27dsX/gGVE4ZQRDniCihM7pQzMyqeIRQRERERUZlysHCAudwcWeqC/29xc7k5HCwcyrBXhhs8eDBmzZqFgIAAzJ49G0+ePMGHH36I9957D66urgCAOnXq4Mcff5Rq+kyZMgVWVs+WD27YsAFqtRqtWrWCQqHATz/9BCsrK3h6emLPnj24e/cuOnToAAcHB+zbtw8ajUYKuGrUqIHTp0/j3r17sLa2hqOjI0xMTHD79m2kpKQgKioK6enpuHjxolRg3FB16tTBpk2bcPDgQXh5eeHHH3/E2bNn4eXllW/706dP488//0SXLl1QpUoVnD59Gk+ePEGDBg0AaOshTZgwAXZ2dujatSsyMzPx999/Iz4+HpMmTSqyP3K5HNeuXZN+f56NjQ0mT56MoKAgaDQatGvXDomJiQgPD4etrS0CAgIwc+ZMtGzZEo0aNUJmZib27Nkj9W/JkiVwd3dH8+bNYWJigu3bt8PNzQ329vaoXbs2VCoVVq5ciZ49eyI8PBxr1qzRuf+HH36IDh06YMmSJejZsycOHz6M/fv3QyaTSW1mzpyJHj16oHr16ujXrx9MTExw6dIl/Pvvv5g7d26B3wkPDw/9Bq0cMIQiyhGbkn9NKAeldsptXGoWBEHQ+Y8CERERERGVHndrd+zpvQfxmfEFtnGwcIC7tXsZ9spwCoUCBw8exEcffYTXX38dCoUCffv2xZIlS6Q233//PUaPHo0WLVrAw8MD8+bNk4pWA4C9vT2+/PJLTJo0CWq1Gk2aNMHu3bvh5OQEe3t77Ny5E7Nnz0ZGRgbq1KmDn3/+GY0aNQIATJ48GQEBAWjYsCHS09MRERGBGjVqYOTIkTh69Kh0D7EW0qVLl/LUUCrKBx98gAsXLmDAgAGQyWQYOHAgxo0bh/379+fb3tbWFseOHcOyZcuQlJQET09PLF68GN26dQMAjBw5EgqFAosWLcKUKVOgVCrRpEkTnYLfRbG1tS30/Jw5c+Di4oL58+fj7t27sLe3R4sWLfC///0PAGBubo7p06fj3r17sLKyQvv27bF161YA2hBr4cKFuHXrFuRyOV5//XXs27cPJiYmaNq0KZYsWYIFCxZg+vTp6NChA+bPn4+hQ4dK927bti3WrFmD4OBgzJgxA35+fggKCsLXX38ttfHz88OePXvw+eefY8GCBTAzM0P9+vUxcuRIAPl/J37//Xc4Ojrq/RmVNZkg7n9IBUpKSoKdnR0SExOL/BKT/lQqFfbt24fu3bvnWVtdHup/th8ZKg2OTXkT1Z2erdFNz1KjwcwDAIDLs7vAxrL8+1paXrYxIcNw/IwLx8u4cfyMD8fMuHH8jFtycjJu3ryJBg0alFqhbCo5Go0GSUlJsLW1lZaSUdkYNWoUrl+/juPHjxf7GgWNX0ZGBiIiIuDl5QVLS91aa2WZeXAmFBGAtKxsZKi0BQUdn5sJZWUuh5WZHOkqNeJTVRU6hCIiIiIiIqKy8dVXX8HX1xdKpRL79+/Hxo0bsXr16vLuVqlirEmEZ0vxzE1NoDTPu174WXHyzDLtFxERERERvfzmzZsHa2vrfH/E5WVEzztz5gx8fX3RpEkTrFmzBitWrJCW2lVUnAlFhGdFyZ2V5vnWfHJUmuNhQrrUjoiIiIiISDRmzBj0798/33O5i4sT5fb8jnmVAUMoIjyb4fT8UjyROBOKIRQRERERET3P0dHxpS4GTfSy4HI8IjxbjueotMj3PEMoIiIiIqLiEVcacE8sovLzsvz7YwhFhGfhkpOSM6GIiIiIiEqSXC6HIAhQqVTl3RWiSisrS/u3rFyetwZyWeJyPCIwhCIiIiIiKi1yuRzp6el48uQJzM3NdbaNp5ePRqNBVlYWMjIyOFZGKL/x02g0ePLkCRQKBUxNyzcGYghFBOCpuByPNaGIiIiIiEqUTCZDQkICXFxccP/+/fLuDhVBEASkp6fDysoq302b6OVW0PiZmJigevXq5T6mDKGIAMTlFCYvaiZULEMoIiIiIiKDaTQaeHl5vTR1aahgKpUKx44dQ4cOHWBmZlbe3SEDFTR+L8ssxHINoWrUqJFvEj5u3DisWrUKGRkZ+Pjjj7F161ZkZmbCz88Pq1evhqurq9Q2MjISY8eOxZEjR2BtbY2AgADMnz9fZ4pZWFgYJk2ahCtXrsDDwwMzZszA+++/XxZvkYyEOMOpoMLkYjgVn8YQioiIiIioOExMTBhqGAG5XI7s7GxYWlpyvIzQyz5+5RqDnT17Fo8fP5Z+QkNDAQDvvPMOACAoKAi7d+/G9u3bcfToUTx69Ah9+vSRXq9Wq+Hv74+srCycPHkSGzduxIYNGzBz5kypTUREBPz9/fHmm2/i4sWLmDhxIkaOHImDBw+W7Zull1qsFELlPxPKQVyOl8IQioiIiIiIiKg4ynUmlIuLi87zL7/8ErVq1ULHjh2RmJiI77//Hlu2bMFbb70FAFi/fj0aNGiAv/76C61bt0ZISAiuXr2KQ4cOwdXVFc2aNcOcOXMwbdo0zJ49G+bm5lizZg28vLywePFiAECDBg1w4sQJLF26FH5+fmX+nunlFJsTLjkXUBNKnAmVnJmNzGw1LEzLd0cBIiIiIiIiImPz0tSEysrKwk8//YRJkyZBJpPh3LlzUKlU8PHxkdrUr18f1atXx6lTp9C6dWucOnUKTZo00Vme5+fnh7Fjx+LKlSto3rw5Tp06pXMNsc3EiRML7EtmZiYyMzOl50lJSQC0ayu5rWjJET/L8v5M07PUSFepAQA25ib59sdKDshNZFBrBDxJTIOrrWVZd7NMvCxjQsXD8TMuHC/jxvEzPhwz48bxM24cP+PC8TJuxRm/shzrlyaE+u2335CQkCDVaoqKioK5uTns7e112rm6uiIqKkpqkzuAEs+L5wprk5SUJFWMf978+fMRHByc53hISAgUCkWx3h8VTFyGWV7iMgHAFHKZgGN/hqCgzQKs5HKkaGT44+BhVFOWZQ/LXnmPCb0Yjp9x4XgZN46f8eGYGTeOn3Hj+BkXjpdxM2T80tLSSrEnul6aEOr7779Ht27dULVq1fLuCqZPn45JkyZJz5OSkuDh4YEuXbrA1ta2HHtWsahUKoSGhsLX17dcC6ZdfpgInD8NZxtL+Pt3LLDd13fCcSsmFQ1btELbWk5l2MOy87KMCRUPx8+4cLyMG8fP+HDMjBvHz7hx/IwLx8u4FWf8xNVfZeGlCKHu37+PQ4cOYefOndIxNzc3ZGVlISEhQWc2VHR0NNzc3KQ2Z86c0blWdHS0dE58FI/lbmNra5vvLCgAsLCwgIVF3l3SzMzM+I+wFJT355qYqQEAOFtbFNoPJ2sL3IpJRVKmpsJ/D8p7TOjFcPyMC8fLuHH8jA/HzLhx/Iwbx8+4cLyMmyHjV5bjXK6744nWr1+PKlWqwN/fXzrWsmVLmJmZ4c8//5SO3bhxA5GRkfD29gYAeHt74/Lly4iJiZHahIaGwtbWFg0bNpTa5L6G2Ea8BpFYlLygnfFEjtIOeZmFtiMiIiIiIiKivMo9hNJoNFi/fj0CAgJgavpsYpadnR1GjBiBSZMm4ciRIzh37hyGDRsGb29vtG7dGgDQpUsXNGzYEO+99x4uXbqEgwcPYsaMGQgMDJRmMo0ZMwZ3797F1KlTcf36daxevRrbtm1DUFBQubxfevnEpWpDJSd9Q6jUrFLvExEREREREVFFU+7L8Q4dOoTIyEgMHz48z7mlS5fCxMQEffv2RWZmJvz8/LB69WrpvFwux549ezB27Fh4e3tDqVQiICAAn3/+udTGy8sLe/fuRVBQEJYvX45XXnkF69atg5+fX5m8P3r5xaaKM6HyLsHMTTwfl8YQioiIiIiIiMhQ5R5CdenSBYIg5HvO0tISq1atwqpVqwp8vaenJ/bt21foPTp16oQLFy68UD+p4orLWY7nZF3ETCiFdp0sZ0IRERERERERGa7cl+MRlTdxJlSRy/GstTOhxBpSRERERERERKQ/hlBU6T1bjld4CCWGVPFcjkdERERERERkMIZQVOlJhcmLWI7noGBhciIiIiIiIqLiYghFlZ5UE6qIwuRiSBWfpoJGk38dMyIiIiIiIiLKH0MoqtQyVGqkZqkBAI56zoRSawQkZahKvW9EREREREREFQlDKKrUxHpQZnIZbCwK3yzS3NQENpamOq8jIiIiIiIiIv0whKJKTVyK56g0h0wmK7K9WLycdaGIiIiIiIiIDMMQiiq1WLEoeRH1oEQMoYiIiIiIiIiKhyEUVWqxYlHyIupBiZwYQhEREREREREVC0MoqtTEMEmc4VQUsTg5QygiIiIiIiIiwzCEokot1sAQStxBjyEUERERERERkWEYQlGlFifVhOJyPCIiIiIiIqLSxBCKKrVnNaH0K0wuLseLZQhFREREREREZBCGUFSpGbocTyxgHs8QioiIiIiIiMggDKGoUhOX1em7HM9RaaHzOiIiIiIiIiLSD0MoqtQM3R3PUVqOl1lqfSIiIiIiIiKqiBhCUaWVoVIjJTMbgP41ocTd8TJUGqRnqUutb0REREREREQVDUMoqrTEWVBmchlsLU31eo3SXA5zU+0/G86GIiIiIiIiItIfQyiqtMQQykFhDplMptdrZDKZtCSPdaGIiIiIiIiI9McQiiotQ3fGE4ntGUIRERERERER6Y8hFFVacTnL6Zz1rAclcrJmCEVERERERERkKIZQVGnFphRvJpQDl+MRERERERERGYwhFFVaXI5HREREREREVHYYQlGlFZczE8rJwBDKiSEUERERERERkcEYQlGlJc6EcjKwJpRDTggVyxCKiIiIiIiISG8MoajSis0pTG7ocjxxJlQ8QygiIiIiIiIivTGEokorTpoJxZpQRERERERERKWNIRRVWnHF3B3PkcvxiIiIiIiIiAzGEIoqpcxsNZIzswEAzkrDakKJIVRiugrZak2J942IiIiIiIioImIIRZWSuJTO1EQGWytTg15rrzCHTKb9PT5NVdJdIyIiIiIiIqqQGEJRpRSbsxTPQWkOmZgo6UluIoO9lRkA1oUiIiIiIiIi0hdDKKqUpKLkBtaDErE4OREREREREZFhGEJRpVTcnfFETjl1pBhCEREREREREemHIRRVSk9TMgEAjgYWJRc5KMXleJkl1iciIiIiIiKiiowhFFVKL74cTxtexXImFBEREREREZFeGEJRpSSGUI7FDKHE8CqeIRQRERERERGRXhhCUaUU+4IhlEPO6zgTioiIiIiIiEg/DKGoUorNqQnlXOzC5Nwdj4iIiIiIiMgQDKGoUnq2HK94hckdGUIRERERERERGYQhFFVKL7ocjyEUERERERERkWEYQlGlk5WtQXJGNoAX2R0vpzB5WhYEQSixvhERERERERFVVAyhqNKJT9POXpKbyGBnZVasa4ghlEotIDkzu8T6RkRERERERFRRMYSiSudpTlFyB4U5TExkxbqGpZkcCnM5ACAuhUvyiIiIiIiIiIrCEIoqHbGOU3GX4onE2VCxrAtFREREREREVCSGUFTpxL1gUXKRGGLFM4QiIiIiIiIiKhJDKKp0YnOWzzlZv1gI5cAd8oiIiIiIiIj0xhCKKp3YVG1NKC7HIyIiIiIiIio7DKGo0nm2HM/iha4jLcdLYwhFREREREREVBSGUFTpiMvxHEtoOV4sd8cjIiIiIiIiKhJDKKp0xJlQziVUmDwuZ3kfERERERERERWMIRRVOrEltDueuJwvLk31wn0iIiIiIiIiqujKPYR6+PAhhgwZAicnJ1hZWaFJkyb4+++/pfOCIGDmzJlwd3eHlZUVfHx8cOvWLZ1rxMXFYfDgwbC1tYW9vT1GjBiBlJQUnTb//PMP2rdvD0tLS3h4eGDhwoVl8v7o5RObklOY/AWX4zkqzQBwJhQRERERERGRPso1hIqPj0fbtm1hZmaG/fv34+rVq1i8eDEcHBykNgsXLsSKFSuwZs0anD59GkqlEn5+fsjIyJDaDB48GFeuXEFoaCj27NmDY8eOYfTo0dL5pKQkdOnSBZ6enjh37hwWLVqE2bNnY+3atWX6fqn8qdQaJGVkA3jxwuTSTCjWhCIiIiIiIiIqkml53nzBggXw8PDA+vXrpWNeXl7S74IgYNmyZZgxYwZ69eoFANi0aRNcXV3x22+/4d1338W1a9dw4MABnD17Fq+99hoAYOXKlejevTu++uorVK1aFZs3b0ZWVhZ++OEHmJubo1GjRrh48SKWLFmiE1ZRxRefsxTPRAbYW5m90LXE5XypWWpkqNSwNJO/cP+IiIiIiIiIKqpyDaH++OMP+Pn54Z133sHRo0dRrVo1jBs3DqNGjQIAREREICoqCj4+PtJr7Ozs0KpVK5w6dQrvvvsuTp06BXt7eymAAgAfHx+YmJjg9OnTePvtt3Hq1Cl06NAB5ubPll/5+flhwYIFiI+P15l5BQCZmZnIzHy2xCopKQkAoFKpoFKx/k9JET/LsvxMoxLSAAAOCnOo1dlQq4t/LSu5AFMTGbI1AmIS0+BuZ1lCvSw/5TEmVHI4fsaF42XcOH7Gh2Nm3Dh+xo3jZ1w4XsatOONXlmNdriHU3bt38c0332DSpEn43//+h7Nnz2LChAkwNzdHQEAAoqKiAACurq46r3N1dZXORUVFoUqVKjrnTU1N4ejoqNMm9wyr3NeMiorKE0LNnz8fwcHBefobEhIChULxAu+Y8hMaGlpm97qRIAMgh5kmE/v27Xvh6ynkciRpZNgdchivKF+8fy+LshwTKnkcP+PC8TJuHD/jwzEzbhw/48bxMy4cL+NmyPilpaWVYk90lWsIpdFo8Nprr2HevHkAgObNm+Pff//FmjVrEBAQUG79mj59OiZNmiQ9T0pKgoeHB7p06QJbW9ty61dFo1KpEBoaCl9fX5iZvdjSOH2p/3kMXLsMTzdHdO/++gtfb/Xdk0iKTkHD5q3QrrZTCfSwfJXHmFDJ4fgZF46XceP4GR+OmXHj+Bk3jp9x4XgZt+KMn7j6qyyUawjl7u6Ohg0b6hxr0KABduzYAQBwc3MDAERHR8Pd3V1qEx0djWbNmkltYmJidK6RnZ2NuLg46fVubm6Ijo7WaSM+F9vkZmFhAQuLvEWrzczM+I+wFJTl55qYoV1/52xjWSL31BYnT0FSprpCfTf4XTduHD/jwvEybhw/48MxM24cP+PG8TMuHC/jZsj4leU4l+vueG3btsWNGzd0jt28eROenp4AtEXK3dzc8Oeff0rnk5KScPr0aXh7ewMAvL29kZCQgHPnzkltDh8+DI1Gg1atWkltjh07prPOMTQ0FPXq1cuzFI8qtticneyclOZFtNSPo7W5znWJiIiIiIiIKH/lGkIFBQXhr7/+wrx583D79m1s2bIFa9euRWBgIABAJpNh4sSJmDt3Lv744w9cvnwZQ4cORdWqVdG7d28A2plTXbt2xahRo3DmzBmEh4dj/PjxePfdd1G1alUAwKBBg2Bubo4RI0bgypUr+OWXX7B8+XKdJXdUOcTm7I7nWEIhlBhmxacxhCIiIiIiIiIqTLkux3v99dexa9cuTJ8+HZ9//jm8vLywbNkyDB48WGozdepUpKamYvTo0UhISEC7du1w4MABWFo+24ls8+bNGD9+PDp37gwTExP07dsXK1askM7b2dkhJCQEgYGBaNmyJZydnTFz5kyMHj26TN8vlb+4VO2uhyU1E8pBkTMTKpUhFBEREREREVFhyjWEAoAePXqgR48eBZ6XyWT4/PPP8fnnnxfYxtHREVu2bCn0Pq+++iqOHz9e7H5SxRAnzYTKW/OrOJxyluPFcTkeERERERERUaHKdTkeUVmTakJZl1BNqJwZVXFcjkdERERERERUKIZQVKmIy+ZKrDB5znK8OC7HIyIiIiIiIioUQyiqNFRqDRLTtTskllRhcnF3PIZQRERERERERIVjCEWVhriDnUwG2CtKdjleQloW1BqhRK5JREREREREVBExhKJKQypKrjCH3ERWItcUd8fTCJBmWRERERERERFRXgyhqNIQi5IXuhTvyHzg6ML8zx1dqD2fi5ncBLaW2k0m41IzS6SfRERERERERBURQyiqNMSi5IWGUCZy4MgXeYOoowu1x03keV7iZG0BAIhL5UwoIiIiIiIiooKYlncHiMpKXIp2ppKTdSEhVMep2scjXwCCAHSa9iyAevPTZ+dzcVCYIQKcCUVERERERERUGIZQVGmINaGclBaFN+w4FUiIBMLmAccWABp1gQEUADjmXC+WO+QRERERERERFYjL8ajSeKrPcjyRtav2UaMG5OYFBlAA4JRzvXiGUEREREREREQFYghFlUZcTmHyQpfjiW4eyPlFBqizCi5WDsAhJ4TiTCgiIiIiIiKignE5HlUacfrOhDq6EIj+V/u73StAi6HamlBAvjOixJlQcQyhiIiIiIiIiArEEIoqjdicwuGF1oQSi5Bb2gEZiUBKNNBhivZcAUGUI0MoIiIiIiIioiIxhKJKQ1wuV+hyPI0a6PQ/4Ngi7XN1FpAe/yx40qjzvIQhFBEREREREVHRGEJRpZCt1iAhTQWgiOV4b04HkqO0O+OJUmIAhWMhu+MxhCIiIiIiIiIqCguTU6UQnxNAyWSAg6KImlCJ/+k+T4kqtHnuEEoQhGL3kYiIiIiIiKgiYwhFlYI4S8lBYQ65iazwxokPdJ+nxBTaXAyhMrM1SMvKu1yPiIiIiIiIiBhCUSURm6ItSl7kznhA3plQyYXPhFKYy2Fhqv2nxCV5RERERERERPljCEWVgliUvFghVEp0oc1lMhmcWBeKiIiIiIiIqFAMoahSEMMhJ0NCKPvq2sciluMBgANDKCIiIiIiIqJCMYSiSsGwmVA5NaGqvaZ9LKIwee7rxjKEIiIiIiIiIsoXQyiqFMSaUE7WFkU3TnyofazWUvuox0wocYZVPEMoIiIiIiIionwxhKJKQe/leKp0IO2p9ncxhCqiMDnwbDkeZ0IRERERERER5Y8hFFUKei/HE2dBmSkBl3ra3zMSgOzMQl/2rDB54e2IiIiIiIiIKiuGUFQp6D0TSqwHZfcKYOUAyHPaF7Ekz1FpkXMf1Qv1k4iIiIiIiKiiYghFlYIUQhVVE0rcGc/uFUAmA6xdtc9Togt9maPSLOc+nAlFRERERERElB+GUFThqTUC4tP0XY6XK4QCAOsq2sciQyhxJhRrQhERERERERHlhyEUVXjxaVkQBO3vDgqzwhsniSGUh/bR2k37WERxckepJhRDKCIiIiIiIqL8MISiCk8MhuwVZjCVF/GVL3AmVFE1obQhVFJGNlRqTbH7SkRERERERFRRMYSiCi82Rc+i5ECuEKqa9lHPmlD2VmYwkWl/j+dsKCIiIiIiIqI8GEJRhRebUyzcSVlEUXJByDsTyka/EMrERAYHRc6SvDSGUERERERERETPYwhFFZ64HK/IouRpsUB2hvZ3W8NmQgGAg1gXKoUhFBEREREREdHzGEJRhScux3O0LmpnvAfaR2tXwDRn1pRUmLzoEEoMuWK5HI+IiIiIiIgoD4ZQVOGJM6Gci5oJ9fxSPCBXYfJoSFvsFUCsORXP5XhEREREREREeTCEogpPrAlV5HK8xIfax/xCKI0KSI8v9OXicrxYLscjIiIiIiIiyoMhFFV4z5bjFVGYXFyOZ+fx7JipBWDloP29iLpQ4kyoOC7HIyIiIiIiIsqDIRRVeGIo5KTvcjyxKLlIz+Lk4kwr7o5HRERERERElBdDKKrwpBCqyMLk+dSEAp6FUEUUJ3fk7nhEREREREREBWIIRRWaWiNIM5OKrglVRAil70woLscjIiIiIiIiyoMhFFVoCWlZ0qZ2DopCQqjsTCAlSvt77ppQgO4OeYUQQ6hYhlBEREREREREeTCEogpNnJVkZ2UGM3khX/ekR9pHuQWgdNY9Z+OmfdQzhIpPy4IgJl9EREREREREBIAhFFVwsfrWg0p6qH20ewWQyXTPGbgcT60RkJSebXBfiYiIiIiIiCoyhlBUocWmGLgz3vP1oAC9C5NbmMphbWGqvW9qpkH9JCIiIiIiIqroGEJRhRaXEwYVXZT8gfaxsBCqiJlQAOCgNAOgXZJHRERERERERM8whKIKTVyO56i0KLxhoTOhcgqTZyRoC5gXQryPOAOLiIiIiIiIiLQYQlGFJhYmf6HleFYOgDzn9UXMhhLvE8cd8oiIiIiIiIh0MISiCk2qCVVUYfLCQiiZLNeSvJhCL+OgyAmhuByPiIiIiIiISAdDKKrQYvWpCSUIuUIoj/zbSMXJowq9nxh2xXE5HhEREREREZEOhlBUoT1bjldITaiMRCArRfu7bbX82+hZnNyRy/GIiIiIiIiI8vXCIZRarcbFixcRHx9fEv0hKlFxUmHyQmZCibOgFE6AuSL/NmJx8iKW4zlyOR4RERERERFRvgwOoSZOnIjvv/8egDaA6tixI1q0aAEPDw+EhYWVdP+Iik2jEaQQyrmwmlBiCFXQLCgAsHHTPqYUvhyPM6GIiIiIiIiI8mdwCPXrr7+iadOmAIDdu3cjIiIC169fR1BQED799FODrjV79mzIZDKdn/r160vnMzIyEBgYCCcnJ1hbW6Nv376IjtZdDhUZGQl/f38oFApUqVIFU6ZMQXZ2tk6bsLAwtGjRAhYWFqhduzY2bNhg6NsmI5SQroJG0P7uUOhMqAfax4LqQQH6z4TKCbtiWROKiIiIiIiISIfBIdTTp0/h5qadFbJv3z688847qFu3LoYPH47Lly8b3IFGjRrh8ePH0s+JEyekc0FBQdi9eze2b9+Oo0eP4tGjR+jTp490Xq1Ww9/fH1lZWTh58iQ2btyIDRs2YObMmVKbiIgI+Pv7480338TFixcxceJEjBw5EgcPHjS4r2Rc4nKKkttamsJMXshXvbCd8UTWOTOhiipMnhN2xXM5HhEREREREZEOU0Nf4OrqiqtXr8Ld3R0HDhzAN998AwBIS0uDXC43vAOmplKolVtiYiK+//57bNmyBW+99RYAYP369WjQoAH++usvtG7dGiEhIbh69SoOHToEV1dXNGvWDHPmzMG0adMwe/ZsmJubY82aNfDy8sLixYsBAA0aNMCJEyewdOlS+Pn5GdxfMh7ibCQn60KKkgN6hlBiYfLCZ0KJM67SstTIUKlhaWb4vwkiIiIiIiKiisjgEGrYsGHo378/3N3dIZPJ4OPjAwA4ffq0zlI6fd26dQtVq1aFpaUlvL29MX/+fFSvXh3nzp2DSqWSrg8A9evXR/Xq1XHq1Cm0bt0ap06dQpMmTeDq6iq18fPzw9ixY3HlyhU0b94cp06d0rmG2GbixIkF9ikzMxOZmZnS86SkJACASqWCSqUy+D1S/sTPsrQ+05ikdACAo8Ks0HvIEx7ABEC2tTuEgtpZOsIMgJASjeysLEAmy7+ZiQAzuQwqtYDohFRUtbd6wXdRtkp7TKh0cfyMC8fLuHH8jA/HzLhx/Iwbx8+4cLyMW3HGryzH2uAQavbs2WjcuDEePHiAd955BxYW2lkmcrkcn3zyiUHXatWqFTZs2IB69erh8ePHCA4ORvv27fHvv/8iKioK5ubmsLe313mNq6sroqK0S6KioqJ0AijxvHiusDZJSUlIT0+HlVXekGD+/PkIDg7OczwkJAQKRQG7p1GxhYaGlsp1T0TJAMiRlRyHffv2FdjON/o2FABOXolE/L3825loVOgJQKZRIXT3NqhMbQq8nsJEjkS1DLtDjsDD+sXeQ3kprTGhssHxMy4cL+PG8TM+HDPjxvEzbhw/48LxMm6GjF9aWlop9kSXwSEUAPTr1w+AtnC4KCAgwODrdOvWTfr91VdfRatWreDp6Ylt27blGw6VlenTp2PSpEnS86SkJHh4eKBLly6wtbUtt35VNCqVCqGhofD19YWZmVmJX//OkTtAxB00rOWB7t0b5d9Ikw3TiwkAAO+u7wA27gVeT7g5GbL0ePh6NwVcCp71983dk0iMTkHD5m+gfR3nF3kLZa60x4RKF8fPuHC8jBvHz/hwzIwbx8+4cfyMC8fLuBVn/MTVX2XB4BBKrVZj3rx5WLNmDaKjo3Hz5k3UrFkTn332GWrUqIERI0YUuzP29vaoW7cubt++DV9fX2RlZSEhIUFnNlR0dLRUQ8rNzQ1nzpzRuYa4e17uNs/vqBcdHQ1bW9sCgy4LCwtphlduZmZm/EdYCkrrc01M1+6S6GxjWfD1E6MBQQ2YmMLMvhpgUkgNJ2s3ID0eZulPgUL662RjAUSnIDFTbbTfF37XjRvHz7hwvIwbx8/4cMyMG8fPuHH8jAvHy7gZMn5lOc4G7473xRdfYMOGDVi4cCHMzZ9te9+4cWOsW7fuhTqTkpKCO3fuwN3dHS1btoSZmRn+/PNP6fyNGzcQGRkJb29vAIC3tzcuX76MmJhnxaJDQ0Nha2uLhg0bSm1yX0NsI16DKq7Y1JzC5MpCCpOLRcltqxYeQAGAdRXtYxHFyR1z7heXyjXURERERERERCKDQ6hNmzZh7dq1GDx4sM5ueE2bNsX169cNutbkyZNx9OhR3Lt3DydPnsTbb78NuVyOgQMHws7ODiNGjMCkSZNw5MgRnDt3DsOGDYO3tzdat24NAOjSpQsaNmyI9957D5cuXcLBgwcxY8YMBAYGSjOZxowZg7t372Lq1Km4fv06Vq9ejW3btiEoKMjQt05G5tnueOYFN5J2xvMo+oLSDnnRhTZzVGhT5LjUzELbEREREREREVUmBi/He/jwIWrXrp3nuEajMbii+n///YeBAwciNjYWLi4uaNeuHf766y+4uLgAAJYuXQoTExP07dsXmZmZ8PPzw+rVq6XXy+Vy7NmzB2PHjoW3tzeUSiUCAgLw+eefS228vLywd+9eBAUFYfny5XjllVewbt06+Pn5GfrWycjE5cyEclQWFkI90D7avVL0BW30DKGkmVBZRV+TiIiIiIiIqJIwOIRq2LAhjh8/Dk9PT53jv/76K5o3b27QtbZu3VroeUtLS6xatQqrVq0qsI2np2ehO58BQKdOnXDhwgWD+kbGL1avEEqcCaVHCKXvTKicmVcMoYiIiIiIiIieMTiEmjlzJgICAvDw4UNoNBrs3LkTN27cwKZNm7Bnz57S6CORwTQaAfFp2hDI2bqwmlAPtY96hVDaYvdIjiq0maOCIRQRERERERHR8wyuCdWrVy/s3r0bhw4dglKpxMyZM3Ht2jXs3r0bvr6+pdFHIoMlpqug1ggAAAdFSdWE0rcwufZ+sQyhiIiIiIiIiCQGz4QCgPbt2yM0NLSk+0JUYsQAyMbSFOamhWSthtSE0nM5nlgIPZ4hFBEREREREZHE4JlQRMZAXArnVFg9qMxkICNB+7tttaIvKhYmz0gAVBkFNhNnXiXkmo1FREREREREVNkZPBPKwcEBMpksz3GZTAZLS0vUrl0b77//PoYNG1YiHSQqjrjUTABFFSXPqQdlYQdY2hZ9UUt7QG4BqDOB1BjAvnq+zRwUZgAAQQDi07IKr0lFREREREREVEkYPBNq5syZMDExgb+/P4KDgxEcHAx/f3+YmJggMDAQdevWxdixY/Hdd9+VRn+J9PI0JWcmVKFFyQ3YGQ8AZLJnS/KSC16SZyo3gX1OEMUleURERERERERaBs+EOnHiBObOnYsxY8boHP/2228REhKCHTt24NVXX8WKFSswatSoEusokSH0Wo5nSD0okXUVIDGyyLpQjgpzJKSpEJuahTr6X52IiIiIiIiowjJ4JtTBgwfh4+OT53jnzp1x8OBBAED37t1x9+7dF+8dUTGJIVShy/GScpbjGRRCicXJowptJt43jjOhiIiIiIiIiAAUI4RydHTE7t278xzfvXs3HB0dAQCpqamwsbF58d4RFVOsPiGUocvxgGfFyVNiCm3GEIqIiIiIiIhIl8HL8T777DOMHTsWR44cwRtvvAEAOHv2LPbt24c1a9YAAEJDQ9GxY8eS7SmRAcTC5IUWBZdCKA/9LyzNhCpiOR5DKCIiIiIiIiIdBodQo0aNQsOGDfH1119j586dAIB69erh6NGjaNOmDQDg448/LtleEhkoNkWfmVBiTahq+l9Yj8Lkue/LEIqIiIiIiIhIy+AQCgDatm2Ltm3blnRfiEpMkcvxNBog8UVqQjGEIiIiIiIiIjJEsUIoUUZGBrKydP/ItrW1faEOEb0oQRAQL+6OZ11ACJUaA2hUgMwEsHHX/+IMoYiIiIiIiIiKxeDC5GlpaRg/fjyqVKkCpVIJBwcHnR+i8paUno1sjQCgkJlQ4iwoG3dAbqb/xXMXJtdoCmwm3jeWIRQRERERERERgGKEUFOmTMHhw4fxzTffwMLCAuvWrUNwcDCqVq2KTZs2lUYfiQzyNKcouY2FKSxM5fk3kupBGbAUDwCUVbSPGhWQkVBgMyeltiB6PEMoIiIiIiIiIgDFWI63e/dubNq0CZ06dcKwYcPQvn171K5dG56enti8eTMGDx5cGv0k0pu4BM6xoKV4QK6d8QwMoUzNAStHID0OSI4CFI75NnNQmkl9EQQBMpnMsPsQERERERERVTAGz4SKi4tDzZo1AWjrP8XFxQEA2rVrh2PHjpVs74iKQb+d8YoZQgF61YUSZ0JlqTVIycw2/B5EREREREREFYzBIVTNmjUREREBAKhfvz62bdsGQDtDyt7evkQ7R1Qc4kwoMQjKl7gcz7Y4IVTOkrxCQigrczmszLRLAeNTVYbfg4iIiIiIiKiCMTiEGjZsGC5dugQA+OSTT7Bq1SpYWloiKCgIU6ZMKfEOEhkqNkVbE8qptGZC2bhpH/XcIS82p0YVERERERERUWVmcE2ooKAg6XcfHx9cv34d586dQ+3atfHqq6+WaOeIiiO2NGtCAblmQsUU2sxRaY6HCenSzCwiIiIiIiKiyszgEOp5np6esLOz41I8emk8W45XQAilSgfSnmp/L1YIlTMTKjmq0GbiTCiGUERERERERETFWI63YMEC/PLLL9Lz/v37w8nJCdWqVZOW6RGVJymEKmgmVNIj7aOZErByMPwGehQmBxhCEREREREREeVmcAi1Zs0aeHh4AABCQ0MRGhqK/fv3o1u3bqwJRS+Fpzk1oRwLKkwuFiW3ewWQyQy/gR6FybX3ZwhFREREREREJDJ4OV5UVJQUQu3Zswf9+/dHly5dUKNGDbRq1arEO0hkqCKX471IPSjA4MLkDKGIiIiIiIiIijETysHBAQ8eaGeSHDhwAD4+PgAAQRCgVqtLtndEBhIEAfFpOYXJiwyhqhXvJuJMqIxEQJVRYDOGUERERERERETPGDwTqk+fPhg0aBDq1KmD2NhYdOvWDQBw4cIF1K5du8Q7SGSIpIxsqNQCgMJCKHE5nkfxbmJpD8gtAHWmdjaUg2e+zcT7xzKEIiIiIiIiIjI8hFq6dClq1KiBBw8eYOHChbC2tgYAPH78GOPGjSvxDhIZIjanHpS1hSkszeT5N3rR5XgymbY4eWIkkBJTYAglLgcUZ2YRERERERERVWYGh1BmZmaYPHlynuNBQUEl0iGiFyEufStwFhQAJD7UPhY3hAK0S/ISI4GUqAKbOIjL8VIYQhEREREREREZXBNq48aN2Lt3r/R86tSpsLe3R5s2bXD//v0S7RyRoWKLCqEE4cVnQgF6FScXZ0IlZ2YjM5v10oiIiIiIiKhyMziEmjdvHqysrAAAp06dwqpVq7Bw4UI4OztzNhSVuyJ3xkuLA7LTtb/bFrMwOfCsOHlKTIFNbC3NIDeRAQAS0lTFvxcRERERERFRBWDwcrwHDx5IBch/++039O3bF6NHj0bbtm3RqVOnku4fkUHEmlBO1kUUJbd2BUwtin8j65yZUMkFL8czMZHBQWGGpylZiE3JgqutZfHvR0RERERERGTkDJ4JZW1tjdjYWABASEgIfH19AQCWlpZIT08v2d4RGejZcrwCAiZxKd6LzIIC9JoJpe1HTl0o7pBHRERERERElZzBM6F8fX0xcuRING/eHDdv3kT37t0BAFeuXEGNGjVKun9EBilyOV5J1IMCtDOpgEILkwO5QijukEdERERERESVnMEzoVatWgVvb288efIEO3bsgJOTEwDg3LlzGDhwYIl3kMgQRe6OJy7Hs/N4sRvZiCGUnjOhcpYJEhEREREREVVWBs+Esre3x9dff53neHBwcIl0iOhFxKbkzIQqqCZU0kPtY4nNhIoBNBrAJP88l8vxiIiIiIiIiLQMngkFAMePH8eQIUPQpk0bPHyo/aP+xx9/xIkTJ0q0c0SGik3NKUxeVE2oFw2hlDk1oTQqID2+wGZibSouxyMiIiIiIqLKzuAQaseOHfDz84OVlRXOnz+PzEztH/2JiYmYN29eiXeQSF+CIDxbjlfg7nglFEKZmgNWjtrfU6ILbOaoMAPAmVBEREREREREBodQc+fOxZo1a/Ddd9/BzMxMOt62bVucP3++RDtHZIjkzGyo1AKAAgqTZ2cByTmFxF+0JhSgV3FyR2vtTChxmSARERERERFRZWVwCHXjxg106NAhz3E7OzskJCSURJ+IiiUuJ+hRmsthaSbP2yD5EQABkFsASucXv6EexcnFMCyey/GIiIiIiIiokjM4hHJzc8Pt27fzHD9x4gRq1qxZIp0iKg6xHlTRS/GqATLZi99QmglV8HI8BwULkxMREREREREBxQihRo0ahY8++ginT5+GTCbDo0ePsHnzZkyePBljx44tjT4S6UVc8uZY2kXJRWIIlVxwCCXu0hefpoJGI5TMfYmIiIiIiIiMkKmhL/jkk0+g0WjQuXNnpKWloUOHDrCwsMDkyZPx4YcflkYfifQizjbKtx4UkCuEKoF6UIBBM6HUGgGJ6So4FNQ3IiIiIiIiogrO4BBKJpPh008/xZQpU3D79m2kpKSgYcOGsLa2Lo3+EektVu8QqoRnQhUSQpmbmsDGwhTJmdmIS8tiCEVERERERESVlsEhlMjc3BwNGzYsyb4QvRBpOV6RNaFKKISyKTqEEvuTnJmNuNQs1HIpmVsTERERERERGRu9Q6jhw4fr1e6HH34odmeIXkRcTmHyl2kmFAA4Ks1xPzZNCsmIiIiIiIiIKiO9Q6gNGzbA09MTzZs3hyCwwDK9fMTlePkWJhcEIPGB9nfbEg6hMhIBVTpgZpVvM0eFWJycIRQRERERERFVXnqHUGPHjsXPP/+MiIgIDBs2DEOGDIGjo2Np9o3IIFJh8vyW42UkAlkp2t/tqpXMDS3tALkFoM4EUmIAB898mznmzMwS+0dERERERERUGZno23DVqlV4/Pgxpk6dit27d8PDwwP9+/fHwYMHOTOKXgricrd8l+OJS/GsHAFzZcncUCbTa0meWKOKy/GIiIiIiIioMtM7hAIACwsLDBw4EKGhobh69SoaNWqEcePGoUaNGkhJSSmtPhIVSRAEaaaRY34hVNJD7WNJ1YMS6VGcnMvxiIiIiIiIiAwMoXReaGICmUwGQRCgVqtLsk9EBkvJzEaWWgMAcMqvJpRYD8rOo2RvrM9MqJxQLJbL8YiIiIiIiKgSMyiEyszMxM8//wxfX1/UrVsXly9fxtdff43IyEhYW1uXVh+JiiTOgrIyk8PKXJ63QUnvjCcSQ6jkgkMosUaVuHsfERERERERUWWkdwg1btw4uLu748svv0SPHj3w4MEDbN++Hd27d4eJSbEnVEm+/PJLyGQyTJw4UTqWkZGBwMBAODk5wdraGn379kV0tO4f+5GRkfD394dCoUCVKlUwZcoUZGdn67QJCwtDixYtYGFhgdq1a2PDhg0v3F96uTxNKaQoOVD6IVQhM6EcxOV4qaqSvTcRERERERGREdF7d7w1a9agevXqqFmzJo4ePYqjR4/m227nzp0Gd+Ls2bP49ttv8eqrr+ocDwoKwt69e7F9+3bY2dlh/Pjx6NOnD8LDwwEAarUa/v7+cHNzw8mTJ/H48WMMHToUZmZmmDdvHgAgIiIC/v7+GDNmDDZv3ow///wTI0eOhLu7O/z8/AzuK72cpJ3x8qsHBeQKoUpoZzyRdRXtYyEhlLg8MJYzoYiIiIiIiKgS0zuEGjp0KGQyWYl3ICUlBYMHD8Z3332HuXPnSscTExPx/fffY8uWLXjrrbcAAOvXr0eDBg3w119/oXXr1ggJCcHVq1dx6NAhuLq6olmzZpgzZw6mTZuG2bNnw9zcHGvWrIGXlxcWL14MAGjQoAFOnDiBpUuXMoSqQMSlbvkWJQdyhVAlXBPKxk37qMfueBkqDdKysqEw1/ufHREREREREVGFofdfw6W1hC0wMBD+/v7w8fHRCaHOnTsHlUoFHx8f6Vj9+vVRvXp1nDp1Cq1bt8apU6fQpEkTuLq6Sm38/PwwduxYXLlyBc2bN8epU6d0riG2yb3s73mZmZnIzHw2ayUpKQkAoFKpoFJxSVVJET/LkvhMnyRlAADsFWZ5r6dRwzTpEWQAVAo3oATHUGbpCFMAQnI0sgu4rrlMgJlcBpVaQExiGqrZW5XY/UtaSY4JlT2On3HheBk3jp/x4ZgZN46fceP4GReOl3ErzviV5ViX65SMrVu34vz58zh79myec1FRUTA3N4e9vb3OcVdXV0RFRUltcgdQ4nnxXGFtkpKSkJ6eDiurvIHA/PnzERwcnOd4SEgIFAqF/m+Q9BIaGvrC1/j7ngkAEyRG/4d9+yJ1zllmxcFPUEMDOfYdPwfIXryGmc61oQ2h9u3dU+C1FXI5EtUy7A45gupGUMO/JMaEyg/Hz7hwvIwbx8/4cMyMG8fPuHH8jAvHy7gZMn5paWml2BNd5RZCPXjwAB999BFCQ0NhaWlZXt3I1/Tp0zFp0iTpeVJSEjw8PNClSxfY2tqWY88qFpVKhdDQUPj6+sLMzOyFrnX418vA48d4rUk9dG/npXNO9t8Z4Aogs6uG7v49Xug+eaizgCsTYQI1ur/pDSic8m22JuIUEqOS0aDZ6+hY16Vk+1CCSnJMqOxx/IwLx8u4cfyMD8fMuHH8jBvHz7hwvIxbccZPXP1VFsothDp37hxiYmLQokUL6ZharcaxY8fw9ddf4+DBg8jKykJCQoLObKjo6Gi4uWnr8Li5ueHMmTM61xV3z8vd5vkd9aKjo2Fra5vvLCgAsLCwgIWFRZ7jZmZm/EdYCkric41P1+6I6GJjlfdaKY8BADJ7j5IfPzMzwMoRSI+DWUYsYOeWbzMnawsAyUjK1BjFd4jfdePG8TMuHC/jxvEzPhwz48bxM24cP+PC8TJuhoxfWY5zya1LMlDnzp1x+fJlXLx4Ufp57bXXMHjwYOl3MzMz/Pnnn9Jrbty4gcjISHh7ewMAvL29cfnyZcTExEhtQkNDYWtri4YNG0ptcl9DbCNegyoGsTC5k3U+hcmlouSvlM7N9SlOnlMwXdzFj4iIiIiIiKiy0SuEatGiBeLj4wEAn3/+eYmsF7SxsUHjxo11fpRKJZycnNC4cWPY2dlhxIgRmDRpEo4cOYJz585h2LBh8Pb2RuvWrQEAXbp0QcOGDfHee+/h0qVLOHjwIGbMmIHAwEBpJtOYMWNw9+5dTJ06FdevX8fq1auxbds2BAUFvfB7oJdHXIo23HFS5p3BJoVQttVK5+bWVbSPyUWHULEMoYiIiIiIiKiS0iuEunbtGlJTUwEAwcHBSElJKdVOiZYuXYoePXqgb9++6NChA9zc3LBz507pvFwux549eyCXy+Ht7Y0hQ4Zg6NCh+Pzzz6U2Xl5e2Lt3L0JDQ9G0aVMsXrwY69atg5+fX5m8Byp9giDgaU64I4Y9Okp7JpS1/jOh4hlCERERERERUSWlV02oZs2aYdiwYWjXrh0EQcBXX30Fa+v8t/iaOXNmsTsTFham89zS0hKrVq3CqlWrCnyNp6cn9u3bV+h1O3XqhAsXLhS7X/RyS81SIytbA6CA5XhJYgjlUTodEGdCpcQU2IQzoYiIiIiIiKiy0yuE2rBhA2bNmoU9e/ZAJpNh//79MDXN+1KZTPZCIRRRcYhL8SzNTKAwz+crXeozoVy1jylRBTZxYk0oIiIiIiIiquT0CqHq1auHrVu3AgBMTEzw559/okqVKqXaMSJ9xYpFyfOrB5WZAqRr65mVfmHygmdCOXA5HhEREREREVVyeoVQuWk0mtLoB1GxxYpFyfNdivdQ+2hhB1jalk4HpMLkRc+E4nI8IiIiIiIiqqwMDqEA4M6dO1i2bBmuXbsGAGjYsCE++ugj1KpVq0Q7R6SPuEKLkj/QPpbWLCggV2HyomtCJaaroFJrYCbXa08AIiIiIiIiogrD4L+EDx48iIYNG+LMmTN49dVX8eqrr+L06dNo1KgRQkNDS6OPRIWK1WtnvGql1wFxJlRmIqBKz7eJvcIcMpn294Q0Ven1hYiIiIiIiOglZfBMqE8++QRBQUH48ssv8xyfNm0afH19S6xzRPqIy6kJ5WydT02o0i5KDgCWdoDcAlBnAinRgEONPE3kJjLYW5khPk2FuNQsuNjk01ciIiIiIiKiCszgmVDXrl3DiBEj8hwfPnw4rl69WiKdIjKEWBMq/5lQOTWhSjOEkskAG3GHvKKX5ImF1ImIiIiIiIgqE4NDKBcXF1y8eDHP8YsXL3LHPCoXhS/HE2tCeZRuJ6xzQqhCipM7SjvkcTkeERERERERVT4GL8cbNWoURo8ejbt376JNmzYAgPDwcCxYsACTJk0q8Q4SFUUsTO5UaE2oUpwJBTwLoVKiC2wihlBxnAlFRERERERElZDBIdRnn30GGxsbLF68GNOnTwcAVK1aFbNnz8aECRNKvINERZFCqOdrQmk0QFIZLMcDcoVQhS3H0/ZPnLlFREREREREVJkYHELJZDIEBQUhKCgIycnJAAAbG5sS7xiRPgRBwNMU7cyiPDOhUp8A6ixAZgLYuJduR6QQqrDleGYAgHiGUERERERERFQJGRxC5cbwicpbWpYamdkaAPnUhBKX4lm7AXKz0u2IXoXJOROKiIiIiIiIKi+DC5MTvUzEpXgWpiZQmMt1T0pFyUt5KR6gV2FyJ6kmFEMoIiIiIiIiqnwYQpFRi81VlFwmk+meLKt6UIBeNaEcGEIRERERERFRJcYQioxarFgP6vmi5EDZ7YwHPAuhUmO0BdHzwZlQREREREREVJkZFEKpVCp07twZt27dKq3+EBlEnAmVpx4UkGs5nkfpd0Tpon3UZAPpcfk2EfsYn5YFQRBKv09ERERERERELxGDQigzMzP8888/pdUXIoPF5VqOl0dZzoQyNQcUTtrfU6LzbSKGUCq1gOTM7NLvExEREREREdFLxODleEOGDMH3339fGn0hMlhcoTOhyjCEAoosTm5pJpeKp8elcEkeERERERERVS6mhr4gOzsbP/zwAw4dOoSWLVtCqVTqnF+yZEmJdY6oKLE5YU6emlCqdCD1ifb3sgyhYq4WWpzcUWmOtKx0xKZmoYazssB2RERERERERBWNwSHUv//+ixYtWgAAbt68qXMuz+5kRKUsNjWnMPnzM6GSHmkfzRSAlUPZdEbaIS//5XiANoT6Lz4d8SxOTkRERERERJWMwSHUkSNHSqMfRMVS4HK83Evxyiocta6ifSwihAK4Qx4RERERERFVPgbXhBLdvn0bBw8eRHp6OgBwty8qF+JyPEfrQkKosmLjpn3UI4SKZQhFRERERERElYzBIVRsbCw6d+6MunXronv37nj8+DEAYMSIEfj4449LvINEhRFnFDkrn6sJVR4hlFSYvJAQSqENoeLTGEIRERERERFR5WJwCBUUFAQzMzNERkZCoVBIxwcMGIADBw6UaOeICpOWlY10lRpAfjOhHmgf7TzKrkP61ITK6Wcsd8cjIiIiIiKiSsbgmlAhISE4ePAgXnlFd4ZJnTp1cP/+/RLrGFFRxCDH3NQESnO57snynAlVyO54TlJNqMyy6BERERERERHRS8PgmVCpqak6M6BEcXFxsLCwyOcVRKVDXIrnpDTPuzNjuYRQOYXJMxMBVXq+TRxyluPFpanKqldEREREREREL4X/b+/O46Oqzj+Of+5MZib7CiFhD6AssiOrouAC7qJ2sa1r1VaLVYvV1tpqtT+LdV+rtu5Vq9VarYgIRREUkDXsOwGEJCQkIfsyy/39MZmQkD2ZmWTC9/1yXjNz75l7zr1PiMzDOc9tdRJq6tSpvPnmmzXvDcPA4/HwyCOPMH36dL8OTqQpNUmo45fimeaxJFRsr+ANKDwOwsK9rxtZkucbq2ZCiYiIiIiIyImm1cvxHnnkEc4++2zWrFlDVVUVd999N1u2bCE/P59vvvkmEGMUadCREm8iJ/H4ouTlBeCqnokUzCSUYXhnQx094C1OntC/XhPfWPNVE0pEREREREROMK2eCTV8+HB27tzJ6aefzqWXXkppaSmXX34569evZ+DAgYEYo0iDai/Hq8NXlDwqGWzhwR1UdIr3uZGZUL6745VWuamoLqouIiIiIiIiciJo9UwogLi4OO69915/j0WkVXxJqMR6SagOqAfl46sL1UgSKjYijDCLgctjUlBWRWpcRBAHJyIiIiIiItJx2pSEKigo4JVXXmHbtm0ADBs2jOuvv57ExES/Dk6kKXmN1YTq0CSU7w55DSehDMMgIcpObnEleSVKQomIiIiIiMiJo9XL8ZYuXUr//v155plnKCgooKCggGeeeYa0tDSWLl0aiDGKNCivuiZUo8vx4voEeURATNPL8eDYkryCMtWFEhERERERkRNHq2dCzZ49mx/+8Ie88MILWK1WANxuN7/4xS+YPXs2mzZt8vsgRRpybDnecYXJO8NyvOImklBRvjvkKQklIiIiIiIiJ45Wz4TavXs3d955Z00CCsBqtTJnzhx2797t18GJNCWv2ZpQQbwznk8zhckBEquXD+bpDnkiIiIiIiJyAml1Emrs2LE1taBq27ZtG6NGjfLLoERaovG74x3yPndoYfKcRpv4xqvleCIiIiIiInIiadFyvI0bN9a8vu2227j99tvZvXs3kyZNAmDlypU8//zzPPzww4EZpchxyqvclFW5geMKk7udUJzlfd0RNaF8hclLc8DjAUv9PG9CdU2oPC3HExERERERkRNIi5JQo0ePxjAMTNOs2Xb33XfXa/fjH/+YH/7wh/4bnUgj8kq9RcntVgvRjlo/xkWZgAlWB0R2C/7AfDOhPC4oz4eo+mPwJc3ytRxPRERERERETiAtSkJlZGQEehwirZJfqx6UYRjHdtSuB9XALKSAs9ogMgnK8qA4u8EkVE1hci3HExERERERkRNIi5JQ/fr1C/Q4RFql+aLkHVAPyic6xZuEKjkMDK+3OzFSd8cTERERERGRE0+LklDHy8zM5OuvvyYnJwePx1Nn32233eaXgYk0xXdnuTr1oAAKv/M+d0Q9KJ/oZMjZ0mhxct/d8ZSEEhERERERkRNJq5NQr7/+Oj//+c+x2+0kJSXVWQplGIaSUBIU+dU1oerfGa96JlRsryCPqBZfcfKS7AZ3+2ZvHS2rwu0xsVqMBtuJiIiIiIiIdCWtTkL94Q9/4L777uOee+7B0hE1d0SovRzPUXdH0SHvc0cux4vxJaEangnluzuex4TCcmf9JYUiIiIiIiIiXVCrs0hlZWVceeWVSkBJh8pvdDleZ6gJVZ2EKm54JpTNaiE23Jv/9c3oEhEREREREenqWp1JuuGGG3j//fcDMRaRFvPVU2p0OV6H1oRqeiYUQFK0dwZXfqkzGCMSERERERER6XCtXo43d+5cLrroIhYsWMCIESOw2Wx19j/xxBN+G5xIY440dHe8ikKoLPK+jusMNaEON9okIdJGBpoJJSIiIiIiIieONiWhPv/8cwYPHgxQrzC5SDDUFCavvRzPNwsqIhHsUR0wqmotSEL5alnl6Q55IiIiIiIicoJodRLq8ccf59VXX+W6664LwHBEWsZXE6pOYfLOUA8KjhUmryyCqjKwR9Zr4ltG6DsPERERERERka6u1TWhHA4Hp512WiDGItIiFU43pVVuoJGZUB2dhHLEQli493Ujs6ESfEmoMiWhRERERERE5MTQ6iTU7bffzrPPPhuIsYi0iG8Jm81qEOOoNZmvsyShDKPZ4uQ1M6G0HE9EREREREROEK1ejrdq1Sq++OIL5s2bxymnnFKvMPmHH37ot8GJNOTYUjx73TpknSUJBd4k1NH9UJLd4O5EJaFERERERETkBNPqJFR8fDyXX355IMYi0iJ51UXJ69SDgk6WhEr2PjcyE0pJKBERERERETnRtHo53muvvdbkozVeeOEFRo4cSWxsLLGxsUyePJnPPvusZn9FRQWzZ88mKSmJ6OhorrjiCg4frltj58CBA1x44YVERkaSnJzMXXfdhcvlqtNmyZIljB07FofDwaBBg3j99ddbe9rSSbg9Jqsy8gEIs3jf16hJQvXpgJEdJybF+9xITSgloURERERERORE0+oklD/17t2bhx9+mLVr17JmzRrOOussLr30UrZs2QLAr371Kz755BPef/99vvrqKzIzM+vMwnK73Vx44YVUVVWxfPly3njjDV5//XXuu+++mjYZGRlceOGFTJ8+nfT0dO644w5uvPFGPv/886Cfr7TPgs1ZnP6XL/jrkj0AbDpUxOl/+YIFm7PA44aiQ96GnWImVHVNqOKml+PllVZhmmaDbURERERERES6klYvx0tLS6tbh+c4e/fubfGxLr744jrvH3roIV544QVWrlxJ7969eeWVV3jnnXc466yzAO8srKFDh7Jy5UomTZrEwoUL2bp1K//73//o0aMHo0eP5k9/+hO/+c1v+OMf/4jdbufFF18kLS2Nxx9/HIChQ4fy9ddf8+STTzJz5szWnr50kAWbs7jlrXUcn67JLqzglrfW8erlPZluusESdiwB1JGaKUzuS0JVuTyUVbmJcrT6j6KIiIiIiIhISGn1N9877rijznun08n69etZsGABd911V5sH4na7ef/99yktLWXy5MmsXbsWp9PJOeecU9NmyJAh9O3blxUrVjBp0iRWrFjBiBEj6NHjWNJh5syZ3HLLLWzZsoUxY8awYsWKOsfwtTn+PGqrrKyksrKy5n1RUVHNuTqdzjafo9Tlu5bNXVO3x+SP/91SLwEFYAIG8M6i5UwHzJhUXG4PuD3+Hm6rGBFJhAFmcRauBs7PZpg4wixUujwcLiylT0Jk8AfZgJbGRDonxS+0KF6hTfELPYpZaFP8QpviF1oUr9DWlvgFM9atTkLdfvvtDW5//vnnWbNmTasHsGnTJiZPnkxFRQXR0dH85z//YdiwYaSnp2O324mPj6/TvkePHmRne5c4ZWdn10lA+fb79jXVpqioiPLyciIiIuqNae7cuTzwwAP1ti9cuJDIyM6RLOhKFi1a1OT+XYUG2UXWRvebgKM0C+yQ54rkm/nz/TzC1osv28uZQEXedyxsZDwRFiuVGMxbuIR+McEdX3Oai4l0bopfaFG8QpviF3oUs9Cm+IU2xS+0KF6hrTXxKysrC+BI6vLbGqDzzz+fe+65p9XFyQcPHkx6ejqFhYV88MEHXHvttXz11Vf+Glab3HPPPcyZM6fmfVFREX369GHGjBnExsZ24Mi6FqfTyaJFizj33HOx2WyNtvtkYxZs3dTksXoaRwBITBvBBRdc4NdxtklRFuz4I+GuIi44/zww6pdfe2nfCo5mFTN0zHimndy9AwZZX0tjIp2T4hdaFK/QpviFHsUstCl+oU3xCy2KV2hrS/x8q7+CwW9JqA8++IDExMRWf85utzNo0CAAxo0bx+rVq3n66af54Q9/SFVVFUePHq0zG+rw4cOkpHjvPJaSksKqVavqHM9397zabY6/o97hw4eJjY1tcBYUgMPhwOFw1Ntus9n0hzAAmruuqfFRzR6jp5EHgCW+L5bOEKP4VMDAMN3Yqoogun6SKSnaARRTWOHpdD9X+lkPbYpfaFG8QpviF3oUs9Cm+IU2xS+0KF6hrTXxC2acW52EGjNmTJ3C5KZpkp2dTW5uLn/961/bPSCPx0NlZSXjxo3DZrOxePFirrjiCgB27NjBgQMHmDx5MgCTJ0/moYceIicnh+TkZMA75Sw2NpZhw4bVtJl/3HKoRYsW1RxDOr8JaYmkxoWTXVjRYF0oAxhgLwAPnePOeABWG0QmQdkRKDnccBKqujh5fmllvX0iIiIiIiIiXU2rk1CzZs2q895isdC9e3emTZvGkCFDWnWse+65h/PPP5++fftSXFzMO++8w5IlS/j888+Ji4vjhhtuYM6cOSQmJhIbG8svf/lLJk+ezKRJkwCYMWMGw4YN4+qrr+aRRx4hOzub3//+98yePbtmJtPNN9/Mc889x913381Pf/pTvvjiC/71r3/x6aeftvbUpYNYLQb3XzyMW95aV2+fLx06OrYEjgJxfYI5tKZF96hOQmUDw+vtjov0Zpu/zchnRK94JqQlYrU0fudJERERERERkVDW6iTU/fff77fOc3JyuOaaa8jKyiIuLo6RI0fy+eefc+655wLw5JNPYrFYuOKKK6isrGTmzJl1ZltZrVbmzZvHLbfcwuTJk4mKiuLaa6/lwQcfrGmTlpbGp59+yq9+9Suefvppevfuzcsvv8zMmTP9dh4SeOcNT+WFq8Zy9wcbKapw1WxPiQvn/ouHEfuptxB9p5kJBRCdDDlboCSn3q4Fm7P499pDACzelsPibTmkVp/LecNTgz1SERERERERkYDzW02otnjllVea3B8eHs7zzz/P888/32ibfv361Vtud7xp06axfv36No1ROo/zhqeyKiOfV7/Zx7TB3fn5GQO9s4dcZfBBgbdRXK+OHWRtMd66ZJTUrUm2YHMWt7y1rt7SwuzCCm55ax0vXDVWiSgRERERERHpcurfsquxhhYLVqu1yUdYWIfmtOQEsD/Pe+vIc4b2YPLAJO/ytULvjCIcsRAe14GjO060t04ZxceSUG6PyQOfbG2wtpVv2wOfbMXtaaiFiIiIiIiISOhqcdboP//5T6P7VqxYwTPPPIPH4/HLoEQak3GkFIAB3WrdMa/wO+9zZ1qKBxBdfybUqox8sgorGv2ICWQVVrAqI5/JA5MCPEARERERERGR4GlxEurSSy+tt23Hjh389re/5ZNPPuEnP/lJnVpMIv7mcns4kO+dCdW/ThLqoPe50yWhqmdC1UpC5RQ3noCqraXtREREREREREJFi5fj1ZaZmclNN93EiBEjcLlcpKen88Ybb9CvXz9/j0+kxsGCclwek3CbhZTY8GM7Om0Sqof3uVYSKjkmvJHGdbW0nYiIiIiIiEioaFUSqrCwkN/85jcMGjSILVu2sHjxYj755BOGD69/+3kRf/MtxeufFIXFYhzb0VmTUDWFyY/dHW9CWiKpceEYjXzEAFLjwpmQlhjw4YmIiIiIiIgEU4uTUI888ggDBgxg3rx5/POf/2T58uVMnTo1kGMTqWOvrx5U96i6O2pqQvUJ8oia4VuOV1kEVd5lhFaLwf0XDwOol4jyvb//4mHegusiIiIiIiIiXUiLa0L99re/JSIigkGDBvHGG2/wxhtvNNjuww8/9NvgRGrLOFICQFq345JQRdV3x4vtFeQRNcMRC2ER4Cr3LslLTAPgvOGpvHDVWB74ZGudIuU9YsP54yXDOG94akeNWERERERERCRgWpyEuuaaazAMzc6QjlN7OV4NjwcKq5NQnW05nmF4Z0Md3V8nCQXeRNS5w1JYlZHHL95eR0GZk4cvH8G0IckdOGARERERERGRwGlxEur1118P4DBEmrfviHdJW53leGVHwF0JGBDbs2MG1pToHseSUMexWgwmD+zG2UN78MHag6zIyFMSSkRERERERLqsNt0dTyTYKpxuDh0tByCtW/SxHb56UDGpYLV1wMiaEeO7Q15Oo01OG5QEwIo9ecEYkYiIiIiIiEiHUBJKQsK+PO9SvLgIGwmRtZJNnfXOeD7R1Umo4uxGm0wZ2A2ATYcKKSxzBmNUIiIiIiIiIkGnJJSEhIzc6npQ3aLq1ibr9EmoFO9zA8vxfHrEhjOwexSmCSszNBtKREREREREuiYloSQk7K0uSj7g+DvjdfokVHWNpyaSUHBsNtTy3UcCPSIRERERERGRDqEklISEfdVJqLSQS0L5akI1nYTy1YVarrpQIiIiIiIi0kUpCSUhISNUk1AtKEwOMDEtCcOAXTkl5BRVBGFgIiIiIiIiIsGlJJSEhJBNQkXXSkJ53I02S4iyMyw1FoAVezUbSkRERERERLoeJaGk0yssd5JXWgV4C5PXcFZAafUMo7g+HTCyFojqDhhguqEsv8mmpw3y1oX6RnWhREREREREpAtSEko6PV89qOQYB9GOsGM7ig55n22REJHQASNrAasNIr31nijJbrLp5IGqCyUiIiIiIiJdl5JQ0um1aCmeYQR5VK3QwuLkE/onEmYxOFhQznf5ZUEYmIiIiIiIiEjwKAklnd7e6iTUgO4hVg/Kp4XFyaMcYYzuEw9oSZ6IiIiIiIh0PUpCSafnmwnVP+m4JJRvOV5sryCPqJV8M6GKm16OBzClui6UluSJiIiIiIhIV6MklHR6GUdKgIaW433nfe6sRcl9ols2EwpgSq26UKZpBnJUIiIiIiIiIkGlJJR0aqZpsu+Itz5SyC7Hq0lCNT8TakzfeMJtFo6UVLIrpyTAAxMREREREREJHiWhpFPLLamkpNKFxYA+iZF1d4ZMEirZ+9yCmVCOMCvj+ycCqgslIiIiIiIiXYuSUNKpZeR660H1TojEEWY9tsM0QycJFZPifW7m7ng+UwaqLpSIiIiIiIh0PUpCSadWU5T8+HpQ5QXg9C7TC53C5C1NQnnrQq3cm4fL7QnUqERERERERESCSkko6dQy8rxJqAGNFSWPSgZbeJBH1Uq+JFRVMVSVNtt8eK84YsLDKK5wsSWzKMCDExEREREREQkOJaGkU/Mtx6t/Z7xD3ue4Tj4LCsARA2ER3tctWJJntRhMGuCdDfXNHtWFEhERERERka5BSSjp1HzL8eonoUKkHhSAYbSqODkcW5K3QnWhREREREREpItQEko6LbfHZH+et+5T/SRU9XK8uD5BHlUbtbI4+WmDvMXJV+/Lp9LlDtSoRERERERERIJGSSjptDKPllPl9mC3WugZH1F3ZyjNhIJjM6FaWJz8pORoukU7qHB6WH/gaODGJSIiIiIiIhIkSkJJp+VbitcvKRKrxai7M+SSUK2bCWUYRs2SvOW7VRdKREREREREQp+SUNJpNVoPCkIwCVV9h7yS7BZ/pCYJpbpQIiIiIiIi0gUoCSWdVk0SqvtxSSi3E4qzvK9DpSZUKwuTw7G6UOnfHaW00hWIUYmIiIiIiIgEjZJQ0mnt9SWhko5LQhVnASZYHRDZLfgDa4tWFiYH6JMYSe+ECFwek1X78gM0MBEREREREZHgUBJKOq2MIyVAQ3fGq16KF9sTLCHyI9zKwuQ+pw30JtlWaEmeiIiIiIiIhLgQ+QYvJ5pKl5tDBeVA9XK8L+fCV494dx5fD+qrR7z7OzNfYfLSXPC4W/yxKYO8daG+UXFyERERERERCXFKQkmn9F1+GR4Toh1hdI92gMUKXz7kTTgVfudtFNenOgH1kHd/ZxbVDTDAdENZy2c1TR7gTUJtzSqioLQqQIMTERERERERCbywjh6ASEP25h67M55hGHDm3d4dXz4EPcd6Xx89ABvegen3HtvfWVltEJkEZUe8daF8y/OakRwbzknJ0ezKKWHl3jzOH5Ea4IGKiIiIiIiIBIZmQkmn5LszXv/a9aDOvNubcMpc532//+vQSED5tKE4OcCUgd7ZUMtVF0pERERERERCmGZCSae0L+/YTKg6zrzbOxsKwBLm9wRUVkkWBZUFje5PcCSQGt3G2UjRyXCYVhcnnzKoG2+s2M83e1QXSkREREREREKXklDSKfmW4w04Pgm16L5jrz0ub00oPyWiskqyuOiji6hyN157yW61M2/WvLYloqLbNhNqUloSFsN7TbILK0iJC2993yIiIiIiIiIdTMvxpFPyLcerMxPqq0fgm6e9r7sN9i7F8xUr94OCyoImE1AAVe6qJmdKNclXB6qVSai4SBvDe8UBsFyzoURERERERCREKQklnU5JpYuc4kqgVk0o313w0s7wvu85+liNKD8mogIquof3uZVJKIDJqgslIiIiIiIiIU5JKOl09lXPgkqKshMXYfNu9Li9CSd7jPd96mjvsy8R5XEHf6CtFVOdhGplTSiA0wZ2A2D57iOYpunPUYmIiIiIiIgEhWpCSafT4FK86fd4nx8f6n3uOfrYvlC5O147ZkKd2j8Bm9Ugs7CC/Xllde8aKCIiIiIiIhICNBNKOp0Gk1AAJTlQnAkYkDIy+ANrr5rC5Dmt/mikPYwxfRMALckTERERERGR0KQklHQ6NUmo7scloTLTvc/dTgJHdHAH5Q++wuRVxVBV2uqPT6muC/WNipOLiIiIiIhICFISSjqdvb4kVNJxSaisdO9zzzHBHZC/OGIgLML7ug1L8qZU14VauScPj0d1oURERERERCS0KAklnYppmmTklgBNzITyFSX3swRHAnarvck2dqudBEdC2zowjHYVJx/dJ54Im5W80ip2HC5u2xhEREREREREOoiSUNKpFJQ5KapwAdC/0ZlQowPSd2p0Kh9d+hGRYZEA/GnKn3jr/LdIDE8E4Jqh1zBv1jxSo1Pb3kk7ipPbwyyMT/OORXWhREREREREJNR0aBJq7ty5jB8/npiYGJKTk5k1axY7duyo06aiooLZs2eTlJREdHQ0V1xxBYcP1/0Cf+DAAS688EIiIyNJTk7mrrvuwuVy1WmzZMkSxo4di8PhYNCgQbz++uuBPj1pg4wj3llQveIjCLdZj+0oyYGiQwS6KHluWS5lrjLiHHFcPPBiRiWP4vaxtwPwyd5PiHXEtq+DmiRU64uTA5xWXRdq+W7VhRIREREREZHQ0qFJqK+++orZs2ezcuVKFi1ahNPpZMaMGZSWHiva/Ktf/YpPPvmE999/n6+++orMzEwuv/zymv1ut5sLL7yQqqoqli9fzhtvvMHrr7/OfffdV9MmIyODCy+8kOnTp5Oens4dd9zBjTfeyOeffx7U85Xm7c31xr5/t8i6O4JUlPzrQ18DMCV1ClaLNwl2ycBL6B/bn4LKAt7c8mb7OqhJQmW36eO+ulDfZuTjcnvaNxYRERERERGRIOrQJNSCBQu47rrrOOWUUxg1ahSvv/46Bw4cYO3atQAUFhbyyiuv8MQTT3DWWWcxbtw4XnvtNZYvX87KlSsBWLhwIVu3buWtt95i9OjRnH/++fzpT3/i+eefp6qqCoAXX3yRtLQ0Hn/8cYYOHcqtt97K9773PZ588skOO3dpWM2d8bo1shQvQPWgfJYdWgbA1N5Ta7aFWcK4dcytALy+5XXyK/Lb3kE7luMBDOsZS1yEjZJKFxsPFbZ9HCIiIiIiIiJBFtbRA6itsND7pTox0Vv3Zu3atTidTs4555yaNkOGDKFv376sWLGCSZMmsWLFCkaMGEGPHj1q2sycOZNbbrmFLVu2MGbMGFasWFHnGL42d9xxR4PjqKyspLKysuZ9UVERAE6nE6fT6ZdzFWquZe1rure6KHnfhIg6262H1mEB3D1G4AlQDHLLctmevx0DgwnJE+r0P63nNIYkDGF7wXb+lv437hx3Z5v6MCK7EQZ4irJxt/E8JvRPYNG2HL7emcOIVP/OCmsoJhI6FL/QoniFNsUv9ChmoU3xC22KX2hRvEJbW+IXzFh3miSUx+Phjjvu4LTTTmP48OEAZGdnY7fbiY+Pr9O2R48eZGdn17SpnYDy7ffta6pNUVER5eXlRERE1Nk3d+5cHnjggXpjXLhwIZGRkfW2S/ssWrSo5vXGDCtgcCRjK/OPbqnZPiPjWyKA5fsryM+bH5BxrK30zsDrae3Jyi9W1ts/0TmR7WznvR3vkZqVSrwlvtV99Cg8wCSgKHMXX81v23nEVRiAlU9W7aRf6fY2HaM5tWMioUfxCy2KV2hT/EKPYhbaFL/QpviFFsUrtLUmfmVlZQEcSV2dJgk1e/ZsNm/ezNdff93RQ+Gee+5hzpw5Ne+Lioro06cPM2bMIDa2nYWppYbT6WTRokWce+652Gw2PB6T36xZDHj4wXln0i+pOuFXmottfT4mBpNm3QT2wNSEWrJsCXwHFw69kAtGXlBvv2mabF68mbU5a9ndfTf3TbyvXptmZfWCvU8QZ63gggvq99ESJ+eU8MGzy9lfFsbZ507HUbuAezsdHxMJLYpfaFG8QpviF3oUs9Cm+IU2xS+0KF6hrS3x863+CoZOkYS69dZbmTdvHkuXLqV3794121NSUqiqquLo0aN1ZkMdPnyYlJSUmjarVq2qczzf3fNqtzn+jnqHDx8mNja23iwoAIfDgcPhqLfdZrPpD2EA+K5r5tFyKpwewiwG/bvHEGatLlmW650RZXQ7CVtUQkDG4PQ4WZntnf10Zt8zG43zHePu4OrPrua/e//LT0f8lLS4tNZ1FN8LAKM0F5vVApbWJ5CG9IwnOcZBTnElGzNLmDKoW6uP0Rz9rIc2xS+0KF6hTfELPYpZaFP8QpviF1oUr9DWmvgFM84dWpjcNE1uvfVW/vOf//DFF1+Qllb3C/24ceOw2WwsXry4ZtuOHTs4cOAAkydPBmDy5Mls2rSJnJxjt7xftGgRsbGxDBs2rKZN7WP42viOIZ2Dryh538TIYwkogMz13ucAFiVPz0mnxFlCgiOBU5JOabTd6OTRTOszDY/p4bn1z7W+o6jugAGmB8ry2jRWwzCYMjAJgOV72nYMERERERERkWDr0CTU7Nmzeeutt3jnnXeIiYkhOzub7OxsysvLAYiLi+OGG25gzpw5fPnll6xdu5brr7+eyZMnM2nSJABmzJjBsGHDuPrqq9mwYQOff/45v//975k9e3bNbKabb76ZvXv3cvfdd7N9+3b++te/8q9//Ytf/epXHXbuUl+jd8bLTPc+9xwdsL6/PuRdBjql1xSszcxOum3MbRgYLNy/kC15W5psW481DKKqZy4VZ7dlqAA1s5++2XOkzccQERERERERCaYOTUK98MILFBYWMm3aNFJTU2se7733Xk2bJ598kosuuogrrriCM844g5SUFD788MOa/VarlXnz5mG1Wpk8eTJXXXUV11xzDQ8++GBNm7S0ND799FMWLVrEqFGjePzxx3n55ZeZOXNmUM9XmtZoEior3fscwJlQyw4tA2Bqr6nNtj0p4SQuHHAhAM+se6b1nUVXF8kvyWm6XRN8M6E2HiykuEJ3rRAREREREZHOr0NrQpmm2Wyb8PBwnn/+eZ5//vlG2/Tr14/5zdxpbNq0aaxfv77VY5TgqUlCda+VhCrJhaJDgAGpIwPSb3ZpNrsKdmFgcFrP01r0mV+M/gULMhawPHM5q7NXMz5lfMs7jO4BhzdDyeHm2zaid0IkfRMjOZBfxup9+Zw1pEfzHxIRERERERHpQB06E0qktpokVFKtJJRvFlS3k8ARE5B+fUvxRnQfQXx4fIs+0yemD1ecfAUAT617qkUJ1Ro1M6HavhwP4LRB3tlQ3+xWXSgRERERERHp/JSEkk7B6fbwXX4ZcNxMKF89qEAuxTvY8qV4tf185M8Jt4azMXcjS75b0vIPRid7n9uxHA9g8kBvXSgVJxcREREREZFQoCSUdAoHC8pxeUwibFZ6xIQf2+G7M16AipI73U5WZq0EWp+E6h7ZnauGXQXAM+ufwe1xt+yDMSne53YUJgeYPMA7E2pbVhF5JZXtOpaIiIiIiIhIoCkJJZ1CxpESAPp3i8JiMY7tCHBR8nU56yhzlZEYnsjQpKGt/vx1p1xHjD2G3Ud3Mz+j6bpkNfw0E6p7jIPBPbxLFFfuzW/XsUREREREREQCTUko6RT25vrujBd5bGMQipL76kGd3ut0LEbr/zjEOeL46fCfAvB8+vM43S24U1109UyodhQm95niqwu150i7jyUiIiIiIiISSEpCSadQU5S8WwNFyZMGBawoeVvrQdX2k6E/oVtENw6VHOKDXR80/4GawuR+SEJV14VaobpQIiIiIiIi0skpCSWdwr48XxIq+thGX1HyANWDyizJZE/hHiyGhck9J7f5OBFhEfx85M8BeGnDS5Q5y5r+gG85XlUJVJa0uV+AiQMSsRjeJF7m0fJ2HUtEREREREQkkJSEkk4hI7eJmVA9xwSkT99SvFHdRxHniGvXsa446Qp6RfciryKPd7a/03RjRwzYqpcdtnM2VGy4jRG94wHdJU9EREREREQ6NyWhpMOVV7nJLKwAYEDtJJRvJlSAipL7Yymej81q49YxtwLw6uZXKawsbLyxYfitODnAaQO9daGW71ZdKBEREREREem8lISSDrc/37t8LS7CRkKU3buxJBeKDhKoouRV7iq+zf4WgKm925+EArgg7QJOSjiJ4qpiXtv8WtON/VmcvLou1PI9eZim2e7jiYiIiIiIiASCklDS4TqiKPmaw2sod5XTPaI7gxMG++WYFsPCbWNuA+DtbW+TW5bbeOOamVDtT0KN65eA3Wohu6iCvdXXUkRERERERKSzURJKOtz+PO9MqAaX4gWoKLmvHtTpvU7HMAy/HffM3mcyqvsoKtwVvLTxpcYb+vEOeRF2K2P7xQOqCyUiIiIiIiKdl5JQ0uEyqpNQDc6ECnA9qNN7ne7X4xqGwe1jbwfg3zv/zXdF3zXcMKY6CVXc/iQUHFuSt2KP6kKJiIiIiIhI56QklHS4fdVJqP4NzoTy/53xviv+jn1F+7AaVib3nOz3449PGc9pPU/DZbp4fsPzDTfy40wogNMGeYuTr9iTh8ejulAiIiIiIiLS+SgJJR2uXk2oABcl9y3FG5M8hhi7/+tNAdw21lsbav7e+ews2Fm/gR8LkwOM7B1PlN1KQZmTbdlFfjmmiIiIiIiIiD8pCSUdqswFBWVOoFYSKsBFyQO1FK+2YUnDmNl/JiYmz657tn4DPxYmB7BZLUxISwRg+W7VhRIREREREZHOR0ko6VC55d7nHrEOohxh3jcBLEpe4apgdfZqAKb2nur349d26+hbsRpWlhxcwvqc9XV3+pbjleaCx+2X/nx1oZarLpSIiIiIiIh0QkpCSYfKqfDemS5YRcnXHF5DhbuC5MhkToo/ye/Hr61/XH9mDZoFwNPrnsY0a9VqiuoOGGB6oNQ/SaMp1XWhVmXk43R7/HJMEREREREREX9REko6VG55A0moAM6E8i3Fm9prKoZh+P34x7t51M3YLXbWHl7LN5nfHNthDYMo78wlfy3JG5oSS0KkjdIqNxsPHvXLMUVERERERET8RUko6VA5Fd7nmiRU6ZHqouRASuCKkk/tFdileD4pUSlcOeRKAJ5Z9wwes9YMpZri5Dl+6ctiMZg80Dsb6hvVhRIREREREZFORkko6VC5Ncvxor0bfLOgkk6C8Fi/9rW/aD8Hig8QZgljYupEvx67KTeOuJEoWxTb8rexcP/CYztqipNn+62vyaoLJSIiIiIiIp2UklDSYUzTrClMfuzOeNUFvAOwFM83C2pc8jii7dF+P35jEsITuPaUawF4fv3zuDwu7w5fcXI/LccDmFI9E2rd/qOUV/mn4LmIiIiIiIiIPygJJR0mt6SKSo+BxYC+iZHejb6ZUAEoSu6rB3V6r9P9fuzmXDPsGhLDE9lXtI+PP/05fPUIxFQnoYprJaG+egS+nNvmfgZ0iyIlNpwqt4e1+wvaOWoRERERERER/1ESSjpMxpFSAHrFR2APq/5RDFBR8nJXOauzVwMwtXdw6kHVFmWL4sYRNwLw18LNVCz5M2Rv9u70zYT66hH48iGwWNvcj2EYNbOhvtGSPBEREREREelElISSDrM/rwyAtG7Vs6ACWJR8dfZqqjxVpEalMiBugF+P3VI/GPwDUqJSyHGX8d6YWbB7kXdHSc6xBNT0e+HMu9vVz5RBvrpQKk4uIiIiIiIinYeSUNJhMqqTUP2TqutB1RQlH+T3ouRLDy4FvHfFMwzDr8duKYfVwS9G/QKAl8v2UDLae9c8Diz3WwIKjtWF2nTwKIXlznYfT0RERERERMQflISSDrOvejlezUwoX1FyP9eDMk2zpih5RyzFq+3igRfTJ6YPRyuP8lh8LFvtNu8jPIKtwy9ia95Wskqy2tVHz/gI0rpF4TFhVUa+n0YuIiIiIiIi0j5hHT0AOXH5ZkL1SzquKHnPMf7tpyiDQyWHsFlsTEiZ4Ndjt1ZuWS5Zpd4k07/3L+DfvVKP7Zz3QwDsVjvzZs0jNTq1oUO0yOSBSWQcKWX5niOcO6xHu8YsIiIiIiIi4g+aCSUdwu0xOZBfXRPq+OV4fi5K/vVB7yyoU3ucSqQt0q/Hbq2CygJcHleTbarcVRRUtu/OdqcNrK4LtVt1oURERERERKRzUBJKOkTm0XKcbpMwwyQ1LjygRcmXHVoGwOm9TvfrcTuzSQMSAdhxuJjc4soOHo2IiIiIiIiIklDSQfZW14PqFg5WixGwouRlzjLWHl4LdHw9qGBKinYwNNV7HVfs1WwoERERERER6XhKQkmHyMgtAaB7uOndEKCi5N9mfYvT46R3dG/6x/b367E7O99d8lbsOdLBIxERERERERFREko6SEb1TKjkiOoNAaoHVXspnmEYfj12Z+dLQn2julAiIiIiIiLSCSgJJR3Ctxzv2EyoDd5nP86EMk2Trw95i5KfSEvxfCakJWIx4EB+Ga99ncGKPXm4PWZHD0tEREREREROUGEdPQA5Me3L882EMr1FyQu/8+5IHeW3PvYc3UNWaRZ2i53xKeP9dtxQ8c3uI1gtBh63yQPztgKQGhfO/RcP47zhqR08OhERERERETnRaCaUBF2ly83BgnIAuoeDkV09C8rPRcl9S/HGp44nIiyimdbBkeBIwG61N9nGZkKCPb5d/SzYnMUtb63D6a478ym7sIJb3lrHgs1Z7Tq+iIiIiIiISGtpJpQE3YG8MkwTohxWYmwujAAsxQOOLcXr1XmW4qVGpzJv1jwKKgvqbHd5XNz39b3sKdrHiMoKeuRlQEzPNvXh9pg88MlWGlp4ZwIG8MAnWzl3WIr3zoQiIiIiIiIiQaCZUBJ0vnpQaUlRGEatmVB+LEpeUlXCusPrgM6VhAJvImpY0rA6j5HdR/LkWc8QjoV14eH8c8Wf23z8VRn5ZBVWNLrfBLIKK1iVkd/mPkRERERERERaS0koCbp91Umo/kmRAAGZCfVt1re4TBf9YvvRN7av344bSGlxacwZchUAT1bsZ2/m6jYdJ6e48QRUW9qJiIiIiIiI+IOSUBJ0Gb6ZUN0isbuKMYoOenekjvRbH756UKf3Ot1vxwyGKyf8mtM8diotBvd8dRdOj7PVx0iOCfdrOxERERERERF/UBJKgm5vzUyoKOLKMrwbEwdCeJxfjm+aZk0SqrMtxWuOYRg8OOJmYt1utlbl8VL6C60+xoS0RFLjwmms2pOB9y55E9IS2zVWERERERERkdZQEkqCLqPWcrz4sn3ejT3H+O34Owt2klOWQ7g1nFNTTvXbcYMledTV3FdUBcDfN73MhtwNrfq81WJw/8XDABpNRN1/8TAVJRcREREREZGgUhJKgqq4wklucSXgS0JVz4TyY1Fy3yyoCakTcFgdfjtu0NjCmXnKj7mwpBQPJr9b9jvKnGWtOsR5w1N54aqxpMTVXXJnAE9fOZrzhqf6ccAiIiIiIiIizVMSSoJqf543mdIt2k5shO3YTCg/FiX/+tDXQOgtxavj1J/yu7wCerhcHCg+wGNrHmv1Ic4bnsrXvzmLf940iad+OJrEKBsmYA/TH3sREREREREJPn0blaDaW1OUPArK8oh05nl3+KkoeVFVEek56UDoFSWvI6E/sQPP5aFc7/V5f+f7LD24tNWHsVoMJg9MYtaYXnz/1D4AfLjukF+HKiIiIiIiItISSkJJUGXkHitKbmR5ax2ZiQP8VpR8ZeZK3KabtLg0esf09ssxO8z4G5lYUcnVJd7li/d9cx8FFQVtPtzlY7zX48sdORwtq/LLEEVERERERERaSkkoCaqMIyUApHWPwsiuTkKljPLb8X31oEJ6FpTPoLMhvh+3HznMQEcSeRV5PLDiAUzTbNPhBqfEMDQ1Fqfb5NNNWX4erIiIiIiIiEjTlISSoMqorgk1oFutmVCp/klCeUxP16gH5WOxwqk/xWHC3KIqwixhLD6wmP/u+W+bD3nZmJ4A/EdL8kRERERERCTIlISSoDFNk4zc6plQ3aIxstK92/1UlHxH/g6OlB8hIiyCcT3G+eWYHW7M1WB1MDRzC7PTZgEwd9VcDpW0LYl06eheGAas2V/AgbzW3XFPREREREREpD2UhJKgyS+toqjChWFAv4hyjKKDAJg9/FOU3LcUb2LqROxWu1+O2eGikuCUywC4PieL0d1HU+os5d6v78Xtcbf6cD1iwzltYDcAPkrXbCgREREREREJHiWhJGgyqu+M1zMugvDcjQCUOHpAeKxfjt+lluLVNuEmAKxbPuTPp/6GyLBI1h5eyz+2/qNNh7tsTC8APlp/qM31pURERERERERaq0OTUEuXLuXiiy+mZ8+eGIbBRx99VGe/aZrcd999pKamEhERwTnnnMOuXbvqtMnPz+cnP/kJsbGxxMfHc8MNN1BSUlKnzcaNG5k6dSrh4eH06dOHRx55JNCnJg3YW52ESusWBZnpAByNSPPLsQsrC9mQ660x1eWSUL3GQeoocFfSZ9cX3D3+bgCeWf8MO/J3tPpwM4enEG6zsPdIKRsOFvp7tCIiIiIiIiIN6tAkVGlpKaNGjeL5559vcP8jjzzCM888w4svvsi3335LVFQUM2fOpKKioqbNT37yE7Zs2cKiRYuYN28eS5cu5Wc/+1nN/qKiImbMmEG/fv1Yu3Ytjz76KH/84x/529/+FvDzk7r21U5CVdeDOhrZ3y/HXp65HI/pYVD8IFKjU/1yzE7DMGD8jd7Xa17h8oGzmNZ7Gk6Pk999/Tuq3FWtOly0I4wZw1IA72woERERERERkWDo0CTU+eefz//93/9x2WWX1dtnmiZPPfUUv//977n00ksZOXIkb775JpmZmTUzprZt28aCBQt4+eWXmThxIqeffjrPPvss7777LpmZmQC8/fbbVFVV8eqrr3LKKadw5ZVXctttt/HEE08E81SFY8vxvDOhvLOWCv2UhOqyS/F8hn8PHHFQsA9j7xfcP+V+EsMT2Vmwk+fSn2v14S4b612S98mGTJxuj79HKyIiIiIiIlJPWEcPoDEZGRlkZ2dzzjnn1GyLi4tj4sSJrFixgiuvvJIVK1YQHx/PqaeeWtPmnHPOwWKx8O2333LZZZexYsUKzjjjDOz2Y4WqZ86cyV/+8hcKCgpISEio13dlZSWVlZU174uKigBwOp04nc5AnO4JYW/1nfEGRJZB4QHAOxOqvdfUY3pYdtBblHxSyqSuGSPDhmXUlVhXvYTn278R1/8dfj/h98xZOofXN7/OlJQpjEtu+R0BJ/WLIynKTl5pFV9uy2b64O4ANdeuS17DE4DiF1oUr9Cm+IUexSy0KX6hTfELLYpXaGtL/IIZ606bhMrOzgagR48edbb36NGjZl92djbJycl19oeFhZGYmFinTVpaWr1j+PY1lISaO3cuDzzwQL3tCxcuJDIyso1ndGLzmLA3xwoYlK/7EPAWJXdZI1m0aFG7jn3IdYiCygIcOMhak8V8Y74fRtz5RFcM4GzA2L2IL//zBuWO7oy1j2Vd1TruWnwXt8beSrgR3uLjDY+x8FWphRc/W0v5nrqzodobE+lYil9oUbxCm+IXehSz0Kb4hTbFL7QoXqGtNfErKysL4Ejq6rRJqI50zz33MGfOnJr3RUVF9OnThxkzZhAb6587uZ1oMo+W41y5jDCLwTkD7HAQwtMmA3Duuedis9nafOy/bfobbIIpvadwyRmX+GvInZLnnflYMr7i7PgDeKZfy5nOM7ly/pUcKj3EhqQNPDCpfvK0MX0OFfLVi9+ypTCMqWdNIyY8DKfTyaJFi9odE+kYil9oUbxCm+IXehSz0Kb4hTbFL7QoXqGtLfHzrf4Khk6bhEpJ8RZOPnz4MKmpxwpNHz58mNGjR9e0ycnJqfM5l8tFfn5+zedTUlI4fPhwnTa+9742x3M4HDgcjnrbbTab/hC20cFC713Y+iZFYsvdBIDRazTkt/+6Ls9aDsCZfc7s+vGZcBNkfIU1/S2sZ91LfGQ8f576Z65bcB2f7P2Es/uezdn9zm7Rocb0S2Jg9yj25JayeMcRvn9qn5p9+lkPbYpfaFG8QpviF3oUs9Cm+IU2xS+0KF6hrTXxC2acO7QweVPS0tJISUlh8eLFNduKior49ttvmTzZO4Nm8uTJHD16lLVr19a0+eKLL/B4PEycOLGmzdKlS+uscVy0aBGDBw9ucCmeBMbe6qLkA2oVJTdTRrX7uAUVBWw64k1qnd7r9HYfr9M7+XyI7QVlebD1YwDG9hjLT4f/FIAHVjzAkfIjLTqUYRhcNsZboPyjdN0lT0RERERERAKrQ5NQJSUlpKenk56eDniLkaenp3PgwAEMw+COO+7g//7v//jvf//Lpk2buOaaa+jZsyezZs0CYOjQoZx33nncdNNNrFq1im+++YZbb72VK6+8kp49ewLw4x//GLvdzg033MCWLVt47733ePrpp+sst5PAy8j1JqGGxrlqipL7Iwn1TeY3mJicnHAyPaJ6NP+BUGcNg3HXe1+v+nvN5tmjZzM4YTAFlQXcv/x+TNNs0eEuHe1NQi3fk0dWYbnfhysiIiIiIiLi06FJqDVr1jBmzBjGjBkDwJw5cxgzZgz33XcfAHfffTe//OUv+dnPfsb48eMpKSlhwYIFhIcfK7789ttvM2TIEM4++2wuuOACTj/9dP72t7/V7I+Li2PhwoVkZGQwbtw47rzzTu677z5+9rOfBfdkT3AZR7x3xhsdts+7IXEAhLe/vtbXh74GYGqvqe0+VsgYew1YwuDgKsjyziqzWW3MnToXm8XG0oNL+WDXBy06VJ/ESCb0T8Q04b/pmYEctYiIiIiIiJzgOrQm1LRp05qcsWEYBg8++CAPPvhgo20SExN55513muxn5MiRLFu2rM3jlPbbl+ettj/Itcu7IXV0u4/p9rj55tA3wAmyFM8npgcMvQS2fAirX4FLngHgpISTuH3s7Ty25jEeXf0oE1Mm0je2b7OHmzWmF6v25fOf9Yf46ZTm24uIiIiIiIi0RaetCSVdh9Pt4UC+NwnVo2S7d2PPMe0+7pa8LRytPEqMLYZRye1f2hdSxt/ofd70PpQfrdl89bCrmZAygXJXOb/7+ne4PK5mD3XhiFTsVgvbs4vZnl0coAGLiIiIiIjIiU5JKAm47/LLcHtMImxWHLkbvRt7jm73cZcd8s5um9RzEjbLCXbXhn5ToPtQcJbBhndrNlsMC/932v8RGRbJhtwNPLzqYbbmba33yCrJqvlMXKSNs4YkA/CRluSJiIiIiIhIgHTocjw5MWRU3xlvRKIbo/A778bU9s9cWnbQm4Q6oepB+RgGjL8B5v8aVr8ME3/u3Vatyl0FwHs73uO9He/V+7jdamferHmkRqcC3iV5C7ZkM29jNsNPCc4piIiIiIiIyIlFM6Ek4HxJqKlRB70bEgdAeFy7jnmk/Ahb8rYAJ1g9qNpGXQn2aMjbBRlLazYXVBbgMptehlflrqKgsqDm/fQh3YmLsHG4uJJdRUYTnxQRERERERFpGyWhJOB8SahRvjvjtaEoeVZJVp3lZO/vfB+A/rH9yS3PrbO87IThiPEmogBW/719hwqzcuFI76yoNblKQomIiIiIiIj/aTmeBJwvCTXAWX1nvFbWg8oqyeKijy6qWWJW276iffxw3g/rLS87YZx6g3c53vb5UHgI4nq1+VCXj+nFO98eYEOeQXmVG5vtBKuzJSIiIiIiIgGlmVAScL4kVPfird4NrZwJVVBZ0GACqrbjl5edMHoMg36ngemGdW+061Dj+iXQOz6cSo/B/7bn+GmAIiIiIiIiIl5KQklAlVe5ySqsIJ5iHCWHvBv9UJRcahl/g/d57evgdrb5MIZhcMmongB8vOEEXN4oIiIiIiIiAaUklATUvjzvLKjJEdV3xUscABHxHTegrmjIxRCVDCWHYfu8dh3q0lHe5Yxf787jSEmlP0YnIiIiIiIiAigJJQHmW4o3JbI6CdWGouTSjDA7jLvW+3r1K+061IDuUfSNMnF7TD7ZkOmHwYmIiIiIiIh4KQklAeVLQo207PNuaGVRcmmhcdeDYYV9y0goycNutTfZPMwSRoIjocF947t7APho/SG/D1NEREREREROXLo7ngTU3lxvEqp/VfWd8TQTKjDiesHg82H7PFI3f8y8WfMaLNT+xpY3mJ8xn+SIZBIjEhs81JhuJh8dMNhwsJA9uSUM7B4d6NGLiIiIiIjICUAzoSSgMo6UEE8xcZXVS7tUlDxwxt/ofd7wLqm2aIYlDav3+MOkP9A9ojuZpZm8uvnVBg8TY4Opg5IAzYYSERERERER/1ESSgJqX14ZIywZ3jcJaW0qSp7gSMBmsTXZxm61N7q87ISRdiYkDYKqYtj4rwabRNujuXv83QC8vPFlviv6rsF2vgLl/1l/CI/HDMx4RURERERE5ISi5XgSMEfLqsgvrWKEtToJ1XNMm46TEpXC4ITBbM7bzNReU7l1zK312iQ4EkiNTm3PcEOfxQKn3gCf3+MtUH7qT8Ew6jWb2X8m/971b1ZmrWTuqrk8f/bzGMe1O3tIMtGOMA4WlLP2QAHj+ze8dE9ERERERESkpTQTSgLGV5T8VPt+74Y2FiX/34H/sTlvM+HWcO6bfF+Dy8xO+ASUz+gfQVgE5GyBAysbbGIYBr+b+DvCLGEsO7SMLw58Ua9NhN3KecNTAO9sKBEREREREZH2UhJKAsaXhBruW47XhqLkVe4qnljzBADXnnItKVEp/hpe1xSRACO+5329+uVGm6XFpXH9KdcD8PDqhylzltVrc9mYXgB8ujGLSpfb/2MVERERERGRE4qSUBIwGUdKiaeYZPdh74Y2FCV/Z9s7HCw5SPeI7vx0+E/9PMIuylegfOvHUJLTaLObRt5Er+heZJdm89LGl+rtnzQgiZTYcArLnXy5PTdQoxUREREREZEThJJQEjAZR0oZbtnnfdOGouT5Ffk1yZFfjvklkbZI/w6wq+o5GnqPB48T1r3RaLOIsAjumXAPAG9ueZM9R/fU2W+1GFw6uicA/1l/MGDDFRERERERkRODklASMBlHShlp7PW+aUM9qL+m/5USZwlDE4dy6aBL/Tu4rs43G2rN6+B2NdrszD5nMq3PNFymi/9b+X+YZt074c2qXpL35fZcjpZVBWq0IiIiIiIicgJQEkoCwjTN6plQbasHtefoHj7Y+QEAd42/C4uhH9VWGTYLIhKh6CDs+rzJpr+d8FvCreGsObyGz/Z9Vmff0NRYhqTEUOX2MH9TdgAHLCIiIiIiIl2dvtlLQOQUV1JW5WaELwnVc0yrPv/Ymsdwm27O6nMW41PGB2CEXdzXT0L3k72vjy9Q/tUj8OXcmre9onvx81E/B+DJ9U9S7imv09xXoFxL8kRERERERKQ9lISSgPAVJe9jVBe0bkVR8m8OfcPXh74mzBLGnFPnBGiEXZzFCgdWel/v+QLyqus9ffUIfPmQd38t1w67lrS4NPIq8lhcsbjOvktH98IwYPW+Ar7Lr38XPREREREREZGWUBJKAqKtRcldHhePrXkMgB8N+RH9YvsFZoBd3Zl3w/R7j71f8+qxBNT0e737a7FZbdw70dv+26pv2Za/rWZfSlw4UwYmAfDR+kOBH7uIiIiIiIh0SUpCSUBkHCllhOFbije6xZ/7cNeH7D66mzhHHD8f+fPADO5EcebdMOIH3tcrnms0AeUzMXUi5/U7DxOTuavn4jE9Nftmja5ekpd+qF7xchEREREREZGWUBJKAmJvbinDLdV3xmthUfLiqmKeT38egFtG3UKcIy5AozuBXPZirTcGnP6rJpv/auyvcOBgc95m/r3r3zXbzxueQrjNwt7cUjYeLAzQYEVERERERKQrUxJKAiLjSAkjWzkT6uVNL5NfkU//2P78YPAPAje4E8myx2u9MeHv06GJmUzdI7pzdsTZADy19inyK/IBiAm3ce6wFAD+oyV5EgRZJVlszdvK5twtvLthBS8sX8K7G1awOXcLW/O2klWS1dFDFBERERGRVgrr6AFI1+P2mBTlH6aPreVFyQ8WH+QfW/8BwK9P/TU2iy2QQzwx1K4BlTIS/nklZG+C1y+E6+c3+rGJ9onsduxm59GdPLn2Sf502p8AuHxMLz7ZkMknGzK598Kh2KzKYUtgZJVkcdFHF1Hlrqq/M937ZLfamTdrHqnRqUEdm4iIiIiItJ2+RYrfHSooZ7DpnQVlJqRBREKzn3ly7ZM4PU4mpk7kjN5nBHqIXd/xRcgHnwcXP+Xdt/8beOfKRj9qNazcM/4eAD7a/RHrc9YDcPpJ3UiKspNXWsXXu44E+gzkBFZQWdBwAqqWKncVBZUFQRqRiIiIiIj4g5JQ4nd7j5TUFCU3WrAULz03nYX7F2IxLNx16l0YhhHgEZ4APO76RcjHXQdn/sb7eudnsL3x2VCjuo/iipOuAOBPK/+Ey+PCZrVw8aiegJbkSWB5PC0rft/SdiIiIiIi0jkoCSV+l3Gk5UXJPaaHx9d66xZdNugyBicODvDoThDT72n4LnjT7oExV3lff/BT+G51o4e4feztxDni2FWwi3e2vQPAZWO8d8lbuDWbkkqX34ctArA5s8iv7UREREREpHNQEkr8LuNIac1MqOaKkm90bmRL/hYiwyK5dcytgR/cic4w4KKnYNC54CqHf/4QjuxusGlCeAK/Guu9m97z6c9zuPQwI3vHMaBbFBVODws2Zwdx4NLVHSmpZP6mLH7/0XoeXfJZiz5TUFoZ4FGJiIiIiIg/KQklfpd7OIu+luaLkpe7yllYvhCAm0beRLeIbsEYnlht8P3XvbPUyvLgrcuhJKfBppeddBkju4+kzFXGY2sewzCMmtlQH2lJ3gnP7TFZsSePj9MPsWJPHu5WLI/LLa5k3sZM/vDRZs554gsmPvk8c764h4/yf0ZV/H9adAyXWdHWoYuIiIiISAfQ3fHE7xxHNgFQEd2X8CaKkr+9/W2KzCJSIlO4auhVwRqeADii4SfvwyvnQsE+ePv7cN2nYHHUaWYxLPxh0h/44bwfsmDfAi476TJmjRnN44t28s2eI2QXVpASF94x5yAdasHmLB74ZCtZhccSQalx4dx/8TDOG17/jnU5RRWszMhn5d48vt2bx57cIqyRewmL3YgtbguRSWU1bSOtsZS5m19q99L2P7DlyG4em/kzosPt/jkxEREREREJGCWhxK8qnG5Sy3Z4f7J6jmm0XU5ZDq9tfQ2A20ffTniYEhlBF50MV33oTURlpcP718H33qzXbEjiEH405Ee8ve1t/vztn/nwkg8Z3z+B1fsK+O+GQ/zsjIFBH7p0rAWbs7jlrXUcP+8pu7CCW95axwtXjWVUn3i+3ZvPtxl5fLs3n71HSgEP1sgMwmI3EnXSZixhpTWfTXAkMqP/uczsP5MIawQ/mv+jZsdhhFXwzdGXOO2tT7huyO3ccdr5urGBiIiIiEgnpiSU+NWB/DKGG96i5I6+Yxtt99z65yh3ldPH2ocZ/WYEa3hyvKSB8ON/wesXwe5FWOffCZaZ9ZrNHj2bz/d9zv6i/by+5XVmjZnJ6n0FfLhOSagTjdtjcv/8bzDC82ks3XPrv47iqoqvfufBGnEAR8oGwuO24LEcm+EU74jnnH7nMLP/TE7tcSphFu//krJKsrBb7VS5qxodh91iZ2r3H7A460M8tkxe3fMb/rXjnzw49bece/Ip/jlZERERERHxKyWhxG/cHpMFm7OZVV2U3JMyGmsD7bblbeOj3R8BcEHEBZq50NF6nwrffw3e/TGWje8wOKUMuLBOkxh7DHedehe/WfYb/rbxb7w581zsVgvbs4vZllXE0NTYjhm7BN1n27ZR2v0hoiyN3x3R9IRRcfBH9Eg5hDM8nXJPPgAevD9L5/T1Jp4mpE7AZrHV+3xqdCrzZs2joLIAj8dkc2YRBaWVJEQ5GN4zFovFIMGRQGp0KtklN3LHgr+wueRzSsLS+dXynzBgzUyeOu8uBiSqzpyIiIiISGeiJJT4ha8+TFnhEW4L9xYlP/9fhcy5JKtOfRjTNHlszWOYmMzsN5M+hX06ashS2+Dz4cInYN4dDMn+CNf6M2DCDXWanJ92Pv/e9W9WZa/i+Y2PMW3wdSzcmsNH6w8pCXUC+a4wB6OJBBSAYXER0fcfFAF4INoWzVl9z2Jm/5lMTp2MzVo/8XS81OhUUqO9vzuGd2+8XUp0Eu9+7xFWfnctv13yEHmeTWQ453PJR18xPfka/jLjRiLtqhclIiIiItIZ6O540m673/sdW//5e7IKKxhu8c6C2u9JZldRGFv/+Xt2v/e7mrZffvclq7JXYbfY+eXoX3bUkKUhp16P+7Q7AbB+9mvYsaDObsMwuHfivYRZwlh6cCknDzgAwMfpma26K5qEJo/HZPG2w7y/5mCL2tssDi5Iu4Bnpj/Dkh8u4aHTH+KM3me0KAHVFpP6nMKSq99hzohHsLlTMKylLMl7gSlvXsxfVyzANPUzKiIiIiLS0ZSEknZxe0y+2JnHHNsH/NL6ISOrl+JtMtO41fohc2wf8MVO763bnW4nT6x9AoBrTrmGnlE9O3Lo0gDPmb/lQOJUDNMDH1wPB9fW2T8gfgDXnXIdAAuzXyImwk12UQXf7s3rgNFKMFS5PLy/5jtmPrWUG95Yw778suY/BPz93L/zlzP+wvS+03FYHc1/wE+uH3s+K675lPNSbwZPJG5bJi/svIvTX7+WJXu2BW0cIiIiIiJSn5JQ0i6rMvL5c+klPO78HnfaPmCWdRkAsZRyp+0DHnd+jz+XXsKqjHze3fEu+4v2kxieyI0jbuzgkUuDDIP0vtfjGXA2OMvgne9D3p46TX428mf0jOpJVmkWg07+FoAP1x/qiNFKABVXOPn70r2c8ciX3PXBRnbllBAdk83gwd+26PMRtuAlno7nCLPz6IzZfH7FpwyOPA/TtFBkWc+ty37E5e/ew3dHlTQVEREREekIqgklbWaaJhsPHgXgOfcsUox8fhL2BQBnWDfzuPN7POu+HIB9Bbm8uOtFAH455pdE2aJwOp0dMm5pmmmE4b7iFSxvXQpZG+CtK+CGRRDtLcwTERbBbyb8htu/vJ0M53ws9kHM22hhUloivRIimZCWiNWiYvOhKqeogteW7+OtlfsprnCBpYLElC3E91hLbtVeDjZ+w7pOp2dsNz74/qN8ve9a7vnqIY4am9lVOY8LPlzCuSnX8Odzb6Sg8kiLCqCLiIiIiEj7KQklrWKaJtuyivlscxZLN+6iT/5KHrelc6ZlA92MY7derzLDahJQACvz36WoqoiTEk7iskGXdcTQpTXs0fDj9+GVc6EgA975AVw3D+xRAEzvM52JKRP5Nvtbwnu+R0X2Zdw97zsAukXb+dkZA7hw2En68h5C9uSW8Pele/lw3SGq3G4s4QfpnrYOd8R6nGYFuVVgs9gYnzKe5ZnLO3q4rXJ6/+Es6/9PXlo9jxc3PYXLephFuX/lizf/DbY83GYDhdbTvU92q515s+bpZ1lERERExA+UhJJmmabJlswi5m/MZOfGlZxctIJp1nTuMHZitR8r9ltphuEwXDhNK3bDxS+tH/Kc+3KSEwtZmv0xAHedehdWi7WjTkVaI6YHXPWhNxGVuQ7evw6u/CdYw8guzWbN4XUAWCMOEZX2XM3HyoGnt8Hz223Mv/xTfXnv5NbuL+Clr/awaNthTKMCW9x6uiWvpdJykAoAE9Li0rjipCu4ZOAlZJVmhVwSyufn4y/i2jEz+O2iF1mc9RbusMPQTL3yKncVBZUF+jkWEREREfEDJaGkQaZpsuFgIYvTd5O3aRHDy77lausGUo18qHVzK3e3IexPPI01W3fzg7Cvapbg/dL6IXfaPsAAvj3ZwtZCF2f2PpPJPSd32DlJG3QbBD9+D964GHYthHl3wCXPkleej9tsejmly3SSV57vty/vbo/Jqox8coorSI4JD8iyv67SR3P9eDwmX2zP4aWle1i9Lx9LxAEcKatwxG/CQxWVgN1iZ0b/GXzv5O8xNnkshuH9bIWrArvVTpW78XV5dqudBEeC38/JH8LD7Dx1/m0cKPgRP//sXg46VzT7GY/u/igiIiIi4hdKQp0gWvLF1+MxWX+ggFWrV+Lc8TljK1fzS8t27Ia75ifFbQ3HTDuTsMEz4aRzscb3ZcBXjzBg5yv8zXolz1ZcAsCz7suJCQ9jSvh/eK2wB2FGGHNOnRPs0xZ/6DMBvvcqvHcVrP8HxPVmc8KZLfroYwt3cvaAKHolRNArPpJeCRFEO1r3ayerJItPt+7ib0v3cqTkWOLDn8v+ukofAEc9R3l19Te8snxfvX5+elp/rGYM760sYfeRHGxx64kasBqLIxsADzAwbiDfO/l7XDzwYuIccfWOnxqdyrxZ8yioLGh0DKFQR6lvQneuPeV6HkpvPgm1ObOI4d2DMCgRERERkS5OSaiu7su57Mot45o908gqrKjZnBoXzpsDlzCwWwTr+lzLjpXzsWcsZqJrDbdYcr2NqlfNlUb1xT70PGxDZmLtdzrYwuv24XHD9Hu5YepdjKiV6BrXbyY/+tc2cBbwg8E/YEDcgOCcs/jfkAvhgsfg0zmwZC6OEWUt+tjX+zfz1bYKTFc0vptxxkXY6BkfQa/4CHoneJ97JUTUbOsWba+ZdZNVksUFH16Iy3RCd4iqlQjw17K/rtIHQFZpFk8UPoWnyNVgP8/vBNNjxRU2hJiTdoDFWwvJYXUws/9Mvn/y9xnVfVTN9W9ManRqp08ytURBaWWL2j20+jf8c+t4pvaZwpXDp9M7PjHAIxMRERER6ZqUhOriduWWcdLWZ/ieM5NnOVYo/Kelf+ekrZ+xj1SGm09wqlG9tMoCLsPG0eSJxI28ANuQ84hKGth0J9PvAbw5q8kDk2o2f7jrQ3Y6C4ixx3DLqFv8fWoSbONvgKJDsOxxTt75EvRMbvYjEb3+5X1hGuCOwe2MocoVw15XLHtyYzGzYvG4YjBdsZjOWEx3FI6wMHrFe5NSkTFZ3sRNE1ymk/TMgxTFRuP2mHhME5fHrHnt9ph4PCbu6u2eOvtgf/GOFvXx3rpt9I5yYzHAMMDA8D4bBgbHtvn2U73fYhh8V7K7RX18vXcfg+LDsRgGVov381aLgcXwPWq9t1S/NwyM6vb7C3LxGA0U2a7FsLixxW0B4KSEk/j+yd/nwgEXEmuPbfJzXVFClKNlDW0F7K1ayN49C3l99wOEe/oyKGYMZ/c/ne8PP534iKgmP55VktXgHfiGJEeS6cokqzSLvvF9/XBGgdXYeehOgiIiIiLSUkpCdWFuj8k1e6bxPWcmd9o+oK+Rw1GiudyyjCRLMQD9yQIDCsKSKe13NsljL8Y+6Ey6OaLb1Xeps5Rn1j0DwM0jbyY+PL69pyOdwVl/gKJMjG0ftKh5vCOBoqpCPHggrAhrWFGT7U3TgumKJtsVS1ZFDGa5FVsLciOz31mNpyIb32yr1rCEHyIqrfl2z3yxG09FeRMtTDDcYLgwDBdUPwyLC4sjk4hezffxuwX/wXQmgWlg4puNZHgfZu33VL+v28awHSGiZ/P9jEo8jbsn/YIR3UY0O+upKxveM7bmLnhNuaDnTWw/sp/9Zem4w3KotO5nS9l+tmz9iKc3hxHNIE5JGMf5A6dy0ZDxhNvsNZ/NKsnioo8uarKG1sufvMy8yzr3HfiaPI9075PuJCgiIiIizVESqgtblZFPVmEFz3I5Yy27+H7Y0pp9btNgtTmEL92jmXHp1YwbP4WENn4Z9f3reG3vbn+XvIo8UiJTmNZnWntOQzoTw4BLnoXi/WAebLb5S+e+yOCEwRRUFpBTlkNuWS455TkcKTtCTnn1+7IcjpQfIa8iDw8eDFsR2JpOVh0vKu0F7wvTAMLAtGAQhmFaAav3da1nS63nKk8lTc9R8orr/R/sYTY8VOHBhYkTE+ex183MQGqJ8B6ftfsYLXFa0pWM7D6y7Qf4ci5YrHDm3fX3ffVI9RLde9p+/CCxtLAg/LVjz2FY0jAANmcf4L3NX/Bt9rdkV20CayGlbGdV4XZWrXubB9aEE28Zwuhu47lsyDR6xFqbTEABVHk6/x34CioLmj8P3UlQRERaSLNrRU5cSkJ1YTnFFRhhRzHCSrmPmbxo24phgMu08hPn7yg1IjA9UQyz92dcOxJQTf0rf3ZZNpf99zL963hXYrXBuX+Chde3rLnFSreIbnSL6AZJjbdzeVzkV+STW55bk5xakrGeZYfntXxshgk4vROHqKRF9zSztuzQLttBWpNmsllsOKwO7FY7TrdJsbPxQt4+vaMGkhQZjYmJ9z8Tj+nBxMQ0zbrPvte1th+tKKWgKqfZflq8DK0xFit8+ZD3de1E1FePeLdPv7d9xw+SBEdCq+/0NzylL8NTrgOuw+PxsHTfVj7a8RXrc1aR794G1nKOks6SI+ks+frv4I5q0c9Ye+/AF+i/zLd0fP64k2Awvph0lT660rkEpY/SLDJdmWw5spXtOWWKSSfooyudS1fpIxj9BGt2bVe5Xh3Rx8bvClh5JJPSTd8ysk+CrlcH9dFVnVBJqOeff55HH32U7OxsRo0axbPPPsuECRM6elgBY7UVEjXwMQyLi6PAldT+Q/AyUYDpCcNqGwO0YK1QA/Sv4yemhJhe2LFQhafRNnYsdb68NyfMEkZyZDLJkck1yaphiaewbH7zSahXzn2NkxMH4fQ4cXqcuDyu+q/dDW/fV7iPv236W7N93D7mDk5KGITN6k0uOayOOokm38O33WIcWxq4OXcLP5p/ZbN9PHrmQwzvfkqz7RqTnrWBqxde1Wy74T3bWf/ptNuhqsSbcCo6BOOuh83/huXPeBNQDc2Qaq0gzLZKjU5lXo/zKTCdeMZcU/8vEOvfJMGwNfq7y2KxMG3AcKYNGA7MpsrlYv7ONXy6axmb81dTzC4Ma2mLxvJe+jocYxJJS0gmzNrCzGi1rJIsLvr3eQ3/eUz3PtmxMO+KBS3+PVzlcrErL4sdRw6SUZDJ8kNrW/S53//vDU5NHU3vmGQGJKYyKCmVlOh4LJaWLZUNxLl01T6C1U9X6uOyjy+mCg9/XfjXgPTh66erXK/O9jPczdEt4H105uvVGWPS1n6C8f2hK12vDusjDL7cBGzyTx+N9uOT7p9+ukofXdkJk4R67733mDNnDi+++CITJ07kqaeeYubMmezYsYPk5OYLLIei/skmhqW5IsUu+ie3/1+u5cSSGp3KvCsWUPDFA7C5uj5U38kQmQTb58GwWSSMvobUihKoyvDOnrLYqp/Djr23WH1VvBvU0uVS0Y5Ib90xtxOc5eCqALcJbje43OCsAlc5OCu8z67KmnZbS7JoPgUFU/IOMqzKgLAI7x0iw6oftohaz45a+yO851ldRLwlWtquvZ+3YEJ5AZQfhYpCqPA9F9ba1sR2V63aWGtf9z58Vr7gTUhFJ0NUcvVzd4juUet19bPV1sQggzPbKtUeS+qXD4EjieHH97P8xVb1Yw8LY9awScwaNgmAwooyfj3/FVYWN/8T9lHmI3yU+QimacHiicFGPJHWBOJsSSSGd6NHVHd6xfSgf3wKgxJ7Migppab2VEFlQZMJYYAqPDV/mc8rK2br4e/YlXeQ/YVZHCrJJrcsh6NVRyh151NFAR5LMYbR9DEbsqfqM/bsr7us1PTYsHpisRvxRFnjibMnkRieVH1OyfSPT2VAYioDE3u0+lzaoqv0Eax+1Efn66er9NHaftqahOoq16szxqSt/QRjdm1Xul5dpY9g9dNV+ujKTpgk1BNPPMFNN93E9dd7lxC9+OKLfPrpp7z66qv89re/7eDRBUZLv5BWeio4Un6ECleF9+GuoNxVXvO6wtXIe3cFh0sPB/gspLNKjU4l9ZIXARusexN2H6s5Rvr73kdL1CSnbGANq362e1+HWaHpG495vTITykvBdLf+ROw26NWC/zmseBaqWlI9qhbD4k1QhUdCt8jm28+7EyzhgO8WfJaGX/uObRh19lvdJS0b19+ntf5cGuKIg8rCutvK872P3O3Nfz4isfEkVc8xcOpPvQkn36yn2gkof8y2gmPHqZ3w8lM/ceGRnD3wVFamtyDN6Q4HawWG4cG0FlJFIVXs56gT9juBYiD7WHPTNDA80djMOOxWx7Ea9U340Ue/wGOUgrWi8UbVk7CM6j4snljsxGMxHZSH7Wy2jyj3UEzDRaWnEJelEMNSiWFx4rHkUUEeFUBeFeytAoqArOPPKbxFyxdf+PYTUqM24LDacYTZcVjtRNjshFe/j7I7CA+zE2FzEGGzEWWLINLubeNytyy51p4vP8FavhiMftRH5+unq/QRrH7UR2D6KSwv58DRXI5WlFJcWU5hRRklVeWUVpVTUlVGqbOC0qpyyl0VlLsqKHOWkZWbzZv/Xk5uZfOlAwBum/80KVE9CQ9zEG4NJ8IWTmRYBJG2CKJs4UTbI4iyRxDjiCTGHkFMeCTxjkjiwiNxulr2d0L9DAevj2D101X66MoM0zS7/JWpqqoiMjKSDz74gFmzZtVsv/baazl69Cgff/xxnfaVlZVUVlbWvC8qKqJPnz4cOXKE2NjQuY35tvxt/GTBTzp6GAC8fd7bDE0cWmeb0+lk0aJFnHvuudhsTcyIkKBpa0zC5qZgeFzeGkxxfbwzkjwu8DjB7Xt2YrSsSlONLKuVi3r3pKqJhKrdYzLvYCap7rp/2TDDjp+t5Di2zTd7KcxBlsXCJaXrmllaaPBfx3BSPR7vLKrqWVWGq8I768r3cFZguOrfQa8959Eare3HtEVCeByEx2E64o69Do/zJpgiGtgeHgfh8WCPxvLNk1iXPoxptWO4q3BPvg3P8O9jlOZAaQ5GaS6U5mKU5HifS3OhNAdKj2C0MmFoUp0Y8c02q5eYazw5V6eNcdxrqtuU5WGUHcHEwMDEjOruTYi101bDzZWRTd1V0evdsggGeQxyTA+HMckxPeQYJrmGhyOGyRGLSb4F8q1w1GriaeddDcM9kOSGbm7o5jFI9hgkmwY9sJCChVQMkg0Ltuplpa05j2HmsSxSqcfDYTwcNj3kGh5yMck1TPIMkzyLSb4V8i1QaDUxg3WnRtNscgamT7yrJf9S5/vJrMsFHG3BP/O1rI/GtbSfBCfYj9t2/P01G9qOCVUG5LTgfwcpTnC08W+UlQZkd5I+ujnBhjeyvq48vpuSNvA4fr8LKG9BIjXS7Y29gbec4fHx8C1grb3P96gCjrTgXJKr4+4bZ+1LV3tbQ9urgKMt6CP4P8PH/szpZ9j/fbSmn64iWNers8e+s/18BeNckmv9v7Gx34WN/f50AgUt6OOeES/w/RETm2/oZ235TldUVES3bt0oLCwMeM7jhJgJdeTIEdxuNz169KizvUePHmzfXv9f6+fOncsDDzxQb/vChQuJjGzBbIZOItOV2ar2NmzYDBs2bNgNe81rm2Gr89qOvWZbuaec5VXLmz32N19/Q0ZYRoP7Fi1a1KpxSuC1JiYnZ3/EUI8LtxGG1XSxLXI8O1NmNdzY9GAxXVhMN4bprvNsMV3Vr1119j3gKaLELKdHUTo9ijdhYsXATWbsWLITxhNuiWHz4EQ2Wuy4DTtuiw2PYWvRl0yf22Kn0S33U9KOfEFGt7M4kDSdvnlf1rw/0v1C1ljiW3Yw0/Seo6cKq+nE6qnC6qniXk8B5Z5iUo+uI6VoPSYWDDzkxAznSPRQYrCR2TuCTEwM89j/Cg1fcsw0q5N4pvcv17Xeg+mtyY6Hx1wVlBhOEkr2kFi2q6af7NjRZCZMwGFNIH1oCqutkZiWRv4X4AbKqh81iqsf3rsinpz9EUOzPmRb6uXsTJnlfb/iGXbuO1gd/6jqR3/v/2niqh8Apge7qwSHqwiHqxCHs5BwVyEOp+99EQ7XUcKdRdhdRVjwHPui4ar0JgIDxJco9SXQ2n08uw0im59pZxTsxVHlpA/Qp5m2bqDAYuFImJVcq5WNDjsvJsQ328e9uXlMqKwk2eUmupX//tSa8zBqzbKLrn4MbOZzbqDAamFVuIPfJDef/BtRUYHDBKdh4DSgyjBwYeA0DKoM33YDJ0b9pGwLfze05Itxi6agtbuP9mvJX5TbKxhfWoPRR0uSO/5Q1rrSb23SksRLewX/Zzhwyequ8jMc7ARSmGkSbpo4PN7ncNPjfW+aRHi8zw7TJKJWm2KLwQexMc0e+5LiYqI9UGkxKDcMKg2DCt/DUvu9hUrDoNxi4GrlP2gE63p1ldh3pesVjN+RK9dvIuq7vMB31IjWfKcrKytrvpGfnBBJqNa65557mDNnTs1730yoGTNmhNxMqL8u+Guz7V479zVGdhuJ0YZ/hd6Wv43lC5pPQp12+mmaCRUCWhsTy7LHsK7/EPcZv8Uz9dew7DGGLn2Yk0862fveTyzLHsO6dF1NP5ZljzFs6cO4h03HM/VO/xx/w+e4z/gtJ9WM+8Zj/Qwag2fqj/3Tz+5V9c/jlJl+uV5Op5O9ixZxftQm7F9/0sD1OhvP1Dv8cx7VcR809dcMAuAC3MtO9nv8zWWPwtK/YFpsGB4n7vE34Rn7U7y3D/R4Z7Vgep9Nz7HXmBimpzqXZzbQvu5njY3vYd30LqYlDMPjwj3iSswR32/3+GMqC7Cv/zNVZuP1+exGGDEXv4CrFYX846sfg4CC/dsh86VmPxM56nf07TcEoFV3eoTAnUdt8YCrhedy5YDbuaD6XJrj8Xio8rgpdzmpcLtY+N1Onip4u9nP/TjyYkYn9W7iuG727dtH//79sVjqZhTS8w7yTtkn7e6jOS3t5wcRFzIqsZf3zpt4/0R4zGOzPz3VSUnv3TapbuN9taUgk/9ULmy2j4sd53JKXNvqXmwpzOKTyub/ohyMPq4IP5+RiT0BsBgWLBjemTWGBQtgrZ5N6Z1tY2A1LBgGWAwDi2GwJuc7Xi35sNl+ro++nHHde+P2mNV3QjXxVP8+8uCNhdv0VP/2Mmti5jFNNhVk8mHFgmb7uCx8JqfEp2JUnwNQ83c9S62/81kMS60ZRd62G/IP8V75p832Ecyf4RHxKezbv59+ffthWC36GQ5AH63p57fdruPStGGEh7Xs7/Aul4t1a9cydtw4dpRn8cHmJ5r9zA8m388pMc3900xdlW4nxc4q5u/fzpP5bzXbPljXq7PHvrP9fAXjXC4Ln8nweO/v+9q/I4///ejb7/tNagAbCzJ5t6z5mydNGjOCC0JoJlSwnBBJqG7dumG1Wjl8uG79osOHD5OSklKvvcPhwOGofwtzm80WUsmSsLCWhTfSEYndfvxEff/2ERYW1ui1C7XreiJoUUy+egSWPgzT78V65t3eMi5n3QNWK9YvH8JqbeTOZq0VjH4M6h7fx9ePx421vT+jQbpeJ2d/hD3rw9C/XlB9zf4C0+/FqK7VZP3yIazRyf6rCeXrZ9O79fqh28B299MHmJd2OgXLn4I1r5B98k/Y0fMyBmf+h5Sdb5PR7SxG/OAx+sT3bXMfAxJSW5S4GTB6OmFtvPtic+fBqTeQMOWOdhffDNS52PHOyAKY2HsLzG8+CXXxtJ80ebdKp9PJ/NL5zDjzgnq/L/vkbuGd+c1/sW6uj+a0tJ/Lpl/d5n42527hP/Ob/wL/47NvaFcfn8xv/gtDMPr43lnXtismCblbeHV+80moGWf8oM39DMndwofzm09C/eCs69vcR1ruFt6b33wSKpg/w4PjT2b+/PlccFb9P3NNOdF+htvTR2v6GTXhPKJb0Y/pdJK7qxLrSWdjK9oFm5v/jK3/RMKShrW4D/B+uY0CJqQOgvnNJ6GCdb06e+w7289XMM6lvb8j323BHbxH9kno0O+5rfmeHcxxnhBJKLvdzrhx41i8eHFNTSiPx8PixYu59dZbO3ZwIS7BkYDdam/yNqt2q52ENv7LuHRiHnfDhZt97z1tr20U9H6m39P4Pn8lO4J0vQzTg/uM32IN9evVUHHwhoqIh0A/qWv/QWr1nfaGnXk3ZwEwDfcXKd4ZauvGeBN4bRSsuy82dh581ct7rRxJ7b5WwTiXrtJHsPpRH52vn67SR7D6UR+dr58ERwJ2LM3U47S06/tDV7peXaWPYPXTVfroyk6IJBTAnDlzuPbaazn11FOZMGECTz31FKWlpTV3y+uKgpEgSo1OZd6seRRUFjQ5Dt2asgsKRiIimP0EWpDOY0fq5QycekHDNxgLpevVlZKcjfThmfprdu7aycltuatjLcH4yzwQlGsVjHPpKn0Eqx/10fn66Sp9BKsf9dH5+kmNTmVez4spMJ14xlzD5swiCkorSYhyMLxnLJb1b5Jg2Nr1/aErXa+u0kew+ukqfXRlJ8Td8Xyee+45Hn30UbKzsxk9ejTPPPMMEyc2v0azqKiIuLi4oFSK97eskqxOmyByOp3eadUXtG5atQSOYhLaFL/Q4s94+X7Xezxm/b/MW4yQ+seAYJyLP/poLn7BikmoXK/O0MeBowf4dPGnTJ4yhe05ZYpJJ+ijNf2053dmV7lenS0mrdERf0cJ5evV0X1s/K6Ales3MWnMCEb2SdD16qA+2qotf96CmfM4oZJQbRXKSajOTF+YOx/FJLQpfqFF8Qptil/oUcxCm+IX2hS/0KJ4hbbOnoSyBPToIiIiIiIiIiIiKAklIiIiIiIiIiJBoCSUiIiIiIiIiIgEnJJQIiIiIiIiIiIScEpCiYiIiIiIiIhIwCkJJSIiIiIiIiIiAacklIiIiIiIiIiIBJySUCIiIiIiIiIiEnBKQomIiIiIiIiISMApCSUiIiIiIiIiIgGnJJSIiIiIiIiIiAScklAiIiIiIiIiIhJwSkKJiIiIiIiIiEjAKQklIiIiIiIiIiIBpySUiIiIiIiIiIgEnJJQIiIiIiIiIiIScEpCiYiIiIiIiIhIwIV19ABCgWmaABQVFXXwSLoWp9NJWVkZRUVF2Gy2jh6OoJiEOsUvtCheoU3xCz2KWWhT/EKb4hdaFK/Q1pb4+XIdvtxHICkJ1QLFxcUA9OnTp4NHIiIiIiIiIiLif8XFxcTFxQW0D8MMRqorxHk8HjIzM4mJicEwjI4eTpdRVFREnz59+O6774iNje3o4QiKSahT/EKL4hXaFL/Qo5iFNsUvtCl+oUXxCm1tiZ9pmhQXF9OzZ08slsBWbdJMqBawWCz07t27o4fRZcXGxuqXWyejmIQ2xS+0KF6hTfELPYpZaFP8QpviF1oUr9DW2vgFegaUjwqTi4iIiIiIiIhIwCkJJSIiIiIiIiIiAacklHQYh8PB/fffj8Ph6OihSDXFJLQpfqFF8Qptil/oUcxCm+IX2hS/0KJ4hbbOHj8VJhcRERERERERkYDTTCgREREREREREQk4JaFERERERERERCTglIQSEREREREREZGAUxJKREREREREREQCTkkoqWPu3LmMHz+emJgYkpOTmTVrFjt27KjTpqKigtmzZ5OUlER0dDRXXHEFhw8frtm/YcMGfvSjH9GnTx8iIiIYOnQoTz/9dJ1jfP3115x22mkkJSURERHBkCFDePLJJ5sdn2ma3HfffaSmphIREcE555zDrl27avbv27ePG264gbS0NCIiIhg4cCD3338/VVVV7bwyHSfUYwJwySWX0LdvX8LDw0lNTeXqq68mMzOzHVcldHSF+PlUVlYyevRoDMMgPT299RcjRHSFmPXv3x/DMOo8Hn744XZcldDRFeIH8OmnnzJx4kQiIiJISEhg1qxZbbsgnVyox2vJkiX1/qz5HqtXr27n1en8Qj1+ADt37uTSSy+lW7duxMbGcvrpp/Pll1+246qEjq4Qv3Xr1nHuuecSHx9PUlISP/vZzygpKWnHVem8Onu8PvzwQ2bMmEFSUlKjf1dsbnxdWVeI39/+9jemTZtGbGwshmFw9OjRNl0LTJFaZs6cab722mvm5s2bzfT0dPOCCy4w+/bta5aUlNS0ufnmm80+ffqYixcvNtesWWNOmjTJnDJlSs3+V155xbztttvMJUuWmHv27DH/8Y9/mBEREeazzz5b02bdunXmO++8Y27evNnMyMgw//GPf5iRkZHmSy+91OT4Hn74YTMuLs786KOPzA0bNpiXXHKJmZaWZpaXl5umaZqfffaZed1115mff/65uWfPHvPjjz82k5OTzTvvvNPPVyp4Qj0mpmmaTzzxhLlixQpz37595jfffGNOnjzZnDx5sh+vUufVFeLnc9ttt5nnn3++CZjr169v/8XppLpCzPr162c++OCDZlZWVs2j9vi7sq4Qvw8++MBMSEgwX3jhBXPHjh3mli1bzPfee8+PV6nzCPV4VVZW1vlzlpWVZd54441mWlqa6fF4/Hy1Op9Qj59pmuZJJ51kXnDBBeaGDRvMnTt3mr/4xS/MyMhIMysry49XqnMK9fgdOnTITEhIMG+++WZz+/bt5qpVq8wpU6aYV1xxhZ+vVOfQ2eP15ptvmg888ID597//vdG/KzY3vq6sK8TvySefNOfOnWvOnTvXBMyCgoI2XQsloaRJOTk5JmB+9dVXpmma5tGjR02bzWa+//77NW22bdtmAuaKFSsaPc4vfvELc/r06U32ddlll5lXXXVVo/s9Ho+ZkpJiPvroozXbjh49ajocDvOf//xno5975JFHzLS0tCb7DiVdISYff/yxaRiGWVVV1WT/XVGoxm/+/PnmkCFDzC1btnT5JNTxQjFm/fr1M5988snmTu2EEGrxczqdZq9evcyXX365RefX1YRavI5XVVVldu/e3XzwwQeb7LurCrX45ebmmoC5dOnSmjZFRUUmYC5atKjpk+2CQi1+L730kpmcnGy63e6aNhs3bjQBc9euXU2fbBfQmeJVW0ZGRoN/V2zr+LqqUItfbV9++WW7klBajidNKiwsBCAxMRGAtWvX4nQ6Oeecc2raDBkyhL59+7JixYomj+M7RkPWr1/P8uXLOfPMMxttk5GRQXZ2dp2+4+LimDhxYrv6DjWhHpP8/HzefvttpkyZgs1ma/TYXVUoxu/w4cPcdNNN/OMf/yAyMrL5k+xiQjFmAA8//DBJSUmMGTOGRx99FJfL1fSJdlGhFr9169Zx6NAhLBYLY8aMITU1lfPPP5/Nmze37IRDXKjF63j//e9/ycvL4/rrr2/0uF1ZqMUvKSmJwYMH8+abb1JaWorL5eKll14iOTmZcePGteyku5BQi19lZSV2ux2L5dhX2oiICMC7JKmr60zxaom2jq+rCrX4+VNYRw9AOi+Px8Mdd9zBaaedxvDhwwHIzs7GbrcTHx9fp22PHj3Izs5u8DjLly/nvffe49NPP623r3fv3uTm5uJyufjjH//IjTfe2Oh4fMfv0aNHi/vevXs3zz77LI899lijxw0loRyT3/zmNzz33HOUlZUxadIk5s2b1+z5djWhGD/TNLnuuuu4+eabOfXUU9m3b19LT7dLCMWYAdx2222MHTuWxMREli9fzj333ENWVhZPPPFEi867qwjF+O3duxeAP/7xjzzxxBP079+fxx9/nGnTprFz584u9Y8qxwvFeB3vlVdeYebMmfTu3bvR43ZVoRg/wzD43//+x6xZs4iJicFisZCcnMyCBQtISEho8bl3BaEYv7POOos5c+bw6KOPcvvtt1NaWspvf/tbALKyslp24iGqs8WrJdoyvq4qFOPnT5oJJY2aPXs2mzdv5t13323zMTZv3syll17K/fffz4wZM+rtX7ZsGWvWrOHFF1/kqaee4p///CcAb7/9NtHR0TWPZcuWtbrvQ4cOcd555/H973+fm266qc3n0JmEckzuuusu1q9fz8KFC7FarVxzzTWYptnm8whFoRi/Z599luLiYu655542jzmUhWLMAObMmcO0adMYOXIkN998M48//jjPPvsslZWVbT6PUBSK8fN4PADce++9XHHFFYwbN47XXnsNwzB4//3323weoSAU41XbwYMH+fzzz7nhhhvaPP5QForxM02T2bNnk5yczLJly1i1ahWzZs3i4osv7vJJjOOFYvxOOeUU3njjDR5//HEiIyNJSUkhLS2NHj161Jkd1RWFYrzkmBM+fm1axCdd3uzZs83evXube/furbN98eLFDa7/7Nu3r/nEE0/U2bZlyxYzOTnZ/N3vfteiPv/0pz+ZJ598smma3vX4u3btqnmUlZWZe/bsaXB96hlnnGHedtttdbYdOnTIPOmkk8yrr766zjrxUBbqMantu+++MwFz+fLlLRpHVxCq8bv00ktNi8ViWq3WmgdgWq1W85prrmnFFQg9oRqzhmzevNkEzO3bt7doHF1BqMbviy++MAFz2bJlddpMmDChxeMIRaEar9oefPBBs3v37idkvcNQjd///vc/02KxmIWFhXXaDBo0yJw7d26LxtEVhGr8asvOzjaLi4vNkpIS02KxmP/6179aNI5Q1BnjVVtjNYVaM76uLFTjV1t7a0IpCSV1eDwec/bs2WbPnj3NnTt31tvvK5j2wQcf1Gzbvn17vYJpmzdvNpOTk8277rqrxX0/8MADZr9+/ZocW0pKivnYY4/VbCssLKxXIPTgwYPmSSedZF555ZWmy+Vqcf+dVVeIyfH2799vAuaXX37Z4rGEqlCP3/79+81NmzbVPD7//HMTMD/44APzu+++a/FYQkmox6whb731lmmxWMz8/PwWjyVUhXr8fO9rFyavqqoyk5OTm72zTSgK9XjVbpuWlhbSd+Nti1CP33//+1/TYrGYxcXFdT578sknmw899FCLxxKqQj1+DXnllVfMyMjINn857sw6c7xqa64weXPj66pCPX61KQklfnXLLbeYcXFx5pIlS+rcbrh2hvTmm282+/bta37xxRfmmjVrzMmTJ5uTJ0+u2b9p0yaze/fu5lVXXVXnGDk5OTVtnnvuOfO///2vuXPnTnPnzp3myy+/bMbExJj33ntvk+N7+OGHzfj4ePPjjz82N27caF566aV1btV68OBBc9CgQebZZ59tHjx4sE7/oSrUY7Jy5Urz2WefNdevX2/u27fPXLx4sTllyhRz4MCBZkVFhZ+vVucT6vE7Xkv+xxTqQj1my5cvN5988kkzPT3d3LNnj/nWW2+Z3bt37/Iz13xCPX6maZq333672atXL/Pzzz83t2/fbt5www1mcnJyl0widoV4maZ3Rg1gbtu2zU9XJjSEevxyc3PNpKQk8/LLLzfT09PNHTt2mL/+9a9Nm81mpqen+/lqdT6hHj/TNM1nn33WXLt2rbljxw7zueeeMyMiIsynn37aj1ep8+js8crLyzPXr19vfvrppyZgvvvuu+b69evrfA9rbnxdWVeIX1ZWlrl+/Xrz73//e82dRdevX2/m5eW16looCSV1AA0+XnvttZo25eXl5i9+8QszISHBjIyMNC+77LI6P5z3339/g8eonX195plnzFNOOcWMjIw0Y2NjzTFjxph//etfm1065/F4zD/84Q9mjx49TIfDYZ599tnmjh07ava/9tprjZ5DqAr1mGzcuNGcPn26mZiYaDocDrN///7mzTffbB48eNBv16gzC/X4He9ESEKFeszWrl1rTpw40YyLizPDw8PNoUOHmn/+859PiKSvaYZ+/EzTO/PpzjvvNJOTk82YmBjznHPOMTdv3uyX69PZdIV4maZp/uhHPzKnTJnS7usRarpC/FavXm3OmDHDTExMNGNiYsxJkyaZ8+fP98v16ey6QvyuvvpqMzEx0bTb7ebIkSPNN9980y/XpjPq7PFq7HvY/fff3+LxdWVdIX6N9V/7HFrCqL4gIiIiIiIiIiIiAdO1bxsgIiIiIiIiIiKdgpJQIiIiIiIiIiIScEpCiYiIiIiIiIhIwCkJJSIiIiIiIiIiAacklIiIiIiIiIiIBJySUCIiIiIiIiIiEnBKQomIiIiIiIiISMApCSUiIiIiIiIiIgGnJJSIiIiIiIiIiAScklAiIiIiAXLddddhGAaGYWCz2ejRowfnnnsur776Kh6Pp8XHef3114mPjw/cQEVERESCQEkoERERkQA677zzyMrKYt++fXz22WdMnz6d22+/nYsuugiXy9XRwxMREREJGiWhRERERALI4XCQkpJCr169GDt2LL/73e/4+OOP+eyzz3j99dcBeOKJJxgxYgRRUVH06dOHX/ziF5SUlACwZMkSrr/+egoLC2tmVf3xj38EoLKykl//+tf06tWLqKgoJk6cyJIlSzrmREVERESaoSSUiIiISJCdddZZjBo1ig8//BAAi8XCM888w5YtW3jjjTf44osvuPvuuwGYMmUKTz31FLGxsWRlZZGVlcWvf/1rAG699VZWrFjBu+++y8aNG/n+97/Peeedx65duzrs3EREREQaY5imaXb0IERERES6ouuuu46jR4/y0Ucf1dt35ZVXsnHjRrZu3Vpv3wcffMDNN9/MkSNHAG9NqDvuuIOjR4/WtDlw4AADBgzgwIED9OzZs2b7Oeecw4QJE/jzn//s9/MRERERaY+wjh6AiIiIyInINE0MwwDgf//7H3PnzmX79u0UFRXhcrmoqKigrKyMyMjIBj+/adMm3G43J598cp3tlZWVJCUlBXz8IiIiIq2lJJSIiIhIB9i2bRtpaWns27ePiy66iFtuuYWHHnqIxMREvv76a2644QaqqqoaTUKVlJRgtVpZu3YtVqu1zr7o6OhgnIKIiIhIqygJJSIiIhJkX3zxBZs2beJXv/oVa9euxePx8Pjjj2OxeMt1/utf/6rT3m6343a762wbM2YMbrebnJwcpk6dGrSxi4iIiLSVklAiIiIiAVRZWUl2djZut5vDhw+zYMEC5s6dy0UXXcQ111zD5s2bcTqdPPvss1x88cV88803vPjii3WO0b9/f0pKSli8eDGjRo0iMjKSk08+mZ/85Cdcc801PP7444wZM4bc3FwWL17MyJEjufDCCzvojEVEREQaprvjiYiIiATQggULSE1NpX///px33nl8+eWXPPPMM3z88cdYrVZGjRrFE088wV/+8heGDx/O22+/zdy5c+scY8qUKdx888388Ic/pHv37jzyyCMAvPbaa1xzzTXceeedDB48mFmzZrF69Wr69u3bEacqIiIi0iTdHU9ERERERERERAJOM6FERERERERERCTglIQSEREREREREZGAUxJKREREREREREQCTkkoEREREREREREJOCWhREREREREREQk4JSEEhERERERERGRgFMSSkREREREREREAk5JKBERERERERERCTgloUREREREREREJOCUhBIRERERERERkYBTEkpERERERERERALu/wFlrLIswTgdqQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] @@ -1943,23 +2320,41 @@ } ], "source": [ - "# Resample the data by day and count the number of messages\n", + "# Resample the data by week and count the number of messages\n", "freq = \"W\"\n", - "message_count_freq = df.set_index(\"created_date\", inplace=False).resample(freq).size()\n", + "message_count_freq = df.set_index(\"created_date\").resample(freq).size()\n", + "\n", + "# Resample the data by week and sum the 'in_oasst1' column to count True values\n", + "in_oasst1_true_count_freq = df.set_index(\"created_date\").resample(freq)[\"in_oasst1\"].sum()\n", + "\n", + "# Resample the data by week and sum the negation of 'in_oasst1' column to count False values\n", + "in_oasst1_false_count_freq = df.set_index(\"created_date\").resample(freq)[\"in_oasst1\"].apply(lambda x: (~x).sum())\n", "\n", "# Plotting the count of messages over time\n", "plt.figure(figsize=(14, 7))\n", - "plt.plot(message_count_freq.index, message_count_freq.values, marker=\"o\")\n", + "\n", + "# Plot for all messages\n", + "plt.plot(message_count_freq.index, message_count_freq.values, marker=\"o\", label=\"All Messages\")\n", + "\n", + "# Plot for messages where in_oasst1 is True\n", + "plt.plot(in_oasst1_true_count_freq.index, in_oasst1_true_count_freq.values, marker=\"x\", label=\"in_oasst1 True Messages\")\n", + "\n", + "# Plot for messages where in_oasst1 is False\n", + "plt.plot(\n", + " in_oasst1_false_count_freq.index, in_oasst1_false_count_freq.values, marker=\"s\", label=\"in_oasst1 False Messages\"\n", + ")\n", + "\n", "plt.title(f\"Count of Messages Over Time (freq={freq})\")\n", "plt.xlabel(\"Date\")\n", "plt.ylabel(\"Number of Messages\")\n", "plt.grid(True)\n", + "plt.legend() # Add a legend to distinguish the lines\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -1990,7 +2385,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -2021,7 +2416,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -2052,7 +2447,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -2078,7 +2473,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -2106,7 +2501,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 20, "metadata": {}, "outputs": [ { From 3e664f4203bfe72c8633777b27bac22811875a45 Mon Sep 17 00:00:00 2001 From: Andrew Maguire Date: Wed, 8 Nov 2023 13:46:20 +0000 Subject: [PATCH 06/10] dont filter any tree state --- notebooks/openassistant-oasst1.1/eda.ipynb | 607 ++++++++++----------- 1 file changed, 299 insertions(+), 308 deletions(-) diff --git a/notebooks/openassistant-oasst1.1/eda.ipynb b/notebooks/openassistant-oasst1.1/eda.ipynb index 16d53e7a54..b82b1336bb 100644 --- a/notebooks/openassistant-oasst1.1/eda.ipynb +++ b/notebooks/openassistant-oasst1.1/eda.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -11,18 +11,9 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 22, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "c:\\Users\\andre\\Documents\\repos\\Open-Assistant\\venv\\lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], + "outputs": [], "source": [ "import json\n", "import pandas as pd\n", @@ -40,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -52,7 +43,7 @@ "\n", "# if want to filter by tree state\n", "allowed_tree_states = [\n", - " # \"prompt_lottery_waiting\",\n", + " \"prompt_lottery_waiting\",\n", " \"ready_for_export\",\n", " \"initial_prompt_review\",\n", " \"growing\",\n", @@ -65,14 +56,14 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "26103\n" + "70673\n" ] } ], @@ -90,14 +81,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(26103, 49)\n" + "(70673, 49)\n" ] }, { @@ -193,7 +184,7 @@ " [{'message_id': '20004f60-337b-4962-b9d0-916be...\n", " 0.0\n", " 4.0\n", - " 0.000000\n", + " 0.0\n", " 3.0\n", " 0.0\n", " 3.0\n", @@ -227,26 +218,24 @@ " \n", " \n", " 1\n", - " 0031c296-8d6f-4b7f-baf8-f375f08dc54d\n", - " ready_for_export\n", - " 0031c296-8d6f-4b7f-baf8-f375f08dc54d\n", - " 51b6e134-bf43-4153-b442-3a9af3c156c9\n", - " 2023-02-19T08:43:54.972877+00:00\n", - " 能介绍一下什么是特摄吗？\n", + " 002c56dc-ad52-4dcc-b872-bfacd8b8e356\n", + " prompt_lottery_waiting\n", + " 002c56dc-ad52-4dcc-b872-bfacd8b8e356\n", + " 818581ee-4355-4990-9da5-8390f1e708bd\n", + " 2023-02-25T21:39:07.726925+00:00\n", + " Supposons que vous soyez un expert en énergie ...\n", " prompter\n", - " zh\n", + " fr\n", " 3\n", " True\n", " False\n", " False\n", " NaN\n", - " 1.0\n", - " 2.0\n", - " [{'message_id': 'd9b8224c-39f5-4078-b4bd-6c0b6...\n", + " NaN\n", + " NaN\n", + " []\n", " 0.0\n", " 3.0\n", - " 0.000000\n", - " 3.0\n", " 0.0\n", " 3.0\n", " 0.0\n", @@ -255,15 +244,17 @@ " 3.0\n", " 0.0\n", " 3.0\n", - " 0.166667\n", + " 0.0\n", " 3.0\n", - " 0.083333\n", + " 0.750000\n", " 3.0\n", " 0.166667\n", " 3.0\n", - " 0.166667\n", + " 0.333333\n", " 3.0\n", - " 0.000000\n", + " 0.666667\n", + " 3.0\n", + " 0.333333\n", " 3.0\n", " NaN\n", " NaN\n", @@ -279,25 +270,25 @@ " \n", " \n", " 2\n", - " 00327f89-1b38-4dbc-a457-614b68e737a9\n", - " halted_by_moderator\n", - " 00327f89-1b38-4dbc-a457-614b68e737a9\n", - " 8bd65ca6-1969-4c4f-9f33-a22f212b74b7\n", - " 2023-02-14T14:34:37.688813+00:00\n", - " La ce data a fost promulgata Constituția Român...\n", + " 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0\n", + " prompt_lottery_waiting\n", + " 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0\n", + " 773abbfe-66f5-478a-9442-c40e98440870\n", + " 2023-02-12T13:34:41.869490+00:00\n", + " ¿Cuántos artículos tiene la constitución polít...\n", " prompter\n", - " ro\n", + " es\n", " 3\n", " True\n", " False\n", " False\n", - " NaN\n", + " 1.0\n", " NaN\n", " NaN\n", " []\n", " 0.0\n", " 3.0\n", - " 0.000000\n", + " 0.0\n", " 3.0\n", " 0.0\n", " 3.0\n", @@ -307,17 +298,17 @@ " 3.0\n", " 0.0\n", " 3.0\n", - " 0.833333\n", + " 0.583333\n", " 3.0\n", - " 0.166667\n", + " 0.000000\n", " 3.0\n", - " 0.166667\n", + " 0.083333\n", " 3.0\n", - " 0.250000\n", + " 0.333333\n", " 3.0\n", " 0.000000\n", " 3.0\n", - " NaN\n", + " 1.0\n", " NaN\n", " NaN\n", " NaN\n", @@ -331,25 +322,25 @@ " \n", " \n", " 3\n", - " 00333612-7f62-4395-aa87-5f9551ff079b\n", - " ready_for_export\n", - " 00333612-7f62-4395-aa87-5f9551ff079b\n", - " c493267a-4a43-4c4e-b4b1-997aaf92d4be\n", - " 2023-02-05T14:53:59.507994+00:00\n", - " Какие российские IT-компании проводят стажировки?\n", + " 002dcdac-2584-4d33-b9c2-5c94bedac80a\n", + " prompt_lottery_waiting\n", + " 002dcdac-2584-4d33-b9c2-5c94bedac80a\n", + " acf7fdd5-aee9-4db1-ab97-5c74110832ce\n", + " 2023-02-14T03:35:38.273451+00:00\n", + " Cómo la creciente cantidad de satélites podría...\n", " prompter\n", - " ru\n", + " es\n", " 3\n", " True\n", " False\n", " False\n", - " 8.0\n", - " 17.0\n", - " 1.0\n", - " [{'message_id': '380a97e7-d679-46a9-8e5b-c5bac...\n", + " 2.0\n", + " NaN\n", + " NaN\n", + " []\n", " 0.0\n", " 3.0\n", - " 0.000000\n", + " 0.0\n", " 3.0\n", " 0.0\n", " 3.0\n", @@ -359,15 +350,15 @@ " 3.0\n", " 0.0\n", " 3.0\n", - " 0.583333\n", + " 0.750000\n", " 3.0\n", - " 0.250000\n", + " 0.000000\n", " 3.0\n", - " 0.083333\n", + " 0.000000\n", " 3.0\n", - " 0.500000\n", + " 0.833333\n", " 3.0\n", - " 0.083333\n", + " 0.166667\n", " 3.0\n", " NaN\n", " NaN\n", @@ -383,25 +374,25 @@ " \n", " \n", " 4\n", - " 00353343-a4a5-4fb0-96fd-02f529a55181\n", - " ready_for_export\n", - " 00353343-a4a5-4fb0-96fd-02f529a55181\n", - " 0d51a8c1-0392-4524-8028-15ed6ce2d258\n", - " 2023-02-05T10:36:19.496313+00:00\n", - " I am making mayonnaise, it was starting to thi...\n", + " 002e326f-a99e-4c17-a2c7-b627a34944e4\n", + " prompt_lottery_waiting\n", + " 002e326f-a99e-4c17-a2c7-b627a34944e4\n", + " 2c96e467-66f0-4be7-9693-bda51356a424\n", + " 2023-02-06T19:36:17.957943+00:00\n", + " Create a C program will take a array of number...\n", " prompter\n", " en\n", " 3\n", " True\n", " False\n", " False\n", - " 6.0\n", - " 2.0\n", + " 1.0\n", + " NaN\n", " NaN\n", - " [{'message_id': 'b7efe31a-d590-45ca-8d2c-bbac8...\n", + " []\n", " 0.0\n", " 3.0\n", - " 0.333333\n", + " 0.0\n", " 3.0\n", " 0.0\n", " 3.0\n", @@ -411,17 +402,17 @@ " 3.0\n", " 0.0\n", " 3.0\n", - " 0.666667\n", + " 0.833333\n", " 3.0\n", - " 0.000000\n", + " 0.083333\n", " 3.0\n", " 0.000000\n", " 3.0\n", - " 0.166667\n", + " 0.500000\n", " 3.0\n", " 0.000000\n", " 3.0\n", - " NaN\n", + " 1.0\n", " NaN\n", " NaN\n", " NaN\n", @@ -438,12 +429,12 @@ "" ], "text/plain": [ - " message_tree_id tree_state message_id user_id created_date text role lang review_count review_result deleted synthetic emojis_+1 emojis__skip_reply emojis__skip_ranking replies labels_spam_value labels_spam_count labels_lang_mismatch_value labels_lang_mismatch_count labels_pii_value labels_pii_count labels_not_appropriate_value labels_not_appropriate_count labels_hate_speech_value labels_hate_speech_count labels_sexual_content_value labels_sexual_content_count labels_quality_value labels_quality_count labels_toxicity_value labels_toxicity_count labels_humor_value labels_humor_count labels_creativity_value labels_creativity_count labels_violence_value labels_violence_count emojis__skip_labeling emojis_-1 labels_helpfulness_value \n", - "0 002c4715-b026-48d1-8d19-3f724a9fc1e8 ready_for_export 002c4715-b026-48d1-8d19-3f724a9fc1e8 30d0209f-a418-4fac-8157-adf8ddc21aee 2023-02-05T22:44:05.434674+00:00 Dame los pasos de las cosas que debería de apr... prompter es 3 True False False 11.0 8.0 1.0 [{'message_id': '20004f60-337b-4962-b9d0-916be... 0.0 4.0 0.000000 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.812500 4.0 0.166667 3.0 0.333333 3.0 0.500000 3.0 0.000000 3.0 NaN NaN NaN \\\n", - "1 0031c296-8d6f-4b7f-baf8-f375f08dc54d ready_for_export 0031c296-8d6f-4b7f-baf8-f375f08dc54d 51b6e134-bf43-4153-b442-3a9af3c156c9 2023-02-19T08:43:54.972877+00:00 能介绍一下什么是特摄吗？ prompter zh 3 True False False NaN 1.0 2.0 [{'message_id': 'd9b8224c-39f5-4078-b4bd-6c0b6... 0.0 3.0 0.000000 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.166667 3.0 0.083333 3.0 0.166667 3.0 0.166667 3.0 0.000000 3.0 NaN NaN NaN \n", - "2 00327f89-1b38-4dbc-a457-614b68e737a9 halted_by_moderator 00327f89-1b38-4dbc-a457-614b68e737a9 8bd65ca6-1969-4c4f-9f33-a22f212b74b7 2023-02-14T14:34:37.688813+00:00 La ce data a fost promulgata Constituția Român... prompter ro 3 True False False NaN NaN NaN [] 0.0 3.0 0.000000 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.833333 3.0 0.166667 3.0 0.166667 3.0 0.250000 3.0 0.000000 3.0 NaN NaN NaN \n", - "3 00333612-7f62-4395-aa87-5f9551ff079b ready_for_export 00333612-7f62-4395-aa87-5f9551ff079b c493267a-4a43-4c4e-b4b1-997aaf92d4be 2023-02-05T14:53:59.507994+00:00 Какие российские IT-компании проводят стажировки? prompter ru 3 True False False 8.0 17.0 1.0 [{'message_id': '380a97e7-d679-46a9-8e5b-c5bac... 0.0 3.0 0.000000 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.583333 3.0 0.250000 3.0 0.083333 3.0 0.500000 3.0 0.083333 3.0 NaN NaN NaN \n", - "4 00353343-a4a5-4fb0-96fd-02f529a55181 ready_for_export 00353343-a4a5-4fb0-96fd-02f529a55181 0d51a8c1-0392-4524-8028-15ed6ce2d258 2023-02-05T10:36:19.496313+00:00 I am making mayonnaise, it was starting to thi... prompter en 3 True False False 6.0 2.0 NaN [{'message_id': 'b7efe31a-d590-45ca-8d2c-bbac8... 0.0 3.0 0.333333 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.666667 3.0 0.000000 3.0 0.000000 3.0 0.166667 3.0 0.000000 3.0 NaN NaN NaN \n", + " message_tree_id tree_state message_id user_id created_date text role lang review_count review_result deleted synthetic emojis_+1 emojis__skip_reply emojis__skip_ranking replies labels_spam_value labels_spam_count labels_lang_mismatch_value labels_lang_mismatch_count labels_pii_value labels_pii_count labels_not_appropriate_value labels_not_appropriate_count labels_hate_speech_value labels_hate_speech_count labels_sexual_content_value labels_sexual_content_count labels_quality_value labels_quality_count labels_toxicity_value labels_toxicity_count labels_humor_value labels_humor_count labels_creativity_value labels_creativity_count labels_violence_value labels_violence_count emojis__skip_labeling emojis_-1 labels_helpfulness_value \n", + "0 002c4715-b026-48d1-8d19-3f724a9fc1e8 ready_for_export 002c4715-b026-48d1-8d19-3f724a9fc1e8 30d0209f-a418-4fac-8157-adf8ddc21aee 2023-02-05T22:44:05.434674+00:00 Dame los pasos de las cosas que debería de apr... prompter es 3 True False False 11.0 8.0 1.0 [{'message_id': '20004f60-337b-4962-b9d0-916be... 0.0 4.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.812500 4.0 0.166667 3.0 0.333333 3.0 0.500000 3.0 0.000000 3.0 NaN NaN NaN \\\n", + "1 002c56dc-ad52-4dcc-b872-bfacd8b8e356 prompt_lottery_waiting 002c56dc-ad52-4dcc-b872-bfacd8b8e356 818581ee-4355-4990-9da5-8390f1e708bd 2023-02-25T21:39:07.726925+00:00 Supposons que vous soyez un expert en énergie ... prompter fr 3 True False False NaN NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.750000 3.0 0.166667 3.0 0.333333 3.0 0.666667 3.0 0.333333 3.0 NaN NaN NaN \n", + "2 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0 prompt_lottery_waiting 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0 773abbfe-66f5-478a-9442-c40e98440870 2023-02-12T13:34:41.869490+00:00 ¿Cuántos artículos tiene la constitución polít... prompter es 3 True False False 1.0 NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.583333 3.0 0.000000 3.0 0.083333 3.0 0.333333 3.0 0.000000 3.0 1.0 NaN NaN \n", + "3 002dcdac-2584-4d33-b9c2-5c94bedac80a prompt_lottery_waiting 002dcdac-2584-4d33-b9c2-5c94bedac80a acf7fdd5-aee9-4db1-ab97-5c74110832ce 2023-02-14T03:35:38.273451+00:00 Cómo la creciente cantidad de satélites podría... prompter es 3 True False False 2.0 NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.750000 3.0 0.000000 3.0 0.000000 3.0 0.833333 3.0 0.166667 3.0 NaN NaN NaN \n", + "4 002e326f-a99e-4c17-a2c7-b627a34944e4 prompt_lottery_waiting 002e326f-a99e-4c17-a2c7-b627a34944e4 2c96e467-66f0-4be7-9693-bda51356a424 2023-02-06T19:36:17.957943+00:00 Create a C program will take a array of number... prompter en 3 True False False 1.0 NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.833333 3.0 0.083333 3.0 0.000000 3.0 0.500000 3.0 0.000000 3.0 1.0 NaN NaN \n", "\n", " labels_helpfulness_count emojis_red_flag labels_fails_task_value labels_fails_task_count labels_moral_judgement_value labels_moral_judgement_count labels_political_content_value labels_political_content_count \n", "0 NaN NaN NaN NaN NaN NaN NaN NaN \n", @@ -468,7 +459,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -476,7 +467,7 @@ "output_type": "stream", "text": [ "Found cached dataset parquet (C:/Users/andre/.cache/huggingface/datasets/OpenAssistant___parquet/OpenAssistant--oasst1-2960c57d7e52ab15/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec)\n", - "100%|██████████| 2/2 [00:00<00:00, 92.17it/s]\n" + "100%|██████████| 2/2 [00:00<00:00, 106.26it/s]\n" ] }, { @@ -521,7 +512,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -529,7 +520,7 @@ "output_type": "stream", "text": [ "in_oasst1\n", - "False 15739\n", + "False 60309\n", "True 10364\n", "Name: count, dtype: int64\n" ] @@ -544,7 +535,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 28, "metadata": {}, "outputs": [ { @@ -642,7 +633,7 @@ " [{'message_id': '20004f60-337b-4962-b9d0-916be...\n", " 0.0\n", " 4.0\n", - " 0.000000\n", + " 0.0\n", " 3.0\n", " 0.0\n", " 3.0\n", @@ -676,27 +667,25 @@ " \n", " \n", " 1\n", - " True\n", - " 0031c296-8d6f-4b7f-baf8-f375f08dc54d\n", - " ready_for_export\n", - " 0031c296-8d6f-4b7f-baf8-f375f08dc54d\n", - " 51b6e134-bf43-4153-b442-3a9af3c156c9\n", - " 2023-02-19T08:43:54.972877+00:00\n", - " 能介绍一下什么是特摄吗？\n", + " False\n", + " 002c56dc-ad52-4dcc-b872-bfacd8b8e356\n", + " prompt_lottery_waiting\n", + " 002c56dc-ad52-4dcc-b872-bfacd8b8e356\n", + " 818581ee-4355-4990-9da5-8390f1e708bd\n", + " 2023-02-25T21:39:07.726925+00:00\n", + " Supposons que vous soyez un expert en énergie ...\n", " prompter\n", - " zh\n", + " fr\n", " 3\n", " True\n", " False\n", " False\n", " NaN\n", - " 1.0\n", - " 2.0\n", - " [{'message_id': 'd9b8224c-39f5-4078-b4bd-6c0b6...\n", + " NaN\n", + " NaN\n", + " []\n", " 0.0\n", " 3.0\n", - " 0.000000\n", - " 3.0\n", " 0.0\n", " 3.0\n", " 0.0\n", @@ -705,15 +694,17 @@ " 3.0\n", " 0.0\n", " 3.0\n", - " 0.166667\n", + " 0.0\n", " 3.0\n", - " 0.083333\n", + " 0.750000\n", " 3.0\n", " 0.166667\n", " 3.0\n", - " 0.166667\n", + " 0.333333\n", " 3.0\n", - " 0.000000\n", + " 0.666667\n", + " 3.0\n", + " 0.333333\n", " 3.0\n", " NaN\n", " NaN\n", @@ -730,25 +721,25 @@ " \n", " 2\n", " False\n", - " 00327f89-1b38-4dbc-a457-614b68e737a9\n", - " halted_by_moderator\n", - " 00327f89-1b38-4dbc-a457-614b68e737a9\n", - " 8bd65ca6-1969-4c4f-9f33-a22f212b74b7\n", - " 2023-02-14T14:34:37.688813+00:00\n", - " La ce data a fost promulgata Constituția Român...\n", + " 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0\n", + " prompt_lottery_waiting\n", + " 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0\n", + " 773abbfe-66f5-478a-9442-c40e98440870\n", + " 2023-02-12T13:34:41.869490+00:00\n", + " ¿Cuántos artículos tiene la constitución polít...\n", " prompter\n", - " ro\n", + " es\n", " 3\n", " True\n", " False\n", " False\n", - " NaN\n", + " 1.0\n", " NaN\n", " NaN\n", " []\n", " 0.0\n", " 3.0\n", - " 0.000000\n", + " 0.0\n", " 3.0\n", " 0.0\n", " 3.0\n", @@ -758,17 +749,17 @@ " 3.0\n", " 0.0\n", " 3.0\n", - " 0.833333\n", + " 0.583333\n", " 3.0\n", - " 0.166667\n", + " 0.000000\n", " 3.0\n", - " 0.166667\n", + " 0.083333\n", " 3.0\n", - " 0.250000\n", + " 0.333333\n", " 3.0\n", " 0.000000\n", " 3.0\n", - " NaN\n", + " 1.0\n", " NaN\n", " NaN\n", " NaN\n", @@ -783,25 +774,25 @@ " \n", " 3\n", " False\n", - " 00333612-7f62-4395-aa87-5f9551ff079b\n", - " ready_for_export\n", - " 00333612-7f62-4395-aa87-5f9551ff079b\n", - " c493267a-4a43-4c4e-b4b1-997aaf92d4be\n", - " 2023-02-05T14:53:59.507994+00:00\n", - " Какие российские IT-компании проводят стажировки?\n", + " 002dcdac-2584-4d33-b9c2-5c94bedac80a\n", + " prompt_lottery_waiting\n", + " 002dcdac-2584-4d33-b9c2-5c94bedac80a\n", + " acf7fdd5-aee9-4db1-ab97-5c74110832ce\n", + " 2023-02-14T03:35:38.273451+00:00\n", + " Cómo la creciente cantidad de satélites podría...\n", " prompter\n", - " ru\n", + " es\n", " 3\n", " True\n", " False\n", " False\n", - " 8.0\n", - " 17.0\n", - " 1.0\n", - " [{'message_id': '380a97e7-d679-46a9-8e5b-c5bac...\n", + " 2.0\n", + " NaN\n", + " NaN\n", + " []\n", " 0.0\n", " 3.0\n", - " 0.000000\n", + " 0.0\n", " 3.0\n", " 0.0\n", " 3.0\n", @@ -811,15 +802,15 @@ " 3.0\n", " 0.0\n", " 3.0\n", - " 0.583333\n", + " 0.750000\n", " 3.0\n", - " 0.250000\n", + " 0.000000\n", " 3.0\n", - " 0.083333\n", + " 0.000000\n", " 3.0\n", - " 0.500000\n", + " 0.833333\n", " 3.0\n", - " 0.083333\n", + " 0.166667\n", " 3.0\n", " NaN\n", " NaN\n", @@ -835,26 +826,26 @@ " \n", " \n", " 4\n", - " True\n", - " 00353343-a4a5-4fb0-96fd-02f529a55181\n", - " ready_for_export\n", - " 00353343-a4a5-4fb0-96fd-02f529a55181\n", - " 0d51a8c1-0392-4524-8028-15ed6ce2d258\n", - " 2023-02-05T10:36:19.496313+00:00\n", - " I am making mayonnaise, it was starting to thi...\n", + " False\n", + " 002e326f-a99e-4c17-a2c7-b627a34944e4\n", + " prompt_lottery_waiting\n", + " 002e326f-a99e-4c17-a2c7-b627a34944e4\n", + " 2c96e467-66f0-4be7-9693-bda51356a424\n", + " 2023-02-06T19:36:17.957943+00:00\n", + " Create a C program will take a array of number...\n", " prompter\n", " en\n", " 3\n", " True\n", " False\n", " False\n", - " 6.0\n", - " 2.0\n", + " 1.0\n", + " NaN\n", " NaN\n", - " [{'message_id': 'b7efe31a-d590-45ca-8d2c-bbac8...\n", + " []\n", " 0.0\n", " 3.0\n", - " 0.333333\n", + " 0.0\n", " 3.0\n", " 0.0\n", " 3.0\n", @@ -864,17 +855,17 @@ " 3.0\n", " 0.0\n", " 3.0\n", - " 0.666667\n", + " 0.833333\n", " 3.0\n", - " 0.000000\n", + " 0.083333\n", " 3.0\n", " 0.000000\n", " 3.0\n", - " 0.166667\n", + " 0.500000\n", " 3.0\n", " 0.000000\n", " 3.0\n", - " NaN\n", + " 1.0\n", " NaN\n", " NaN\n", " NaN\n", @@ -891,12 +882,12 @@ "" ], "text/plain": [ - " in_oasst1 message_tree_id tree_state message_id user_id created_date text role lang review_count review_result deleted synthetic emojis_+1 emojis__skip_reply emojis__skip_ranking replies labels_spam_value labels_spam_count labels_lang_mismatch_value labels_lang_mismatch_count labels_pii_value labels_pii_count labels_not_appropriate_value labels_not_appropriate_count labels_hate_speech_value labels_hate_speech_count labels_sexual_content_value labels_sexual_content_count labels_quality_value labels_quality_count labels_toxicity_value labels_toxicity_count labels_humor_value labels_humor_count labels_creativity_value labels_creativity_count labels_violence_value labels_violence_count emojis__skip_labeling emojis_-1 labels_helpfulness_value \n", - "0 True 002c4715-b026-48d1-8d19-3f724a9fc1e8 ready_for_export 002c4715-b026-48d1-8d19-3f724a9fc1e8 30d0209f-a418-4fac-8157-adf8ddc21aee 2023-02-05T22:44:05.434674+00:00 Dame los pasos de las cosas que debería de apr... prompter es 3 True False False 11.0 8.0 1.0 [{'message_id': '20004f60-337b-4962-b9d0-916be... 0.0 4.0 0.000000 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.812500 4.0 0.166667 3.0 0.333333 3.0 0.500000 3.0 0.000000 3.0 NaN NaN NaN \\\n", - "1 True 0031c296-8d6f-4b7f-baf8-f375f08dc54d ready_for_export 0031c296-8d6f-4b7f-baf8-f375f08dc54d 51b6e134-bf43-4153-b442-3a9af3c156c9 2023-02-19T08:43:54.972877+00:00 能介绍一下什么是特摄吗？ prompter zh 3 True False False NaN 1.0 2.0 [{'message_id': 'd9b8224c-39f5-4078-b4bd-6c0b6... 0.0 3.0 0.000000 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.166667 3.0 0.083333 3.0 0.166667 3.0 0.166667 3.0 0.000000 3.0 NaN NaN NaN \n", - "2 False 00327f89-1b38-4dbc-a457-614b68e737a9 halted_by_moderator 00327f89-1b38-4dbc-a457-614b68e737a9 8bd65ca6-1969-4c4f-9f33-a22f212b74b7 2023-02-14T14:34:37.688813+00:00 La ce data a fost promulgata Constituția Român... prompter ro 3 True False False NaN NaN NaN [] 0.0 3.0 0.000000 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.833333 3.0 0.166667 3.0 0.166667 3.0 0.250000 3.0 0.000000 3.0 NaN NaN NaN \n", - "3 False 00333612-7f62-4395-aa87-5f9551ff079b ready_for_export 00333612-7f62-4395-aa87-5f9551ff079b c493267a-4a43-4c4e-b4b1-997aaf92d4be 2023-02-05T14:53:59.507994+00:00 Какие российские IT-компании проводят стажировки? prompter ru 3 True False False 8.0 17.0 1.0 [{'message_id': '380a97e7-d679-46a9-8e5b-c5bac... 0.0 3.0 0.000000 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.583333 3.0 0.250000 3.0 0.083333 3.0 0.500000 3.0 0.083333 3.0 NaN NaN NaN \n", - "4 True 00353343-a4a5-4fb0-96fd-02f529a55181 ready_for_export 00353343-a4a5-4fb0-96fd-02f529a55181 0d51a8c1-0392-4524-8028-15ed6ce2d258 2023-02-05T10:36:19.496313+00:00 I am making mayonnaise, it was starting to thi... prompter en 3 True False False 6.0 2.0 NaN [{'message_id': 'b7efe31a-d590-45ca-8d2c-bbac8... 0.0 3.0 0.333333 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.666667 3.0 0.000000 3.0 0.000000 3.0 0.166667 3.0 0.000000 3.0 NaN NaN NaN \n", + " in_oasst1 message_tree_id tree_state message_id user_id created_date text role lang review_count review_result deleted synthetic emojis_+1 emojis__skip_reply emojis__skip_ranking replies labels_spam_value labels_spam_count labels_lang_mismatch_value labels_lang_mismatch_count labels_pii_value labels_pii_count labels_not_appropriate_value labels_not_appropriate_count labels_hate_speech_value labels_hate_speech_count labels_sexual_content_value labels_sexual_content_count labels_quality_value labels_quality_count labels_toxicity_value labels_toxicity_count labels_humor_value labels_humor_count labels_creativity_value labels_creativity_count labels_violence_value labels_violence_count emojis__skip_labeling emojis_-1 labels_helpfulness_value \n", + "0 True 002c4715-b026-48d1-8d19-3f724a9fc1e8 ready_for_export 002c4715-b026-48d1-8d19-3f724a9fc1e8 30d0209f-a418-4fac-8157-adf8ddc21aee 2023-02-05T22:44:05.434674+00:00 Dame los pasos de las cosas que debería de apr... prompter es 3 True False False 11.0 8.0 1.0 [{'message_id': '20004f60-337b-4962-b9d0-916be... 0.0 4.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.812500 4.0 0.166667 3.0 0.333333 3.0 0.500000 3.0 0.000000 3.0 NaN NaN NaN \\\n", + "1 False 002c56dc-ad52-4dcc-b872-bfacd8b8e356 prompt_lottery_waiting 002c56dc-ad52-4dcc-b872-bfacd8b8e356 818581ee-4355-4990-9da5-8390f1e708bd 2023-02-25T21:39:07.726925+00:00 Supposons que vous soyez un expert en énergie ... prompter fr 3 True False False NaN NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.750000 3.0 0.166667 3.0 0.333333 3.0 0.666667 3.0 0.333333 3.0 NaN NaN NaN \n", + "2 False 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0 prompt_lottery_waiting 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0 773abbfe-66f5-478a-9442-c40e98440870 2023-02-12T13:34:41.869490+00:00 ¿Cuántos artículos tiene la constitución polít... prompter es 3 True False False 1.0 NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.583333 3.0 0.000000 3.0 0.083333 3.0 0.333333 3.0 0.000000 3.0 1.0 NaN NaN \n", + "3 False 002dcdac-2584-4d33-b9c2-5c94bedac80a prompt_lottery_waiting 002dcdac-2584-4d33-b9c2-5c94bedac80a acf7fdd5-aee9-4db1-ab97-5c74110832ce 2023-02-14T03:35:38.273451+00:00 Cómo la creciente cantidad de satélites podría... prompter es 3 True False False 2.0 NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.750000 3.0 0.000000 3.0 0.000000 3.0 0.833333 3.0 0.166667 3.0 NaN NaN NaN \n", + "4 False 002e326f-a99e-4c17-a2c7-b627a34944e4 prompt_lottery_waiting 002e326f-a99e-4c17-a2c7-b627a34944e4 2c96e467-66f0-4be7-9693-bda51356a424 2023-02-06T19:36:17.957943+00:00 Create a C program will take a array of number... prompter en 3 True False False 1.0 NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.833333 3.0 0.083333 3.0 0.000000 3.0 0.500000 3.0 0.000000 3.0 1.0 NaN NaN \n", "\n", " labels_helpfulness_count emojis_red_flag labels_fails_task_value labels_fails_task_count labels_moral_judgement_value labels_moral_judgement_count labels_political_content_value labels_political_content_count \n", "0 NaN NaN NaN NaN NaN NaN NaN NaN \n", @@ -920,7 +911,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -928,54 +919,54 @@ "output_type": "stream", "text": [ "\n", - "RangeIndex: 26103 entries, 0 to 26102\n", + "RangeIndex: 70673 entries, 0 to 70672\n", "Data columns (total 50 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", - " 0 in_oasst1 26103 non-null bool \n", - " 1 message_tree_id 26103 non-null object \n", - " 2 tree_state 26103 non-null object \n", - " 3 message_id 26103 non-null object \n", - " 4 user_id 26103 non-null object \n", - " 5 created_date 26103 non-null object \n", - " 6 text 26103 non-null object \n", - " 7 role 26103 non-null object \n", - " 8 lang 26103 non-null object \n", - " 9 review_count 26103 non-null int64 \n", - " 10 review_result 21759 non-null object \n", - " 11 deleted 26103 non-null bool \n", - " 12 synthetic 26103 non-null bool \n", - " 13 emojis_+1 17766 non-null float64\n", + " 0 in_oasst1 70673 non-null bool \n", + " 1 message_tree_id 70673 non-null object \n", + " 2 tree_state 70673 non-null object \n", + " 3 message_id 70673 non-null object \n", + " 4 user_id 70673 non-null object \n", + " 5 created_date 70673 non-null object \n", + " 6 text 70673 non-null object \n", + " 7 role 70673 non-null object \n", + " 8 lang 70673 non-null object \n", + " 9 review_count 70673 non-null int64 \n", + " 10 review_result 66329 non-null object \n", + " 11 deleted 70673 non-null bool \n", + " 12 synthetic 70673 non-null bool \n", + " 13 emojis_+1 38455 non-null float64\n", " 14 emojis__skip_reply 14414 non-null float64\n", " 15 emojis__skip_ranking 7370 non-null float64\n", - " 16 replies 26103 non-null object \n", - " 17 labels_spam_value 25021 non-null float64\n", - " 18 labels_spam_count 25021 non-null float64\n", - " 19 labels_lang_mismatch_value 24786 non-null float64\n", - " 20 labels_lang_mismatch_count 24786 non-null float64\n", - " 21 labels_pii_value 24725 non-null float64\n", - " 22 labels_pii_count 24725 non-null float64\n", - " 23 labels_not_appropriate_value 24753 non-null float64\n", - " 24 labels_not_appropriate_count 24753 non-null float64\n", - " 25 labels_hate_speech_value 24749 non-null float64\n", - " 26 labels_hate_speech_count 24749 non-null float64\n", - " 27 labels_sexual_content_value 24748 non-null float64\n", - " 28 labels_sexual_content_count 24748 non-null float64\n", - " 29 labels_quality_value 24798 non-null float64\n", - " 30 labels_quality_count 24798 non-null float64\n", - " 31 labels_toxicity_value 24811 non-null float64\n", - " 32 labels_toxicity_count 24811 non-null float64\n", - " 33 labels_humor_value 24814 non-null float64\n", - " 34 labels_humor_count 24814 non-null float64\n", - " 35 labels_creativity_value 24797 non-null float64\n", - " 36 labels_creativity_count 24797 non-null float64\n", - " 37 labels_violence_value 24811 non-null float64\n", - " 38 labels_violence_count 24811 non-null float64\n", - " 39 emojis__skip_labeling 4806 non-null float64\n", - " 40 emojis_-1 4759 non-null float64\n", + " 16 replies 70673 non-null object \n", + " 17 labels_spam_value 69591 non-null float64\n", + " 18 labels_spam_count 69591 non-null float64\n", + " 19 labels_lang_mismatch_value 69356 non-null float64\n", + " 20 labels_lang_mismatch_count 69356 non-null float64\n", + " 21 labels_pii_value 69295 non-null float64\n", + " 22 labels_pii_count 69295 non-null float64\n", + " 23 labels_not_appropriate_value 69323 non-null float64\n", + " 24 labels_not_appropriate_count 69323 non-null float64\n", + " 25 labels_hate_speech_value 69319 non-null float64\n", + " 26 labels_hate_speech_count 69319 non-null float64\n", + " 27 labels_sexual_content_value 69318 non-null float64\n", + " 28 labels_sexual_content_count 69318 non-null float64\n", + " 29 labels_quality_value 69368 non-null float64\n", + " 30 labels_quality_count 69368 non-null float64\n", + " 31 labels_toxicity_value 69381 non-null float64\n", + " 32 labels_toxicity_count 69381 non-null float64\n", + " 33 labels_humor_value 69384 non-null float64\n", + " 34 labels_humor_count 69384 non-null float64\n", + " 35 labels_creativity_value 69367 non-null float64\n", + " 36 labels_creativity_count 69367 non-null float64\n", + " 37 labels_violence_value 69381 non-null float64\n", + " 38 labels_violence_count 69381 non-null float64\n", + " 39 emojis__skip_labeling 12777 non-null float64\n", + " 40 emojis_-1 7066 non-null float64\n", " 41 labels_helpfulness_value 54 non-null float64\n", " 42 labels_helpfulness_count 54 non-null float64\n", - " 43 emojis_red_flag 578 non-null float64\n", + " 43 emojis_red_flag 745 non-null float64\n", " 44 labels_fails_task_value 23 non-null float64\n", " 45 labels_fails_task_count 23 non-null float64\n", " 46 labels_moral_judgement_value 23 non-null float64\n", @@ -983,7 +974,7 @@ " 48 labels_political_content_value 24 non-null float64\n", " 49 labels_political_content_count 24 non-null float64\n", "dtypes: bool(3), float64(36), int64(1), object(10)\n", - "memory usage: 9.4+ MB\n" + "memory usage: 25.5+ MB\n" ] } ], @@ -993,7 +984,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -1856,7 +1847,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -1880,53 +1871,53 @@ " \n", " \n", " \n", - " 5741\n", - " 15964\n", - " 22551\n", + " 11469\n", + " 67868\n", + " 68919\n", " \n", " \n", " \n", " \n", " in_oasst1\n", - " True\n", " False\n", - " True\n", + " False\n", + " False\n", " \n", " \n", " message_tree_id\n", - " 389ac929-0161-4094-b5f4-bd261b1b97d5\n", - " 9d4cb896-1818-4081-a685-8a0f0e3ed83b\n", - " dd549bea-7336-4bdc-b53f-553b424867e6\n", + " 2984a34c-ea11-4a02-9005-20404ad7a971\n", + " f600bdaf-8a72-43ee-92e6-64bef430cb3b\n", + " fa023ea4-c835-4f5d-b01c-8d287490995b\n", " \n", " \n", " tree_state\n", - " ready_for_export\n", - " growing\n", + " prompt_lottery_waiting\n", + " prompt_lottery_waiting\n", " ready_for_export\n", " \n", " \n", " message_id\n", - " 389ac929-0161-4094-b5f4-bd261b1b97d5\n", - " 9d4cb896-1818-4081-a685-8a0f0e3ed83b\n", - " dd549bea-7336-4bdc-b53f-553b424867e6\n", + " 2984a34c-ea11-4a02-9005-20404ad7a971\n", + " f600bdaf-8a72-43ee-92e6-64bef430cb3b\n", + " fa023ea4-c835-4f5d-b01c-8d287490995b\n", " \n", " \n", " user_id\n", - " 95f63ab3-6c7b-43e1-8e86-fccd8be1465f\n", - " 3518ff41-6035-4483-87c2-f3c584c339ea\n", - " 61f82b9a-5f1e-41b5-b1c9-b8eda0fac276\n", + " 23733f63-57c3-4afb-a48e-a4d6d34f7890\n", + " 0e0b8d98-9310-46a6-871b-1559d561e8e1\n", + " 1aaa9be1-0d07-4cb2-a2d7-4301cbfc4ecc\n", " \n", " \n", " created_date\n", - " 2023-02-04T19:32:19.658907+00:00\n", - " 2023-02-24T11:54:23.174704+00:00\n", - " 2023-02-05T12:21:44.759158+00:00\n", + " 2023-02-28T05:20:45.964374+00:00\n", + " 2023-02-05T20:38:29.652652+00:00\n", + " 2023-02-12T06:43:22.617162+00:00\n", " \n", " \n", " text\n", - " What is the process of digestion in human body\n", - " En saa tätä matikan tehtävää ratkottua. Miten ...\n", - " What can we do as individuals to address clima...\n", + " 宝石のカラット数とは何を意味するのですか？\n", + " Generate 12 clickbait headlines\n", + " Can you provide detailed information on the to...\n", " \n", " \n", " role\n", @@ -1936,8 +1927,8 @@ " \n", " \n", " lang\n", + " ja\n", " en\n", - " fi\n", " en\n", " \n", " \n", @@ -1966,15 +1957,15 @@ " \n", " \n", " emojis_+1\n", - " 2.0\n", - " 1.0\n", + " NaN\n", + " NaN\n", " 3.0\n", " \n", " \n", " emojis__skip_reply\n", - " 2.0\n", - " 7.0\n", - " 1.0\n", + " NaN\n", + " NaN\n", + " 5.0\n", " \n", " \n", " emojis__skip_ranking\n", @@ -1984,9 +1975,9 @@ " \n", " \n", " replies\n", - " [{'message_id': '0e4f2ae2-179a-403a-8d69-37c80...\n", - " [{'message_id': '3f058be8-e049-42a7-a7d0-c8b83...\n", - " [{'message_id': '7969d134-d470-452e-9f7b-f5909...\n", + " []\n", + " []\n", + " [{'message_id': '34063139-5cb4-437c-89d3-3a4de...\n", " \n", " \n", " labels_spam_value\n", @@ -2062,9 +2053,9 @@ " \n", " \n", " labels_quality_value\n", - " 0.583333\n", - " 0.833333\n", - " 0.916667\n", + " 0.75\n", + " 0.416667\n", + " 0.75\n", " \n", " \n", " labels_quality_count\n", @@ -2074,8 +2065,8 @@ " \n", " \n", " labels_toxicity_value\n", - " 0.0\n", - " 0.25\n", + " 0.083333\n", + " 0.166667\n", " 0.0\n", " \n", " \n", @@ -2086,8 +2077,8 @@ " \n", " \n", " labels_humor_value\n", - " 0.166667\n", - " 0.083333\n", + " 0.416667\n", + " 0.333333\n", " 0.0\n", " \n", " \n", @@ -2100,7 +2091,7 @@ " labels_creativity_value\n", " 0.333333\n", " 0.416667\n", - " 0.5\n", + " 0.75\n", " \n", " \n", " labels_creativity_count\n", @@ -2111,7 +2102,7 @@ " \n", " labels_violence_value\n", " 0.0\n", - " 0.0\n", + " 0.166667\n", " 0.0\n", " \n", " \n", @@ -2123,7 +2114,7 @@ " \n", " emojis__skip_labeling\n", " NaN\n", - " NaN\n", + " 1.0\n", " NaN\n", " \n", " \n", @@ -2191,60 +2182,60 @@ "" ], "text/plain": [ - " 5741 15964 22551\n", - "in_oasst1 True False True\n", - "message_tree_id 389ac929-0161-4094-b5f4-bd261b1b97d5 9d4cb896-1818-4081-a685-8a0f0e3ed83b dd549bea-7336-4bdc-b53f-553b424867e6\n", - "tree_state ready_for_export growing ready_for_export\n", - "message_id 389ac929-0161-4094-b5f4-bd261b1b97d5 9d4cb896-1818-4081-a685-8a0f0e3ed83b dd549bea-7336-4bdc-b53f-553b424867e6\n", - "user_id 95f63ab3-6c7b-43e1-8e86-fccd8be1465f 3518ff41-6035-4483-87c2-f3c584c339ea 61f82b9a-5f1e-41b5-b1c9-b8eda0fac276\n", - "created_date 2023-02-04T19:32:19.658907+00:00 2023-02-24T11:54:23.174704+00:00 2023-02-05T12:21:44.759158+00:00\n", - "text What is the process of digestion in human body En saa tätä matikan tehtävää ratkottua. Miten ... What can we do as individuals to address clima...\n", - "role prompter prompter prompter\n", - "lang en fi en\n", - "review_count 3 3 3\n", - "review_result True True True\n", - "deleted False False False\n", - "synthetic False False False\n", - "emojis_+1 2.0 1.0 3.0\n", - "emojis__skip_reply 2.0 7.0 1.0\n", - "emojis__skip_ranking NaN NaN 1.0\n", - "replies [{'message_id': '0e4f2ae2-179a-403a-8d69-37c80... [{'message_id': '3f058be8-e049-42a7-a7d0-c8b83... [{'message_id': '7969d134-d470-452e-9f7b-f5909...\n", - "labels_spam_value 0.0 0.0 0.0\n", - "labels_spam_count 3.0 3.0 3.0\n", - "labels_lang_mismatch_value 0.0 0.0 0.0\n", - "labels_lang_mismatch_count 3.0 3.0 3.0\n", - "labels_pii_value 0.0 0.0 0.0\n", - "labels_pii_count 3.0 3.0 3.0\n", - "labels_not_appropriate_value 0.0 0.0 0.0\n", - "labels_not_appropriate_count 3.0 3.0 3.0\n", - "labels_hate_speech_value 0.0 0.0 0.0\n", - "labels_hate_speech_count 3.0 3.0 3.0\n", - "labels_sexual_content_value 0.0 0.0 0.0\n", - "labels_sexual_content_count 3.0 3.0 3.0\n", - "labels_quality_value 0.583333 0.833333 0.916667\n", - "labels_quality_count 3.0 3.0 3.0\n", - "labels_toxicity_value 0.0 0.25 0.0\n", - "labels_toxicity_count 3.0 3.0 3.0\n", - "labels_humor_value 0.166667 0.083333 0.0\n", - "labels_humor_count 3.0 3.0 3.0\n", - "labels_creativity_value 0.333333 0.416667 0.5\n", - "labels_creativity_count 3.0 3.0 3.0\n", - "labels_violence_value 0.0 0.0 0.0\n", - "labels_violence_count 3.0 3.0 3.0\n", - "emojis__skip_labeling NaN NaN NaN\n", - "emojis_-1 NaN NaN NaN\n", - "labels_helpfulness_value NaN NaN NaN\n", - "labels_helpfulness_count NaN NaN NaN\n", - "emojis_red_flag NaN NaN NaN\n", - "labels_fails_task_value NaN NaN NaN\n", - "labels_fails_task_count NaN NaN NaN\n", - "labels_moral_judgement_value NaN NaN NaN\n", - "labels_moral_judgement_count NaN NaN NaN\n", - "labels_political_content_value NaN NaN NaN\n", - "labels_political_content_count NaN NaN NaN" + " 11469 67868 68919\n", + "in_oasst1 False False False\n", + "message_tree_id 2984a34c-ea11-4a02-9005-20404ad7a971 f600bdaf-8a72-43ee-92e6-64bef430cb3b fa023ea4-c835-4f5d-b01c-8d287490995b\n", + "tree_state prompt_lottery_waiting prompt_lottery_waiting ready_for_export\n", + "message_id 2984a34c-ea11-4a02-9005-20404ad7a971 f600bdaf-8a72-43ee-92e6-64bef430cb3b fa023ea4-c835-4f5d-b01c-8d287490995b\n", + "user_id 23733f63-57c3-4afb-a48e-a4d6d34f7890 0e0b8d98-9310-46a6-871b-1559d561e8e1 1aaa9be1-0d07-4cb2-a2d7-4301cbfc4ecc\n", + "created_date 2023-02-28T05:20:45.964374+00:00 2023-02-05T20:38:29.652652+00:00 2023-02-12T06:43:22.617162+00:00\n", + "text 宝石のカラット数とは何を意味するのですか？ Generate 12 clickbait headlines Can you provide detailed information on the to...\n", + "role prompter prompter prompter\n", + "lang ja en en\n", + "review_count 3 3 3\n", + "review_result True True True\n", + "deleted False False False\n", + "synthetic False False False\n", + "emojis_+1 NaN NaN 3.0\n", + "emojis__skip_reply NaN NaN 5.0\n", + "emojis__skip_ranking NaN NaN 1.0\n", + "replies [] [] [{'message_id': '34063139-5cb4-437c-89d3-3a4de...\n", + "labels_spam_value 0.0 0.0 0.0\n", + "labels_spam_count 3.0 3.0 3.0\n", + "labels_lang_mismatch_value 0.0 0.0 0.0\n", + "labels_lang_mismatch_count 3.0 3.0 3.0\n", + "labels_pii_value 0.0 0.0 0.0\n", + "labels_pii_count 3.0 3.0 3.0\n", + "labels_not_appropriate_value 0.0 0.0 0.0\n", + "labels_not_appropriate_count 3.0 3.0 3.0\n", + "labels_hate_speech_value 0.0 0.0 0.0\n", + "labels_hate_speech_count 3.0 3.0 3.0\n", + "labels_sexual_content_value 0.0 0.0 0.0\n", + "labels_sexual_content_count 3.0 3.0 3.0\n", + "labels_quality_value 0.75 0.416667 0.75\n", + "labels_quality_count 3.0 3.0 3.0\n", + "labels_toxicity_value 0.083333 0.166667 0.0\n", + "labels_toxicity_count 3.0 3.0 3.0\n", + "labels_humor_value 0.416667 0.333333 0.0\n", + "labels_humor_count 3.0 3.0 3.0\n", + "labels_creativity_value 0.333333 0.416667 0.75\n", + "labels_creativity_count 3.0 3.0 3.0\n", + "labels_violence_value 0.0 0.166667 0.0\n", + "labels_violence_count 3.0 3.0 3.0\n", + "emojis__skip_labeling NaN 1.0 NaN\n", + "emojis_-1 NaN NaN NaN\n", + "labels_helpfulness_value NaN NaN NaN\n", + "labels_helpfulness_count NaN NaN NaN\n", + "emojis_red_flag NaN NaN NaN\n", + "labels_fails_task_value NaN NaN NaN\n", + "labels_fails_task_count NaN NaN NaN\n", + "labels_moral_judgement_value NaN NaN NaN\n", + "labels_moral_judgement_count NaN NaN NaN\n", + "labels_political_content_value NaN NaN NaN\n", + "labels_political_content_count NaN NaN NaN" ] }, - "execution_count": 11, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -2256,7 +2247,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -2274,7 +2265,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -2305,7 +2296,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -2354,7 +2345,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -2385,7 +2376,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -2416,7 +2407,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -2447,7 +2438,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -2473,7 +2464,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -2501,7 +2492,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 40, "metadata": {}, "outputs": [ { From ad92053bb572c5f8d702ca9bc93ebc91389323cb Mon Sep 17 00:00:00 2001 From: Andrew Maguire Date: Wed, 8 Nov 2023 14:16:44 +0000 Subject: [PATCH 07/10] add % in oasst1 by tree state --- notebooks/openassistant-oasst1.1/eda.ipynb | 333 +++++++++++++-------- 1 file changed, 212 insertions(+), 121 deletions(-) diff --git a/notebooks/openassistant-oasst1.1/eda.ipynb b/notebooks/openassistant-oasst1.1/eda.ipynb index b82b1336bb..ead692dc26 100644 --- a/notebooks/openassistant-oasst1.1/eda.ipynb +++ b/notebooks/openassistant-oasst1.1/eda.ipynb @@ -2,21 +2,31 @@ "cells": [ { "cell_type": "code", - "execution_count": 21, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ - "#!pip install datasets matplotlib pandas" + "#!pip install datasets matplotlib pandas matplotlib==3.8.1" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 2, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\andre\\Documents\\repos\\Open-Assistant\\venv\\lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", + " from .autonotebook import tqdm as notebook_tqdm\n" + ] + } + ], "source": [ "import json\n", "import pandas as pd\n", + "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pprint as pp\n", "from datasets import load_dataset\n", @@ -31,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -56,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -81,7 +91,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -459,7 +469,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -467,7 +477,7 @@ "output_type": "stream", "text": [ "Found cached dataset parquet (C:/Users/andre/.cache/huggingface/datasets/OpenAssistant___parquet/OpenAssistant--oasst1-2960c57d7e52ab15/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec)\n", - "100%|██████████| 2/2 [00:00<00:00, 106.26it/s]\n" + "100%|██████████| 2/2 [00:00<00:00, 128.11it/s]\n" ] }, { @@ -512,7 +522,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -535,7 +545,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -911,7 +921,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -984,7 +994,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -1847,7 +1857,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -1871,53 +1881,53 @@ " \n", " \n", " \n", - " 11469\n", - " 67868\n", - " 68919\n", + " 34440\n", + " 49615\n", + " 4587\n", " \n", " \n", " \n", " \n", " in_oasst1\n", " False\n", - " False\n", + " True\n", " False\n", " \n", " \n", " message_tree_id\n", - " 2984a34c-ea11-4a02-9005-20404ad7a971\n", - " f600bdaf-8a72-43ee-92e6-64bef430cb3b\n", - " fa023ea4-c835-4f5d-b01c-8d287490995b\n", + " 7cb26081-7a34-4a99-aba0-1204d5dbaf6e\n", + " b337d436-0be3-44bf-b183-79d0897bd76d\n", + " 10de15f7-0fa0-4e57-8602-118f9ce11d1e\n", " \n", " \n", " tree_state\n", " prompt_lottery_waiting\n", - " prompt_lottery_waiting\n", " ready_for_export\n", + " prompt_lottery_waiting\n", " \n", " \n", " message_id\n", - " 2984a34c-ea11-4a02-9005-20404ad7a971\n", - " f600bdaf-8a72-43ee-92e6-64bef430cb3b\n", - " fa023ea4-c835-4f5d-b01c-8d287490995b\n", + " 7cb26081-7a34-4a99-aba0-1204d5dbaf6e\n", + " b337d436-0be3-44bf-b183-79d0897bd76d\n", + " 10de15f7-0fa0-4e57-8602-118f9ce11d1e\n", " \n", " \n", " user_id\n", - " 23733f63-57c3-4afb-a48e-a4d6d34f7890\n", - " 0e0b8d98-9310-46a6-871b-1559d561e8e1\n", - " 1aaa9be1-0d07-4cb2-a2d7-4301cbfc4ecc\n", + " a41f23d1-dc75-497d-8d99-a5b7b061022f\n", + " 01f67ee6-1680-42fc-842c-112db733d69f\n", + " e14bc4d0-f7d4-410d-8304-0dce9c8d6818\n", " \n", " \n", " created_date\n", - " 2023-02-28T05:20:45.964374+00:00\n", - " 2023-02-05T20:38:29.652652+00:00\n", - " 2023-02-12T06:43:22.617162+00:00\n", + " 2023-02-21T20:08:32.384579+00:00\n", + " 2023-02-09T13:41:48.783324+00:00\n", + " 2023-02-12T18:38:52.764010+00:00\n", " \n", " \n", " text\n", - " 宝石のカラット数とは何を意味するのですか？\n", - " Generate 12 clickbait headlines\n", - " Can you provide detailed information on the to...\n", + " Convert this 65816 assembly code to C. It is a...\n", + " My 3D prints are warping at the corners. I am ...\n", + " Hazme una rutina de ejercicios semanal, usando...\n", " \n", " \n", " role\n", @@ -1927,9 +1937,9 @@ " \n", " \n", " lang\n", - " ja\n", " en\n", " en\n", + " es\n", " \n", " \n", " review_count\n", @@ -1958,26 +1968,26 @@ " \n", " emojis_+1\n", " NaN\n", - " NaN\n", - " 3.0\n", + " 2.0\n", + " 1.0\n", " \n", " \n", " emojis__skip_reply\n", " NaN\n", - " NaN\n", " 5.0\n", + " NaN\n", " \n", " \n", " emojis__skip_ranking\n", " NaN\n", + " 4.0\n", " NaN\n", - " 1.0\n", " \n", " \n", " replies\n", " []\n", + " [{'message_id': 'fe010f9f-d8f9-4b67-bc8b-5267c...\n", " []\n", - " [{'message_id': '34063139-5cb4-437c-89d3-3a4de...\n", " \n", " \n", " labels_spam_value\n", @@ -2053,9 +2063,9 @@ " \n", " \n", " labels_quality_value\n", - " 0.75\n", - " 0.416667\n", - " 0.75\n", + " 0.833333\n", + " 0.916667\n", + " 0.5\n", " \n", " \n", " labels_quality_count\n", @@ -2065,7 +2075,7 @@ " \n", " \n", " labels_toxicity_value\n", - " 0.083333\n", + " 0.0\n", " 0.166667\n", " 0.0\n", " \n", @@ -2077,8 +2087,8 @@ " \n", " \n", " labels_humor_value\n", - " 0.416667\n", - " 0.333333\n", + " 0.0\n", + " 0.083333\n", " 0.0\n", " \n", " \n", @@ -2089,9 +2099,9 @@ " \n", " \n", " labels_creativity_value\n", - " 0.333333\n", - " 0.416667\n", - " 0.75\n", + " 0.583333\n", + " 0.583333\n", + " 0.25\n", " \n", " \n", " labels_creativity_count\n", @@ -2102,7 +2112,7 @@ " \n", " labels_violence_value\n", " 0.0\n", - " 0.166667\n", + " 0.0\n", " 0.0\n", " \n", " \n", @@ -2113,15 +2123,15 @@ " \n", " \n", " emojis__skip_labeling\n", - " NaN\n", " 1.0\n", " NaN\n", + " 1.0\n", " \n", " \n", " emojis_-1\n", " NaN\n", " NaN\n", - " NaN\n", + " 2.0\n", " \n", " \n", " labels_helpfulness_value\n", @@ -2182,60 +2192,60 @@ "" ], "text/plain": [ - " 11469 67868 68919\n", - "in_oasst1 False False False\n", - "message_tree_id 2984a34c-ea11-4a02-9005-20404ad7a971 f600bdaf-8a72-43ee-92e6-64bef430cb3b fa023ea4-c835-4f5d-b01c-8d287490995b\n", - "tree_state prompt_lottery_waiting prompt_lottery_waiting ready_for_export\n", - "message_id 2984a34c-ea11-4a02-9005-20404ad7a971 f600bdaf-8a72-43ee-92e6-64bef430cb3b fa023ea4-c835-4f5d-b01c-8d287490995b\n", - "user_id 23733f63-57c3-4afb-a48e-a4d6d34f7890 0e0b8d98-9310-46a6-871b-1559d561e8e1 1aaa9be1-0d07-4cb2-a2d7-4301cbfc4ecc\n", - "created_date 2023-02-28T05:20:45.964374+00:00 2023-02-05T20:38:29.652652+00:00 2023-02-12T06:43:22.617162+00:00\n", - "text 宝石のカラット数とは何を意味するのですか？ Generate 12 clickbait headlines Can you provide detailed information on the to...\n", - "role prompter prompter prompter\n", - "lang ja en en\n", - "review_count 3 3 3\n", - "review_result True True True\n", - "deleted False False False\n", - "synthetic False False False\n", - "emojis_+1 NaN NaN 3.0\n", - "emojis__skip_reply NaN NaN 5.0\n", - "emojis__skip_ranking NaN NaN 1.0\n", - "replies [] [] [{'message_id': '34063139-5cb4-437c-89d3-3a4de...\n", - "labels_spam_value 0.0 0.0 0.0\n", - "labels_spam_count 3.0 3.0 3.0\n", - "labels_lang_mismatch_value 0.0 0.0 0.0\n", - "labels_lang_mismatch_count 3.0 3.0 3.0\n", - "labels_pii_value 0.0 0.0 0.0\n", - "labels_pii_count 3.0 3.0 3.0\n", - "labels_not_appropriate_value 0.0 0.0 0.0\n", - "labels_not_appropriate_count 3.0 3.0 3.0\n", - "labels_hate_speech_value 0.0 0.0 0.0\n", - "labels_hate_speech_count 3.0 3.0 3.0\n", - "labels_sexual_content_value 0.0 0.0 0.0\n", - "labels_sexual_content_count 3.0 3.0 3.0\n", - "labels_quality_value 0.75 0.416667 0.75\n", - "labels_quality_count 3.0 3.0 3.0\n", - "labels_toxicity_value 0.083333 0.166667 0.0\n", - "labels_toxicity_count 3.0 3.0 3.0\n", - "labels_humor_value 0.416667 0.333333 0.0\n", - "labels_humor_count 3.0 3.0 3.0\n", - "labels_creativity_value 0.333333 0.416667 0.75\n", - "labels_creativity_count 3.0 3.0 3.0\n", - "labels_violence_value 0.0 0.166667 0.0\n", - "labels_violence_count 3.0 3.0 3.0\n", - "emojis__skip_labeling NaN 1.0 NaN\n", - "emojis_-1 NaN NaN NaN\n", - "labels_helpfulness_value NaN NaN NaN\n", - "labels_helpfulness_count NaN NaN NaN\n", - "emojis_red_flag NaN NaN NaN\n", - "labels_fails_task_value NaN NaN NaN\n", - "labels_fails_task_count NaN NaN NaN\n", - "labels_moral_judgement_value NaN NaN NaN\n", - "labels_moral_judgement_count NaN NaN NaN\n", - "labels_political_content_value NaN NaN NaN\n", - "labels_political_content_count NaN NaN NaN" + " 34440 49615 4587 \n", + "in_oasst1 False True False\n", + "message_tree_id 7cb26081-7a34-4a99-aba0-1204d5dbaf6e b337d436-0be3-44bf-b183-79d0897bd76d 10de15f7-0fa0-4e57-8602-118f9ce11d1e\n", + "tree_state prompt_lottery_waiting ready_for_export prompt_lottery_waiting\n", + "message_id 7cb26081-7a34-4a99-aba0-1204d5dbaf6e b337d436-0be3-44bf-b183-79d0897bd76d 10de15f7-0fa0-4e57-8602-118f9ce11d1e\n", + "user_id a41f23d1-dc75-497d-8d99-a5b7b061022f 01f67ee6-1680-42fc-842c-112db733d69f e14bc4d0-f7d4-410d-8304-0dce9c8d6818\n", + "created_date 2023-02-21T20:08:32.384579+00:00 2023-02-09T13:41:48.783324+00:00 2023-02-12T18:38:52.764010+00:00\n", + "text Convert this 65816 assembly code to C. It is a... My 3D prints are warping at the corners. I am ... Hazme una rutina de ejercicios semanal, usando...\n", + "role prompter prompter prompter\n", + "lang en en es\n", + "review_count 3 3 3\n", + "review_result True True True\n", + "deleted False False False\n", + "synthetic False False False\n", + "emojis_+1 NaN 2.0 1.0\n", + "emojis__skip_reply NaN 5.0 NaN\n", + "emojis__skip_ranking NaN 4.0 NaN\n", + "replies [] [{'message_id': 'fe010f9f-d8f9-4b67-bc8b-5267c... []\n", + "labels_spam_value 0.0 0.0 0.0\n", + "labels_spam_count 3.0 3.0 3.0\n", + "labels_lang_mismatch_value 0.0 0.0 0.0\n", + "labels_lang_mismatch_count 3.0 3.0 3.0\n", + "labels_pii_value 0.0 0.0 0.0\n", + "labels_pii_count 3.0 3.0 3.0\n", + "labels_not_appropriate_value 0.0 0.0 0.0\n", + "labels_not_appropriate_count 3.0 3.0 3.0\n", + "labels_hate_speech_value 0.0 0.0 0.0\n", + "labels_hate_speech_count 3.0 3.0 3.0\n", + "labels_sexual_content_value 0.0 0.0 0.0\n", + "labels_sexual_content_count 3.0 3.0 3.0\n", + "labels_quality_value 0.833333 0.916667 0.5\n", + "labels_quality_count 3.0 3.0 3.0\n", + "labels_toxicity_value 0.0 0.166667 0.0\n", + "labels_toxicity_count 3.0 3.0 3.0\n", + "labels_humor_value 0.0 0.083333 0.0\n", + "labels_humor_count 3.0 3.0 3.0\n", + "labels_creativity_value 0.583333 0.583333 0.25\n", + "labels_creativity_count 3.0 3.0 3.0\n", + "labels_violence_value 0.0 0.0 0.0\n", + "labels_violence_count 3.0 3.0 3.0\n", + "emojis__skip_labeling 1.0 NaN 1.0\n", + "emojis_-1 NaN NaN 2.0\n", + "labels_helpfulness_value NaN NaN NaN\n", + "labels_helpfulness_count NaN NaN NaN\n", + "emojis_red_flag NaN NaN NaN\n", + "labels_fails_task_value NaN NaN NaN\n", + "labels_fails_task_count NaN NaN NaN\n", + "labels_moral_judgement_value NaN NaN NaN\n", + "labels_moral_judgement_count NaN NaN NaN\n", + "labels_political_content_value NaN NaN NaN\n", + "labels_political_content_count NaN NaN NaN" ] }, - "execution_count": 31, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -2247,7 +2257,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -2260,17 +2270,98 @@ "df[\"replies_count\"] = df[\"replies\"].apply(lambda x: len(x))\n", "\n", "# only keep messages with replies\n", - "df = df[df[\"replies_count\"] > 0]" + "# df = df[df[\"replies_count\"] > 0]" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "text/plain": [ + "tree_state\n", + "ready_for_export 10364\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# tree_state counts when in_oasst1 is true\n", + "df[df[\"in_oasst1\"] == True][\"tree_state\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tree_state\n", + "prompt_lottery_waiting 44570\n", + "initial_prompt_review 4319\n", + "ready_for_export 3490\n", + "growing 3103\n", + "halted_by_moderator 3093\n", + "aborted_low_grade 1714\n", + "ranking 20\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# tree_state counts when in_oasst1 is false\n", + "df[df[\"in_oasst1\"] == False][\"tree_state\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "tree_state\n", + "aborted_low_grade 0.000000\n", + "growing 0.000000\n", + "halted_by_moderator 0.000000\n", + "initial_prompt_review 0.000000\n", + "prompt_lottery_waiting 0.000000\n", + "ranking 0.000000\n", + "ready_for_export 0.748087\n", + "Name: in_oasst1, dtype: float64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# get % of messages in oasst1 by tree_state\n", + "df.groupby(\"tree_state\")[\"in_oasst1\"].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" ] @@ -2296,12 +2387,12 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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BREQEoaGhtGjRgu7duzNo0CC7ekUnTpxg0qRJ/O9//8v2DGNjY+2ewbXjaT2WtebTn3/+SWxsbI7LArP2v3379vTr14+pU6cye/ZsOnToQJ8+fXj44Ydxd3fP8bVwNUTK67OYUxg1YMAAvvvuO3bu3EmbNm3466+/2Lt3L2+99ZZd3w3DoF69ejleN2vQA1CtWjXc3Nxy7YcjXfu59/f3ByA0NDTbcYvFQmxsLBUrViz0e3KUWrVq2X3/559/ApkBVG6sNaeSk5Nz7O+tt95qC7GtWrRocV39u/vuu5k9ezY7duygY8eO/Pbbb8yYMQOANm3akJGRwe7duwkLC+Ps2bO2JXbXMgzDIXWjRESk7FDQJCIiUgB+fn5UrVqVX3/9tVCvu5FfwMxmc47HnZ2dczyedaZKSRMSEkKHDh2YOXMmO3bsyHWnOWvB8EceeSTXX8hvu+02IDMIO3z4MCtWrGDNmjV8++23vPfee0yaNImpU6cCmbti3XPPPSxbtox169bxxhtv8Prrr7N06VK6deuG2Wymc+fOXLp0iQkTJlC/fn28vb05ffo0jz32mF0B84KyWCxUrlyZL774IsfzlSpVAjI/G9988w0//vgjy5cvZ+3atQwZMoSZM2fy448/5jqDxhoA/vLLL/Tp0yfHNr/88guA3Y5ovXr1wsvLiyVLltCmTRuWLFmCk5MTDz74oF3fTSYTq1evzvFzdm2fss7YKWq5fe7z+3ko7Hu6VsWKFcnIyCA+Pr7AMxoh+7OxfpbeeOMNbr/99hxf4+Pjk2Mh87xcunSJtLS0AvXHGs7B1XpL27dvt+0U2Lp1awCCgoKoV68e27dvtxVMv7Y+k9Xly5cJCgoqVJ9FRKRsU9AkIiJSQD179uTDDz9k586dtl/IchMWFobFYuHPP/+0K5h97tw5YmJiCAsLsx2rUKECMTExdq9PS0vj7Nmz193XwgRcYWFhbNiwIdsv0ocOHbKdd4SHH36YYcOGERAQQPfu3XNsU6lSJXx9fTGbzXa7fOXG29ubAQMGMGDAANLS0ujbty+vvvoqEydOtG1FHxISwlNPPcVTTz3F+fPnad68Oa+++irdunXjwIED/PHHHyxcuJBBgwbZrrt+/Xq7+1ifwZEjR7L14dpjderUYcOGDbRt27ZAQUyrVq1o1aoVr776KosWLWLgwIEsXrw41xkkd999NwEBASxatIgXX3wxx/Dk008/BTI/s1mfVc+ePfn666+ZNWsWX331Fffccw9Vq1a167thGNSqVYtbbrkl376XBjf6nurXrw9k7j5nDTmvtx+QGVrn9dmuVKkSnp6ethlQWR0+fDjbsb59+7Jly5Z87x8REcGCBQts31euXNkWJnl7e9OwYUO7ouht2rRhx44dnDp1Cmdn51z/zouKiqJp06b53l9ERMoP1WgSEREpoOeeew5vb2+GDRvGuXPnsp3/66+/mDNnDoAtSMm6LAlg1qxZAPTo0cN2rE6dOmzdutWu3YcffpjrjKaC8Pb2zhZe5aZ79+6YzWbeffddu+OzZ8/GZDLRrVu36+5HVg888ACTJ0/mvffey3W5lbOzM/369ePbb7/NcfbYhQsXbH++ePGi3Tk3NzcaNmyIYRikp6djNpttS9+sKleuTNWqVW2zRqwhTdbZYIZh2MbRqmrVqjRu3JhPP/2UhIQE2/EtW7Zw4MABu7b9+/fHbDYzbdq0bP3PyMiwjcvly5ezzUKzznTJa1aLl5cX48aN4/Dhw7ZdBbNauXIlCxYsIDw8nFatWtmdGzBgAGfOnOGjjz7i559/ZsCAAXbn+/bti7OzM1OnTs3WN8Mwsj3z0uBG35M1YPnpp59uqB8tWrSgTp06vPnmm3afISvrZ9vZ2Znw8HC+++47Tpw4YTt/8OBB1q5dm+1111ujCTJDy8jISNatW5dtN802bdqwc+dOtm3bxm233ZbjbK7Y2Fj++uuvAu/EKSIi5YNmNImIiBRQnTp1WLRoEQMGDKBBgwYMGjSIxo0bk5aWxg8//MDXX3/NY489BkDTpk2JiIjgww8/JCYmhvbt27N7924WLlxInz59uPfee23XHTZsGE8++ST9+vWjc+fO/Pzzz6xdu/aGlqO0aNGC999/n1deeYW6detSuXJl7rvvvhzb9urVi3vvvZcXX3yRY8eO0bRpU9atW8f//d//MXr0aNtMjBvl7+/PlClT8m33n//8h02bNnHXXXfx+OOP07BhQy5dusS+ffvYsGEDly5dAqBLly4EBwfTtm1bqlSpwsGDB3n33Xfp0aMHvr6+xMTEUL16dR544AGaNm2Kj48PGzZsYM+ePcycORPInK1Sp04dxo0bx+nTp/Hz8+Pbb7/Nsd7Va6+9Ru/evWnbti2DBw/m8uXLvPvuuzRu3NguOGjfvj1PPPEE06dPJzIyki5duuDq6sqff/7J119/zZw5c3jggQdYuHAh7733Hvfffz916tQhPj6e//73v/j5+eU648vq+eefZ//+/bz++uvs3LmTfv364enpyfbt2/n8889p0KABCxcuzPa67t274+vry7hx42yhXlZ16tThlVdeYeLEiRw7dow+ffrg6+tLVFQUy5YtY/jw4YwbNy7fMSxJbvQ91a5dm8aNG7Nhw4ZshccLw8nJiY8++ohu3brRqFEjBg8eTLVq1Th9+jSbNm3Cz8+P5cuXAzB16lTWrFnDPffcw1NPPUVGRgbvvPMOjRo1si2LtLreGk2QGTTNnz+fPXv2MHLkSLtzbdq0ITY2ltjYWJ5++ukcX79hwwYMw6B3797X3QcRESmDbuYWdyIiImXBH3/8YTz++ONGzZo1DTc3N8PX19do27at8c477xgpKSm2dunp6cbUqVONWrVqGa6urkZoaKgxceJEuzaGYRhms9mYMGGCERQUZHh5eRnh4eHGkSNHjLCwMLstyefPn28Axp49e+xeb91OfdOmTbZj0dHRRo8ePQxfX18DsNsuPifx8fHGmDFjjKpVqxqurq5GvXr1jDfeeMNuG3bDyNxKvVGjRgV6TgVpa+37119/bXf83LlzxsiRI43Q0FDD1dXVCA4ONjp27Gh8+OGHtjYffPCB0a5dO6NixYqGu7u7UadOHWP8+PFGbGysYRiGkZqaaowfP95o2rSp4evra3h7extNmzY13nvvPbt7/f7770anTp0MHx8fIygoyHj88ceNn3/+2QCM+fPn27VdvHixUb9+fcPd3d1o3Lix8b///c/o16+fUb9+/Wzv7cMPPzRatGhheHp6Gr6+vkaTJk2M5557zjhz5oxhGIaxb98+46GHHjJq1KhhuLu7G5UrVzZ69uxp/PTTTwV6vmaz2Zg/f77Rtm1bw8/Pz/Dw8DAaNWpkTJ061UhISMj1dQMHDjQAo1OnTrm2+fbbb427777b8Pb2Nry9vY369esbI0eONA4fPmxrU5jPwrV69OhhhIWF5Xiuffv2dp/X3D4juf08TJ482QCMCxcuFPo95WbWrFmGj4+PkZSUZHc8LCzM6NGjh92x3PprtX//fqNv3762z21YWJjRv39/4/vvv7drt2XLFqNFixaGm5ubUbt2bWPevHm29+Yohw8fNgADMP744w+7cxaLxQgICDAA46uvvsrx9QMGDDDuvvtuh/VHRETKBpNhlODKoSIiIiIl3O23306lSpWy1XWSsiM2NpbatWszY8YMhg4dWmz9mDJlSo5LAItDdHQ0tWrVYvHixZrRJCIidlSjSURERKQA0tPTycjIsDu2efNmfv75Zzp06FA8nZKbwt/fn+eee4433njjunYiLIveeustmjRpopBJRESy0YwmERERkQI4duwYnTp14pFHHqFq1aocOnSIefPm4e/vz6+//krFihWLu4tSxpWkGU0iIiK5UTFwERERkQKoUKECLVq04KOPPuLChQt4e3vTo0cP/vOf/yhkEhEREblCM5pERERERERERMQhVKNJREREREREREQcQkGTiIiIiIiIiIg4hGo0OYjFYuHMmTP4+vpiMpmKuzsiIiIiIiIiIg5hGAbx8fFUrVoVJ6e85ywpaHKQM2fOEBoaWtzdEBEREREREREpEidPnqR69ep5tlHQ5CC+vr5A5kP38/Mr5t6Ufunp6axbt44uXbrg6upa3N0pd/T8Sw+NVcmlsSkdNE4ll8am9NBYlQ4ap5JN41M6lOdxiouLIzQ01JZ95EVBk4NYl8v5+fkpaHKA9PR0vLy88PPzK3c/wCWBnn/pobEquTQ2pYPGqeTS2JQeGqvSQeNUsml8SgeNEwUqFaRi4CIiIiIiIiIi4hAKmkRERERERERExCEUNImIiIiIiIiIiEOoRpOIiIiIiIgUO8MwyMjIwGw2F3dXbrr09HRcXFxISUkpl++/tCjL4+Ts7IyLi0uBajDlR0GTiIiIiIiIFKu0tDTOnj1LUlJScXelWBiGQXBwMCdPnnTIL/pSNMr6OHl5eRESEoKbm9sNXUdBk4iIiIiIiBQbi8VCVFQUzs7OVK1aFTc3tzL5S3xeLBYLCQkJ+Pj44OSkCjclVVkdJ8MwSEtL48KFC0RFRVGvXr0ben8KmkRERERERKTYpKWlYbFYCA0NxcvLq7i7UywsFgtpaWl4eHiUqQCjrCnL4+Tp6YmrqyvHjx+3vcfrVbaejIiIiIiIiJRKZe0Xd5HSxlE/g/pJFhERERERERERh1DQJCIiIiIiIiIiDqGgSURERERERMoEs8Vg518X+b/I0+z86yJmi1HcXWLz5s2YTCZiYmIAWLBgAQEBAcXaJ5GipKBJRERERERESr01v57l7tc38tB/f+RfiyN56L8/cvfrG1nz69kiv/fOnTtxdnamR48eDrmeyWTCZDLx448/2h1PTU2lYsWKmEwmNm/e7JB7iThasQZN77//Prfddht+fn74+fnRunVrVq9ebTufkpLCyJEjqVixIj4+PvTr149z587ZXePEiRP06NEDLy8vKleuzPjx48nIyLBrs3nzZpo3b467uzt169ZlwYIF2foyd+5catasiYeHB3fddRe7d+8ukvcsIiIiIiIijrXm17OM+HwfZ2NT7I5Hx6Yw4vN9RR42ffzxxzz99NNs3bqVM2fOOOSaoaGhzJ8/3+7YsmXL8PHxccj1RYpKsQZN1atX5z//+Q979+7lp59+4r777qN379789ttvAIwZM4bly5fz9ddfs2XLFs6cOUPfvn1trzebzfTo0YO0tDR++OEHFi5cyIIFC5g0aZKtTVRUFD169ODee+8lMjKS0aNHM2zYMNauXWtr89VXXzF27FgmT57Mvn37aNq0KeHh4Zw/f/7mPQwREREREREBwDAMktIyCvQVn5LO5P/9Rk6L5KzHpvzvd+JT0gt0PcMo3HK7hIQEvvrqK0aMGEGPHj1ynNhwPSIiIli8eDHJycm2Y5988gkRERHZ2p48eZL+/fsTEBBAYGAgvXv35tixY7bzmzdvpmXLlnh7exMQEEDbtm05fvw4AD///DP33nsvvr6++Pn50aJFC3766ScALl68yEMPPUS1atXw8vKiSZMmfPnll3b3jo+PZ+DAgXh7exMSEsLs2bPp0KEDo0ePtrVJTU1l3LhxVKtWDW9vb+666y67GVnHjx+nV69eVKhQAW9vbxo1asSqVasc8BSlOLgU58179epl9/2rr77K+++/z48//kj16tX5+OOPWbRoEffddx8A8+fPp0GDBvz444+0atWKdevW8fvvv7NhwwaqVKnC7bffzrRp05gwYQJTpkzBzc2NefPmUatWLWbOnAlAgwYN2L59O7NnzyY8PByAWbNm8fjjjzN48GAA5s2bx8qVK/nkk094/vnnb+ITERERERERkeR0Mw0nrc2/YQEYQHRcCk2mrCtQ+99fDsfLreC/Ki9ZsoT69etz66238sgjjzB69GgmTpyIyWS6zh5natGiBTVr1uTbb7/lkUce4cSJE2zdupW5c+cybdo0W7v09HTCw8Np3bo127Ztw8XFhVdeeYWuXbvyyy+/4OTkRJ8+fXj88cf58ssvSUtLY/fu3bb+DRw4kGbNmvH+++/j7OxMZGQkrq6uQOYqoxYtWjBhwgT8/PxYuXIljz76KHXq1KFly5YAjB07lh07dvC///2PKlWqMGnSJPbt28ftt99u6+OoUaP4/fffWbx4MVWrVmXZsmV07dqVAwcOUK9ePUaOHElaWhpbt27F29ub33//XTO3SrFiDZqyMpvNfP311yQmJtK6dWv27t1Leno6nTp1srWpX78+NWrUYOfOnbRq1YqdO3fSpEkTqlSpYmsTHh7OiBEj+O2332jWrBk7d+60u4a1jTVdTUtLY+/evUycONF23snJiU6dOrFz585c+5uamkpqaqrt+7i4OCDzhzw9Pf2GnoVge4Z6lsVDz7/00FiVXBqb0kHjVHJpbEoPjVXpUJLHKT09HcMwsFgsWCwWANs/i0PWfhTExx9/zMCBA7FYLHTp0oXY2Fg2bdpEhw4dbNfLet2c3qN1FpX1OVjPDx48mE8++YSHH36Y+fPn061bNypWrGh3vS+//BKLxcKHH35oC48+/vhjAgMD2bhxI3fccQexsbF0796dWrVqAXDrrbfarnHixAmeffZZbrnlFgDq1KljOxcSEsLYsWNt/Rw5ciRr1qzhq6++4o477iA+Pp6FCxfy+eefc++999ruXb16ddt7OXHiBPPnz+fYsWNUrVoVyAyn1qxZwyeffMKrr77KiRMn6Nu3L40aNQKgZs2a2Z5RSZDTOJUlFosFwzBIT0/H2dnZ7lxh/u4o9qDpwIEDtG7dmpSUFHx8fFi2bBkNGzYkMjISNze3bNX4q1SpQnR0NADR0dF2IZP1vPVcXm3i4uJITk7m8uXLmM3mHNscOnQo135Pnz6dqVOnZju+bt06vLy8CvbmJV/r168v7i7YWAz4K85EXDr4uUIdPwOnG/ufFCVeSXr+kjeNVcmlsSkdNE4ll8am9NBYlQ4lcZxcXFwIDg4mISGBtLQ0IPMX+Z1jWxXo9ftOxjLy64P5tpv7YAOah/rn2y49OZG4lIL9h/6ff/7J7t27WbBggW3yQZ8+ffjggw9o3rw5AElJSUDmEjMnJydSUlIwDMPWPqv4+Hjbn5OTk/nHP/7BxIkT+eWXX5g/fz7/+c9/bG2SkpKIi4tjz549HDlyBH9/+/eWkpLCb7/9RqtWrXj44Yfp1q0bHTp0oEOHDvTp04fg4GAAnnrqKYYPH87ChQtp3749ffr0sQVSZrOZWbNmsWzZMs6ePUt6ejqpqam4ubkRFxfHgQMHSE9Pp0GDBrb3YzKZqFu3LmlpacTFxbFr1y7MZjP169e3619qaip+fn7ExcUxbNgwnn32WVavXk2HDh3o1asXjRs3LtAYFIes41SWpKWlkZyczNatW7PVvrZ+jgui2IOmW2+9lcjISGJjY/nmm2+IiIhgy5Ytxd2tfE2cONEu2Y2LiyM0NJQuXbrg5+dXjD0rG9LT01m/fj2dO3e2TdssTmt/O8f0VYeIjrs6iy3Yz52XutcnvFGVPF5ZOpW05y+501iVXBqb0kHjVHJpbEoPjVXpUJLHKSUlhZMnT+Lj44OHh4fteP6RUKYugQEEr43iXFxKjnWaTECwvwddmobh7OD/U7xkyRIyMjJo0KCB7ZhhGLi7uzNv3jz8/f1tExGsNZA8PDwwmUx2vzcahkF8fDy+vr62WUmenp7UrFmTHj16MGbMGNLS0ujXr58t5PDy8sLPz4/09HRatGjBZ599lq1/lSpVws/Pj88++4yxY8eydu1a/ve///Hqq6+ydu1aWrVqxWuvvcZjjz3GqlWrWL16Nf/5z39YtGgR999/P6+//joffPABs2bNokmTJnh7ezNmzBgsFgt+fn625W3W92bl7OyMm5sbfn5+WCwWnJ2d2bNnT7ZZMj4+Pvj5+TFq1Ch69+7NypUrWb9+Pffddx9vvvkmo0aNctBIOUZO41SWpKSk4OnpSbt27ex+FoEcg9HcFHvQ5ObmRt26dYHMNah79uxhzpw5DBgwgLS0NGJiYuxmNZ07d86WvAYHB2fbHc66K13WNtfuVHfu3Dn8/Pzw9PTE2dkZZ2fnHNtYr5ETd3d33N3dsx13dXUtcX9xl2Yl4Xmu+fUsTy/+Odu/tM7FpfL04p95/5HmdG0cUix9K2ol4flLwWisSi6NTemgcSq5NDalh8aqdCiJ42Q2mzGZTDg5OeHkVPj9qpycYMo/GjLi832YwO6/261RwOReDXF1cc7h1dcvIyODzz77jJkzZ9KlSxe7c3369OGrr77iySeftL0n6/vL+r2VdRmW9TlkbT906FC6d+/OhAkTcHV1zXa+RYsWLFmyhODg4DwnPbRo0YIWLVrwwgsv0Lp1axYvXkybNm2AzDI19evXZ+zYsTz00EMsXLiQfv368cMPP9C7d28GDRpk6+eff/5Jw4YNcXJyom7duri6urJ3717bcrfY2Fj++OMP2rVrZ+uf2Wzm77//5p577sm1f2FhYTz11FM89dRTTJw4kY8++ohnnnmmwONxM+Q0TmWJk5MTJpMpx78nCvP3Rol7MhaLhdTUVFq0aIGrqyvff/+97dzhw4c5ceIErVu3BqB169YcOHDAbne49evX4+fnR8OGDW1tsl7D2sZ6DTc3N1q0aGHXxmKx8P3339vaSPllthhMXf57njtYTF3+O2ZL4XamEBERERERx+naOIT3H2lOsL/9LIxgf48i+x/DK1as4PLlywwdOpTGjRvbffXr14+PP/7YIffp2rUrFy5c4OWXX87x/MCBAwkKCqJ3795s27aNqKgoNm/ezDPPPMOpU6eIiopi4sSJ7Ny5k+PHj7Nu3Tr+/PNPGjRoQHJyMqNGjWLz5s0cP36cHTt2sGfPHtsMrXr16rF+/Xp++OEHDh48yBNPPGE3ScPX15eIiAjGjx/Ppk2b+O233xg6dKgtsAC45ZZbGDhwIIMGDWLp0qVERUWxe/dupk+fzsqVKwEYPXo0a9euJSoqin379rFp0ya7WWJSuhTrjKaJEyfSrVs3atSoQXx8PIsWLWLz5s2sXbsWf39/hg4dytixYwkMDMTPz4+nn36a1q1b06pV5lrdLl260LBhQx599FFmzJhBdHQ0L730EiNHjrTNNnryySd59913ee655xgyZAgbN25kyZIltg80ZBYii4iI4I477qBly5a89dZbJCYm2nahk/Jrd9Qlzsam5HreAM7GprA76hKt61S8eR0TERERERE7XRuH0LlhMLujLnE+PoXKvh60rBXo8OVyVh9//DGdOnXKVhsJoF+/fsyYMYNffvnlhu9jMpkICgrK9byXlxdbt25lwoQJ9O3bl/j4eKpVq0bHjh3x8/MjOTmZQ4cOsXDhQi5evEhISAgjR47kiSeeICMjg4sXLzJo0CDOnTtHUFAQffv2tdUjfumllzh69Cjh4eF4eXkxfPhw+vTpQ2xsrO3+s2bN4sknn6Rnz574+fnx3HPPcfLkSbulV/Pnz+eVV17h2Wef5fTp0wQFBdGqVSt69uwJZM5qGzlyJKdOncLPz4+uXbsye/bsG352UjyKNWg6f/48gwYN4uzZs/j7+3Pbbbexdu1aOnfuDMDs2bNxcnKiX79+pKamEh4eznvvvWd7vbOzMytWrGDEiBG0bt0ab29vIiIi7JLeWrVqsXLlSsaMGcOcOXOoXr06H330EeHh4bY2AwYM4MKFC0yaNIno6Ghuv/121qxZk61AuJQ/5+NzD5mup52IiIiIiBQdZyfTTfsfwMuXL8/1XMuWLW07lAF2f37sscd47LHH8rx21vbXCggIyHY+ODiYhQsX5tjez8+PZcuW5XjOzc2NL7/8Mtd7BQYG8t133+XZV19fX7744gvb94mJiUydOpXhw4fbjrm6ujJ16tQcN9QCeOedd/K8h5QuxRo05TeV0MPDg7lz5zJ37txc24SFhbFq1ao8r9OhQwf279+fZ5tRo0aVuEJjUvwq+3rk36gQ7URERERERMqS/fv3c+jQIVq2bElsbKxt4kfv3r2LuWdSXIq9GLhISdayViAh/h5Ex+a9g0XLWoE3u2siIiIiIiIlwptvvsnhw4dtNZC3bduW53I/KdsUNInkwdnJxORemTtYXCvrDhZFte5bRERERESkJGvWrBl79+4t7m5ICVLidp0TKWmsO1i4u9j/uBTlDhYiIiIiIiIipZFmNIkUQNfGIdxWLYo9xy8D8Hq/JjzQIlQzmURERERERESy0IwmkQKKTUm3/TnE31Mhk4iIiIiIiMg1FDSJFFBs8tWg6UJ8ajH2RERERERERKRkUtAkUkB2QVOCgiYRERERERGRayloEimAlHQzKekW2/ea0SQiIiIiIiKSnYImkQKIyzKbCRQ0iYiIiIgIdOjQgdGjRxd3N0RKFAVNIgUQq6BJRERERKTk2jQdtszI+dyWGZnni8DSpUuZNm1akVz7ZsstNHvmmWdo0aIF7u7u3H777XleY/PmzZhMpjy/Nm/eXCT9z4n1nj/++KPd8dTUVCpWrHjT+1NeKGgSKYBsQZNqNImIiIiIlBxOzrDp1exh05YZmcednIvktoGBgfj6+hbJtUuSIUOGMGDAgHzbtWnThrNnz9q++vfvT9euXe2OtWnTxtY+LS2tKLsNQGhoKPPnz7c7tmzZMnx8fIr83uWVgiaRAohJygyavN0y/wWlGU0iIiIiIkXIMCAtseBfrUdCu/GZodLGVzKPbXwl8/t24zPPF/RahlHgbl47C6hmzZq89tprDBkyBF9fX2rUqMGHH35Y4OsdOHCA++67D09PTypWrMjw4cNJSEiwnd+zZw+dO3cmKCgIf39/2rdvz759+7I8NoMpU6ZQo0YN3N3dqVq1Ks8884zt/HvvvUe9evXw8PCgSpUqPPDAAwA89thjbNmyhTlz5thmAR07dgyAt99+m5EjR1K7du18++/m5kZwcLDty9PTE3d3d9v38+bNo2XLlnz00UfUqlULDw8P23N766237K51++23M2XKFNv3MTExDBs2jEqVKuHn58d9993Hzz//nG+fIiIiWLx4McnJybZjn3zyCREREdnanjx5kv79+xMQEEBgYCC9e/e2PQfInLHVsWNHfH19CQgIoG3bthw/fhyAn3/+mXvvvRdfX1/8/Pxo0aIFP/30EwAXL17koYceolq1anh5edGkSRO+/PJLu3vHx8czcOBAvL29CQkJYfbs2dk+X6mpqYwbN45q1arh7e3NXXfdZTcj6/jx4/Tq1YsKFSrg7e1No0aNWLVqVb7PyNFcbvodRUoh64ymupV9+PlULLHJ6aRmmHF3KZr/MyIiIiIiUq6lJ8FrVa/vtVvfyPzK7fv8vHAG3Lyv797AzJkzmTZtGi+88ALffPMNI0aMoH379tx66615vi4xMZFu3brRunVr9uzZw/nz5xk2bBijRo1iwYIFQGYYERERwTvvvINhGMycOZPu3bvz559/4uvry7fffsvs2bNZvHgxjRo1Ijo62hbG/PTTTzzzzDN89tlntGnThkuXLrFt2zYA5syZwx9//EHjxo15+eWXAahUqdJ1P4O8HDlyhG+//ZalS5fi7Fzw36cefPBBPD09Wb16Nf7+/nzwwQd07NiRP/74g8DAwFxf16JFC2rWrMm3337LI488wokTJ9i6dStz5861W/aYnp5OeHg4rVu3Ztu2bbi4uPDKK6/QtWtXfvnlF5ycnOjbty+PPvooixcvJiMjg927d2MymQAYOHAgzZo14/3338fZ2ZnIyEhcXV0BSElJoUWLFkyYMAE/Pz9WrlzJo48+Sp06dWjZsiUAY8eOZceOHfzvf/+jSpUqTJo0iX379tktVxw1ahS///47ixcvpmrVqixbtoyuXbty4MAB6tWrx8iRI0lLS2Pr1q14e3vz+++/F8vMLQVNIgVgDZqqB3px8Gw8aWYLfyekUS3As5h7JiIiIiIiJUn37t156qmnAJgwYQKzZ89m06ZN+QZN33zzDSkpKXz66ad4e2cGXe+++y69evXi9ddfp0qVKtx33312r/nwww8JCAhgy5Yt9OzZkxMnThAcHEynTp1wdXWlRo0atiDjxIkTeHt707NnT3x9fQkLC6NZs2YA+Pv74+bmhpeXF8HBwY5+JHbS0tL49NNPCxVkbd++nd27d3P+/Hnc3d0BePPNN/nuu+/45ptvGD58eJ6vHzJkCJ988gmPPPIICxYsoHv37tnu/9VXX2GxWPjoo49s4dH8+fMJCAhg8+bN3HHHHcTGxtK1a1fq1KmDk5MTDRo0sL3+xIkTjB8/nvr16wNQr14927lq1aoxbtw42/dPP/00a9euZcmSJbRs2ZL4+HgWLlzIokWL6Nixo+3eVatWtbv+/PnzOXHihO34uHHjWLNmDfPnz+e1117jxIkT9OvXjyZNmgAUaBZaUVDQJFIA1qApwNOVSr7unI5J5kJ8qoImEREREZGi4OqVObOosLbPzpy95OwG5rTMZXN3jyn8vW/AbbfdZvuzyWQiODiY8+fP5/u6P/74g6ZNm9pCJoC2bdtisVg4fPgwVapU4dy5c7z00kts3ryZ8+fPYzabSUpK4sSJE0DmrJ+33nqL2rVr07VrV7p3706vXr1wcXGhc+fOhIWF2c517dqV+++/Hy+vG3u/hRUWFlbo2VI///wzCQkJVKxY0e54cnIyf/31V76vf+SRR3j++ec5evQoCxYs4O23387xHkeOHMlWcyslJYW//vqLLl26EBERQb9+/ejUqROdO3emf//+hISEAJkzkoYNG8Znn31Gp06dePDBB6lTpw4AZrOZ1157jSVLlnD69GnS0tJITU21PfujR4+Snp5uCwUhM/zLGk4eOHAAs9nMLbfcYtc/a2FzyCzcPmLECNatW0enTp3o16+f3efxZlGNJpECsAVNXq4E+WYm6KrTJCIiIiJSREymzOVrhfnaOTczZLr3Rfj3hcx/bn0j83hhrnNlNsv1si6XuvpWTFgslhu6plVERASRkZHMmTOHH374gcjISCpWrGgrqh0aGsrhw4d577338PT05KmnnqJdu3akp6fj6+vLvn37+PLLLwkJCWHSpEk0bdqUmJgYh/StoLIGaVZOTk4Y19TGSk+/uiFTQkICISEhREZG2n0dPnyY8ePH53vPihUr0rNnT4YOHUpKSgrdunXL1iYhIYEWLVpku8cff/zBww8/DGTWdlq3bh1t2rThq6++4pZbbrHtaDdlyhR+++03evTowcaNG2nYsCHLli0D4I033mDOnDlMmDCBTZs2ERkZSXh4eKGKoSckJODs7MzevXvt+nfw4EHmzJkDwLBhwzh69CiPPvooBw4c4I477uCdd94p8D0cRUGTSAFYgyZ/T1cq+ShoEhEREREpUay7y937IrR/LvNY++cyv89pN7oS6JZbbuHnn38mMTHRdmzHjh04OTnZZrbs2LGDZ555hu7du9OoUSPc3d35+++/7a7j6elJr169ePvtt9m8eTM7d+7kwIEDALi4uNCpUydmzJjBL7/8wrFjx9i4cSOQWcjbbDbfpHdrr1KlSpw9e9b2fVxcHFFRUbbvmzdvTnR0NC4uLtStW9fuKygoqED3GDJkCJs3b2bQoEE51oZq3rw5f/75J5UrV852D39/f1u72267jeeff54ffviBxo0bs2jRItu5W265hTFjxrBu3Tr69u1r2+1ux44d9O7dm0ceeYSmTZtSu3Zt/vjjD9vrateujaurK3v27LEdi42NtWvTrFkzzGYz58+fz9a/rMsdQ0NDefLJJ1m6dCnPPvss//3vfwv0fBxJQZNIAdgFTZrRJCIiIiJSsljM9iGTlTVsshRPgFIYDz74IB4eHkRERPDrr7+yadMmnn76aR599FGqVKkCZNb9+eyzzzh48CC7du1i4MCBeHpeLeexYMECPv74Y3799VeOHj3K559/jqenJ2FhYaxYsYK3336byMhIjh8/zqefforFYrGFWDVr1mTXrl0cO3aMv//+2zYL68iRI0RGRhIdHU1ycrJtJk1hZuPk57777uOzzz5j27ZtHDhwgIiICLswqFOnTrRu3Zo+ffqwbt06jh07xg8//MCLL75o29ktP127duXChQu2YufXGjhwIEFBQfTu3Ztt27YRFRXF5s2beeaZZzh16hRRUVG88MIL7N69m+PHj7Nu3Tr+/PNPGjRoQHJyMqNGjWLz5s0cP36cHTt2sGfPHlsNp3r16rF+/Xp++OEHDh48yBNPPMG5c+ds9/b19SUiIoLx48ezadMmfvvtN4YOHYqTk5OtXtQtt9zCwIEDGTRoEEuXLiUqKordu3czffp0Vq5cCcDo0aNZu3YtUVFR7Nu3j02bNtnVkbpZVKNJpABikjL/EvX3dLsaNCWkFGeXRERERETE6t6JuZ+7Nnwqoby8vFi9ejVjxozhzjvvxMvLi379+jFr1ixbm48//pjhw4fTvHlzQkNDee211+yKTAcEBPCf//yHsWPHYjabadKkCcuXL6dixYoEBASwdOlSpkyZQkpKCvXq1ePLL7+kUaNGQGZh6YiICBo2bEhycjJRUVHUrFmTYcOGsWXLFts9rAXErecdYeLEiURFRdGzZ0/8/f2ZNm2a3Ywmk8nEqlWrePHFFxk8eDAXLlwgODiYdu3a2UK4/JhMpjxnP3l5ebF161YmTJhA3759iY+Pp1q1anTs2BE/Pz+Sk5M5dOgQCxcu5NKlS4SEhDBy5EieeOIJMjIyuHjxIoMGDeLcuXMEBQXRt29fpk6dCsBLL73E0aNHCQ8Px8vLi+HDh9OnTx9iY2Nt9581axZPPvkkPXv2xM/Pj+eee46TJ0/i4eFhazN//nxeeeUVnn32WU6fPk1QUBCtWrWiZ8+eQGYtqJEjR3Lq1Cn8/Pzo2rUrs2fPLtRYOILJuHYhpFyXuLg4/P39iY2Nxc/Pr7i7U+qlp6ezatUqunfvnm2Nc3HoOHMzf11I5MvHW3HkQgL//u5XwhtV4YNH7yjurhWJkvb8JXcaq5JLY1M6aJxKLo1N6aGxKh1K8jilpKQQFRVFrVq17H6pLk8sFgtxcXH4+fnh5KSFRyXVzRynxMREqlWrxsyZMxk6dGiR3ssqr5/FwmQemtEkUgCxyRmAajSJiIiIiIiI4+3fv59Dhw7RsmVLYmNjbUv8evfuXcw9KzxFpSL5MAyDOGuNJq8sNZoSFDSJiIiIiEjBvPbaa/j4+OT41b179+LunpQAb775Jk2bNqVTp04kJiaybdu2Ahc7L0k0o0kkH8npZtLMmYXwAjxdsVgyV5teiE/FMAxbcTYREREREZHcPPnkk/Tv3z/Hc+7u7je5N1LSNGvWjL179xZ3NxxCQZNIPqw7zrk4mfByc8bJlPkvgZR0CwmpGfh6lKw17iIiIiIiUvIEBgYSGBiY4zlr7R+RskBL50TyYQ2a/D1dMZlMeLo54+uemdGqTpOIiIiIiIjIVQqaRPIRk3S1PpOVrU6TgiYRERERERERGwVNIvnIOqPJKkgFwUVERERERESyUdAkko+cgibNaBIRERERERHJTkGTSD7icgqafBQ0iYiIiIiIiFxLu86J5MNaoylAM5pEREREREqkswlnuZx6OdfzFdwrEOIT4vD7dujQgdtvv5233nrL4dcurx577DFiYmL47rvvirsrcp0UNInkI8+lc6rRJCIiIiJSrM4mnKXndz1JM6fl2sbN2Y0VfVY4PGxaunQprq6u+TcsBXILzZ555hl27NjBr7/+SoMGDYiMjMz3WjVr1uT48eN2x6pVq8apU6cc2OPr89hjj7Fw4UKeeOIJ5s2bZ3du5MiRvPfee0RERLBgwYLi6WAZoKVzIvmwBk1+mtEkIiIiIlLiXE69nGfIBJBmTstzxtP1CgwMxNfX1+HXLWmGDBnCgAEDCvWal19+mbNnz9q+9u/fX0S9K7zQ0FAWL15McnKy7VhKSgqLFi2iRo0axdizskFBk0g+Yq4ETQFebrZjqtEkIiIiIlJ0DMMgKT2pQF8pGSkFumZKRkqBrmcYRoH72aFDB0aPHm37vmbNmrz22msMGTIEX19fatSowYcffljg6x04cID77rsPT09PKlasyPDhw0lISLCd37NnD507dyYoKAh/f3/at2/Pvn37bOcNw2DKlCnUqFEDd3d3qlatyjPPPGM7/95771GvXj08PDyoUqUKDzzwAJA5y2fLli3MmTMHk8mEyWTi2LFjALz99tuMHDmS2rVrF/h9APj6+hIcHGz7qlSpEmazmaFDh1KrVi08PT259dZbmTNnTp7X+eabb2jSpIntmXTq1InExETb+Y8++ogGDRrg4eFB/fr1ee+99/LtW/PmzQkNDWXp0qW2Y0uXLqVGjRo0a9bMrq3FYmH69OnUqlULb29v7r77br755hvb+cuXLzNw4EAqVaqEp6cn9erVY/78+QCkpaUxatQoQkJC8PDwICwsjOnTp9teO2vWLJo0aYK3tzehoaE89dRTduMN8N///pfQ0FC8vLy4//77mTVrFgEBAXZt/u///o/mzZvj4eFB7dq1mTp1KhkZGUD+n4mioKVzIvnIaelc5Sszmi4mpmG2GDg7mYqlbyIiIiIiZVFyRjJ3LbrLodeMWBNRoHa7Ht6Fl6vXdd9n5syZTJs2jRdeeIFvvvmGESNG0L59e2699dY8X5eYmEi3bt1o3bo1e/bs4fz58wwbNoxRo0bZlnHFx8cTERHBO++8g2EYzJw5k+7du/Pnn3/i6+vLt99+y+zZs1m8eDGNGjUiOjqan3/+GYCffvqJZ555hs8++4w2bdpw6dIltm3bBsCcOXP4448/aNy4MS+//DIAlSpVuu5nkBuLxUL16tX5+uuvqVixIj/88APDhw8nJCSE/v37Z2t/9uxZHnroIWbMmMH9999PfHw827Zts4WBX3zxBZMmTeLdd9+lWbNm7N+/n8cffxxvb28iIvIe7yFDhjB//nwGDhwIwCeffMLgwYPZvHmzXbvp06fz+eefM2/ePOrUqcO6desYNGgQVapUoX379vz73//m999/Z/Xq1QQFBXHkyBHbTKm3336b//3vfyxZsoQaNWpw8uRJTp48abu2k5MTb7/9NrVq1eLo0aM89dRTPPfcc7awbMeOHTz55JO8/vrr/OMf/2DDhg38+9//tuvftm3bGDRoEG+//Tb33HMPf/31F8OHDwdg8uTJeX4mioqCJpF85LTrXKC3GyYTmC0Gl5PSCLoyw0lERERERMq37t2789RTTwEwYcIEZs+ezaZNm/INmr755htSUlL49NNP8fb2BuDdd9+lV69evP7661SpUoX77rvP7jUffvghAQEBbNmyhZ49e3LixAmCg4Pp1KkTrq6u1KhRg5YtWwJw4sQJvL296dmzJ76+voSFhdlm7/j7++Pm5oaXlxfBwcEOeQ4TJkzgpZdesn3/2muv8cwzzzB16lTbsVq1arFz506WLFmSa9CUkZFB3759CQsLA6BJkya285MnT2bmzJn07dvXdr3ff/+dDz74IN+g6ZFHHmHixIm2WlI7duxg8eLFdkFTamoqr732Ghs2bKB169ZYLBYefvhh9u7dywcffED79u05ceIEzZo144477gAyZ7VZnThxgnr16nH33XdjMpls78Hq2tlwr7zyCk8++aQtaHrnnXfo1q0b48aNA+CWW27hhx9+YMWKFbbXTZ06leeff972fmvXrs20adN47rnnmDx5cp6fiaKioEkkHznNaHJxdqKitxt/J6RxIT5VQZOIiIiIiAN5uniy6+FdBWp76NKhAs1WWth1IfUD6xfo3jfitttus/3ZZDIRHBzM+fPn833dH3/8QdOmTW0hE0Dbtm2xWCwcPnyYKlWqcO7cOV566SU2b97M+fPnMZvNJCUlceLECQAefPBB3nrrLWrXrk3Xrl3p3r07vXr1wsXFhc6dOxMWFmY717VrV+6//368vK5/9lZexo8fz2OPPWb7PigoCIC5c+fyySefcOLECZKTk0lLS+P222/P8RpNmzalY8eONGnShPDwcLp06cIDDzxAhQoVSExM5K+//mLo0KE8/vjjttdkZGTg7++fb/8qVapEjx49WLBgAYZh0KNHD1sfrY4cOUJSUhKdO3e2O56WlmYL6UaMGEG/fv3Yt28fXbp0oU+fPrRp0wbIXJLYuXNnbr31Vrp27UrPnj3p0qWL7TobNmxg+vTpHDp0iLi4ODIyMkhJSSEpKQkvLy8OHz7M/fffb3fvli1b2gVNP//8Mzt27ODVV1+1HTObzbbr5PWZKCqq0SSSB8MwbEFTgJf9bhJBqtMkIiIiIlIkTCYTXq5eBfrycPEo0DU9XDwKdD2T6cbKYly7C53JZMJisdzQNa0iIiKIjIxkzpw5/PDDD0RGRlKxYkXS0jKLoYeGhnL48GHee+89PD09eeqpp2jXrh3p6en4+vqyb98+vvzyS0JCQpg0aRJNmzYlJibGIX27VlBQEHXr1rV9BQQEsHjxYsaNG8fQoUNZt24dkZGRDB482Nb/azk7O7N+/XpWr15Nw4YNeeedd7j11luJioqy1TL673//S2RkpO3r119/5ccffyxQH4cMGcKCBQtYuHAhQ4YMyXbeeo+VK1cSGRnJvn372Lp1K7/++qutTlO3bt04fvw4Y8aM4cyZM3Ts2NE2A6l58+ZERUUxbdo0kpOT6d+/v60u1rFjx+jZsye33XYb3377LXv37mXu3LkAuT6PnCQkJDB16lS7Z3DgwAH+/PNPPDw88vxMFBXNaBLJQ0JqBmZL5vrfrDOaIHPnuUPR8QqaRERERETkht1yyy18+eWXJCYm2mY17dixAycnJ9uyux07dvDee+/RvXt3AE6ePMnff/9tdx1PT0969epFr169GDlyJPXr1+fAgQM0b94cFxcXOnXqRKdOnZg8eTIBAQFs3LiRvn374ubmhtlsLtL3uGPHDtq0aWNbWgjw119/5fkak8lE27Ztadu2LZMmTSIsLIxly5YxduxYqlatytGjR211lgqra9eupKWlYTKZCA8Pz3a+YcOGuLu7c+LECdq3b4/FYiEuLg4/Pz+cnK7O26lUqRIRERFERERwzz33MH78eN58800A/Pz8GDBgAAMGDOCBBx6ga9euXLp0ib1792KxWJg5c6btWkuWLLG7/6233sqePXvsjl37ffPmzTl8+DB169bN9X3m9ZkoCgqaRPJgnc3k5uKEh6uz3blKVwqCX0hQ0CQiIiIiUlwquFfAzdmNNHPus0DcnN2o4F7hJvaq8B588EFef/11IiIimDJlChcuXODpp5/m0UcfpUqVKgDUq1ePzz77jDvuuIO4uDjGjx+Pp+fVpX4LFizAbDZz11134eXlxeeff46npydhYWGsWLGCo0eP0q5dOypUqMCqVauwWCy2EKtmzZrs2rWLY8eO4ePjQ2BgIE5OThw5coSEhASio6NJTk4mMjISyAxh3Nzcsr2PvNSrV49PP/2UtWvXUqtWLT777DP27NlDrVq1cmy/a9cuvv/+e7p06ULlypXZtWsXFy5coEGDBkBmfaJnnnkGf39/unbtSmpqKj/99BOXL19m7Nix+fbH2dmZgwcP2v58LV9fX8aNG8eYMWOwWCy0adOGM2fO8PPPP+Pv709ERASTJk2iRYsWNGrUiNTUVFasWGHr36xZswgJCaFZs2Y4OTnx9ddfExwcTEBAAHXr1iU9PZ133nmHXr16sWPHDubNm2d3/6effpp27doxa9YsevXqxcaNG1m9erXdrLtJkybRs2dPatSowQMPPICTkxM///wzv/76K6+88kqen4mioqBJJA8xSVeWzV0zmwmyBE2a0SQiIiIiUmxCfEJY0WcFl1Mv59qmgnsFQnxCbmKvCs/Ly4vVq1czZswY7rzzTry8vOjXrx+zZs2ytfn4448ZPnw4zZs3JzQ0lNdee822TAsgICCA//znP4wdOxaz2UyTJk1Yvnw5FStWJCAggKVLlzJlyhRSUlKoV68eX375JY0aNQJg3LhxRERE0LBhQ5KTk4mKiqJmzZoMGzaMLVu22O5hrU1kPV8YTzzxBPv372fAgAGYTCYeeughnnrqKVavXp1jez8/P7Zu3cpbb71FXFwcYWFhzJw5k27dugEwbNgwvLy8eOONNxg/fjze3t40adLErsh2fvz8/PI8P23aNCpVqsT06dM5evQo/v7+NG/enBdffBEANzc3Jk6cyLFjx/D09OSee+5h8eLFQGZQNWPGDP7880+cnZ258847WbVqFU5OTjRt2pRZs2bx+uuvM3HiRNq1a8f06dMZNGiQ7d5t27Zl3rx5TJ06lZdeeonw8HDGjBnDu+++a2sTHh7OihUrePnll3n99ddxdXWlfv36DBs2DMj7M1FUTIZ1X0C5IXFxcfj7+xMbG5vvB1Xyl56ezqpVq+jevXu2Nc430w9H/ubhj3ZRr7IP68e2tzv30bajvLLyIP9oWpW3H2pWTD0sGiXl+Uv+NFYll8amdNA4lVwam9JDY1U6lORxSklJISoqilq1auHhUbB6S2VNbkuypGQpCeP0+OOPc+jQIbZt2+bwa+f1s1iYzEMzmkTykNOOc1aa0SQiIiIiIiJF6c0336Rz5854e3uzevVqFi5cyHvvvVfc3cqTolKRPBQoaFKNJhERERERycdrr72Gj49Pjl/W4t4i19q9ezedO3emSZMmzJs3j7ffftu2LK6k0owmkTzEWIMmr+xBU2XNaBIRERERkQJ68skn6d+/f47n3N3db3JvpLS4die60kBBk0ge8pzR5ONha5OaYcbdJfsuBSIiIiIiIgCBgYEEBgbmeM5a+0ekLNDSOZE85BU0+Xm64Oac+SP0d0LuW6mKiIiIiEj+tE+VSPFy1M+ggiaRPMQmZQZNATkETSaTSQXBRURERERukHUXvKSkpGLuiUj5Zv0ZvNGdKbV0TiQPsXnUaAII8nXndEyygiYRERERkevk7OxMQEAA58+fB8DLywuTyVTMvbq5LBYLaWlppKSk4OSk+SAlVVkdJ8MwSEpK4vz58wQEBODsfGNlYRQ0ieQhr6VzAJV8NKNJRERERORGBQcHA9jCpvLGMAySk5Px9PQsdyFbaVLWxykgIMD2s3gjFDSJ5CHfoElL50REREREbpjJZCIkJITKlSuTnp5e3N256dLT09m6dSvt2rW74WVLUnTK8ji5urre8EwmKwVNInmIScos8u3v6ZbjeVvQlJBy0/okIiIiIlJWOTs7O+yX3dLE2dmZjIwMPDw8ylyAUZZonAqm7CwqFHEwi8UgPjUD0IwmERERERERkYJQ0CSSi/iUDKy7O6pGk4iIiIiIiEj+FDSJ5CImOXPZnJebM24uOf+oXF06p6BJREREREREREGTSC7yKwQOUDnL0jnDOv1JREREREREpJxS0CSSi4IETUFXls6lpFtIuFLPSURERERERKS8UtAkkgtr0OSXR9Dk6eaMr3vm5o2q0yQiIiIiIiLlnYImkVzEJGUGTQF5BE2gnedERERERERErBQ0ieSiIEvnAIJUEFxEREREREQEUNAkkqu4AgZNmtEkIiIiIiIikklBk0gubEvnvPIJmnwUNImIiIiIiIiAgiaRXBV06ZxmNImIiIiIiIhkUtAkkouC7DoHWYIm1WgSERERERGRck5Bk0guNKNJREREREREpHAUNInkwho0BXi55dlONZpEREREREREMiloEslFQWc0Vb4yo+liYhpmi1Hk/RIREREREREpqRQ0ieQg3WwhITUDyD9oCvR2w2QCs8XgclLazeieiIiIiIiISImkoEkkB3FXZjMB+Hm45NnWxdmJit6Zy+u0fE5ERERERETKMwVNIjmwLpvzdXfBxTn/H5Mg1WkSERERERERUdAkkhNr0OSXz7I5K+08JyIiIiIiIqKgSSRHBS0EbmULmhIUNImIiIiIiEj5paBJJAfWoCnASzOaRERERERERAqqWIOm6dOnc+edd+Lr60vlypXp06cPhw8ftmvToUMHTCaT3deTTz5p1+bEiRP06NEDLy8vKleuzPjx48nIyLBrs3nzZpo3b467uzt169ZlwYIF2fozd+5catasiYeHB3fddRe7d+92+HuW0qHQM5pUo0lERERERESkeIOmLVu2MHLkSH788UfWr19Peno6Xbp0ITEx0a7d448/ztmzZ21fM2bMsJ0zm8306NGDtLQ0fvjhBxYuXMiCBQuYNGmSrU1UVBQ9evTg3nvvJTIyktGjRzNs2DDWrl1ra/PVV18xduxYJk+ezL59+2jatCnh4eGcP3++6B+ElDixSde5dE5Bk4iIiIiIiJRjee/bXsTWrFlj9/2CBQuoXLkye/fupV27drbjXl5eBAcH53iNdevW8fvvv7NhwwaqVKnC7bffzrRp05gwYQJTpkzBzc2NefPmUatWLWbOnAlAgwYN2L59O7NnzyY8PByAWbNm8fjjjzN48GAA5s2bx8qVK/nkk094/vnni+LtSwkWY53RVNClcz6q0SQiIiIiIiJSrEHTtWJjYwEIDAy0O/7FF1/w+eefExwcTK9evfj3v/+Nl5cXADt37qRJkyZUqVLF1j48PJwRI0bw22+/0axZM3bu3EmnTp3srhkeHs7o0aMBSEtLY+/evUycONF23snJiU6dOrFz584c+5qamkpq6tVQIS4uDoD09HTS09Ov8wmIlfUZFtezvJyYOba+bs4F6kOApzMAF+JTysT4F/fzl4LTWJVcGpvSQeNUcmlsSg+NVemgcSrZND6lQ3kep8K85xITNFksFkaPHk3btm1p3Lix7fjDDz9MWFgYVatW5ZdffmHChAkcPnyYpUuXAhAdHW0XMgG276Ojo/NsExcXR3JyMpcvX8ZsNufY5tChQzn2d/r06UydOjXb8XXr1tlCMLlx69evL5b7/nnMCXDixF+HWJVwMN/2iekALsQmZ/C/FatwKSNl9ovr+UvhaaxKLo1N6aBxKrk0NqWHxqp00DiVbBqf0qE8jlNSUlKB25aYoGnkyJH8+uuvbN++3e748OHDbX9u0qQJISEhdOzYkb/++os6derc7G7aTJw4kbFjx9q+j4uLIzQ0lC5duuDn51ds/Sor0tPTWb9+PZ07d8bVtWDL1xzp87N74PJl2t7RjO5Ncl62mZVhGEzev4F0s8Edd99L1QDPm9DLolPcz18KTmNVcmlsSgeNU8mlsSk9NFalg8apZNP4lA7leZysq7gKokQETaNGjWLFihVs3bqV6tWr59n2rrvuAuDIkSPUqVOH4ODgbLvDnTt3DsBW1yk4ONh2LGsbPz8/PD09cXZ2xtnZOcc2udWGcnd3x93dPdtxV1fXcveBK0rF9TzjkjN3Lazo61ng+1fycedMbAqXUyyElZHPgD7PpYfGquTS2JQOGqeSS2NTemisSgeNU8mm8SkdyuM4Feb9FusCH8MwGDVqFMuWLWPjxo3UqlUr39dERkYCEBISAkDr1q05cOCA3e5w69evx8/Pj4YNG9rafP/993bXWb9+Pa1btwbAzc2NFi1a2LWxWCx8//33tjZSvsRai4EXcNc50M5zIiIiIiIiIsU6o2nkyJEsWrSI//u//8PX19dWU8nf3x9PT0/++usvFi1aRPfu3alYsSK//PILY8aMoV27dtx2220AdOnShYYNG/Loo48yY8YMoqOjeemllxg5cqRtxtGTTz7Ju+++y3PPPceQIUPYuHEjS5YsYeXKlba+jB07loiICO644w5atmzJW2+9RWJiom0XOilfFDSJiIiIiIiIFF6xBk3vv/8+AB06dLA7Pn/+fB577DHc3NzYsGGDLfQJDQ2lX79+vPTSS7a2zs7OrFixghEjRtC6dWu8vb2JiIjg5ZdftrWpVasWK1euZMyYMcyZM4fq1avz0UcfER4ebmszYMAALly4wKRJk4iOjub2229nzZo12QqES9mXmmEmOd0MgL+XgiYRERERERGRgirWoMkwjDzPh4aGsmXLlnyvExYWxqpVq/Js06FDB/bv359nm1GjRjFq1Kh87ydlm3U2k8kEvu4F/xGp5HMlaEpIKZJ+iYiIiIiIiJR0ZWQTdhHHibsSNPl5uOLkZCrw6zSjSURERERERMo7BU0i17ie+kygoElEREREREREQZPINWKSMoOmgELUZ4IsQVOCgiYREREREREpnxQ0iVzjumc0+XgAmTOa8qs/JiIiIiIiIlIWKWgSuYY1aPIrZNAU5OsGQEq6hYTUDIf3S0RERERERKSkK9Zd50RKItvSuStB09mEs1xOvZxr+wruFQjxCcHLzQUfdxcSUjO4EJ+Kr0fhgioRERERERGR0k5Bk8g1si6dO5twlp7f9STNnJZrezdnN1b0WUGITwiVfN1tQVPtSj43q8siIiIiIiIiJYKWzolcIy5L0HQ59XKeIRNAmjnNNuOpko8KgouIiIiIiEj5paBJ5BrXWwwcsuw8F6+gSURERERERMofBU0i14i5EjQFeCloEhERERERESkMBU0i17jeXedAQZOIiIiIiIiUbwqaRK5xQ0vnVKNJREREREREyjEFTSJZGIZBbJJ16ZxboV+vGU0iIiIiIiJSniloEskiJd1CmtkCqBi4iIiIiIiISGEpaBLJwrpsztnJhLebMxXcK+DmnPfMJjdnNyq4VwCuBk0XE9MwW4yi7ayIiIiIiIhICeNS3B0QKUmy1mcymUyE+ISwos8KLqde5l+b/kV0YjQAQxsPpUvNLgBUcK9AiE8IAIHebphMYLYYXE5KI+hKzSYRERERERGR8kBBk0gWMUlpAARkWTYX4hNCiE8ISelJtmMWw0LDig2zvd7V2YlALzcuJqZxIT5VQZOIiIiIiIiUK1o6J5KFdUaT3zX1mdIt6cSlxdm+P5VwKtdrqE6TiIiIiIiIlFcKmkSyyLp0zu54aqzd96cTTud6DQVNIiIiIiIiUl4paBLJwho0BXjZB02XUy7bfZ9n0HRludyFBAVNIiIiIiIiUr4oaBLJIrcZTdagqYpXlcx2qbEkpCXkeA3NaBIREREREZHySkGTSBa5BU2XUi8BUM2nGgHuAUDus5oUNImIiIiIiEh5paBJJIvcgqaYlBgAAj0Cqe5THci9ILiCJhERERERESmvFDSJZBGTlPfSuQCPAKr5VgPgdHwuM5pUo0lERERERETKKZfi7oBISZJrjabUzKCpgnsF/Nz8AM1oEhEREREREbmWgiaRLOLyKQYe6BGIm7MbkH+NptjkdFIzzLi7OBdVd0VERERERERKFC2dE8ki5krQFODlZnc869I5a42m3JbO+Xu64upsAuDvhLSi6qqIiIiIiIhIiaOgSeQKwzDyXToX6B5oq9F0JvEMhmFku47JZLpap0nL50RERERERKQcUdAkckVimhmzJTM4ym3pXAWPCoR4h2DCRHJGMhdTLuZ4LdVpEhERERERkfJIQZPIFdbZTG7OTni4Xv3RMAzjajFwjwq4ObtR2asykH+dJgVNIiIiIiIiUp4oaBK5IiYps56Sv5crJpPJdjwhPYEMSwYAAe4BAFTzyVw+l1udJgVNIiIiIiIiUh4paBK5Itf6TFeWzXm6eOLh4gFAdd8rBcFzm9FkrdGUkFIkfRUREREREREpiRQ0iVwRl18hcI9A2zHbjCYtnRMRERERERGxUdAkckVMUmbQFJBbIXD3CrZj1hlNpxJO5XgtBU0iIiIiIiJSHiloErkiv6VzAR4BtmMFrtGUoKBJREREREREyg8FTSJXWIMmv0IsnYtOjLYVCs+qkk9mLacL8akYhlEk/RUREREREREpaRQ0iVyR34ymrEvnKntVxtXJlQwjg3NJ57JdK8jXDYCUdAsJqdmDKBEREREREZGySEGTyBUxV4KmAC/7oOlSyqXM41mWzjmZnKjqUxXIefmcl5sLPu4ugOo0iYiIiIiISPmhoEnkitx2nYtJjQHsl86Bdp4TERERERERuZaCJpEr8i0G7h5gd9waNOW685yPCoKLiIiIiIhI+aKgSeSKmKScl85ZgybNaBIRERERERHJm4ImkStyndF0Zde5Ch4V7I5X870SNOVQowkUNImIiIiIiEj5o6BJBLBYDOJSMoMmvyxBU5o5jcT0RCD70rnqPtUBzWgSERERERERsVLQJALEp2ZgGJl/zjqjybpszsXkgp+bn91rrEvnLiRfICUjJds1VaNJREREREREyhsFTSJA7JX6TJ6uzri7ONuOW5fNBXgEYDKZ7F4T4B6At6s3AGcSz2S7pmY0iYiIiIiISHmjoEmE3OszXUq5BGRfNgdgMpmuFgTPoU6TgiYREREREREpbxQ0iZB70BSTEgNk33HOKq+d56xB08XENMwWw1FdFRERERERESmxFDSJADHJaQD4e+W841xOM5rgatB0Kv5UtnOB3m6YTGC2GFxOSnNgb0VERERERERKJgVNIuQ+o8laDLyCR4UcX1fdN/ed51ydnQj0cgO0fE5ERERERETKBwVNIuQfNF3P0jlQnSYREREREREpXxQ0iZBH0FTQpXMJ2ZfOgYImERERERERKV8UNIkAsUmZQVPAdc5oik+LJy4tLtv5Sj5XgqYEBU0iIiIiIiJS9iloEiHLjKZri4HnU6PJy9XLFkKdjs995znNaBIREREREZHyQEGTCNe/dA7yrtOkoElERERERETKEwVNIkBMUvagyWJYiEmNAXJfOgcKmkRERERERESsFDSJkPOMprjUOCyGBSjYjKZT8dkLgqtGk4iIiIiIiJQnCppEgLgcgibrsjlfV19cnV1zfB1Add/qgGY0iYiIiIiIiChoknIvw2whPjUDuCZoyqcQuFVBls7FJqeTmmF2SH9FRERERERESioFTVLuxaVk2P6cU9AU4BGQ5+ur+1yd0WQYht05f09XXJ1NAPydkOaI7oqIiIiIiIiUWAqapNyz1mfycXfBxfnqj4R16Vyge+6FwAGCfYJxMjmRak7l7+S/7c6ZTKardZq0fE5ERERERETKOAVNUu7lVAgcCj6jydXJlSpeVQDVaRIREREREZHyTUGTlHsxSZlL2rIFTakFq9EEWXaeS8hh5zkFTSIiIiIiIlJOKGiSci+/GU35LZ2DLAXB4zWjSURERERERMovBU1S7sXd4NI5gGq+eew8Z63RlJByI90UERERERERKfEUNEm5l+uMJmsxcI/8ZzRl3XnuWprRJCIiIiIiIuWFgiYp92KSMoOmAK+cZzRVcC94jSYFTSIiIiIiIlKeKWiScs86o8nvRpbOXQmaohOjybBk2J2zBU0JCppERERERESkbFPQJOVeTkvnkjOSSTFn1lQqyNK5Sl6VcHNyw2yYiU6Mtj/n4wFkzmgyDMNR3RYREREREREpcRQ0SbkXk5x96Zx1NpOrkyteLl75XsPJ5ERVn6pA9uVzQb5uAKSkW0hIzcj2WhEREREREZGyQkGTlHs57TpnLQRewaMCJpOpQNfJbec5LzcXfNxdANVpEhERERERkbJNQZOUezktnbPOaCrIsjkr685zp+JPZTunguAiIiIiIiJSHhRr0DR9+nTuvPNOfH19qVy5Mn369OHw4cN2bVJSUhg5ciQVK1bEx8eHfv36ce7cObs2J06coEePHnh5eVG5cmXGjx9PRob9EqXNmzfTvHlz3N3dqVu3LgsWLMjWn7lz51KzZk08PDy466672L17t8Pfs5Q8eQVNAe4BBb6OtSD4qYQcgiYfFQQXERERERGRsq9Yg6YtW7YwcuRIfvzxR9avX096ejpdunQhMTHR1mbMmDEsX76cr7/+mi1btnDmzBn69u1rO282m+nRowdpaWn88MMPLFy4kAULFjBp0iRbm6ioKHr06MG9995LZGQko0ePZtiwYaxdu9bW5quvvmLs2LFMnjyZffv20bRpU8LDwzl//vzNeRhSLNIyLCSlmQEI8HSzHbcGTRU8KhT4Wtag6dqlc6AZTSIiIiIiIlI+uBTnzdesWWP3/YIFC6hcuTJ79+6lXbt2xMbG8vHHH7No0SLuu+8+AObPn0+DBg348ccfadWqFevWreP3339nw4YNVKlShdtvv51p06YxYcIEpkyZgpubG/PmzaNWrVrMnDkTgAYNGrB9+3Zmz55NeHg4ALNmzeLxxx9n8ODBAMybN4+VK1fyySef8Pzzz9/EpyI3k3U2k8kEvh5XfxysNZoKs3TOVqMpXkGTiIiIiIiIlE/FGjRdKzY2FoDAwMxf7vfu3Ut6ejqdOnWytalfvz41atRg586dtGrVip07d9KkSROqVKliaxMeHs6IESP47bffaNasGTt37rS7hrXN6NGjAUhLS2Pv3r1MnDjRdt7JyYlOnTqxc+fOHPuamppKaurV0CAuLg6A9PR00tPTb+ApCGB7hkX9LC/GJwPg6+6C2ZyB2XzleNJFAPxc/ArchyrumZ/BiykXiUuOw9PF03Yu0CvzR+1cXHKp+HzcrOcvN05jVXJpbEoHjVPJpbEpPTRWpYPGqWTT+JQO5XmcCvOeS0zQZLFYGD16NG3btqVx48YAREdH4+bmRkBAgF3bKlWqEB0dbWuTNWSynreey6tNXFwcycnJXL58GbPZnGObQ4cO5djf6dOnM3Xq1GzH161bh5eXVwHfteRn/fr1RXr9qHgAF1yNdFatWmU7figxc9xPHznNqpOrcn7xNQzDwB13Uknlq9VfUdm5su3c2fMmwJnfj55i1aoTDnwHRauon784jsaq5NLYlA4ap5JLY1N6aKxKB41TyabxKR3K4zglJSUVuG2JCZpGjhzJr7/+yvbt24u7KwUyceJExo4da/s+Li6O0NBQunTpgp+fXzH2rGxIT09n/fr1dO7cGVdX1/xfcJ02Hb4Av+4npKI/3bu3sh3/Zv03cAHubnE3nWp0yuMK9j5b9Rl/xPxBneZ1uKfaPbbjXn9c4Mu/9mPy9Kd799YOfQ9F4WY9f7lxGquSS2NTOmicSi6NTemhsSodNE4lm8andCjP42RdxVUQJSJoGjVqFCtWrGDr1q1Ur17ddjw4OJi0tDRiYmLsZjWdO3eO4OBgW5trd4ez7kqXtc21O9WdO3cOPz8/PD09cXZ2xtnZOcc21mtcy93dHXd392zHXV1dy90HrigV9fNMTLcAEODlZnefmNQYAIK8gwp1/+q+1fkj5g+ik6PtXhcS4A3A3wlpperzoc9z6aGxKrk0NqWDxqnk0tiUHhqr0kHjVLJpfEqH8jhOhXm/xbrrnGEYjBo1imXLlrFx40Zq1apld75Fixa4urry/fff244dPnyYEydO0Lp15qyQ1q1bc+DAAbvd4davX4+fnx8NGza0tcl6DWsb6zXc3Nxo0aKFXRuLxcL3339vayNlU2xS5jpTf0/7H5rrKQYOmUETZN95zloM/GJiGmaLcV19FRERERERESnpinVG08iRI1m0aBH/93//h6+vr62mkr+/P56envj7+zN06FDGjh1LYGAgfn5+PP3007Ru3ZpWrTKXOXXp0oWGDRvy6KOPMmPGDKKjo3nppZcYOXKkbcbRk08+ybvvvstzzz3HkCFD2LhxI0uWLGHlypW2vowdO5aIiAjuuOMOWrZsyVtvvUViYqJtFzopm2Ku7Drn73U1aMqwZBCbmlmYPsA9oFDXq+ZzZee5a4KmQG83TCYwWwwuJ6UR5JN9NpyIiIiIiIhIaVesQdP7778PQIcOHeyOz58/n8ceewyA2bNn4+TkRL9+/UhNTSU8PJz33nvP1tbZ2ZkVK1YwYsQIWrdujbe3NxEREbz88su2NrVq1WLlypWMGTOGOXPmUL16dT766CPCw8NtbQYMGMCFCxeYNGkS0dHR3H777axZsyZbgXApW2KTs89osoZMJkyFDppym9Hk6uxEoJcbFxPTuBCfqqBJREREREREyqRiDZoMI/8lRB4eHsydO5e5c+fm2iYsLMxux7CcdOjQgf379+fZZtSoUYwaNSrfPknZkVPQdDklc9mcv7s/zk7OhbqedUbTqfhTGIaByWSynavk624LmhqE3GjPRUREREREREqeYq3RJFLcrDWaArIGTVfqMxV2NhNAVZ+qACSkJxCXZl+V31qn6UJ86vV0VURERERERKTEU9Ak5VpeM5oKWwgcwNPFk4oeFQE4lXDK7lylK8vlLiQoaBIREREREZGySUGTlGt5BU3XM6MJoJrvlYLg8TnvPKcZTSIiIiIiIlJWKWiScs0aNPnlsHSugkeF67pmbjvPKWgSERERERGRsk5Bk5RrMVeCpgAvxyydA6juk/POcwqaREREREREpKxT0CTlVkq6mbQMC+DgpXPWnedUo0lERERERETKGQVNUm5Zl805O5nwcXexHb/hpXOq0SQiIiIiIiLl1A0HTWazmcjISC5fvuyI/ojcNDFJVwuBm0wm23FHLZ07k3AGi2GxHbcGTbHJ6aRmmK/r2iIiIiIiIiIlWaGDptGjR/Pxxx8DmSFT+/btad68OaGhoWzevNnR/RMpMjntOAdZls55BFzXdYO9g3E2OZNmSePv5L9tx/09XXF1zgy0LiakXde1RUREREREREqyQgdN33zzDU2bNgVg+fLlREVFcejQIcaMGcOLL77o8A6KFJWcdpwzDMO2dC7Q/fpmNLk4uRDsHQzYFwQ3mUxX6zRp+ZyIiIiIiIiUQYUOmv7++2+CgzN/iV61ahUPPvggt9xyC0OGDOHAgQMO76BIUclpRlNieiLplis70V3njCbIUhA8/pqC4KrTJCIiIiIiImVYoYOmKlWq8Pvvv2M2m1mzZg2dO3cGICkpCWdnZ4d3UKSoxCRlLl8LyLrj3JXZTJ4unni6eF73ta1BU9YZTZAlaNLOcyIiIiIiIlIGueTfxN7gwYPp378/ISEhmEwmOnXqBMCuXbuoX7++wzsoUlTicpjRZK3PVMH9+nacs9KMJhERERERESmPCh00TZkyhcaNG3Py5EkefPBB3N0zf3F2dnbm+eefd3gHRYpKTkvnbrQQuFU131xmNKlGk4iIiIiIiJRhhQ6aAB544AEAUlJSbMciIiIc0yORmyTmStAU4JV96VwFjxub0VTdpzqQx9I5BU0iIiIiIiJSBhW6RpPZbGbatGlUq1YNHx8fjh49CsC///1vPv74Y4d3UKSo5LTrnKOXzp1LOmcrLg6q0SQiIiIiIiJlW6GDpldffZUFCxYwY8YM3NzcbMcbN27MRx995NDOiRSlvJbO3eiMpiDPINyd3bEYFqITom3HNaNJREREREREyrJCB02ffvopH374IQMHDrTbZa5p06YcOnTIoZ0TKUo5Bk1Xls4FegTe0LVNJhNVfaoCcCrhakHwSj4eQGbQZBjGDd1DREREREREpKQpdNB0+vRp6tatm+24xWIhPT09h1eIlEyxSTnUaLIWA3cPuOHrW5fPZa3TFOSbOQswOd1MYpr5hu8hIiIiIiIiUpIUOmhq2LAh27Zty3b8m2++oVmzZg7plEhRMwwjzxlNN7p0DnIuCO7l5oKPe2YNfi2fExERERERkbKm0LvOTZo0iYiICE6fPo3FYmHp0qUcPnyYTz/9lBUrVhRFH0UcLinNTIYlc+laTjWabnTpHEB13ytBU3z2necSUjO4EJ9KrSDvG76PiIiIiIiISElR6BlNvXv3Zvny5WzYsAFvb28mTZrEwYMHWb58OZ07dy6KPoo4XMyV2UyuziY8Xa/WGivqpXMAlXxUEFxERERERETKpkLPaAK45557WL9+vaP7InLTWOsz+Xu6YTKZAEg3p5OQngA4ZkaTNWjKWgwcsu48l3LD9xAREREREREpSQo9o0mkLLhan+lq1mqtz+RscsbXzfeG71HNNzNoupRyiaT0JNtxW9CUoBlNIiIiIiIiUrYUekZThQoVbDNAsjKZTHh4eFC3bl0ee+wxBg8e7JAOihSFHAuBX1k25+/uj5PpxjNYPzc/fN18iU+L53TCaepVqAdkndGkoElERERERETKlkL/Nj1p0iScnJzo0aMHU6dOZerUqfTo0QMnJydGjhzJLbfcwogRI/jvf/9bFP0VcYjY5DQAArzcbMesM5ocsWzOKqed51SjSURERERERMqqQs9o2r59O6+88gpPPvmk3fEPPviAdevW8e2333Lbbbfx9ttv8/jjjzusoyKOlNeMJkcUAreq5lONg5cO2gdNWjonIiIiIiIiZVShZzStXbuWTp06ZTvesWNH1q5dC0D37t05evTojfdOpIjkFTRV8KjgsPvYCoLHXy0IrqVzIiIiIiIiUlYVOmgKDAxk+fLl2Y4vX76cwMDMJUeJiYn4+t54MWWRohJzZdc5v6xBUxEsnbMWBM9pRtPfCWlYLIbD7iUiIiIiIiJS3Aq9dO7f//43I0aMYNOmTbRs2RKAPXv2sGrVKubNmwfA+vXrad++vWN7KuJA1hlNATdh6RzYB02B3m6YTGC2GFxOSqPilZpNIiIiIiIiIqVdoYOmxx9/nIYNG/Luu++ydOlSAG699Va2bNlCmzZtAHj22Wcd20sRB7tZS+eq+14tBm4YBiaTCVdnJwK93LiYmMaFhFQFTSIiIiIiIlJmFDpoAmjbti1t27Z1dF9Ebpq4nIKmK0vnKrg7vkZTYnoisamxBHgEABDk454ZNMWnUj/YYbcTERERERERKVaFrtGUVUpKCnFxcXZfIqVBjHXpnFfRzmhyd3ankmclIOc6TSoILiIiIiIiImVJoYOmpKQkRo0aReXKlfH29qZChQp2XyKlQV5L5xxZDByy7DyXoJ3nREREREREpGwrdNA0fvx4Nm7cyPvvv4+7uzsfffQRU6dOpWrVqnz66adF0UcRh7JYjGxL5yyGhZjUGMCxxcAh753nFDSJiIiIiIhIWVLoGk3Lly/n008/pUOHDgwePJh77rmHunXrEhYWxhdffMHAgQOLop8iDhOfmoHFyPyz35WgKT4tHrNhBhy7dA6yzGiKzzKj6UoB8AsJCppERERERESk7Cj0jKZLly5Ru3ZtAPz8/Lh06RIAd999N1u3bnVs70SKgHU2k4erEx6uzsDVZXM+rj64Obs59H7Vfa7uPGelGU0iIiIiIiJSFhU6aKpduzZRUVEA1K9fnyVLlgCZM50CAgIc2jmRopBjfaYrO845etkcXJ3RpKBJREREREREyrpCB02DBw/m559/BuD5559n7ty5eHh4MGbMGMaPH+/wDoo42s0sBA5XazSdSTiDxbAAWYImLZ0TERERERGRMqTQNZrGjBlj+3OnTp04dOgQe/fupW7dutx2220O7ZxIUYhJygyaAjyvLpGzBk0BHgEOv18Vryo4m5xJt6RzPuk8wd7BthpNMUnppGaYcXdxdvh9RURERERERG62QgdN1woLC8Pf31/L5qTUsM5o8sth6VwFd8cWAgdwcXIh2DuY0wmnOZ1wmmDvYPw9XXF1NpFuNriYkEbVAE+H31dERERERETkZiv00rnXX3+dr776yvZ9//79qVixItWqVbMtqRMpyW720jmA6r72BcGdnEwE+ahOk4iIiIiIiJQthQ6a5s2bR2hoKADr169n/fr1rF69mm7duqlGk5QKMclpQM5BU1EsnYMsO8/FqyC4iIiIiIiIlF2FXjoXHR1tC5pWrFhB//796dKlCzVr1uSuu+5yeAdFHC3uyoymAK+bs3QOru48dyrhlO2YtU6TCoKLiIiIiIhIWVHoGU0VKlTg5MmTAKxZs4ZOnToBYBgGZrPZsb0TKQLFsXTOGjRZl86BZjSJiIiIiIhI2VPoGU19+/bl4Ycfpl69ely8eJFu3boBsH//furWrevwDoo4Wl5BU1Etnavmq6BJREREREREyr5CB02zZ8+mZs2anDx5khkzZuDj4wPA2bNneeqppxzeQRFHi0m6EjTlsHQu0L1oZzSdSzxHujkdV2dXBU0iIiIiIiJS5hQ6aHJ1dWXcuHHZjo8ZM8YhHRIpatfOaErJSCE5IxkouhlNFT0q4uniSXJGMmcSzxDmF6YaTSIiIiIiIlLmFLpG08KFC1m5cqXt++eee46AgADatGnD8ePHHdo5kaJwbdBkXTbn4uSCj6tPkdzTZDJR1bsqcHXnOc1oEhERERERkbKm0EHTa6+9hqenJwA7d+5k7ty5zJgxg6CgIM1qkhLPbDGIT8kAsgRNWZbNmUymIru3tU6Tdee5rEGTYRhFdl8RERERERGRm6XQS+dOnjxpK/r93Xff0a9fP4YPH07btm3p0KGDo/sn4lBxV2YzQfYZTUW1bM7q2p3ngq4snUtON5OYZsbHvdA/jiIiIiIiIiIlSqFnNPn4+HDx4kUA1q1bR+fOnQHw8PAgOTnZsb0TcTDrsjlvN2dcnTM//tYZTRU8KhTpva8NmrzdXfB2cwa0fE5ERERERETKhkJPoejcuTPDhg2jWbNm/PHHH3Tv3h2A3377jZo1azq6fyIOdW19Jrg6o6mCe9EGTdV9qgNXazRB5vK5xItJXIhPpVaQd5HeX0RERERERKSoFXpG09y5c2ndujUXLlzg22+/pWLFigDs3buXhx56yOEdFHGkGGvQ5OVmO2YLmop4RlN13ytBU4J90ASa0SQiIiIiIiJlQ6FnNAUEBPDuu+9mOz516lSHdEikKF2d0XT1o3+zl85dTr1MUnoSXq5eWYKmlCK9t4iIiIiIiMjNUOgZTQDbtm3jkUceoU2bNpw+nTk747PPPmP79u0O7ZyIoxXn0jkfNx/83f2BLDvPXSkIfiFBM5pERERERESk9Ct00PTtt98SHh6Op6cn+/btIzU18xfk2NhYXnvtNYd3UMSRYpPSgFyCpiKe0QRZCoJfqdOkpXMiIiIiIiJSlhQ6aHrllVeYN28e//3vf3F1vfrLetu2bdm3b59DOyfiaNYZTQFZazRdWToX6BFY5Pe/duc5BU0iIiIiIiJSlhQ6aDp8+DDt2rXLdtzf35+YmBhH9EmkyOS1dC7APaDI72/dec62dM5XS+dERERERESk7Ch00BQcHMyRI0eyHd++fTu1a9d2SKdEikpMUmbQ5HclaDJbzMSmxgLFtHTOxwPQjCYREREREREpGwodND3++OP861//YteuXZhMJs6cOcMXX3zBuHHjGDFiRFH0UcRhbEvnrgRNsWmxGBgAtkLdRamab2bQdO2Mpr8T0rBYjCK/v4iIiIiIiEhRcsm/ib3nn38ei8VCx44dSUpKol27dri7uzNu3DiefvrpouijiMNcu3TOumzOz80PVyfXXF/nKFlrNBmGQUWfzFpRZovB5aQ0Kl7ZhU5ERERERESkNCp00GQymXjxxRcZP348R44cISEhgYYNG+Lj41MU/RNxqLhcgqabUQgcoKpPVQCSM5K5nHqZQI9AAr3duJSYxoWEVAVNIiIiIiIiUqoVOmiycnNzo2HDho7si0iRi7k2aEq9eYXAAdyd3ansWZnzyec5HX+aQI9AKvm4ZwZN8anUD74p3RAREREREREpEgUOmoYMGVKgdp988sl1d0akKKWbLSSlmQEI8LKf0XQzCoFbVfetnhk0JZymSaUmVPJ15/C5eBUEFxERERERkVKvwEHTggULCAsLo1mzZhiGihZL6WOtzwTg61E8S+cgs07TvvP7shUEV9AkIiIiIiIipV2Bg6YRI0bw5ZdfEhUVxeDBg3nkkUcIDLx5v5yL3KiYpMygydfDBWcnE3Dzl87B1Z3nTiecBhQ0iYiIiIiISNnhVNCGc+fO5ezZszz33HMsX76c0NBQ+vfvz9q1azXDSUoF64wm67I5KJ6lc7ad5+KvBE1XCoBfSFDQJCIiIiIiIqVbgYMmAHd3dx566CHWr1/P77//TqNGjXjqqaeoWbMmCQkJRdVHEYe4dsc5KOagSTOaREREREREpIwpVNBk90InJ0wmE4ZhYDabHdknkSIRm1PQdGXpXAX3m1gM3Kc6AGcSz2C2mBU0iYiIiIiISJlRqKApNTWVL7/8ks6dO3PLLbdw4MAB3n33XU6cOIGPj09R9VHEIWKS0oCcZzTdzGLglb0q4+LkQoYlg/NJ568GTVo6JyIiIiIiIqVcgYuBP/XUUyxevJjQ0FCGDBnCl19+SVBQUFH2TcShYpMzAPD3dAPAMAxb0BTgEXDT+uHs5EyIdwgn409yKuEUdX2bApnFylMzzLi7ON+0voiIiIiIiIg4UoFnNM2bNw8/Pz9q167Nli1bGD58OH379s32VRhbt26lV69eVK1aFZPJxHfffWd3/rHHHsNkMtl9de3a1a7NpUuXGDhwIH5+fgQEBDB06NBs9aJ++eUX7rnnHjw8PAgNDWXGjBnZ+vL1119Tv359PDw8aNKkCatWrSrUe5GS79qlc8kZyaRZMmc53cylc2Bfp8nf0xVX58xd8C4mpN3UfoiIiIiIiIg4UoGDpkGDBnHvvfcSEBCAv79/rl+FkZiYSNOmTZk7d26ubbp27crZs2dtX19++aXd+YEDB/Lbb7+xfv16VqxYwdatWxk+fLjtfFxcHF26dCEsLIy9e/fyxhtvMGXKFD788ENbmx9++IGHHnqIoUOHsn//fvr06UOfPn349ddfC/V+pGSLSbZfOncp5RIAHs4eeLl63dS+ZA2anJxMBPmoTpOIiIiIiIiUfgVeOrdgwQKH37xbt25069Ytzzbu7u4EBwfneO7gwYOsWbOGPXv2cMcddwDwzjvv0L17d958802qVq3KF198QVpaGp988glubm40atSIyMhIZs2aZQuk5syZQ9euXRk/fjwA06ZNY/369bz77rvMmzfPge9YipN117kAr8ygqTiWzVlV980sCH46/urOc2djUxQ0iYiIiIiISKlW4KCpuGzevJnKlStToUIF7rvvPl555RUqVqwIwM6dOwkICLCFTACdOnXCycmJXbt2cf/997Nz507atWuHm5ubrU14eDivv/46ly9fpkKFCuzcuZOxY8fa3Tc8PDzbUr6sUlNTSU29GgrExcUBkJ6eTnp6uiPeerlmfYaOfJbWYuDeribS09P5O/FvAALcAm76mAV7ZoanJ+NPkp6eTkXvzPArOjapRHx+iuL5S9HQWJVcGpvSQeNUcmlsSg+NVemgcSrZND6lQ3kep8K85xIdNHXt2pW+fftSq1Yt/vrrL1544QW6devGzp07cXZ2Jjo6msqVK9u9xsXFhcDAQKKjowGIjo6mVq1adm2qVKliO1ehQgWio6Ntx7K2sV4jJ9OnT2fq1KnZjq9btw4vr5u7DKssW79+vcOudeq8M2Di0IH9GCcM9qXtAyAjPuOm1+Q6lXEKgKN/H2XVqlWkXHYCnPhh3wF8z/9yU/uSF0c+fylaGquSS2NTOmicSi6NTemhsSodNE4lm8andCiP45SUlFTgtiU6aPrnP/9p+3OTJk247bbbqFOnDps3b6Zjx47F2DOYOHGi3SyouLg4QkND6dKlC35+fsXYs7IhPT2d9evX07lzZ1xdXR1yzVd/3QKk0qV9WxpV9ePvg3/DfqhXvR7d23R3yD0K6nLKZeYtnUe8EU+n8E4c3nSCneePUiGkJt27N7ipfclJUTx/KRoaq5JLY1M6aJxKLo1N6aGxKh00TiWbxqd0KM/jZF3FVRAlOmi6Vu3atQkKCuLIkSN07NiR4OBgzp8/b9cmIyODS5cu2eo6BQcHc+7cObs21u/za5NbbSjIrB3l7u6e7birq2u5+8AVJUc+T+uucxV9PXF1dSUuPfMHpaJnxZs+ZpVcKuHp4klyRjIXUi8QHOAJwMXE9BL1+dHnufTQWJVcGpvSQeNUcmlsSg+NVemgcSrZND6lQ3kcp8K83wLtOte8eXMuX84snPzyyy8XasqUI506dYqLFy8SEhICQOvWrYmJiWHv3r22Nhs3bsRisXDXXXfZ2mzdutVuPeH69eu59dZbqVChgq3N999/b3ev9evX07p166J+S3KTpKSbSc2wAOB/TTHwCh4Vbnp/TCaT3c5zlay7ziWoGLiIiIiIiIiUXgUKmg4ePEhiYiIAU6dOJSEhwSE3T0hIIDIyksjISACioqKIjIzkxIkTJCQkMH78eH788UeOHTvG999/T+/evalbty7h4eEANGjQgK5du/L444+ze/duduzYwahRo/jnP/9J1apVAXj44Ydxc3Nj6NCh/Pbbb3z11VfMmTPHbtnbv/71L9asWcPMmTM5dOgQU6ZM4aeffmLUqFEOeZ9S/KyzmZxM4OOWOZHvcmrxBU0A1X2u7DyXcJpKvleCJu06JyIiIiIiIqVYgZbO3X777QwePJi7774bwzB488038fHxybHtpEmTCnzzn376iXvvvdf2vTX8iYiI4P333+eXX35h4cKFxMTEULVqVbp06cK0adPslqx98cUXjBo1io4dO+Lk5ES/fv14++23bef9/f1Zt24dI0eOpEWLFgQFBTFp0iSGDx9ua9OmTRsWLVrESy+9xAsvvEC9evX47rvvaNy4cYHfi5Rs1qDJ39MVJycTcHVGU6B7YLH0qZpv5oymUwmnuCvoatBkGAYmk6lY+iQiIiIiIiJyIwoUNC1YsIDJkyezYsUKTCYTq1evxsUl+0tNJlOhgqYOHTpgGEau59euXZvvNQIDA1m0aFGebW677Ta2bduWZ5sHH3yQBx98MN/7SemUNWiysgZNAR4BxdEl29K5U/GnCLqydC453Uximhkf91JVPk1EREREREQEKGDQdOutt7J48WIAnJyc+P7776lcuXKRdkzEkWKTcgiainnpXNYaTd7uLni7OZOYZuZCfKqCJhERERERESmVClSjKSuLxaKQSUqdmCszmvyuBE3plnTi0+IBqOBe/EEToDpNIiIiIiIiUupd17SJv/76i7feeouDBw8C0LBhQ/71r39Rp04dh3ZOxFGsS+cCvNwAiEmJAcDJ5IS/u3+x9Km6b2Yx8NjUWBLSEgjycePYxSRWHziL2WLQslYgzk6q1SQiIiIiIiKlR6FnNK1du5aGDRuye/dubrvtNm677TZ27dpFo0aNWL9+fVH0UeSGXa3RZL/jXIB7AE6mQv8YOIS3qzcB7gEALImM5NczcQDM/+EYD/33R+5+fSNrfj1bLH0TERERERERuR6FntH0/PPPM2bMGP7zn/9kOz5hwgQ6d+7ssM6JOEpsUhpwtUaTrRD4laCnuFT3qU5MagyvrfuBjPRGdueiY1MY8fk+3n+kOV0bhxRTD0VEREREREQKrtBTOQ4ePMjQoUOzHR8yZAi///67Qzol4mi2pXOemUvnirsQuFXVK3WaTG6Xsp2z7sc4dfnvmC25784oIiIiIiIiUlIUOmiqVKkSkZGR2Y5HRkaqSLiUWFeXztnPaCquQuBWTubAzH+6Xs7xvAGcjU1hd1T2IEpERERERESkpCn00rnHH3+c4cOHc/ToUdq0aQPAjh07eP311xk7dqzDOyjiCLHX7DpnC5qKeUaTG0EAOLnmHSSdj0+5Gd0RERERERERuSGFDpr+/e9/4+vry8yZM5k4cSIAVatWZcqUKTzzzDMO76CII8TkNqOpmIOmWv414BSYcpnRZFXZ1+Mm9UhERERERETk+hU6aDKZTIwZM4YxY8YQHx8PgK+vr8M7JuJIcdYaTV5XgqbUkrF07r669ZnzGzi5XSJzoZzJ7rwJCPb3oGWtwOLonoiIiIiIiEihFDpoykoBk5QGhmHkXqOpmGc0VfetigkTOKXj5JyAxXz1Z8oaOU3u1RBnJ1POFxAREREREREpQQpdDFyktElKM5Nuzty1zRY0lZBd59yc3ajslVlEP6hCot25YH8P3n+kOV0bhxRH10REREREREQKTUGTlHnW2Uyuzia83JyBkrPrHEA1n2oATLo/mH/3aABAkLcb2yfcp5BJREREREREShUFTVLmZV02ZzKZMAyDmJQYoPhnNAFU960OwNnEMzx4ZygAfyem2fotIiIiIiIiUloUKmhKT0+nY8eO/Pnnn0XVHxGHswY2fleWzcWnx5NhZAAlI2iyzmg6nXAaPw9XagV5A3DgdGxxdktERERERESk0AoVNLm6uvLLL78UVV9EikRMUs6FwL1cvHB3di+2fllZZzSdSjjF/7d33+FxVdfex79nmnovluQO7rgb29h0QscEAzcXSOHCS+CSkAsEAgkptISYQIDQUukJCSSEUAwxOAZMsQH33ntRs3rXlP3+MZIs2bI1kkaaOfLv8zzzzMyZM/us2Xs00iztvQ7A2P4pAKxVoklERERERERsptNL5775zW/y7LPP9kQsIj2ismlGU2qUnXGuWcuMpqp9AIzrnwzAmr1KNImIiIiIiIi9uDr7BJ/Px3PPPcd//vMfpkyZQkJCQpvHH3300bAFJxIOrWs0QXQVAoeDiaaCmgL8AX/LjCYtnRMRERERERG76XSiae3atUyePBmAzZs3t3nMsqzwRCUSRuV1jUCrRFNDdM1oyo7Pxu1w4w14KawtZGz/LAD2lddRVtNIWoInwhGKiIiIiIiIhKbTiaYPP/ywJ+IQ6TEtM5rigwmbaFs657Ac5CXmsatyF/uq9zE1J48hGfHsLKllzb4KThuRFekQRURERERERELS6RpNzbZu3cp7771HXV0dAMaYsAUlEk4VdcEzzEXr0jk4uHxub1XbguBaPiciIiIiIiJ20ulEU0lJCV/5ylcYMWIEF154Ifn5+QBcd9113H777WEPUKS7DqvRFGVL56BVQfDqYEHw8QOaEk0qCC4iIiIiIiI20ulE0/e//33cbje7d+8mPj6+ZfsVV1zBvHnzwhqcSDhU1B5SoynKls5BqxlN1ZrRJCIiIiIiIvbV6RpN77//Pu+99x4DBgxos3348OHs2rUrbIGJhEvzjKbU+CheOpfUNKOpKjijqTnRpILgIiIiIiIiYiedntFUU1PTZiZTs9LSUmJiYsISlEg42WHp3IDEYOK2eelccqybIRnBnzPNahIRERERERG76HSi6dRTT+Wll15quW9ZFoFAgIceeogzzzwzrMGJdFcgYA5PNEXx0rniumLqffWAls+JiIiIiIiI/XR66dxDDz3EV77yFZYuXUpjYyN33nkn69ato7S0lM8++6wnYhTpsupGH4GmEyKmxLlp8DdQ66sFoifRlF+dT2l9KbGuWOp99Xyy7xP6J/anX+YBHLH7WLrXDQyLdJgiIiIiIiIiHep0omns2LFs3ryZp556iqSkJKqrq7nsssu46aabyM3N7YkYRbqsojY4mynG5SDW7aSgphgAl+UiyZ0UydCAYJJp1huzaPQ3tmy77aPbWm4nDIWlfhf51ePITdTPl4iIiIiIiES3TieaAFJSUvjJT34S7lhEwu5Iy+ZSY1OxLCticTUrayhrk2Rql+VjV3mREk0iIiIiIiIS9bqUaCorK+PZZ59lw4YNAIwZM4Zrr72W9PT0sAYn0l12KAQeim3F1Zw0oOP9RERERERERCKp08XAP/74Y4YMGcITTzxBWVkZZWVlPPHEEwwdOpSPP/64J2IU6bLmRFNq/CGFwGPslWjaUlQd6RBEREREREREOtTpGU033XQTV1xxBb/73e9wOp0A+P1+vvvd73LTTTexZs2asAcp0lV2OONcKLYp0SQiIiIiIiI20OkZTVu3buX2229vSTIBOJ1ObrvtNrZu3RrW4ES6q7ypGHjyoUvnbDajaasSTSIiIiIiImIDnU40TZ48uaU2U2sbNmxgwoQJYQlKJFxals7FeQD7zmgqrGqgrKaDouEiIiIiIiIiERbS0rnVq1e33L755pu55ZZb2Lp1KyeddBIAn3/+OU8//TQPPvhgz0Qp0kV9ZekcwNr9FZw6PCvSYYiIiIiIiIgcUUiJpokTJ2JZFsaYlm133nnnYft9/etf54orrghfdCLdVNmSaAq+1aPtrHNpMWl4nB4a/UeerWThxvgSWLNPiSYRERERERGJbiElmnbs2NHTcYj0iPK6YAInJUrPOpebmMvc2XNbEmBFtUX83wf/hxMnz1/wPDHOGN5ZWcnTG0pYu68iwtGKiIiIiIiIHF1IiabBgwf3dBwiPeLQGk3lDeVA9MxogmCyKTcxF4DR6aPJjsumqK4IX8DHpOxJlA0+wNOUsEaJJhEREREREYlyISWaDrV//34+/fRTioqKCAQCbR67+eabwxKYSDg0J5qS49wETOBgoilKZjQdyrIsJmZP5P1d77OyaCVTc6YyNi8FgD2ldZTXNpIa74lwlCIiIiIiIiLt63Si6YUXXuB///d/8Xg8ZGRkYFlWy2OWZSnRJFGlvPZgMfCKhgoCJpgYTY1NjWBURzcpexLv73qfFUUrgOCyv0Hp8ewurWXtvkpOGZ4Z4QhFRERERERE2ufo7BN+9rOfcffdd1NRUcHOnTvZsWNHy2X79u09EaNIl/gDhqp6HwCp8e6WOkhJniTcDnckQzuqSdmTAFhZvLIlMTauf3BW0+p95ZEKS0RERERERKRDnU401dbWcuWVV+JwdPqpIr2qqt7bcjslzh11hcCPZET6COJccVQ1VrG9PJi8HTcgmGhSQXARERERERGJZp3OFl133XX84x//6IlYRMKquT5TvMeJ2+k4mGiKokLg7XE73IzLHAfAiuLg8rnmGU0qCC4iIiIiIiLRrNM1mubMmcOsWbOYN28e48aNw+1uuwTp0UcfDVtwIt3Ruj4T0LJ0LtpnNAFMzJ7IlwVfsrJoJV8b8TUVBBcRERERERFb6FKi6b333mPkyJEAhxUDF4kWzTOaWhJNNpnRBDA5ezKACoKLiIiIiIiIrXQ60fTII4/w3HPPcc011/RAOCLhY+dE0/is8VhY7Knaw4G6A2TGZTKufwq7S2tZs69CiSYRERERERGJSp2u0RQTE8PJJ5/cE7GIhFX5oYkmGy2dS/IkMTxtOAAri1YCMLa/CoKLiIiIiIhIdOt0oumWW27hySef7IlYRMKqsinRlBpvvxlNAJOyJwEHl8+pILiIiIiIiIhEu04vnfvyyy/54IMPmDt3LieccMJhxcBff/31sAUn0h12XjoHwYLgr256tdWMpmQAdpfWUlHrJSXefZRni4iIiIiIiPS+TieaUlNTueyyy3oiFpGwqrDxWefg4Iym9aXrqfPVkRofx8D0OPaU1rF2fwUnD1OdJhEREREREYkunU40Pf/88z0Rh0jYldc1AsFEkzHGdjOa8hLyyI7LpqiuiLUH1jI1Zyrj+qewp7SO1XuVaBIREREREZHo0+kaTSJ20bJ0Lt5Dna+OBn8DYJ9Ek2VZTMyeCKgguIiIiIiIiNhDp2c0DR06FMuyjvj49u3buxWQSLhU1PmA4Iym5mVzHoeHeFd8JMPqlEnZk3h/1/stBcHH908FVBBcREREREREolOnE0233nprm/ter5cVK1Ywb9487rjjjnDFJdJtFbUHl86V1xcBwdlMR0uURpvmOk0ri1cSMAEVBBcREREREZGo1ulE0y233NLu9qeffpqlS5d2OyCRcGleOpca52ZPfSlgn2VzzUakjyDOFUdVYxXby7czLG2YCoKLiIiIiIhI1ApbjaYLLriAf/7zn+FqTqRbvP4ANY1+oO3SObucca6Z2+FmXOY4AFYUB5fPjWuq06TlcyIiIiIiIhJtwpZoeu2110hPTw9XcyLdUtk0mwkgOc5tuzPOtXakguBKNImIiIiIiEi06fTSuUmTJrWpcWOMoaCggOLiYn7729+GNTiRripvSjQlxbhwOixbJ5qa6zQ1FwQfpzPPiYiIiIiISJTqdKJp9uzZbe47HA6ysrI444wzGDVqVLjiEumW5vpMzcWy7bp0DmBC1gQsLPZU7eFA3QHG5gUTTbtKaqmo85ISp4LgIiIiIiIiEh06nWi65557eiIOkbBqSTQ1JWHsPKMpyZPEsLRhbCnbwsqilZw9+GwGpMWxt6yOdfsqmKmC4CIiIiIiIhIlwlajSSSaVNT2nUQTwKSs9pfPrdbyOREREREREYkiISeaHA4HTqfzqBeXq9MTpER6RPOMptSmpXPlDeWAPZfOgQqCi4iIiIiIiD2EnBn617/+dcTHFi9ezBNPPEEgEAhLUCLddejSudL6UsDGM5qaCoKvL11Pva+e8QNUEFxERERERESiT8iJpksuueSwbZs2beJHP/oRb7/9Nt/4xje4//77wxqcSFc1J5qS49x4A14qGysB+yaa+if2Jysui+K6YtYeWMvYvPGACoKLiIiIiIhIdOlSjab9+/dz/fXXM27cOHw+HytXruTFF19k8ODB4Y5PpEvKW9VoqmgIzvqxsEjxpEQyrC6zLOvg8rnilaQleBiQFgfAOs1qEhERERERkSjRqURTRUUFP/zhDxk2bBjr1q1jwYIFvP3224wdO7an4hPpkpYaTXGelkLgKTEpOB3OSIbVLc3L5w4tCK46TSIiIiIiIhItQk40PfTQQxx33HHMnTuXv/3tbyxatIhTTz21J2MT6bLKVjWaWgqB23TZXLPmRNPKopUETEAFwUVERERERCTqhFyj6Uc/+hFxcXEMGzaMF198kRdffLHd/V5//fWwBSfSVeV1jUAw0dRSCNymZ5xrNjJ9JHGuOCobK9lRsaNlRpMKgouIiIiIiEi0CDnRdPXVV2NZVk/GIhI2LUvn4t3srQounbP7jCa3w824zHF8WfAlK4pW8JX+XwVgpwqCi4iIiIiISJQIOdH0wgsv9GAYIuFV0WrpXNmBvpFoApiYPbEl0fRfI/6L/qlx7CuvY92+CmYOy4x0eCIiIiIiInKM69JZ50SiWb3XT703AEBynLulGLjdl86BCoKLiIiIiIhIdItoounjjz/m4osvJi8vD8uyeOONN9o8bozh7rvvJjc3l7i4OM4++2y2bNnSZp/S0lK+8Y1vkJycTGpqKtdddx3V1dVt9lm9ejWnnnoqsbGxDBw4kIceeuiwWP7xj38watQoYmNjGTduHO+++27YX6/0juZC4JYFSTGug4mmPjCjaULWBCws9lTt4UDdAcYNUKJJREREREREokdEE001NTVMmDCBp59+ut3HH3roIZ544gl+//vf88UXX5CQkMB5551HfX19yz7f+MY3WLduHfPnz2fu3Ll8/PHH3HDDDS2PV1ZWcu655zJ48GCWLVvGww8/zL333ssf//jHln0WLVrEVVddxXXXXceKFSuYPXs2s2fPZu3atT334qXHtF4253BYlDX0nURTkieJYWnDgODZ51QQXERERERERKJJRBNNF1xwAb/4xS+49NJLD3vMGMNvfvMbfvrTn3LJJZcwfvx4XnrpJfbv398y82nDhg3MmzePZ555hunTp3PKKafw5JNP8sorr7B//34AXn75ZRobG3nuuec44YQTuPLKK7n55pt59NFHW471+OOPc/7553PHHXcwevRofv7znzN58mSeeuqpXukHCa/WiSagTy2dA5iUdXD5XHOiaWdJLZX13kiGJSIiIiIiIhJ6MfDetmPHDgoKCjj77LNbtqWkpDB9+nQWL17MlVdeyeLFi0lNTeXEE09s2efss8/G4XDwxRdfcOmll7J48WJOO+00PB5Pyz7nnXcev/rVrygrKyMtLY3Fixdz2223tTn+eeedd9hSvtYaGhpoaGhouV9ZWQmA1+vF69UX/u5q7sOu9OWBqjoAkmNdeL3elkRTkiupT4zNuIxx/J2/s7xwOYkTLfqnxrKvvJ5Vu0o56bj0sByjO/0vvUtjFb00NvagcYpeGhv70FjZg8Ypuml87OFYHqfOvOaoTTQVFBQA0K9fvzbb+/Xr1/JYQUEB2dnZbR53uVykp6e32Wfo0KGHtdH8WFpaGgUFBUc9TnvmzJnDfffdd9j2999/n/j4+FBeooRg/vz5nX7Ol8UW4MRbXc4777xDaV0pACsWrWCHY0eYI+x9Zf5g4mxDyQbefOdNMhwx7MPBax98QelGE9ZjdaX/JTI0VtFLY2MPGqfopbGxD42VPWicopvGxx6OxXGqra0Ned+oTTRFu7vuuqvNLKjKykoGDhzIueeeS3JycgQj6xu8Xi/z58/nnHPOwe12d+q5RYt3wdZNHD8wj9POGYr/NT8Al51/GbGu2J4It1cZY3jpjZc4UHeAAVMHcHZiGqv/sxVfcn8uvHB8WI7Rnf6X3qWxil4aG3vQOEUvjY19aKzsQeMU3TQ+9nAsj1PzKq5QRG2iKScnB4DCwkJyc3NbthcWFjJx4sSWfYqKito8z+fzUVpa2vL8nJwcCgsL2+zTfL+jfZofb09MTAwxMTGHbXe73cfcG64ndaU/qxsCAKQmeKjx1wAQ54ojKS4p7PFFyqTsSczfNZ+1pWuZMOgSANbnV4X9vaf3s31orKKXxsYeNE7RS2NjHxore9A4RTeNjz0ci+PUmdcb0WLgRzN06FBycnJYsGBBy7bKykq++OILZsyYAcCMGTMoLy9n2bJlLft88MEHBAIBpk+f3rLPxx9/3GY94fz58xk5ciRpaWkt+7Q+TvM+zccRe2ldDLy0Ibhsrq8UAm82KfvwguA7DtSoILiIiIiIiIhEVEQTTdXV1axcuZKVK1cCwQLgK1euZPfu3ViWxa233sovfvEL3nrrLdasWcPVV19NXl4es2fPBmD06NGcf/75XH/99Xz55Zd89tlnfO973+PKK68kLy8PgK9//et4PB6uu+461q1bx6uvvsrjjz/eZtnbLbfcwrx583jkkUfYuHEj9957L0uXLuV73/teb3eJhEFzoik13n3wjHOxfTPRtLJoJanxLvqnxgGwdl9FJMMSERERERGRY1xEE01Lly5l0qRJTJoU/NJ82223MWnSJO6++24A7rzzTv7v//6PG264galTp1JdXc28efOIjT1YZ+fll19m1KhRfOUrX+HCCy/klFNO4Y9//GPL4ykpKbz//vvs2LGDKVOmcPvtt3P33Xdzww03tOwzc+ZM/vrXv/LHP/6RCRMm8Nprr/HGG28wduzYXuoJCafWM5qaE02psakRjCj8RqaPJM4VR2VjJTsqdjC2f7AumBJNIiIiIiIiEkkRrdF0xhlnYMyRz5JlWRb3338/999//xH3SU9P569//etRjzN+/Hg++eSTo+7zta99ja997WtHD1hsoby2EQgmmvY3BBNN6THpkQwp7NwON2Mzx7KkYEnT8rkJvLeukDX7Qi/QJiIiIiIiIhJuUVujSaSrDs5o8lBeXw70vaVzABOzJgLBOk1jm+o0aUaTiIiIiIiIRJISTdLnVNT5gKZi4PVNxcD7YKKpdZ0mFQQXERERERGRaKBEk/Qpxhgqm2c0xbspa1o619fOOgcwIXsCFha7q3ZjnFUtBcHXafmciIiIiIiIRIgSTdKn1Hn9NPoDQHBGU19eOpfsSeb41OMBWFW0SgXBRUREREREJOKUaJI+pbk+k8thkeBx9umlc3Bw+VywIHhw+dwaJZpEREREREQkQpRokj7lYCFwN5Zl9emlc9Aq0VSsguAiIiIiIiISeUo0SZ9SXnsw0dTob6TGWwP03RlNE7MnArC+ZD0jcmIA2H6ghioVBBcREREREZEIUKJJ+pSK1oXA64OzmZyWkyRPUiTD6jEDEgeQFZeFL+Ajv34reSmxAKxVQXARERERERGJACWapE9pvXSuvKEcgNSYVBxW33yrW5bVMqtpRZGWz4mIiIiIiEhk9c1v33LMqmyVaOrrhcCbqSC4iIiIiIiIRAslmqRPaV2jqXnp3LGSaFpZtJIx/YNLBDWjSURERERERCJBiSbpU5qXzqXGufv8GeeajUwfSZwrjsrGSlKSg69ZBcFFREREREQkEpRokj6lOdGUfAzNaHI73IzNHAvAzup1LQXB1+1XQXARERERERHpXUo0SZ9SXnfsLZ0DmJg1EVBBcBEREREREYksJZqkT2lZOhfvaVk6lxqTGsGIekfrOk0qCC4iIiIiIiKRokST9CmV7cxoSo9Nj2RIvWJC9gQsLHZX7WZQth9QoklERERERER6nxJN0qdUtEo0lTeUA8fG0rlkTzLHpx4PQMCzE4AdKgguIiIiIiIivUyJJukzjDFtEk2l9aVA3z/rXLPm5XPbKteSmxKLMSoILiIiIiIiIr1LiSbpM6obfPgDBoDkOCcVDcGlY8fCjCY4mGhaUayC4CIiIiIiIhIZSjRJn9E8m8njcuA1tfhNsFbRsTKjaWL2RADWl6xndF4soDpNIiIiIiIi0ruUaJI+o6S6EYAYl4MPNm8HINGdiNvpjmRYvWZA4gAy4zLxBXwkJxcASjSJiIiIiIhI71KiSfqEeWvzufaFJQBU1fv4weuLAIhxJEcyrF5lWVbL8rkaxzYgWBC8usEXybBERERERETkGKJEk9jevLX5fOcvyymtaWzZZjlrACgqdzJvbX6kQut1E7MmArClYs3BguCa1SQiIiIiIiK9RIkmsTV/wHDf2+sxh2y3XMFEk/ElcN/b61uKhPd1zTOaVhav5IS8JEDL50RERERERKT3KNEktvbljlLyK+oP2948o8n4E8ivqOfLHaW9HVpEjMoYRawzloqGCgb2C/aBzjwnIiIiIiIivUWJJrG1oqrDk0zQNtF0tP36GrfDzdjMsQC44ncCmtEkIiIiIiIivUeJJrG17KTYdrc3L50L+BKOul9f1Lx8rsy/BYDtKgguIiIiIiIivUSJJrG1aUPTyU2JxTpke/OMJvwJ5KbEMm1oeq/HFikTsycCsLF8NTnJKgguIiIiIiIivUeJJrE1p8PinovHHF4MvNXSuXsuHoPTcWgqqu+akDUBgF2VuxjZP/i6tXxOREREREREeoMSTWJ754/N5evTBrbZ1rx07s5zJnP+2NxIhBUxKTEpDEsdBkB6+j5ABcFFRERERESkdyjRJH2CZQVn7lw8IY/Hr5xIbEyw+PcFo4dHMqyIaa7T5PfsADSjSURERERERHqHEk3SJ2zIrwTgnDH9OHdsOo2BYKIpLTYtkmFFTHOiqaBxI6CC4CIiIiIiItI7lGgS2/MHDBsLqgAYk5tEeX05AG6HmwR3QgQji5zmguBbyjfQL9mBMbB+f2VkgxIREREREZE+T4kmsb1dJTXUNvqJdTsYmplIaUMpAGkxaS1L6o41AxIHkBmXiS/gY3D/MkDL50RERERERKTnKdEktrchPzibaWROMk6HRVl9MLFyrC6bg2DNqublc4nJewAVBBcREREREZGep0ST2N76/GACZUxuEkBLoik1NjVSIUWFiVkTAah1bAU0o0lERERERER6nhJNYnvNM5rG5CYDBxNN6THpEYspGjTPaNpduwEIsK24mhoVBBcREREREZEepEST2F5zkesxeU2JpgYtnQMYlTGKWGcsVY0VZKVXYgysU0FwERERERER6UFKNImtldY0UlBZDwRrNIGWzjVzO9yMzRwLQG6/AkDL50RERERERKRnKdEktrYhPzhDZ0hGPIkxLkBL51prXj7nit8FqCC4iIiIiIiI9CwlmsTWmpfNjW6qzwRQ3lAOaOkcwMTsiQCU+zcD8MWOEt5cuY/F20rwB0wEIxMREREREZG+yBXpAES6Y33TjKYxrRJNpfWlgBJNABOyJgBQ3LAPy1nN/nK45ZWVAOSmxHLPxWM4f2xu5AIUERERERGRPkUzmsTWmpfONRcCh1bFwGOUaEqJSaFf7GAAnHG72jxWUFHPd/6ynHlr8yMRmoiIiIiIiPRBSjSJbdV7/WwtqgYOLp3zBXxUNgSTT8d6MXAAf8BQUpIHgDO+baKpeeHcfW+v1zI6ERERERERCQslmsS2thZV4wsYUuPd5KbEAlDRUIFpSqGkxqRGMLro8OWOUqoqBgDgjNt52OMGyK+o58sdpb0bmIiIiIiIiPRJSjSJbbWuz2RZFnDwjHMpMSm4HCpBVlRVj792CACO2H1geY+4n4iIiIiIiEh3KdEkttXeGedUn6mt7KRYjDedgC8Ry+HHGbvviPuJiIiIiIiIdJcSTWJb7Z1xrnlGk844FzRtaDq5KXEEapsKgsfvbPO4RfDsc9OGpvd+cCIiIiIiItLnKNEktmSMafeMc+UN5YBmNDVzOixuPi+TgDfYH86EjThi9+GI3Yez6frm8zJxOqwIRyoiIiIiIiJ9gYrYiC3tLaujqt6H22lxfFZiy/bS+mBRa81oCsqvzufX6/8fnoxGAFwJO3ENfbLNPr9e/wfOGDGX3MTcSIQoIiIiIiIifYhmNIktNc9mGp6dhMd18G2spXNtlTWU0ehvPOo+jf7GltpWIiIiIiIiIt2hRJPY0vp2ls3BwWLgqTGpvR2SiIiIiIiIyDFPiSaxpfbOOAcHZzSlx6q4tYiIiIiIiEhvU6JJbGlDweFnnAMtnRMRERERERGJJCWaxHYq6rzsKa0D2kk0NS2d01nnRERERERERHqfEk1iOxub6jP1T40jJd7dst0YoxlNIiIiIiIiIhGkRJPYTvMZ5w6tz1Trq8Ub8AJKNImIiIiIiIhEgivSAYh01qFnnMuvzqesoYzCmkIAPA4POyp2tOyfFpNGbmJu7wcaBdJi0vA4PTT6G4+4j8fh0VJDERERERERCQslmsR2WhJNuUnkV+cz641ZbRIpjYFGrph7Rct9j9PD3Nlzj8lkU25iLnNnz22pXWWM4Yb5N1DZWIm34DIa6/rzp/931jHZNyIiIiIiIhJ+WjontuL1B9hcWA3AmNwUyhrKjjpbB6DR39iSaOmSD+fAwofaf2zhQ8HHo1huYi5jMsYwJmMMJ2SewKkDTgUgJ7OOQH1/tu53d9CCiIiIiIiISGiUaBJb2V5cQ6MvQGKMiwFpcb1zUIcTPnzg8GTTwoeC2x3O3okjTE7OOxkAK24zAIu3l0QyHBEREREREelDtHRObGV9fgUAo3OTcDis3jno6XcGrz984OD95iTTmT85+LhNzMibAUCJdzuWs5ovtpdgjMGyeqk/RUREREREpM9SoklsZUN+FQBjDjnjXI87/U4I+A7ObAp4bZlkAsiMy2Rk2kg2lW0iNnkbB8oS2VJUzYh+SZEOTURERERERGxOS+fEVtbvDxYCH93biSYAR1NeNuAFp8eWSaZmM/vPBCAreycAi7dp+ZyIiIiIiIh0nxJNYhvGmINnnMvr5UST3wufPd7qfuORC4TbwMy8YKKpwbURMEo0iYiIiIiISFho6ZzYRlFVA6U1jTgdVu8v83r9BmisPnh/2DltazbZzOTsycS54qj1leGIKeDzHR4CAdN7da9ERERERESkT9KMJrGN5mVzx2UmEOsOnuktLSYNj9Nz1Od5nB7SYtK6fuCFD8G614O3UwYFrxsqgzWa2jsbnQ14nB5O7HciAHHJWymv9bKxoCrCUYmIiIiIiIjdaUaT2EZ7y+ZyE3P511f/xWVvXUaDv4GHT3uYQcmD2jwvLSaN3MTcrh+4qjB4bTngay/AM1+BPV/A5c8Gtwf8XW87gmbmzeSTfZ+QkrGDmuJTWby9pPeXJIqIiIiIiEifokST2EZLoumQQuAl9SU0+BtIi0nj3CHn4rDCPFHPalpONvJCGDAFBp8Muz6Fdf+y5bK5ZjP7z4QlUGttAauRxdtKuO6UoZEOS0RERERERGxMS+fENjYc4YxzSwqWAHBizonhTzI1VMGqV4K3p347eD320uB183I6mxqaPJTchFz8eHHG7+CLHSX4AybSYYmIiIiIiIiNKdEktlDb6GNHSQ1weKLpy4IvAZiaMzX8B171CjRWQcZwOO6M4LbRl4DlhP0roGRb+I/ZSyzLajn7XFzKVqrqfS11sERERERERES6QokmsYWNBVUYA9lJMWQlxbRsb/Q3sqpoFQBT+4U50WQMLGmqwzT12weX0CVmwdDTgrfX/Su8x+xlLYmm5K0ALN5+IJLhiIiIiIiIiM1FdaLp3nvvxbKsNpdRo0a1PF5fX89NN91ERkYGiYmJXH755RQWFrZpY/fu3Vx00UXEx8eTnZ3NHXfcgc/na7PPRx99xOTJk4mJiWHYsGG88MILvfHypBPWH2HZ3JoDa6j315Mem87xqceH96C7PoPiDeBOgIlXtX1s7GXBa5snmqbnTsdhOai38rFc5SzeVhLpkERERERERMTGojrRBHDCCSeQn5/fcvn0009bHvv+97/P22+/zT/+8Q8WLlzI/v37ueyyy1oe9/v9XHTRRTQ2NrJo0SJefPFFXnjhBe6+++6WfXbs2MFFF13EmWeeycqVK7n11lv59re/zXvvvderr1OObkM7Z5yDVvWZ+p2I1TzjKFy+/FPwevx/Q2xK28dGzQKHGwrXQvGm8B63F6XEpDA2cywAroQtLNlZhs8fiHBUIiIiIiIiYldRn2hyuVzk5OS0XDIzMwGoqKjg2Wef5dFHH+Wss85iypQpPP/88yxatIjPP/8cgPfff5/169fzl7/8hYkTJ3LBBRfw85//nKeffprGxkYAfv/73zN06FAeeeQRRo8ezfe+9z3+67/+i8ceeyxir1kOd6QzzjUnmqblTAvvASvzYePc4O3mIuCtxafD8WcFb6+1d1Hwk/NOBiA2eQvVDT7W7KuIcEQiIiIiIiJiV65IB9CRLVu2kJeXR2xsLDNmzGDOnDkMGjSIZcuW4fV6Ofvss1v2HTVqFIMGDWLx4sWcdNJJLF68mHHjxtGvX7+Wfc477zy+853vsG7dOiZNmsTixYvbtNG8z6233nrUuBoaGmhoaGi5X1kZTIR4vV68Xm8YXvmxrbkPvV4v/oBhY1OiaXhWfMtjDf4GVhUH6zNNzJwY1n53LHkWZ8BHYOBJ+DNGQjttW6MvwbXlPczaf+I7+faDNZxsZlr2NH7H73AmbAUCfLalmJGZwTpYei9Hv9Y/KxJdNDb2oHGKXhob+9BY2YPGKbppfOzhWB6nzrzmqE40TZ8+nRdeeIGRI0eSn5/Pfffdx6mnnsratWspKCjA4/GQmpra5jn9+vWjoKAAgIKCgjZJpubHmx872j6VlZXU1dURFxfXbmxz5szhvvvuO2z7+++/T3x8fJderxxu/vz5FNVBndeF22HY8OVCNjXlc3b4dtDgbyDRSmTDpxvYaG0MyzEt4+PctX/CCSx3Tmbfu++2u5/L7+R8y42zZAufvv4HKuMGheX4vc1v/MQSS71ViyN2L3O/hIHVG4Bg/4s9aKyil8bGHjRO0UtjYx8aK3vQOEU3jY89HIvjVFtbG/K+UZ1ouuCCC1pujx8/nunTpzN48GD+/ve/HzEB1Fvuuusubrvttpb7lZWVDBw4kHPPPZfk5OSjPFNC4fV6mT9/Pueccw7zN5bAytWMzkth1kUntezzhzV/gDUwc+BMLjrlorAd29rwJq6V5ZiEbCZc+VMmOD1H3rfhLdj0DqelHyBw5o1hi6G3ffzJxyzYswBX4mZ2VQzh9LNOZeEHCzjnnHNwu92RDk+OovXPisYqumhs7EHjFL00NvahsbIHjVN00/jYw7E8Ts2ruEIR1YmmQ6WmpjJixAi2bt3KOeecQ2NjI+Xl5W1mNRUWFpKTkwNATk4OX375ZZs2ms9K13qfQ89UV1hYSHJy8lGTWTExMcTExBy23e12H3NvuJ7kdrvZVFQDwAl5qW36dnnxcgCm500Pb58vex4Aa8o1uGMTjr7vuMth0zs4N7yB85x7bbt87pQBp7BgzwJikrZSdeBsNhYGs9V6P9uHxip6aWzsQeMUvTQ29qGxsgeNU3TT+NjDsThOnXm9UV8MvLXq6mq2bdtGbm4uU6ZMwe12s2DBgpbHN23axO7du5kxYwYAM2bMYM2aNRQVFbXsM3/+fJKTkxkzZkzLPq3baN6nuQ2JvPbOONfgb2BVUbA+09ScqeE7WOF62PUpWE6Yck3H+484H9zxULYT9q8IXxy9bGbezOCN2N3gqOfzHWWRDUhERERERERsKaoTTT/4wQ9YuHAhO3fuZNGiRVx66aU4nU6uuuoqUlJSuO6667jtttv48MMPWbZsGddeey0zZszgpJOCy6vOPfdcxowZw7e+9S1WrVrFe++9x09/+lNuuummltlIN954I9u3b+fOO+9k48aN/Pa3v+Xvf/873//+9yP50qWVg2ecS2rZtrp4NY2BRjLjMhmSPCR8B1vyTPB61IWQ0r/j/T0JMOK84O119j37XF5iXlM/BnAlbOWLHaWRDklERERERERsKKoTTXv37uWqq65i5MiR/Pd//zcZGRl8/vnnZGVlAfDYY48xa9YsLr/8ck477TRycnJ4/fWDX/adTidz587F6XQyY8YMvvnNb3L11Vdz//33t+wzdOhQ3nnnHebPn8+ECRN45JFHeOaZZzjvvPN6/fXK4UpqGimsbMCyYGTOwRlNXxYEl0ROzZmKFa7lavWVsPrV4O2p14f+vLGXB6/X/gsCgfDEEgEn9z8ZAGfCFpbvLsdn35ciIiIiIiIiERLVNZpeeeWVoz4eGxvL008/zdNPP33EfQYPHsy7RzhrWLMzzjiDFSvsu+ypL9tYUAXAkIwEEmMOvl2XFCwBwrxsbvWr0FgNmSNh6GmhP2/YOeBJgsq9sHcJDJoevph60cy8mby84WU8SVuoKvCzsyrSEYmIiIiIiIjdRPWMJpEN+cFsx+hWy+bqffWsLl4NwLScaeE5kDHw5Z+Ct6d+u3NFvd2xwaV2YOvlcyf2OxG3ww2uUizPAbZU6uNBREREREREOkffJCWqNc9oGpN7cNncquJVeANesuOyGZQ0KDwH2vkJHNgE7gSYcEXnn9+8fG7dvyDgD09MvSzeHc/k7MkAuBK2sKXCnmfQExERERERkchRokmiWvOMptZnnGteNndizonhq8/UXAR8whUQm9L55x93JsSmQnUh7FoUnpgiYEZe8GyLroTN7KyGeq89k2YiIiIiIiISGUo0SdTyBmDbgRoARucenmgK27K5yv2wYW7wdmeKgLfm8sDoWcHbNl4+11wQ3JWwHb/xs3x3eWQDEhEREREREVtRokmiVkEt+AOGtHg3OcmxANT56lh9IFifKWyFwJe9AMYPg0+GfmO63s4JlwWv178Jfl9YQuttI9JGkBGbAY5GnPG7+HxHaaRDEhERERERERtRokmi1r7a4LK4MXnJLUvkVhatxBfw0S++HwOTBnb/IL7GYKIJgkXAu2Po6RCfAbUlsGNht0OLBIflaFk+50zYwhc7yiIckYiIiIiIiNiJEk0StfbVBJNLo3MOXzY3NWdqeOozbXw7WFcpsR+MmtW9tpwuGHNJ8LaNl8/NzJsJgCtxM6v3VlDTYM/ZWSIiIiIiItL7lGiSqNWcaGpdCHxp4VIgjPWZljwbvJ5yTbDOUnc1L5/b8HZwtpQNtcxoit2P36pi6S7NahIREREREZHQKNEkUckYw77a4O3mRFOtt5Y1B9YAwTPOdVvhOtj1GVjOYKIpHAbPhMQcqK+A7R+Gp81elhmXyci0kUBw+dzibSURjkhERERERETsQokmiUp7y+uo91u4nRbHZyUCsLI4WJ8pJyGHAYkDun+QJc8Er0fPguS87rcH4HDCCbODt9f+MzxtRsCM3OCsJlfCZhZvV6JJREREREREQqNEk0SljfnVAAzPTsTtDL5Nm+szTcuZ1v36TPUVsOrV4O2p13evrUM1L5/b+C5468Pbdi9pTjQ5E7ewdl85VfXeCEckIiIiIiIidqBEk0SlDQWVAIzOTWrZ1pxoOrFfGJbNrXoFvDWQNQqGnNL99lobMBWSB0BjFWydH962e8mEzAm4ceNwVWPc+1myszTSIYmIiIiIiIgNKNEkUWlDfhUAo3KCiaZaby3rDqwDYFpuNwuBG3Nw2dzUb0M4zl7XmsMBYy8N3rbp8jmP08NxruMAcKlOk4iIiIiIiIRIiSaJShsLgomm0U2JphVFK/AZH3kJefRP7N+9xnd8DAc2gycRxl/R3VDb17x8bvN70FjTM8foYcPcw4Dg8jnVaRIREREREZFQKNEkUaeizsve8mBto+YZTc3L5qbmTO3+AZb8KXg94UqITe5+e+3JmwRpQ8BbC5vn9cwxetgwV1OiKW4H6/IPUFGrOk0iIiIiIiJydEo0SdTZmB+sz5QeY0iJcwNhTDRV7AsW6YbgsrmeYlkHZzWtfb3njtODMh2Z5CbkYjn8OOK288UOzWoSERERERGRo1OiSaLO+qZEU/94A0CNt4Z1JcH6TN1ONC17AYwfBp8C2aO711ZHxl4evN4yH+ore/ZYPcCyrJazz7m0fE5ERERERERCoESTRJ31+4NJmbyE4P3lhcvxGz/9E/uTl5jX9YZ9jcFEE8C0HpzN1KzfCZA5AvwNsOndnj9eD5iRE0w0ORM2qyC4iIiIiIiIdEiJJok6GwrazmhaUhimZXMb3oKaIkjKhVGzutdWKPrA8rlpOdNwWE6cMcVsOrCH0prGSIckIiIiIiIiUUyJJokqXn+AzQXVAAxIaEo05QcTTdNypnWv8SXPBK+nXANOd/faCtXYpkTTtgVQW9o7xwyjJE8S4zPHAeBK3MwXWj4nIiIiIiIiR6FEk0SVbcXVNPoDJMa4SI+Bam8160vXA92c0VSwFnYvBocLJv9PmKINQdZI6DcWAj7YOLf3jhtGM/NmAuBMUJ0mEREREREROTolmiSqbGgqBD4qJxHLgpVFKwmYAAOTBpKTkNP1hptnM42aBcm5YYi0E064NHht0+VzM/sHE02uhC0s2lYU4WhEREREREQkminRJFGluRD46NxkAJYUhaE+U30FrP578Pa067sVX5c0L5/b8TFUF/f+8btpbMZYEt1JWM56tlduoriqIdIhiYiIiIiISJRSokmiyvqmGU2jcxIBWFa4DIAT+53Y9UZX/g28NZA1Ggaf3O0YOy39OMibBMYPG97s/eN3k9PhZEbeSUCwTtPnWj4nIiIiIiIiR6BEk0QNYwwb8qsAGJ2TTL2pZ2PZRqAbM5qMObhsbtq3g2eCi4SWs8/9KzLH76aT84IJOlfCZtVpEhERERERkSNSokmiRmFlA6U1jTgdFsOzE9jp20nABBiUNKjr9Zm2fwQlW8CTBOOvCGu8ndJcp2nXZ1CZH7k4uqi5ILgjbg+Ltu+JcDQiIiIiIiISrZRokqixPr8CgOOzEohxO9nh2wF0sz5T82ymCVdCTFJ3Q+y61IEwYBpgYP0bkYuji3ITcxmcNATLMuytX01hZX2kQxIREREREZEopESTRI3mZXNjmgqBdzvRVLEXNr0bvD31292Or9vGXh68tunZ504dcAoAzoQtLN6m5XMiIiIiIiJyOCWaJGo0n3FuTF4yVY1V5PuDS8y6nGha+jyYAAw5FbJHhSvMrhtzCWDB3i+h3H7Lz5qXz7kSNvPZVvudPU9ERERERER6nhJNEjU2NJ9xLjeZ5UXLMRgGJw0mOz678435GmD5i8Hb064PY5TdkJx78Kx36+xXFHxKvyk4LTcOTzmf7d4Q6XBEREREREQkCinRJFGhpsHHjpIaIJhoWlq4FAgmN7pk/VtQUwxJuTDywnCF2X1jm88+98/IxtEF8e54JmVPAqDYt4a9ZbURjkhERERERESijRJNEhU2FlRhDGQnxZCZGMPSomCiaWp2F5fNNRcBn3ItON1hijIMxlwClhPyV0LJtkhH02mnNdVpcqlOk4iIiIiIiLRDiSaJCs3L5sbkJVPRUMHmss0ATO43ufONFayBPZ+DwwVT/iecYXZfQiYMPS1424bL55rrNDkTtvHZtoIIRyMiIiIiIiLRRokmiQrrmxNNTcvmDIYsRxZZcVmdb+zLPwWvR38VknLCGGWYtCyfs9/Z50akjSDZnY7l8LJo71KMMZEOSURERERERKKIEk0SFZrPODc6N5mlBcFlc0NdQ0N78odzYOFDwdt15bDmH8Hb064Pbv9wTpij7aZRs8DhhqJ1ULwp0tF0imVZnNI/OKupnHXsLlWdJhERERERETlIiSaJOH/AsKmgCggunVtSsAToRKLJ4YQPHwgmlVb9Dby1kD0GdnwS3O5w9lToXROfDsefFbxtw1lNpw4MnjnPlbhZdZpERERERESkDSWaJOJ2ltRQ5/UT53aSmuhlU1lwlk/IiabT74Qzf3Iw2QSQOgg++mVw++l39lDk3dC8fG7d62Cz5WczcmcA4IzNZ+G27RGORkRERERERKKJEk0Scc3L5kbmJLGyaDkAQ5OHkuhIDL2R0++EcVdAXWnw/uZ50ZtkAhh5IThj4MBmKFwb6Wg6JSMug0EJwwH4ouBz1WkSERERERGRFko0ScS1PuPclwVfAnBivxM710hdOexedPC+0xO9SSaA2GQYfk7wtg2Xz505+FQAap3r2X6gJsLRiIiIiIiISLRQokkirvUZ55YUBuszdSrRZAzM/T5U7Aned3rA33hwGV20svHyudMHngKAM2ELi7YWRzgaERERERERiRauSAcg0rx0bkBGgC2btgAwJXsKn/N5aA2s+lswWQMw5Rq4+PGms809ENwWrTObRpwP7ngo2wn7l0P/KZGOKGQTsybitmLxuqr5z/aVfGtGiPW0RA6RX51PWUMZgYBh7f5KymoaSEuIYWxeMg6HRVpMGrmJuZEOU0REREREQqREk0TUgeoGiqoasCyosoJFwIelDiM9Nj20Bkq2wdu3BG8PPT2YZIKDyaVoTjZ5EoLJpnWvB5fP2SjR5Ha6GZM2mVWli1h14AuMmY1lWZEOS2wmvzqfWW/MotHfePiDK4NXHqeHubPnKtkkIiIiImITWjonEdVcn2loRgJrSoKFwKfmTA3tyX4vvH59cJlcyiD41r/aPt58NrqAP5whh1fL8rk3IBCIaCidde5xpwHQ4N7AlqLqCEcjdlTWUNZ+kqmVRn8jZQ1lvRSRiIiIiIh0lxJNElHNy+ZG5yazpCBYnynkRNNHD8K+ZRCbAte+Cw7n4fucfieceVe4wg2/YeeAJwkq98LeJZGOplNa6jTF72Lhln0RjkbsKBAIrTZZqPuJiIiIiEjkKdEkEdUyo6lfgK3lW4EQC4Hv/Aw+eSR4e9ZvIHVgD0XYw9yxMOrC4O21/4xsLJ00KGkQSc5+WJaf+ds/i3Q4YkNrmxLN4dpPREREREQiTzWaJKKazzjniNsBwPC04aTFpuH1eo/8pLoyeP0GwMDEbxxcfmZXYy+H1a/C+jfg/Dntz8yKQpZlMSV7Oh/lv8XGiqUEAv8Ph0N1miQ0FXWNzN+8JqR9f73k18zdOpFxWaM5ZfA4pg0YhtsZ2s+Jio2LiIiIiPQuJZokYuq9frYV1wBwwL8egKn9Olg2ZwzM/X5wqVnaULjgVz0dZs877kyITYXqQti1CIaeGumIQjZr+Bl8lP8WvphNbCyoYkxecqRDkihljGFLUSV/XfUJH+35gOLAMhye0pCe2+DezKrqzayqhr/sABOIIdb0p1/MUEakjeDEvBM467gJ5Cantnmeio2LiIiIiPQ+JZokYrYUVuMPGNITPKwvXQHAtJxpR3/Sqr/Bun+BwwWXPwsxSb0QaQ/75BFIGwT55cHlc60TTQsfChYzj9I6UzP7nwTGgTOmmPc2bWBM3vRIhyQ9xB8wfLmjlKKqerKTYpk2NB1nBzPY6r1+Pt1awGvrFrKkeCH1njU4XFXgalq3bVxg+To89uSUr1JUU0ZRw04aHPuxHA00sJ3dvu3sLl7Af4rhwVVg+TJIdQ1iUOIwxmWNZlBafMjFxpVoEhEREREJDyWaJGLW51cAMDzXsL5iGxYWU/pNOfITSrbBu3cEb59xFww4yr524nBC/urg7Q1vwYW/BqcrmGT68IHgmfOiVJInidzYkeQ3bODD3Z/wfZRo6mvyq/N5Z/0W/vjxdg5UH0zaZCZ6uOG047hozPA2SZr8ijreX7+HNzd/yKbKRVgJ67Gc9RAfTC45TBwjk6dz6YjzGZWdx9X/vrrDGH546jcYkzEGgHpfI5/v3shnu9ew9sBG9lRvozKwG+OswLhKKKOEsuoVrKoGdoT2GlVsXEREREQkfJRokojZkF8FQGr6HqiCEWkjSI1NbX9nvxdevx4aq2HwKXDK93sv0J52+p0QCMDCOVBbAjsWBs+m15xkOv3OSEd4VDPzZvLPHRvYUbMcf8B0OMtF7CO/Op8LX78In/FCFiRkHXysDnh8Azy90c2vpr/Mku21vLfjQ4r8S3ElbsZyeHE0raSMsVKYnHkKV465iFMHnoTb6W5p3+P0HHXWkcfpIS0mreV+rMvDGceN54zjxrfZb1dZER/sWMXy/HVsLd9KUcN2Gqz9WA5/h69z7f5KxmZ1uJuIiIiIiIRAiSaJmPVNZ5LyujcDMDXnKPWZPnowmHyJTYHL/mCbgtkhO/NHsOU92L8c/nI5YGyRZAKYPfJM/rnjWUzsFtbsLWXioIxIhyRhUlJXGkwyHYXPeLnlg9txxu3DSgjgbtqe5MzmtP5n8t9jLmRC1gSc7fzM5ibmMnf23LAU6x6cls21aedwLee0bHvysw/449ZbOnxuWU1Dh/uIiIiIiEholGiSiDDGsKHpjHP7G9YBcGLOie3vvPOzYB0jgIsfh5QBvRFi77v4cfjDqUDTMp6skRENJ1TjssbiNAn4nTW8ufFzJg66KNIhSZisbUoGd8QVvweA7JjBnD/0HC4efh4j00ZiWR3PbstNzG1JJIV7VlFWYlxI+8XGhPe4IiIiIiLHMiWaJCL2ltVR1eDD46lmX80uLCxO7NdOoqmuHF6/ATAw8ZtwwqW9HWrv2Tyv6YYFGPj71TD2v+DChyE+PZKRHZXT4eS4xIlsqfmMBbs+YeLKiSEXi5boFupMn+kZF/PTU29gSMqQng2ok8bmJbecXe5oHl95H9mJiVw08gjJbhERERERCZkj0gHIsWld00yJ/rn7ARiZPpKUmJS2OxmD89+3Q+VeSD8OLvhVb4fZe1oX/v5pEQw+Obh97Wvw25Ng078jG99R5Ffnk+rqD8AB/zK+/8Y7fOPP/2TGoy/yzJcfk1+dH+EIpavK646+bK7Z2QMvjrokE4AjxESn33WAHy7+Nte98SvqvUc/S52IiIiIiBydEk0SEeubls3FJe8E2q/PNLD0Uxwb3gSHCy5/BmISezPE3tM6yXT6neDywLXvwpRrg49XF8LfroR/fSc4wyuKNBeLXlLxdwCccQUkDH2ShKFPUpf1CI9vuIkLX79IySab2VRQxddfeJMXNz4d0v5j85J7OKKuSYtJw+P0HHUft8NNCmOxLD9fVvyFU//8NRbt2thLEYqIiIiI9D1aOicR0VyfqdraBMDUfockmkq3M37vS8HbZ/4Y+k/pzfB6V8DffuHvi38DCdmw/UPYuwRW/RW2fwRffRKGnx2JSA8TarHokrrSkAo6tye/Oj8sxaKlY/kVdfxi3mcsKPwzruQVuBNNSM8LdeZQbwu12Hi/+H7c/cGLvLHnaeqd27nhg69zXu71PHzu/+Jw6P8xIiIiIiKdoUSTRMT6/ZVYrkrKvPuwsJiS0yqR5PfifON/cQQaCAyaiePkWyMWZ684864jP3bWj4OX3V/AG9+B0m3w8uUw+X/g3F9AbGRnkoRaLPofy/bAuAFkJ8eQkRATcu2m/Op8Zr0xi0Z/O8uZVgavPE4Pc2fPVbKpGypqvTzywVJe2/YCjpQvcKf4ARiXPpk1pcsjHF33hFps/BdnX8ul+07ju+/fSa1jM+8X/pbPX/qYP17wECf0G9hL0YqIiIiI2J8STdLrKmq97Cuvw5W8HYBR6aNI9rRKmHw0B0f+ChqdCViX/A5HO6dFP+YMmg43fgoL7ocvfgfLX4RtH8AlT8FxZ0QsrFCLRf9z/128tjuVgD8RfMnEOlJJdqeTFpNBv/hs8pKyGZyaw+C0LPJS4umXHENKnJuyhrL2k0ytNPobKWsoU6KpC+q9fv706Vr+uPo5TPInOFODs9PGpp3Ij2fcRmZc5pETfU08Tg9pMWm9FXKPmtL/eD67+u/c8u8nWVj8IpWOtVz5zn9x1fG38uPTr4p0eCIiIiIitqBEk/S6DQXBWTDJabvwckh9pp2fwiePArBq4LVMTO4fgQijlCceLngQRs+CN74L5bvgpUtg6rfh7PsiUsMqLSG088JbTh+W8wAODgDgA0qbLttqgVqgEIxxYnyJGF8S+JOJcTohhDPUBwKhLfGKJH/A8OWOUoqq6iN+Vj5/wPDq0q08+uWz1McvwEqtxwIGJ4zmZyffzvTc6S37Ni89O5K+tnTR5XTy9Kxb+WDbWdyx8Ec0Ovfwt52/ZMHuD3jh4gcZmJoR6RBFRERERKKaEk3S69Y3Lbdyxm/DC0zLmRZ8oK4MXr8BMATGf539zmlMjFSQ0WzIKfCdRTD/blj6LCx5Brb+B2b/DgbP7NVQQj19/KOnP0ZabCqFNUXsqihgT0URBTVFHKg7QHljCTW+MrxUYVl+LHcFuCuAYEIqFEt2lh51WVQk5Vfn8876Lfzx4+0cqD44Mygz0cMNpx3HRWOG91qixhjD/I37uP+jZynz/BtHUg0WkB0zhJ/MuI0zB52BZbVNfrVeenYsOev48Xwy6F/c8NaDrKx6naLA51z0+iXcNPbH/O+0CyMdnoiIiIhI1FKiSXrdhvxKLFcF9RThsBxM7jcZjIG3b4XKfZB+HP7zfgn/+TjSoUavmESY9SiMvhje+j8o2wnPXwgnfQfO+llw9lMvCLUIdP+kPMZkjDnqPl6/l5L6Eopri8mvKWJHaT7zty1nU+38Dtt/aNn9/GnZRCZmnsh5w0/i5ONzyEwMbbZVT2o+K5/PeCELElolw+qAxzfA0xvdvHvZO91O5vgDhqXbSo44Y2rF7gPc9f4L7OENHPEVOIBkVw53TruFi4ddiMNS0etDxbtj+Mvl9/DamrP5xZd343cV8dSGH/LutgU8d8m9ZMQnRTrEblOxfREREREJNyWapNetz6/EGR+szzQ6fTRJniRY8RdY/wY4XHD5M+Dp/WVgtnT8mcHZTe//BJa/BJ//Fra8H5zdNHBapKPrFLfTTU5CDjkJOYzLAoZAivN4HljZcaLJFVdAFfP4pGYeHy934f9sECnWaCZkTuHc46dyyrAc+iXHtvvcnvyi3Stn5avJ56OS/fziiZcpqTl4rOYZU+Nzc/n1wv+wrvbvOGIO4ADiHOl8b9J3uGrM5bgd7i4d91jyX+NO5ivHv8k1b97D9sb32d74Pmf9bQU/m/ZzTh563BHfP4GAn/JAeaTDPyIV2xcRERGRnqBEk/Qqrz/AlsJqnNnbgKb6TCXb4N07gzuc+WPoPwW8R/9yLq3EJsNXn4TRXw3ObirZCs+dBzP/D874MbjbT7CEQ1pMGh6np8eKRYe6NO+bI69jXdEONpQvp95RjithOzVsZ1HtO3y2yo1/8RCSGcXEzBM5e9gUZh6fTf/UuB77ou3zByir9fKfDYUh7b94ewkj0gJ4XJ2bVZRfnc8lb83G5/RCNiS0eqx5xpRZD5YFjhhwk8g1J1zHDRO/Sayr594XfVFafCJvXvUIf/jyXZ5e+0sCrmLuXXYjjuUODIHDn7AyeOXCxZk1ZzIodVCvxhsKFdsXERERkZ6gRJP0qm3F1TT6AyQl7ABgavZk+Oe3wVsDg0+Bk2+NbIB2Nvwc+O5imHcXrPobfPY4bH4PBk6HlAFw+p2HP2fhQxDww5l3demQuYm5PVosOtSleRcPP5cfnjQGYww7K3eycPdi/rPjMzaWr6TBUYkrcQu1bGFR/dt8tioG/+KhJJiRDM/IC+mLdmldKXGODA5UN1Ja00hJdQP5VVXsqyykoKaYA7UHKG0oocpbSq2/HK9VjuWsxnKVE8qEod+suYvHVqTgNInEWCnEu5JJcqeSFptGRmwa2QmZ5CVl0j85i7zkZDITY0lP8IQ0Y8qywDIeLj/+W9w+/dskarZgt/zvtAu5cMR0rn37LgoDi9tPMrXiw0d5QzmDiL5EU6hF9O1QbF9EREREoocSTdKr1u+vxHKVg7skWJ9p4wLYvxxiU+GyP4DDGekQ7S0uDS79fbB209u3QvFGKN4EmMMTSgsfgg8fgDN/0q1D9mSx6M7OmLIsi6EpQxk6bijXjPs6xhi2lm/l4z2LWbBzEZvKV9LorMGVtJEGNrI2xIlzl/9tDmCwXFVYrmocrkosZ0PbndxNFzr/wepwV4I7WCS/oelSBuyuB+qB8oP7moAL40/A+BKxcOII4ax8t46bw/+bcm4no5IjGZiawX++9Uduf+8x3i94rsP9ozVRs3R3cUj7rdpbFrXF9kVEREQk+ijRJL1q/f6D9ZnGJA4kcdFTwQcufjw460bCY9RFMPAk+PcdsPafwW0LH4Sa4mAR8dZJpvZmOkWJ1jOmulJDybIshqcNZ3jacK4bfzX+gJ/NZZv5ZO9iPty5mPXlywlw9BlNAO6UVe1ud+Am3plGkjudtJgMsuIyyEnsx4DkbAYl96OysYqfLeo4kXfP9HvxOBLZW3WAgqoDFNeVUFpXRkVjOTW+Cur8FTSaKozlxXL4sBwHz8wXioYGT8j7Suim5pwUUqJpfX4VE7uYiw1XDTGf388nu9azYPtSVhevYX/dZuode7BCmDQ4Z+X/8cTK4xicMIpJ/cZz7rATmZQ7FIej46WeKjYuIiIicuxRokl6jT9g+Hx7Ca6EpvpMRTsAA5O+CSfMjmhsfVJCBvzXc8HZTe/cDrUlsPRZWPY8mACc/qOoTjI1az1jqruzKpwOJ6MzRjM6YzQ3TPh/PPXZB/xh6y0dPu+EpLM4b8RkchKyyYzLbLkkuhOxjvJNfX3J+pDiGpM1usOz8hljqPPVUVpfSkldKfuqinl38xIWFr3cYftpCZE/A19fVFbT0PFOwJwVd/DkqoFkxw5kSMpQxmYNZ+qAkYzvN+ioyZqu1hALBAKsLtzN/K1LWFqwil3VG6lmJ5ajVbxOCG1hKlgOH7VsZkPdZjbsfIu/7gT8iaQ4juP45DFMyxvPBSOmcVx6v7DELyIiIiL2pkST9Ip5a/O59+31FFTUk3B8cEbT1IoD1CQOJuH8X0U4uj7uhEth8Mkw9/uwcW4wyQTBM9SVbIXRs2DY2RBj/1O1d1ZmYgjrzoDZx1/JlWNn9HA0R2dZFvHueOLd8QxIGsCEbBiUnMPCdztONI3NS+6FCI89ISfwXNVUs4Hqxg1sL4YPioH1YAIeYkw/0twD6J8wmJEZxzE5dyQnDRxJalxCyMW6Nx7YyVvrV/DF/lVsqVhPuX8bOKsO7uQIJpVMwE28GczAhJFM7jeeYVnp/GLpHR2Gf8u4n7P9QAmrD6whv34zDY59WM5qKljN8qrVLN/0Cr/fBA5fBhnuYYxMG8PJAydxfFZSnyg2rllZIiIiIp2jRJP0uK2v/pj1qwsp8F+G5SrD4SnDaQzj6ny84Tue6W/8kmFX/DLSYfZtidmQMz6YaLIcwWRTQyWsfS14ccbAcWcEl9yNvBBiUiMdca8I9ax2XU3U9PRZ+UItlh7qftI5ob5/rhl2ByW1XraWb6egdg+Vvn34nAewHI00sofCwB4KqxazvAr+thPMIguHP404RxqEcCLCmxfe0HaDE4xx4PHnkRs3nLEZ4zhz6BTOGDqWWPfBZZShzribOXgE3558cMZdeV0N729dwSe7l7OxdD3FjVvwu4oIuEooNiUUl37Bp6XPYwwhLc2L1hpWoFlZIiIikaR/9tiXEk0CBJe1fbmjlKKqerKTYpk2NB1nGL6c+gOGN7ft54KEuRzw1TA/PpF6YGijl3dcw5nk+YQ3t6Vwa8CE5XhyBAsfgo9+ebAm00e/Ct4feBLUFEHpdtjyXvAy91acA6ZxfGAolJ8AWcMiHX2P6elETU+flU8iK9T3xTnDJjK+3/g222oaGliybwvL929mQ8k2dlftoLRxH/XkYznrMK5SaikNPRZfJpmeYYxMHcOpgyZz/vAppMUf/QyDXU2EpsYl8N/jTuG/x53Ssm1vRSn/3ryEz/etbDWrKrQ6YvM3bWdMxuiQaj61pyf/CA11Vlk0z8rq6T/S7f4lwO7x9zT1T2Tp5zeyeqN/Wh9j9Z4yPj+wn5o1XzB+YNoxPwb6Z4+9KdF0jMuf/1NWlVRw994pHKg++EOcmejh/gHLmJCRQu45v+iwnXqvn/3ldewtC172ldeyt6yOtYU7KcxdxQuOXGBdy/5bYzw8OLAGyMUEVjFywwZmnXD0GjXSRe0V/j7jh8GpBh8+AGf8GMZ8FTbMDc54yl+JY8/njOVzePpv0G8sjJoVnO2UMy60KQo20dMzjqAXzsrn8NAY6Ln45chCef+4cJHazgzBhJgYzjhuLGccN7bN9kAgwLbSQr7Yu5HX1i9gm/fNDuO4auAD/Pisr3Y6/u4W229tQEo61089j+unntey7d75/+Sf++/t8LnPbfsxz23+BfHWAHJihzAifQQn5o7hjOPG0y8x5ajP7ek/QkOdbdWdWVk9+UWmp/unN74ElAfK2VC6AYfDabv+aT6GXRMFnemfzJjMqIvf7u33hZ9f9X8XjuGCD9cAa8J3DLuOQW/8s8fO/RPtlGg6xNNPP83DDz9MQUEBEyZM4Mknn2TatGmRDqtH5Ffnc9H+t/ESgKyPSGhVaLkOuKMB3PsdvFN9E2kx2U1JpFr2l1ZRUlxAVWkBteVF+KuKcdaXkkElaVYVGVYlM6ki3aqiJKaa76Qe/b/qlsPHnooiQImmHhHwt392ueb7AT9kjw5eTr8DyvfgX/82pYteIrNmM1bhWihcGzxrXeqgpqTTLBh0Ejic8OGc4HV7hcUXPtR0/Lu6Hn8Ptp+bmMvcfhdQZrwEJl19+C+AFS+RZrm79wugh+N/M/tcVu3axsBLforLdchH+rIXozp+u7ff0fuHZS9QtmsvuQmh97/D4WB4Zi7DM3NxWbE8sLLjRNNxGV2vkp+75AVym/rnsGL73eyfUdl5sL/j/YwBy1lLLZvZ3riZ7QXvM68AfrECLF86Ka5BDEwYypjMUZw04ARmDh5FvDtYH6sn/gitqK9lT/kBdlcUM2/LFyE9Z/GO/C7NysqvzmfWP8+nkcDhD64MXnlwMPfyeV36Oe7pP9J7uv38mnwer3gE77x2Enkrg1fR3D89Pb7R9P7pSqLJ7v0TTf0fje2r/yN/DDuPQSAQIL8ytJnRPn87xw+BnfvHDpRoauXVV1/ltttu4/e//z3Tp0/nN7/5Deeddx6bNm0iOzs70uGFXUldaTDJdBReAsx/4ipG19eQThUTrUrOsGoO39Hd/vPXW27g6Ikm0FmxetTRviS29+U7dSCBqdezqLg/F55xEu4dC4KznbYtgPLdwSLin/8W4jNg5AXga4Q1fz+8vdYzqbrD4Qy200Pt53qSyf3wAYjJYOyh7S/6ffTH705mwP738K+bhPOsVmNtk/jt3v5R3z+f/5ENuZd1ue2eriEG9Gj/hBr/n85+gQNVfr7Yt46NpZvZX7ODKrMHnJUYVynllFJes5I1NfDqLjCfOHEHcsj0DCYzPjWkWBZsW83CbTsprimluLaU8vpyKhsrqPZVUuuroNZXwc9eeoSAoxrL4e30a31iw/d5fJ0LRyAJt5VMnCOZBFcqKTFpZMZmkp2QQW5iJgNSshmS2o+h6dnEu2OCXzI6+D3cSKDLXzJ6ekZWT7df3lCO1zr6c6O5f3p6fO3+/rF7/0RL/+8tLyWGAgLG4Dd+jAF/IECAAP6AwR/wYwB/wI/X62NTzQESd65nT83OsMZxqGOl/7szo/VY/BkLBALsrypnS8k+tpfuZ09lIfurCymuLaaisYRqXykNpgy/ozLk38dff+ebrX7/ppDoSiMlJo2M2AxyErPITcxiUGo2x6XlMDg1C0/TP2ajsX/6EiWaWnn00Ue5/vrrufbaawH4/e9/zzvvvMNzzz3Hj370owhHF35r91eGtN9Yax2DXT7qHBbFloPdDg81loMqdyI1nkTqYxNpjE2g0RNHnTuGOpebOoeTOstBoa8Gyjd2fAydFSs6xafDxK8HL401sO0D2PgObPo31JbAir8E93O4g19KC9bCqd+H5S/B0udg6reDS+4K1weX3FkOoOnaspqW4VlHeKzp/pRrgsf+8AHw1sLMm+Gzx+Gz38DM/wvGVrYrWOC89SXgb7rddB1o/bj/4D4DpsL4K4PtH9gC4/4L1v4TVr8KE66CgdNh56dNcTmD1w7HIfebrltfmrdN+hY0VB+M/+Rb4LMn4NNH4ZTbYNoNUFce7Mc2yxJb3T7K9sD077B10wZGfvwg4IeTb4VPHgm2P/Pm4Gso3R58rX4vBHwQ8ILfd/B2wNf2fuvbCZkw/Nxg/LsXB4vG7/gEts6HkRdB2hBY969gQXmnB1yepttucDVta764mrY3P25ZB5MbrZMd7S337KoItu8/7UdsrhpDV6uc9Uqx9x7sn1DjSomLY8aAMVw8uu3s4Z2lRSzcuYblBRvYWr6Fovqd1Fn7sBwN+Bz7KAjso6A6tFj+uOGBowQKNNVIb47YGAdWIB4rEINxl4R0DMvhwzjKaKSMRqDCD/trgVpot9yWPw6HiQ3pL7H/e/dXOK14/MaHP+DDj4+A8REwfvzGRwAfhuB9gw+DH2P5MaYxpPavnPtNwImFBabpc/mQy6GPWVgE8IfU/o1z55AR2w+PM4ZYZywxrhjiXHHEuWJJcMcR744l3h1LoieexJg4kj3xJMXEUVBd1HHjwPrCfZRVW1Q31lPTWE+tt/nSQJ23gXpfPXW+Bup9DTQGGmnwNdDgb6SwJoQpd8Ct/36Sfgk5uB1uPE4PboebGGcMHqeLWFcMHqebWGcMMS43ca4YYtwe4lwxFNftC6n9HSVFOALJmKbvkgFjMMYQIEDAELxtApimHQzBL57bK3aG1P6b6z/nk5idNPq9eP1+GgPepts+/IHgfW/Ah6/VxRvwUViTH1L7d81/nkFJ/TlQfIBFHxQR747F4/QQ6/K09Emsy0OcO3gd6/KQ4IllX3Vo7fdWIjQQCNDo99Hg99HoC177mu57/T4amvqssemyvWJrSO0/9OkreKwkGnyNNPjrafQ30hhowBtoDF5MA/6AFz+N+E0jfuMlgJcAdSH9fN3+6XdCiqO1Py8Kfd8r534Dy8RgGQ8OYnBaMbisGFxWLB5H8BLrjCPGFUucM554dxzx7jgaA6F9z9hUvB/jS8LpsHBaTpwOBy6HA5fDidPhxOVw4LQcOB3Bi8sKbgt1fDcW7W/5fKjzNlDjrae2sYE6bz21vnrqfU2fE/4GGvwNNDR9ThSE+P6/+s07cTtjMSaAwWAIAM23DWAwpvW2ADRtDxDaZ/S1b/2UJHc6bkcMboeHGGcsMc5YYl3Bz9Q4d2zT52k8Ce5YEjyxJHjiKGsM7TO0pKaa4pjgeAU42K/GHEySBIxpdTt4HeqMo/+de3+wb005fkfF0RNIzuBVZ/6ysRx+jKOcRspbfv/uO8LvX2MsrEACLpOMy+EJ6aQrf1/9MXmJu3BZwfekE4sNlXto3PAFsW4PTocTt8OJy+nE43Thsly4nA52V4X2OyaaT4rSHZYxpm++sk5qbGwkPj6e1157jdmzZ7ds/5//+R/Ky8t58822yxcaGhpoaGhouV9ZWcnAgQM5cOAAycn2SJr84YtP+MO2WyIdBgAvn/8yo9NHt9z3er3Mnz+fc845B7f7CNOlpMd02P9+L9buxVib38Wx6V2sED9IRVozTs/BxJO/AauxBkPwjwsTlwZxaYSacOtwe80BrNoDGCwsDCYhizbrhburphirprhN+yY+k6qqapKSErG6UNss3wpwcVwtjUd5qsfA23Xx5JquFdJu0U783e2fnog/YAx7An424GeTFWC5y8+KuI6fl+yDjAAkByA5YJFiINVYpBiLNGMR3+ilnyeGDBykWw6SLQuHZbHe8nNlfF2H7T9fE0umH4otwwET4IBlKMVQahnKHMFLuQPKHVDhNJg+VOtOpKe5AgZHMNXZ8gnfctvQ/nYgAFQ7Q2s/YEGgD/xcWsa0SRE7TPA1NX/COlr2sQgAtSH0j0hPiPdDuj/4uzkzYJEZsMgywUs/HORYDgoCfm5M6XhW068qXGQ5nC2/f0swlDgMZS2/g6HCCVWO6Pz9e9e43/G1cdMjHUZIKisryczMpKKiosOch2Y0NTlw4AB+v59+/fq12d6vXz82bjx8Rs6cOXO47777Dtv+/vvvEx8f32NxhtO+8s4lB9y4cVtuPHjwWJ7gbcuDh7a3Wx7DQ62pZWHDwg7b/uzTz9jh2nHY9vnz53cqRgmvjvv/NDj+VFLrdpBbvozhhW8HkwRAgyu16RZNf86A1fKfEYNlgv/NsZr+q2O15LzbPmbRfi48+IgDYzkwTTOhDBbGCm7Hau9xR9MvGKtl+8FtDlLqdrbEXxE3qOmPsUAwDhNoiq29+wFo3rfp+tD7R3odPclgEbBcGMtBwHJiLCcGJwHLgbFcTdtaPWY5CdB03fRYcD8HxnLSv+yLYBICi/yUyTiML3gJNF0bLw7jxxHwHnys9eOHTB+2/I3gbwQOLsdt+bJQVwZ1Rz5bX1c1j4NVUww1xT3avlVTTApAfdfaygPmOp2UOY+chEnzB8j1+7t2gHaEs396In4nMKTpcgGw3uPmiv4dTzf/U2E+Yxo7vyTO8rghvuP248t3MKTRy5AQ2gwAFQ4HpU4HK2JiuC8ro8PnXFFRRX+/D5cBlzG4MbgMuI1put+03RhcBLe7Dex2O7kzu+OE4RMFRRzv9QVnylhNM2aa3g0BghOZDv4P3gp+KQd2ul38LKvj2jxXVVSRHAjQYFnUOSwaLIv65kvLfUeb+3VNj4fypcAVMMRi8BhDjDHEBA7ebn0dvE3LtiqHxdtJHS/vn1VVTVLA4LWg0bLwtro0WuDFarWdpu0WdViUu0L7Jt86QcAh15ah6fdh2//yG6A+hLpgA7xeEgIGV9P7xknw/eEyBifBa1fTe6f1daXlYF5SQoftn1ZTS4IxLa/ba0EjrfvpYL8Ftx/sI38I4+vr4bMSh9K+yxicTf3lbOpDY6AihPGdUVtHlt8ffG+2uniMIbb1daDt/X0uJ3eF8PP7yr7g51tneynUz8+nCooY4PNRZzmocwR/NmsdDuqafk6D2w4+Vtf0WLHDweq42A7bdxnT6rMm/GPtbOrPQz8P2l4f/FyIaRqL6hA/H24uLWOgz4+j6f0RTPBB8K/Og8m91o85m36ed7lc/CS748/QG8rKSQ8EqLcsGpo/Ky2LhqY+b2i6NH++Bj9DHdRYoX8G9aSryysZ19hIts9Plt9Ppt9PXAhzXRo8bkjp+D06pHpPSL/jfUC500GJ00mJ08lqj5un0zs+Yc6QRi8eY/Bb4G/6HXjwuu3tgGW1bPNbhPQZ9/mKNSTsCW32dKTV1taGvK8STV101113cdttt7Xcb57RdO6559pmRtPgA+uZ+/5vO9zvT2c9w6R+E3FYnf+P+YbSDSyc13Gi6eRTTtaMpijSlf53fPJrrMK3MU4Plr8R98wbCZz6gw6fZw65bn8ng+PTX+P8+Fct7QdO+2G77R/6h3ioHJ/8GuvjB1vaT5r69ZDibzfcQ66b23e2at9/6h0ETr7t8D1NO89u88vYtNnm9fr44IMFnJuwHs/i3xxs/7QfEjj1jpZnte6XrvzJEeyfz1va7zfhnJD7x9D0izjgDyaWDr34GnEsfQbn8ucxDhdWwId/4jcw46/q8PW32dZmu2nzsLXm7zjXvHKw/XFXYsZ9rXOdcBTWmn8c1r539KUsX7aMyVOmHF6oPURZTZf22m+O39dD8Yejf3o6fm/VHlj7aMf7nfcwvqSB7T7m8/mOOE5JDWV4VvySRnPkKD2Wi6SLf4evE2d3TGq6rNu1Efb/ocP9x4/+ARcOHhVy+818IfZP+tkPkneE/jkaK8T2Lzr5Hk7oQvtvb1vH3UXPdLjffQNu7FL/rKvaw9shxH/ljLu7FP+7uzbykxDG94G8/+1S/KG2/53B3+ty/8wLoX9umP5TRsbldvrzLtT4v5v635yUPaRlIVLAGDBNC5BMMOHjb16WZAguTjKGpQf28FL1Gx22f1PqFZyeOwyPw4Hb4cLtdOKyLDxOFx6HE6dltVvoP9T4Zw27tUv97wjx58t33sP4Q3x/tv6889blh9R+6tkPMriL7//VIfTPff0P/vwGAoFgramm+lIBE7z2Emi57TfBfT7av43HSl/usP37+/fs58O0037epc8HAEIc49NOvb9HP4N+kvX/OGdAcKG/1Srx2vyut1p9B2z9N/b8PVu4t7Djz+iRY+7g7EPGIJTf/f7qPbCm4/7xn/8wvsTQ+ie16XI8cCDE38HXD2n7GXq0vxtaC7X/T5o0jgttNKMpVEo0NcnMzMTpdFJYWNhme2FhITk5OYftHxMTQ0zM4QWs3W63bRIjHk9ocSbHJxHj6Vqx7lD/2HC5XO32m536sy8Kuf8XPgQfPwhn/gSrqcaL88MHcDqPcLavzlr4EHz8qx5uv6fjb6d9l6f77Xu9HF88D8/q19uJ3xVl/eMG2vnv5sKHYPnzh7VP2pDwxb/mlcPbzzy+Z9tPG0Jx8licw7+CqzufY5GK3wbtu0vWw9oQ9hsyHVdG+2c2NV4vxVsa2h2ngcDcoadQtug3sPRZCkZ8g015lzJy/7/I2fwynHgdaTNv7XIRz+PSckP6I/e4iWfiyjqh0+2Ho38i2f7QpCx4v+MvMdHaPz09vtH0/nEmDz/iz9ER4wox/lNnXsbYLsSfVbyOl959o8P9Tpl5KaNt3v+hvj9bf965K7fY+v1fO2gdvNtxoima+r+3jxHqGIydei4ZXeijkdnr4N2e+4zOrM7Hs/6po56Zz+P0kDnifFxd+D3c1ffo0f5u6Er74wem2eb7bmfiVKKpicfjYcqUKSxYsKClRlMgEGDBggV873vfi2xwNpYWk4bH6enwAyKtE/8JlijTXuHg9goMq/0ead/xya8Znf86/tN+hNOG8ffl9p0fPsCI3MuAC3ukfbv3TzjaT4tJw4PjqGd18eDo1u+Y3GV/JrfpDI5jTr+TswA4Axb2D76GmIwuv4aeLvje0/3T0+3bvX96On71T99uXz+/kW2/N36/aAyOLjcxl7m5syj74mnMlP/HmpxLKatpIC0hhnEF/8Ja9hxp02/q8j977N4/0U6JplZuu+02/ud//ocTTzyRadOm8Zvf/IaampqWs9D1Nb2RBMpNzGXu7LmUNRy51kpaTFqfPKXjMSPgb//sVM33A92sH6P2j8742ZB7GcNO/UHbJXF2ib8Pt+/3+7E2d3zWza623/L4Mdx+bmIuc/Mupsx4CUy6mrX7K1v+CB2bl4xjxUukWe7u/Y7pwdfQ018yerp/err91JhU3MbCax15cXU094/dEwWd6R+vt/M10OzeP9HU/9HYvvq/88dYvaeMz1es4aRJ4xg/MO2YHwOAXEcsuSffCaffSZs5URNmQGxmVP8O7o3+iWY669whnnrqKR5++GEKCgqYOHEiTzzxBNOnd7xmsrKykpSUlJAqsEeT/Or8qEwCeb1e3n33XS688ELbTCXsS9T/9qGxil4aG3uI9Dg1/x4OBMzhX2Qc1jH9zxiv18tf5/6VSTMn4XA4bdk/PT2+0fL+6erPkd37J1r6P1S9/Xmn/u+cnhgfjcHRdSX+zoyT3fvnUJ3JeWhG0yG+973vHVNL5XITc2315hYREelLWv8eHtvxCaaOOamOVEanj8btdtuyf3p6fO3+/rF7/9i9/3ua+j/yNAZHp/7pOZ0/jZiIiIiIiIiIiEg7lGgSEREREREREZGwUKJJRERERERERETCQokmEREREREREREJCyWaREREREREREQkLJRoEhERERERERGRsFCiSUREREREREREwkKJJhERERERERERCQslmkREREREREREJCyUaBIRERERERERkbBQoklERERERERERMJCiSYREREREREREQkLJZpERERERERERCQslGgSEREREREREZGwUKJJRERERERERETCQokmEREREREREREJCyWaREREREREREQkLFyRDqCvMMYAUFlZGeFI+gav10ttbS2VlZW43e5Ih3PMUf/bh8Yqemls7EHjFL00NvahsbIHjVN00/jYw7E8Ts25jubcx9Eo0RQmVVVVAAwcODDCkYiIiIiIiIiIhF9VVRUpKSlH3ccyoaSjpEOBQID9+/eTlJSEZVmRDsf2KisrGThwIHv27CE5OTnS4Rxz1P/2obGKXhobe9A4RS+NjX1orOxB4xTdND72cCyPkzGGqqoq8vLycDiOXoVJM5rCxOFwMGDAgEiH0eckJycfcz/A0UT9bx8aq+ilsbEHjVP00tjYh8bKHjRO0U3jYw/H6jh1NJOpmYqBi4iIiIiIiIhIWCjRJCIiIiIiIiIiYaFEk0SlmJgY7rnnHmJiYiIdyjFJ/W8fGqvopbGxB41T9NLY2IfGyh40TtFN42MPGqfQqBi4iIiIiIiIiIiEhWY0iYiIiIiIiIhIWCjRJCIiIiIiIiIiYaFEk4iIiIiIiIiIhIUSTSIiIiIiIiIiEhZKNEnI5syZw9SpU0lKSiI7O5vZs2ezadOmNvvU19dz0003kZGRQWJiIpdffjmFhYUtj69atYqrrrqKgQMHEhcXx+jRo3n88cfbtPHpp59y8sknk5GRQVxcHKNGjeKxxx7rMD5jDHfffTe5ubnExcVx9tlns2XLlpbHd+7cyXXXXcfQoUOJi4vj+OOP55577qGxsbGbPdM77N7/AF/96lcZNGgQsbGx5Obm8q1vfYv9+/d3o1eiU18Yq2YNDQ1MnDgRy7JYuXJl5zsjyvSFsRkyZAiWZbW5PPjgg93olejUF8YK4J133mH69OnExcWRlpbG7Nmzu9YhUcTuY/PRRx8d9jPUfFmyZEk3eyd62H2cADZv3swll1xCZmYmycnJnHLKKXz44Yfd6JXo1BfGavny5ZxzzjmkpqaSkZHBDTfcQHV1dTd6JTpE+9i8/vrrnHvuuWRkZBzxb7WO4usL+sI4/fGPf+SMM84gOTkZy7IoLy/vUl9EDSMSovPOO888//zzZu3atWblypXmwgsvNIMGDTLV1dUt+9x4441m4MCBZsGCBWbp0qXmpJNOMjNnzmx5/NlnnzU333yz+eijj8y2bdvMn//8ZxMXF2eefPLJln2WL19u/vrXv5q1a9eaHTt2mD//+c8mPj7e/OEPfzhqfA8++KBJSUkxb7zxhlm1apX56le/aoYOHWrq6uqMMcb8+9//Ntdcc4157733zLZt28ybb75psrOzze233x7mnuoZdu9/Y4x59NFHzeLFi83OnTvNZ599ZmbMmGFmzJgRxl6KDn1hrJrdfPPN5oILLjCAWbFiRfc7J8L6wtgMHjzY3H///SY/P7/l0jr+vqIvjNVrr71m0tLSzO9+9zuzadMms27dOvPqq6+GsZciw+5j09DQ0ObnJz8/33z72982Q4cONYFAIMy9FTl2HydjjBk+fLi58MILzapVq8zmzZvNd7/7XRMfH2/y8/PD2FORZ/ex2rdvn0lLSzM33nij2bhxo/nyyy/NzJkzzeWXXx7mnup90T42L730krnvvvvMn/70pyP+rdZRfH1BXxinxx57zMyZM8fMmTPHAKasrKzb/RJJSjRJlxUVFRnALFy40BhjTHl5uXG73eYf//hHyz4bNmwwgFm8ePER2/nud79rzjzzzKMe69JLLzXf/OY3j/h4IBAwOTk55uGHH27ZVl5ebmJiYszf/va3Iz7voYceMkOHDj3qsaNVX+j/N99801iWZRobG496fLuz61i9++67ZtSoUWbdunV9JtF0KDuOzeDBg81jjz3W0Uvrc+w2Vl6v1/Tv398888wzIb0+O7Pb2ByqsbHRZGVlmfvvv/+ox7Y7u41TcXGxAczHH3/csk9lZaUBzPz584/+Ym3ObmP1hz/8wWRnZxu/39+yz+rVqw1gtmzZcvQXazPRNDat7dixo92/1boan93ZbZxa+/DDD/tEoklL56TLKioqAEhPTwdg2bJleL1ezj777JZ9Ro0axaBBg1i8ePFR22luoz0rVqxg0aJFnH766UfcZ8eOHRQUFLQ5dkpKCtOnT+/WsaOZ3fu/tLSUl19+mZkzZ+J2u4/Ydl9gx7EqLCzk+uuv589//jPx8fEdv0ibsuPYADz44INkZGQwadIkHn74YXw+39FfaB9gt7Favnw5+/btw+FwMGnSJHJzc7ngggtYu3ZtaC/YRuw2Nod66623KCkp4dprrz1iu32B3cYpIyODkSNH8tJLL1FTU4PP5+MPf/gD2dnZTJkyJbQXbVN2G6uGhgY8Hg8Ox8GvlnFxcUBwqVFfEk1jE4quxmd3dhunvsgV6QDEngKBALfeeisnn3wyY8eOBaCgoACPx0Nqamqbffv160dBQUG77SxatIhXX32Vd95557DHBgwYQHFxMT6fj3vvvZdvf/vbR4ynuf1+/fqFfOytW7fy5JNP8utf//qI7UYrO/f/D3/4Q5566ilqa2s56aSTmDt3boev187sOFbGGK655hpuvPFGTjzxRHbu3Bnqy7UVO44NwM0338zkyZNJT09n0aJF3HXXXeTn5/Poo4+G9LrtyI5jtX37dgDuvfdeHn30UYYMGcIjjzzCGWecwebNm237T45D2XFsDvXss89y3nnnMWDAgCO2a3d2HCfLsvjPf/7D7NmzSUpKwuFwkJ2dzbx580hLSwv5tduNHcfqrLPO4rbbbuPhhx/mlltuoaamhh/96EcA5Ofnh/bCbSDaxiYUXYnP7uw4Tn2RZjRJl9x0002sXbuWV155pcttrF27lksuuYR77rmHc88997DHP/nkE5YuXcrvf/97fvOb3/C3v/0NgJdffpnExMSWyyeffNLpY+/bt4/zzz+fr33ta1x//fVdfg2RYuf+v+OOO1ixYgXvv/8+TqeTq6++GmNMl19HtLPjWD355JNUVVVx1113dTlmO7Dj2ADcdtttnHHGGYwfP54bb7yRRx55hCeffJKGhoYuv45oZ8exCgQCAPzkJz/h8ssvZ8qUKTz//PNYlsU//vGPLr+OaGPHsWlt7969vPfee1x33XVdjt8O7DhOxhhuuukmsrOz+eSTT/jyyy+ZPXs2F198cZ9KXhzKjmN1wgkn8OKLL/LII48QHx9PTk4OQ4cOpV+/fm1mOdmdHcfmWKRxihIRXronNnTTTTeZAQMGmO3bt7fZvmDBgnbXkw4aNMg8+uijbbatW7fOZGdnmx//+MchHfPnP/+5GTFihDEmuD5/y5YtLZfa2lqzbdu2dte7nnbaaebmm29us23fvn1m+PDh5lvf+labteR2Yff+b23Pnj0GMIsWLQopDrux61hdcsklxuFwGKfT2XIBjNPpNFdffXUneiB62XVs2rN27VoDmI0bN4YUh93Ydaw++OADA5hPPvmkzT7Tpk0LOY5oZ9exae3+++83WVlZfbpWoF3H6T//+Y9xOBymoqKizT7Dhg0zc+bMCSkOu7HrWLVWUFBgqqqqTHV1tXE4HObvf/97SHFEu2gcm9aOVPunM/H1BXYdp9b6So0mJZokZIFAwNx0000mLy/PbN68+bDHm4usvfbaay3bNm7ceFiRtbVr15rs7Gxzxx13hHzs++67zwwePPioseXk5Jhf//rXLdsqKioOK/65d+9eM3z4cHPllVcan88X8vGjQV/o/0Pt2rXLAObDDz8MORY7sPtY7dq1y6xZs6bl8t577xnAvPbaa2bPnj0hxxKN7D427fnLX/5iHA6HKS0tDTkWO7D7WDXfb10MvLGx0WRnZ3d4dppoZ/exab3v0KFDbXP22c6y+zi99dZbxuFwmKqqqjbPHTFihHnggQdCjsUO7D5W7Xn22WdNfHy87b8sR/PYtNZRMfCO4rM7u49Ta0o0yTHnO9/5jklJSTEfffRRm1MCt87U3njjjWbQoEHmgw8+MEuXLj3s9PVr1qwxWVlZ5pvf/GabNoqKilr2eeqpp8xbb71lNm/ebDZv3myeeeYZk5SUZH7yk58cNb4HH3zQpKammjfffNOsXr3aXHLJJW1Ovbp3714zbNgw85WvfMXs3bu3zfHtwO79//nnn5snn3zSrFixwuzcudMsWLDAzJw50xx//PGmvr4+zL0VWXYfq0OF8kvRLuw+NosWLTKPPfaYWblypdm2bZv5y1/+YrKysvrMTLPW7D5Wxhhzyy23mP79+5v33nvPbNy40Vx33XUmOzvb9knBvjA2xgRnzABmw4YNYeqZ6GL3cSouLjYZGRnmsssuMytXrjSbNm0yP/jBD4zb7TYrV64Mc29Flt3HyhhjnnzySbNs2TKzadMm89RTT5m4uDjz+OOPh7GXIiPax6akpMSsWLHCvPPOOwYwr7zyilmxYkWb7zcdxdcX9IVxys/PNytWrDB/+tOfWs64uWLFClNSUhLGnuo9SjRJyIB2L88//3zLPnV1dea73/2uSUtLM/Hx8ebSSy9t8wN0zz33tNtG6yzwE088YU444QQTHx9vkpOTzaRJk8xvf/vbDpe5BQIB87Of/cz069fPxMTEmK985Stm06ZNLY8///zzR3wNdmD3/l+9erU588wzTXp6uomJiTFDhgwxN954o9m7d2/Y+iha2H2sDtWXEk12H5tly5aZ6dOnm5SUFBMbG2tGjx5tfvnLX/a5ZK0x9h8rY4IzmG6//XaTnZ1tkpKSzNlnn23Wrl0blv6JpL4wNsYYc9VVV5mZM2d2uz+iVV8YpyVLlphzzz3XpKenm6SkJHPSSSeZd999Nyz9E036wlh961vfMunp6cbj8Zjx48ebl156KSx9E2nRPjZH+n5zzz33hBxfX9AXxulIx2/9GuzEMqYPV+EVEREREREREZFe03dOAyAiIiIiIiIiIhGlRJOIiIiIiIiIiISFEk0iIiIiIiIiIhIWSjSJiIiIiIiIiEhYKNEkIiIiIiIiIiJhoUSTiIiIiIiIiIiEhRJNIiIiIiIiIiISFko0iYiIiIiIiIhIWCjRJCIiIiIiIiIiYaFEk4iIiEiEXHPNNViWhWVZuN1u+vXrxznnnMNzzz1HIBAIuZ0XXniB1NTUngtUREREJERKNImIiIhE0Pnnn09+fj47d+7k3//+N2eeeSa33HILs2bNwufzRTo8ERERkU5RoklEREQkgmJiYsjJyaF///5MnjyZH//4x7z55pv8+9//5oUXXgDg0UcfZdy4cSQkJDBw4EC++93vUl1dDcBHH33EtddeS0VFRcvsqHvvvReAhoYGfvCDH9C/f38SEhKYPn06H330UWReqIiIiBwTlGgSERERiTJnnXUWEyZM4PXXXwfA4XDwxBNPsG7dOl588UU++OAD7rzzTgBmzpzJb37zG5KTk8nPzyc/P58f/OAHAHzve99j8eLFvPLKK6xevZqvfe1rnH/++WzZsiVir01ERET6NssYYyIdhIiIiMix6JprrqG8vJw33njjsMeuvPJKVq9ezfr16w977LXXXuPGG2/kwIEDQLBG06233kp5eXnLPrt37+a4445j9+7d5OXltWw/++yzmTZtGr/85S/D/npEREREXJEOQEREREQOZ4zBsiwA/vOf/zBnzhw2btxIZWUlPp+P+vp6amtriY+Pb/f5a9aswe/3M2LEiDbbGxoayMjI6PH4RURE5NikRJOIiIhIFNqwYQNDhw5l586dzJo1i+985zs88MADpKen8+mnn3LdddfR2Nh4xERTdXU1TqeTZcuW4XQ62zyWmJjYGy9BREREjkFKNImIiIhEmQ8++IA1a9bw/e9/n2XLlhEIBHjkkUdwOILlNf/+97+32d/j8eD3+9tsmzRpEn6/n6KiIk499dRei11ERESObUo0iYiIiERQQ0MDBQUF+P1+CgsLmTdvHnPmzGHWrFlcffXVrF27Fq/Xy5NPPsnFF1/MZ599xu9///s2bQwZMoTq6moWLFjAhAkTiI+PZ8SIEXzjG9/g6quv5pFHHmHSpEkUFxezYMECxo8fz0UXXRShVywiIiJ9mc46JyIiIhJB8+bNIzc3lyFDhnD++efz4Ycf8sQTT/Dmm2/idDqZMGECjz76KL/61a8YO3YsL7/8MnPmzGnTxsyZM7nxxhu54ooryMrK4qGHHgLg+eef5+qrr+b2229n5MiRzJ49myVLljBo0KBIvFQRERE5BuiscyIiIiIiIiIiEhaa0SQiIiIiIiIiImGhRJOIiIiIiIiIiISFEk0iIiIiIiIiIhIWSjSJiIiIiIiIiEhYKNEkIiIiIiIiIiJhoUSTiIiIiIiIiIiEhRJNIiIiIiIiIiISFko0iYiIiIiIiIhIWCjRJCIiIiIiIiIiYaFEk4iIiIiIiIiIhIUSTSIiIiIiIiIiEhb/H2HdpdA8Kl62AAAAAElFTkSuQmCC", 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" ] @@ -2345,12 +2436,12 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -2376,12 +2467,12 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -2407,12 +2498,12 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -2438,12 +2529,12 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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" ] @@ -2464,7 +2555,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -2492,12 +2583,12 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] From 2be57b77bd86f7dfdb0c52e5efa086245d249549 Mon Sep 17 00:00:00 2001 From: Andrew Maguire Date: Wed, 8 Nov 2023 14:30:41 +0000 Subject: [PATCH 08/10] more sensible comparison --- notebooks/openassistant-oasst1.1/eda.ipynb | 895 ++++++++++++++------- 1 file changed, 622 insertions(+), 273 deletions(-) diff --git a/notebooks/openassistant-oasst1.1/eda.ipynb b/notebooks/openassistant-oasst1.1/eda.ipynb index ead692dc26..53063fabae 100644 --- a/notebooks/openassistant-oasst1.1/eda.ipynb +++ b/notebooks/openassistant-oasst1.1/eda.ipynb @@ -43,61 +43,447 @@ "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [], - "source": [ - "# inputs\n", - "\n", - "# file to use\n", - "file = \"C:\\\\Users\\\\andre\\\\Downloads\\\\2023-11-05_oasst_all\\\\2023-11-05_oasst_all.jsonl\"\n", - "# file = 'C:\\\\Users\\\\andre\\\\Downloads\\\\2023-11-05_oasst_ready\\\\2023-11-05_oasst_ready.jsonl'\n", - "\n", - "# if want to filter by tree state\n", - "allowed_tree_states = [\n", - " \"prompt_lottery_waiting\",\n", - " \"ready_for_export\",\n", - " \"initial_prompt_review\",\n", - " \"growing\",\n", - " \"halted_by_moderator\",\n", - " \"aborted_low_grade\",\n", - " \"ranking\",\n", - "]\n", - "# allowed_tree_states = 'all'" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "70673\n" + "66497\n", + "(66497, 57)\n" ] + }, + { + "data": { + "text/html": [ + "
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message_tree_idtree_statemessage_iduser_idcreated_datetextrolelangreview_countreview_resultdeletedsyntheticemojis_+1emojis__skip_replyemojis__skip_rankingreplieslabels_spam_valuelabels_spam_countlabels_lang_mismatch_valuelabels_lang_mismatch_countlabels_pii_valuelabels_pii_countlabels_not_appropriate_valuelabels_not_appropriate_countlabels_hate_speech_valuelabels_hate_speech_countlabels_sexual_content_valuelabels_sexual_content_countlabels_quality_valuelabels_quality_countlabels_toxicity_valuelabels_toxicity_countlabels_humor_valuelabels_humor_countlabels_creativity_valuelabels_creativity_countlabels_violence_valuelabels_violence_countdetoxify_toxicitydetoxify_severe_toxicitydetoxify_obscenedetoxify_identity_attackdetoxify_insultdetoxify_threatdetoxify_sexual_explicitemojis_-1emojis__skip_labelinglabels_helpfulness_valuelabels_helpfulness_countemojis_red_flaglabels_political_content_valuelabels_political_content_countlabels_fails_task_valuelabels_fails_task_countlabels_moral_judgement_valuelabels_moral_judgement_countmodel_name
06ab24d72-0181-4594-a9cd-deaf170242fbready_for_export6ab24d72-0181-4594-a9cd-deaf170242fbc3fe8c76-fc30-4fa7-b7f8-c492f5967d182023-02-05T14:23:50.983374+00:00Can you write a short introduction about the r...prompteren3TrueFalseFalse10.01.04.0[{'message_id': 'c8e83833-ecbc-44fe-b6db-73522...0.03.00.03.00.03.00.03.00.03.00.03.00.9166673.00.1666673.00.3333333.00.6666673.00.0003.00.0004430.0000330.0002350.0001420.0003950.0000410.000027NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
15249c721-e6d7-45f3-9680-f211d7be308eready_for_export5249c721-e6d7-45f3-9680-f211d7be308e63d9c326-9eef-46ae-92bf-1cfee1fa61282023-02-06T02:16:52.167075+00:00¿CUales son las etapas del desarrollo y en qué...prompteres3TrueFalseFalse9.014.02.0[{'message_id': '851a0267-90b0-46f3-97e8-ba143...0.06.00.03.00.03.00.03.00.03.00.03.00.6250006.00.1250004.00.2500006.00.8333336.00.1254.00.0003280.0001380.0011630.0002160.0006780.0001390.0000849.0NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
291a934ba-cfb8-4ca9-84d0-232b43ad13abready_for_export91a934ba-cfb8-4ca9-84d0-232b43ad13ab165c88bd-cc4e-4f9e-82be-27cc957c4e802023-02-04T18:22:03.285526+00:00Can you explain contrastive learning in machin...prompteren3TrueFalseFalse12.05.0NaN[{'message_id': 'e8ca4e06-a584-4001-8594-5f633...0.03.00.03.00.03.00.03.00.03.00.03.00.8333333.00.0000003.00.3333333.00.4166673.00.0003.00.0003550.0000340.0002360.0001130.0002620.0000410.000027NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
3da92f2a6-e006-4140-b094-8992b72942aaprompt_lottery_waitingda92f2a6-e006-4140-b094-8992b72942aaef8ea553-5952-4565-bd13-a8382e2448d12023-02-06T23:02:37.161316+00:00I want you to act as my personal shopper. I wi...prompteren3TrueFalseFalseNaNNaNNaN[]0.03.00.03.00.03.00.03.00.03.00.03.00.5833333.00.2500003.00.1666673.00.6666673.00.0003.00.0003570.0000240.0001330.0000880.0001530.0000370.000028NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
47cce4047-8f87-42c4-9d75-a590c02be5b1ready_for_export7cce4047-8f87-42c4-9d75-a590c02be5b18974fb6d-49e1-4c99-aed3-e957ae5b32692023-02-05T13:18:52.133806+00:00I want to start doing astrophotography as a ho...prompteren3TrueFalseFalse7.0NaNNaN[{'message_id': '19cb94ab-d6ab-4dbd-b408-70ffb...0.03.00.03.00.03.00.03.00.03.00.03.00.9166673.00.0000003.00.0000003.00.8333333.00.0003.00.0002380.0000680.0004420.0001530.0003480.0000710.000045NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
\n", + "
" + ], + "text/plain": [ + " message_tree_id tree_state message_id user_id created_date text role lang review_count review_result deleted synthetic emojis_+1 emojis__skip_reply emojis__skip_ranking replies labels_spam_value labels_spam_count labels_lang_mismatch_value labels_lang_mismatch_count labels_pii_value labels_pii_count labels_not_appropriate_value labels_not_appropriate_count labels_hate_speech_value labels_hate_speech_count labels_sexual_content_value labels_sexual_content_count labels_quality_value labels_quality_count labels_toxicity_value labels_toxicity_count labels_humor_value labels_humor_count labels_creativity_value labels_creativity_count labels_violence_value labels_violence_count detoxify_toxicity detoxify_severe_toxicity detoxify_obscene \n", + "0 6ab24d72-0181-4594-a9cd-deaf170242fb ready_for_export 6ab24d72-0181-4594-a9cd-deaf170242fb c3fe8c76-fc30-4fa7-b7f8-c492f5967d18 2023-02-05T14:23:50.983374+00:00 Can you write a short introduction about the r... prompter en 3 True False False 10.0 1.0 4.0 [{'message_id': 'c8e83833-ecbc-44fe-b6db-73522... 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.916667 3.0 0.166667 3.0 0.333333 3.0 0.666667 3.0 0.000 3.0 0.000443 0.000033 0.000235 \\\n", + "1 5249c721-e6d7-45f3-9680-f211d7be308e ready_for_export 5249c721-e6d7-45f3-9680-f211d7be308e 63d9c326-9eef-46ae-92bf-1cfee1fa6128 2023-02-06T02:16:52.167075+00:00 ¿CUales son las etapas del desarrollo y en qué... prompter es 3 True False False 9.0 14.0 2.0 [{'message_id': '851a0267-90b0-46f3-97e8-ba143... 0.0 6.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.625000 6.0 0.125000 4.0 0.250000 6.0 0.833333 6.0 0.125 4.0 0.000328 0.000138 0.001163 \n", + "2 91a934ba-cfb8-4ca9-84d0-232b43ad13ab ready_for_export 91a934ba-cfb8-4ca9-84d0-232b43ad13ab 165c88bd-cc4e-4f9e-82be-27cc957c4e80 2023-02-04T18:22:03.285526+00:00 Can you explain contrastive learning in machin... prompter en 3 True False False 12.0 5.0 NaN [{'message_id': 'e8ca4e06-a584-4001-8594-5f633... 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.833333 3.0 0.000000 3.0 0.333333 3.0 0.416667 3.0 0.000 3.0 0.000355 0.000034 0.000236 \n", + "3 da92f2a6-e006-4140-b094-8992b72942aa prompt_lottery_waiting da92f2a6-e006-4140-b094-8992b72942aa ef8ea553-5952-4565-bd13-a8382e2448d1 2023-02-06T23:02:37.161316+00:00 I want you to act as my personal shopper. I wi... prompter en 3 True False False NaN NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.583333 3.0 0.250000 3.0 0.166667 3.0 0.666667 3.0 0.000 3.0 0.000357 0.000024 0.000133 \n", + "4 7cce4047-8f87-42c4-9d75-a590c02be5b1 ready_for_export 7cce4047-8f87-42c4-9d75-a590c02be5b1 8974fb6d-49e1-4c99-aed3-e957ae5b3269 2023-02-05T13:18:52.133806+00:00 I want to start doing astrophotography as a ho... prompter en 3 True False False 7.0 NaN NaN [{'message_id': '19cb94ab-d6ab-4dbd-b408-70ffb... 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.916667 3.0 0.000000 3.0 0.000000 3.0 0.833333 3.0 0.000 3.0 0.000238 0.000068 0.000442 \n", + "\n", + " detoxify_identity_attack detoxify_insult detoxify_threat detoxify_sexual_explicit emojis_-1 emojis__skip_labeling labels_helpfulness_value labels_helpfulness_count emojis_red_flag labels_political_content_value labels_political_content_count labels_fails_task_value labels_fails_task_count labels_moral_judgement_value labels_moral_judgement_count model_name \n", + "0 0.000142 0.000395 0.000041 0.000027 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", + "1 0.000216 0.000678 0.000139 0.000084 9.0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", + "2 0.000113 0.000262 0.000041 0.000027 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", + "3 0.000088 0.000153 0.000037 0.000028 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", + "4 0.000153 0.000348 0.000071 0.000045 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN " + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "# read json data\n", - "data = []\n", - "with open(file) as f:\n", + "# get oasst1 data into a df\n", + "oasst1_file = \"C:\\\\Users\\\\andre\\\\Downloads\\\\oasst1_2023-04-12_oasst_all_trees\\\\2023-04-12_oasst_all.trees.jsonl\"\n", + "oasst1_data = []\n", + "with open(oasst1_file) as f:\n", " for line in f:\n", - " if allowed_tree_states == \"all\":\n", - " data.append(json.loads(line))\n", - " elif json.loads(line)[\"tree_state\"] in allowed_tree_states:\n", - " data.append(json.loads(line))\n", - "print(len(data))" + " oasst1_data.append(json.loads(line))\n", + "print(len(oasst1_data))\n", + "\n", + "# json data is nested, so we need to flatten it\n", + "df_oasst1 = pd.json_normalize(oasst1_data)\n", + "# clean up column names\n", + "df_oasst1.columns = [col.replace(\"prompt.\", \"\").replace(\".\", \"_\") for col in df_oasst1.columns]\n", + "print(df_oasst1.shape)\n", + "display(df_oasst1.head())" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ + "70673\n", "(70673, 49)\n" ] }, @@ -459,70 +845,25 @@ } ], "source": [ + "# get oasst1 data into a df\n", + "oasst1dot1_file = \"C:\\\\Users\\\\andre\\\\Downloads\\\\2023-11-05_oasst_all\\\\2023-11-05_oasst_all.jsonl\"\n", + "oasst1dot1_data = []\n", + "with open(oasst1dot1_file) as f:\n", + " for line in f:\n", + " oasst1dot1_data.append(json.loads(line))\n", + "print(len(oasst1dot1_data))\n", + "\n", "# json data is nested, so we need to flatten it\n", - "df = pd.json_normalize(data)\n", + "df_oasst1dot1 = pd.json_normalize(oasst1dot1_data)\n", "# clean up column names\n", - "df.columns = [col.replace(\"prompt.\", \"\").replace(\".\", \"_\") for col in df.columns]\n", - "print(df.shape)\n", - "display(df.head())" + "df_oasst1dot1.columns = [col.replace(\"prompt.\", \"\").replace(\".\", \"_\") for col in df_oasst1dot1.columns]\n", + "print(df_oasst1dot1.shape)\n", + "display(df_oasst1dot1.head())" ] }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Found cached dataset parquet (C:/Users/andre/.cache/huggingface/datasets/OpenAssistant___parquet/OpenAssistant--oasst1-2960c57d7e52ab15/0.0.0/2a3b91fbd88a2c90d1dbbb32b460cf621d31bd5b05b934492fdef7d8d6f236ec)\n", - "100%|██████████| 2/2 [00:00<00:00, 128.11it/s]\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "DatasetDict({\n", - " train: Dataset({\n", - " features: ['message_id', 'parent_id', 'user_id', 'created_date', 'text', 'role', 'lang', 'review_count', 'review_result', 'deleted', 'rank', 'synthetic', 'model_name', 'detoxify', 'message_tree_id', 'tree_state', 'emojis', 'labels'],\n", - " num_rows: 84437\n", - " })\n", - " validation: Dataset({\n", - " features: ['message_id', 'parent_id', 'user_id', 'created_date', 'text', 'role', 'lang', 'review_count', 'review_result', 'deleted', 'rank', 'synthetic', 'model_name', 'detoxify', 'message_tree_id', 'tree_state', 'emojis', 'labels'],\n", - " num_rows: 4401\n", - " })\n", - "})\n", - "(84437, 18)\n", - "(4401, 18)\n", - "(88838, 18)\n" - ] - } - ], - "source": [ - "# load OpenAssistant/oasst1 dataset from huggingface datasets\n", - "ds = load_dataset(\"OpenAssistant/oasst1\")\n", - "print(ds)\n", - "\n", - "# lets convert to df\n", - "\n", - "# train\n", - "df_oasst1_train = ds[\"train\"].to_pandas()\n", - "print(df_oasst1_train.shape)\n", - "\n", - "# validation\n", - "df_oasst1_validation = ds[\"validation\"].to_pandas()\n", - "print(df_oasst1_validation.shape)\n", - "\n", - "# concat train and validation\n", - "df_oasst1 = pd.concat([df_oasst1_train, df_oasst1_validation])\n", - "print(df_oasst1.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -530,22 +871,22 @@ "output_type": "stream", "text": [ "in_oasst1\n", - "False 60309\n", - "True 10364\n", + "True 64746\n", + "False 5927\n", "Name: count, dtype: int64\n" ] } ], "source": [ "# flag if message in df is also in df_oasst1\n", - "df[\"in_oasst1\"] = df[\"message_tree_id\"].isin(df_oasst1[\"message_id\"])\n", + "df_oasst1dot1[\"in_oasst1\"] = df_oasst1dot1[\"message_tree_id\"].isin(df_oasst1[\"message_tree_id\"])\n", "\n", - "print(df[\"in_oasst1\"].value_counts())" + "print(df_oasst1dot1[\"in_oasst1\"].value_counts())" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -677,7 +1018,7 @@ " \n", " \n", " 1\n", - " False\n", + " True\n", " 002c56dc-ad52-4dcc-b872-bfacd8b8e356\n", " prompt_lottery_waiting\n", " 002c56dc-ad52-4dcc-b872-bfacd8b8e356\n", @@ -730,7 +1071,7 @@ " \n", " \n", " 2\n", - " False\n", + " True\n", " 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0\n", " prompt_lottery_waiting\n", " 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0\n", @@ -783,7 +1124,7 @@ " \n", " \n", " 3\n", - " False\n", + " True\n", " 002dcdac-2584-4d33-b9c2-5c94bedac80a\n", " prompt_lottery_waiting\n", " 002dcdac-2584-4d33-b9c2-5c94bedac80a\n", @@ -836,7 +1177,7 @@ " \n", " \n", " 4\n", - " False\n", + " True\n", " 002e326f-a99e-4c17-a2c7-b627a34944e4\n", " prompt_lottery_waiting\n", " 002e326f-a99e-4c17-a2c7-b627a34944e4\n", @@ -894,10 +1235,10 @@ "text/plain": [ " in_oasst1 message_tree_id tree_state message_id user_id created_date text role lang review_count review_result deleted synthetic emojis_+1 emojis__skip_reply emojis__skip_ranking replies labels_spam_value labels_spam_count labels_lang_mismatch_value labels_lang_mismatch_count labels_pii_value labels_pii_count labels_not_appropriate_value labels_not_appropriate_count labels_hate_speech_value labels_hate_speech_count labels_sexual_content_value labels_sexual_content_count labels_quality_value labels_quality_count labels_toxicity_value labels_toxicity_count labels_humor_value labels_humor_count labels_creativity_value labels_creativity_count labels_violence_value labels_violence_count emojis__skip_labeling emojis_-1 labels_helpfulness_value \n", "0 True 002c4715-b026-48d1-8d19-3f724a9fc1e8 ready_for_export 002c4715-b026-48d1-8d19-3f724a9fc1e8 30d0209f-a418-4fac-8157-adf8ddc21aee 2023-02-05T22:44:05.434674+00:00 Dame los pasos de las cosas que debería de apr... prompter es 3 True False False 11.0 8.0 1.0 [{'message_id': '20004f60-337b-4962-b9d0-916be... 0.0 4.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.812500 4.0 0.166667 3.0 0.333333 3.0 0.500000 3.0 0.000000 3.0 NaN NaN NaN \\\n", - "1 False 002c56dc-ad52-4dcc-b872-bfacd8b8e356 prompt_lottery_waiting 002c56dc-ad52-4dcc-b872-bfacd8b8e356 818581ee-4355-4990-9da5-8390f1e708bd 2023-02-25T21:39:07.726925+00:00 Supposons que vous soyez un expert en énergie ... prompter fr 3 True False False NaN NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.750000 3.0 0.166667 3.0 0.333333 3.0 0.666667 3.0 0.333333 3.0 NaN NaN NaN \n", - "2 False 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0 prompt_lottery_waiting 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0 773abbfe-66f5-478a-9442-c40e98440870 2023-02-12T13:34:41.869490+00:00 ¿Cuántos artículos tiene la constitución polít... prompter es 3 True False False 1.0 NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.583333 3.0 0.000000 3.0 0.083333 3.0 0.333333 3.0 0.000000 3.0 1.0 NaN NaN \n", - "3 False 002dcdac-2584-4d33-b9c2-5c94bedac80a prompt_lottery_waiting 002dcdac-2584-4d33-b9c2-5c94bedac80a acf7fdd5-aee9-4db1-ab97-5c74110832ce 2023-02-14T03:35:38.273451+00:00 Cómo la creciente cantidad de satélites podría... prompter es 3 True False False 2.0 NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.750000 3.0 0.000000 3.0 0.000000 3.0 0.833333 3.0 0.166667 3.0 NaN NaN NaN \n", - "4 False 002e326f-a99e-4c17-a2c7-b627a34944e4 prompt_lottery_waiting 002e326f-a99e-4c17-a2c7-b627a34944e4 2c96e467-66f0-4be7-9693-bda51356a424 2023-02-06T19:36:17.957943+00:00 Create a C program will take a array of number... prompter en 3 True False False 1.0 NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.833333 3.0 0.083333 3.0 0.000000 3.0 0.500000 3.0 0.000000 3.0 1.0 NaN NaN \n", + "1 True 002c56dc-ad52-4dcc-b872-bfacd8b8e356 prompt_lottery_waiting 002c56dc-ad52-4dcc-b872-bfacd8b8e356 818581ee-4355-4990-9da5-8390f1e708bd 2023-02-25T21:39:07.726925+00:00 Supposons que vous soyez un expert en énergie ... prompter fr 3 True False False NaN NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.750000 3.0 0.166667 3.0 0.333333 3.0 0.666667 3.0 0.333333 3.0 NaN NaN NaN \n", + "2 True 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0 prompt_lottery_waiting 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0 773abbfe-66f5-478a-9442-c40e98440870 2023-02-12T13:34:41.869490+00:00 ¿Cuántos artículos tiene la constitución polít... prompter es 3 True False False 1.0 NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.583333 3.0 0.000000 3.0 0.083333 3.0 0.333333 3.0 0.000000 3.0 1.0 NaN NaN \n", + "3 True 002dcdac-2584-4d33-b9c2-5c94bedac80a prompt_lottery_waiting 002dcdac-2584-4d33-b9c2-5c94bedac80a acf7fdd5-aee9-4db1-ab97-5c74110832ce 2023-02-14T03:35:38.273451+00:00 Cómo la creciente cantidad de satélites podría... prompter es 3 True False False 2.0 NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.750000 3.0 0.000000 3.0 0.000000 3.0 0.833333 3.0 0.166667 3.0 NaN NaN NaN \n", + "4 True 002e326f-a99e-4c17-a2c7-b627a34944e4 prompt_lottery_waiting 002e326f-a99e-4c17-a2c7-b627a34944e4 2c96e467-66f0-4be7-9693-bda51356a424 2023-02-06T19:36:17.957943+00:00 Create a C program will take a array of number... prompter en 3 True False False 1.0 NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.833333 3.0 0.083333 3.0 0.000000 3.0 0.500000 3.0 0.000000 3.0 1.0 NaN NaN \n", "\n", " labels_helpfulness_count emojis_red_flag labels_fails_task_value labels_fails_task_count labels_moral_judgement_value labels_moral_judgement_count labels_political_content_value labels_political_content_count \n", "0 NaN NaN NaN NaN NaN NaN NaN NaN \n", @@ -913,15 +1254,15 @@ ], "source": [ "# move in_oasst1 to front\n", - "cols = list(df.columns)\n", + "cols = list(df_oasst1dot1.columns)\n", "cols.insert(0, cols.pop(cols.index(\"in_oasst1\")))\n", - "df = df.loc[:, cols]\n", - "display(df.head())" + "df_oasst1dot1 = df_oasst1dot1.loc[:, cols]\n", + "display(df_oasst1dot1.head())" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -989,12 +1330,12 @@ } ], "source": [ - "df.info(verbose=True)" + "df_oasst1dot1.info(verbose=True)" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -1849,7 +2190,7 @@ "# random message_tree_id where replies_count > 0\n", "# message_tree_id = df[df['replies_count'] > 0]['message_tree_id'].sample(1).values[0]\n", "\n", - "df_message = df[df[\"message_tree_id\"] == message_tree_id]\n", + "df_message = df_oasst1dot1[df_oasst1dot1[\"message_tree_id\"] == message_tree_id]\n", "message_reply_data = df_message[\"replies\"].values[0]\n", "\n", "pp.pprint(message_reply_data)" @@ -1857,7 +2198,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -1881,53 +2222,53 @@ " \n", " \n", " \n", - " 34440\n", - " 49615\n", - " 4587\n", + " 58714\n", + " 39905\n", + " 62507\n", " \n", " \n", " \n", " \n", " in_oasst1\n", - " False\n", + " True\n", " True\n", " False\n", " \n", " \n", " message_tree_id\n", - " 7cb26081-7a34-4a99-aba0-1204d5dbaf6e\n", - " b337d436-0be3-44bf-b183-79d0897bd76d\n", - " 10de15f7-0fa0-4e57-8602-118f9ce11d1e\n", + " d40f720b-977a-455c-85d9-ad3b4e4599a2\n", + " 901ae260-aedc-4a66-8c67-fc1049be5f29\n", + " e1d3d47b-a090-4c62-995e-c7a5ec9973ea\n", " \n", " \n", " tree_state\n", " prompt_lottery_waiting\n", - " ready_for_export\n", - " prompt_lottery_waiting\n", + " growing\n", + " halted_by_moderator\n", " \n", " \n", " message_id\n", - " 7cb26081-7a34-4a99-aba0-1204d5dbaf6e\n", - " b337d436-0be3-44bf-b183-79d0897bd76d\n", - " 10de15f7-0fa0-4e57-8602-118f9ce11d1e\n", + " d40f720b-977a-455c-85d9-ad3b4e4599a2\n", + " 901ae260-aedc-4a66-8c67-fc1049be5f29\n", + " e1d3d47b-a090-4c62-995e-c7a5ec9973ea\n", " \n", " \n", " user_id\n", - " a41f23d1-dc75-497d-8d99-a5b7b061022f\n", - " 01f67ee6-1680-42fc-842c-112db733d69f\n", - " e14bc4d0-f7d4-410d-8304-0dce9c8d6818\n", + " e5622ea1-08ba-49aa-910f-759ab6210455\n", + " 1e4757e9-5067-41d5-80e6-c1efcbe04533\n", + " 82025d9f-861e-47c2-a03b-b2eeeb4fc062\n", " \n", " \n", " created_date\n", - " 2023-02-21T20:08:32.384579+00:00\n", - " 2023-02-09T13:41:48.783324+00:00\n", - " 2023-02-12T18:38:52.764010+00:00\n", + " 2023-02-10T03:45:52.454686+00:00\n", + " 2023-02-21T11:13:45.105000+00:00\n", + " 2023-04-18T15:57:50.824561+00:00\n", " \n", " \n", " text\n", - " Convert this 65816 assembly code to C. It is a...\n", - " My 3D prints are warping at the corners. I am ...\n", - " Hazme una rutina de ejercicios semanal, usando...\n", + " ¿Cuáles son los platillos más famosos en Perú?\n", + " Bones, al rebost tinc disponibles: patates, to...\n", + " 如何评价波西米亚狂想曲？\n", " \n", " \n", " role\n", @@ -1937,15 +2278,15 @@ " \n", " \n", " lang\n", - " en\n", - " en\n", " es\n", + " ca\n", + " zh\n", " \n", " \n", " review_count\n", " 3\n", " 3\n", - " 3\n", + " 5\n", " \n", " \n", " review_result\n", @@ -1967,9 +2308,9 @@ " \n", " \n", " emojis_+1\n", - " NaN\n", - " 2.0\n", " 1.0\n", + " 2.0\n", + " NaN\n", " \n", " \n", " emojis__skip_reply\n", @@ -1980,26 +2321,26 @@ " \n", " emojis__skip_ranking\n", " NaN\n", - " 4.0\n", + " NaN\n", " NaN\n", " \n", " \n", " replies\n", " []\n", - " [{'message_id': 'fe010f9f-d8f9-4b67-bc8b-5267c...\n", + " [{'message_id': '0324ca48-424b-4d6b-842f-c26d6...\n", " []\n", " \n", " \n", " labels_spam_value\n", " 0.0\n", " 0.0\n", - " 0.0\n", + " 0.2\n", " \n", " \n", " labels_spam_count\n", " 3.0\n", - " 3.0\n", - " 3.0\n", + " 4.0\n", + " 5.0\n", " \n", " \n", " labels_lang_mismatch_value\n", @@ -2011,7 +2352,7 @@ " labels_lang_mismatch_count\n", " 3.0\n", " 3.0\n", - " 3.0\n", + " 5.0\n", " \n", " \n", " labels_pii_value\n", @@ -2023,7 +2364,7 @@ " labels_pii_count\n", " 3.0\n", " 3.0\n", - " 3.0\n", + " 5.0\n", " \n", " \n", " labels_not_appropriate_value\n", @@ -2035,7 +2376,7 @@ " labels_not_appropriate_count\n", " 3.0\n", " 3.0\n", - " 3.0\n", + " 5.0\n", " \n", " \n", " labels_hate_speech_value\n", @@ -2047,7 +2388,7 @@ " labels_hate_speech_count\n", " 3.0\n", " 3.0\n", - " 3.0\n", + " 5.0\n", " \n", " \n", " labels_sexual_content_value\n", @@ -2059,79 +2400,79 @@ " labels_sexual_content_count\n", " 3.0\n", " 3.0\n", - " 3.0\n", + " 5.0\n", " \n", " \n", " labels_quality_value\n", - " 0.833333\n", - " 0.916667\n", " 0.5\n", + " 1.0\n", + " 0.35\n", " \n", " \n", " labels_quality_count\n", " 3.0\n", - " 3.0\n", - " 3.0\n", + " 4.0\n", + " 5.0\n", " \n", " \n", " labels_toxicity_value\n", " 0.0\n", - " 0.166667\n", - " 0.0\n", + " 0.0625\n", + " 0.4\n", " \n", " \n", " labels_toxicity_count\n", " 3.0\n", - " 3.0\n", - " 3.0\n", + " 4.0\n", + " 5.0\n", " \n", " \n", " labels_humor_value\n", - " 0.0\n", " 0.083333\n", - " 0.0\n", + " 0.0625\n", + " 0.4\n", " \n", " \n", " labels_humor_count\n", " 3.0\n", - " 3.0\n", - " 3.0\n", + " 4.0\n", + " 5.0\n", " \n", " \n", " labels_creativity_value\n", - " 0.583333\n", - " 0.583333\n", + " 0.416667\n", " 0.25\n", + " 0.3\n", " \n", " \n", " labels_creativity_count\n", " 3.0\n", - " 3.0\n", - " 3.0\n", + " 4.0\n", + " 5.0\n", " \n", " \n", " labels_violence_value\n", " 0.0\n", " 0.0\n", - " 0.0\n", + " 0.15\n", " \n", " \n", " labels_violence_count\n", " 3.0\n", - " 3.0\n", - " 3.0\n", + " 4.0\n", + " 5.0\n", " \n", " \n", " emojis__skip_labeling\n", - " 1.0\n", " NaN\n", - " 1.0\n", + " NaN\n", + " 2.0\n", " \n", " \n", " emojis_-1\n", " NaN\n", " NaN\n", - " 2.0\n", + " NaN\n", " \n", " \n", " labels_helpfulness_value\n", @@ -2192,171 +2533,177 @@ "" ], "text/plain": [ - " 34440 49615 4587 \n", - "in_oasst1 False True False\n", - "message_tree_id 7cb26081-7a34-4a99-aba0-1204d5dbaf6e b337d436-0be3-44bf-b183-79d0897bd76d 10de15f7-0fa0-4e57-8602-118f9ce11d1e\n", - "tree_state prompt_lottery_waiting ready_for_export prompt_lottery_waiting\n", - "message_id 7cb26081-7a34-4a99-aba0-1204d5dbaf6e b337d436-0be3-44bf-b183-79d0897bd76d 10de15f7-0fa0-4e57-8602-118f9ce11d1e\n", - "user_id a41f23d1-dc75-497d-8d99-a5b7b061022f 01f67ee6-1680-42fc-842c-112db733d69f e14bc4d0-f7d4-410d-8304-0dce9c8d6818\n", - "created_date 2023-02-21T20:08:32.384579+00:00 2023-02-09T13:41:48.783324+00:00 2023-02-12T18:38:52.764010+00:00\n", - "text Convert this 65816 assembly code to C. It is a... My 3D prints are warping at the corners. I am ... Hazme una rutina de ejercicios semanal, usando...\n", - "role prompter prompter prompter\n", - "lang en en es\n", - "review_count 3 3 3\n", - "review_result True True True\n", - "deleted False False False\n", - "synthetic False False False\n", - "emojis_+1 NaN 2.0 1.0\n", - "emojis__skip_reply NaN 5.0 NaN\n", - "emojis__skip_ranking NaN 4.0 NaN\n", - "replies [] [{'message_id': 'fe010f9f-d8f9-4b67-bc8b-5267c... []\n", - "labels_spam_value 0.0 0.0 0.0\n", - "labels_spam_count 3.0 3.0 3.0\n", - "labels_lang_mismatch_value 0.0 0.0 0.0\n", - "labels_lang_mismatch_count 3.0 3.0 3.0\n", - "labels_pii_value 0.0 0.0 0.0\n", - "labels_pii_count 3.0 3.0 3.0\n", - "labels_not_appropriate_value 0.0 0.0 0.0\n", - "labels_not_appropriate_count 3.0 3.0 3.0\n", - "labels_hate_speech_value 0.0 0.0 0.0\n", - "labels_hate_speech_count 3.0 3.0 3.0\n", - "labels_sexual_content_value 0.0 0.0 0.0\n", - "labels_sexual_content_count 3.0 3.0 3.0\n", - "labels_quality_value 0.833333 0.916667 0.5\n", - "labels_quality_count 3.0 3.0 3.0\n", - "labels_toxicity_value 0.0 0.166667 0.0\n", - "labels_toxicity_count 3.0 3.0 3.0\n", - "labels_humor_value 0.0 0.083333 0.0\n", - "labels_humor_count 3.0 3.0 3.0\n", - "labels_creativity_value 0.583333 0.583333 0.25\n", - "labels_creativity_count 3.0 3.0 3.0\n", - "labels_violence_value 0.0 0.0 0.0\n", - "labels_violence_count 3.0 3.0 3.0\n", - "emojis__skip_labeling 1.0 NaN 1.0\n", - "emojis_-1 NaN NaN 2.0\n", - "labels_helpfulness_value NaN NaN NaN\n", - "labels_helpfulness_count NaN NaN NaN\n", - "emojis_red_flag NaN NaN NaN\n", - "labels_fails_task_value NaN NaN NaN\n", - "labels_fails_task_count NaN NaN NaN\n", - "labels_moral_judgement_value NaN NaN NaN\n", - "labels_moral_judgement_count NaN NaN NaN\n", - "labels_political_content_value NaN NaN NaN\n", - "labels_political_content_count NaN NaN NaN" + " 58714 39905 62507\n", + "in_oasst1 True True False\n", + "message_tree_id d40f720b-977a-455c-85d9-ad3b4e4599a2 901ae260-aedc-4a66-8c67-fc1049be5f29 e1d3d47b-a090-4c62-995e-c7a5ec9973ea\n", + "tree_state prompt_lottery_waiting growing halted_by_moderator\n", + "message_id d40f720b-977a-455c-85d9-ad3b4e4599a2 901ae260-aedc-4a66-8c67-fc1049be5f29 e1d3d47b-a090-4c62-995e-c7a5ec9973ea\n", + "user_id e5622ea1-08ba-49aa-910f-759ab6210455 1e4757e9-5067-41d5-80e6-c1efcbe04533 82025d9f-861e-47c2-a03b-b2eeeb4fc062\n", + "created_date 2023-02-10T03:45:52.454686+00:00 2023-02-21T11:13:45.105000+00:00 2023-04-18T15:57:50.824561+00:00\n", + "text ¿Cuáles son los platillos más famosos en Perú? Bones, al rebost tinc disponibles: patates, to... 如何评价波西米亚狂想曲？\n", + "role prompter prompter prompter\n", + "lang es ca zh\n", + "review_count 3 3 5\n", + "review_result True True True\n", + "deleted False False False\n", + "synthetic False False False\n", + "emojis_+1 1.0 2.0 NaN\n", + "emojis__skip_reply NaN 5.0 NaN\n", + "emojis__skip_ranking NaN NaN NaN\n", + "replies [] [{'message_id': '0324ca48-424b-4d6b-842f-c26d6... []\n", + "labels_spam_value 0.0 0.0 0.2\n", + "labels_spam_count 3.0 4.0 5.0\n", + "labels_lang_mismatch_value 0.0 0.0 0.0\n", + "labels_lang_mismatch_count 3.0 3.0 5.0\n", + "labels_pii_value 0.0 0.0 0.0\n", + "labels_pii_count 3.0 3.0 5.0\n", + "labels_not_appropriate_value 0.0 0.0 0.0\n", + "labels_not_appropriate_count 3.0 3.0 5.0\n", + "labels_hate_speech_value 0.0 0.0 0.0\n", + "labels_hate_speech_count 3.0 3.0 5.0\n", + "labels_sexual_content_value 0.0 0.0 0.0\n", + "labels_sexual_content_count 3.0 3.0 5.0\n", + "labels_quality_value 0.5 1.0 0.35\n", + "labels_quality_count 3.0 4.0 5.0\n", + "labels_toxicity_value 0.0 0.0625 0.4\n", + "labels_toxicity_count 3.0 4.0 5.0\n", + "labels_humor_value 0.083333 0.0625 0.4\n", + "labels_humor_count 3.0 4.0 5.0\n", + "labels_creativity_value 0.416667 0.25 0.3\n", + "labels_creativity_count 3.0 4.0 5.0\n", + "labels_violence_value 0.0 0.0 0.15\n", + "labels_violence_count 3.0 4.0 5.0\n", + "emojis__skip_labeling NaN NaN 2.0\n", + "emojis_-1 NaN NaN NaN\n", + "labels_helpfulness_value NaN NaN NaN\n", + "labels_helpfulness_count NaN NaN NaN\n", + "emojis_red_flag NaN NaN NaN\n", + "labels_fails_task_value NaN NaN NaN\n", + "labels_fails_task_count NaN NaN NaN\n", + "labels_moral_judgement_value NaN NaN NaN\n", + "labels_moral_judgement_count NaN NaN NaN\n", + "labels_political_content_value NaN NaN NaN\n", + "labels_political_content_count NaN NaN NaN" ] }, - "execution_count": 11, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# lets eyeball some random rows\n", - "df.sample(3).transpose()" + "df_oasst1dot1.sample(3).transpose()" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# some general wrangling\n", "\n", "# convert dates to datetime\n", - "df[\"created_date\"] = pd.to_datetime(df[\"created_date\"])\n", + "df_oasst1dot1[\"created_date\"] = pd.to_datetime(df_oasst1dot1[\"created_date\"])\n", "\n", "# get reply count col\n", - "df[\"replies_count\"] = df[\"replies\"].apply(lambda x: len(x))\n", + "df_oasst1dot1[\"replies_count\"] = df_oasst1dot1[\"replies\"].apply(lambda x: len(x))\n", "\n", "# only keep messages with replies\n", - "# df = df[df[\"replies_count\"] > 0]" + "# df_oasst1dot1 = df_oasst1dot1[df_oasst1dot1[\"replies_count\"] > 0]" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tree_state\n", - "ready_for_export 10364\n", + "prompt_lottery_waiting 42010\n", + "ready_for_export 13614\n", + "halted_by_moderator 2838\n", + "growing 2651\n", + "initial_prompt_review 2029\n", + "aborted_low_grade 1586\n", + "ranking 18\n", "Name: count, dtype: int64" ] }, - "execution_count": 13, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# tree_state counts when in_oasst1 is true\n", - "df[df[\"in_oasst1\"] == True][\"tree_state\"].value_counts()" + "df_oasst1dot1[df_oasst1dot1[\"in_oasst1\"] == True][\"tree_state\"].value_counts()" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tree_state\n", - "prompt_lottery_waiting 44570\n", - "initial_prompt_review 4319\n", - "ready_for_export 3490\n", - "growing 3103\n", - "halted_by_moderator 3093\n", - "aborted_low_grade 1714\n", - "ranking 20\n", + "prompt_lottery_waiting 2560\n", + "initial_prompt_review 2290\n", + "growing 452\n", + "halted_by_moderator 255\n", + "ready_for_export 240\n", + "aborted_low_grade 128\n", + "ranking 2\n", "Name: count, dtype: int64" ] }, - "execution_count": 14, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# tree_state counts when in_oasst1 is false\n", - "df[df[\"in_oasst1\"] == False][\"tree_state\"].value_counts()" + "df_oasst1dot1[df_oasst1dot1[\"in_oasst1\"] == False][\"tree_state\"].value_counts()" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "tree_state\n", - "aborted_low_grade 0.000000\n", - "growing 0.000000\n", - "halted_by_moderator 0.000000\n", - "initial_prompt_review 0.000000\n", - "prompt_lottery_waiting 0.000000\n", - "ranking 0.000000\n", - "ready_for_export 0.748087\n", + "aborted_low_grade 0.925321\n", + "growing 0.854335\n", + "halted_by_moderator 0.917556\n", + "initial_prompt_review 0.469785\n", + "prompt_lottery_waiting 0.942562\n", + "ranking 0.900000\n", + "ready_for_export 0.982676\n", "Name: in_oasst1, dtype: float64" ] }, - "execution_count": 15, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# get % of messages in oasst1 by tree_state\n", - "df.groupby(\"tree_state\")[\"in_oasst1\"].mean()" + "df_oasst1dot1.groupby(\"tree_state\")[\"in_oasst1\"].mean()" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -2372,7 +2719,7 @@ ], "source": [ "# Count the frequency of each unique value in the 'tree_state' column\n", - "tree_state_counts = df[\"tree_state\"].value_counts()\n", + "tree_state_counts = df_oasst1dot1[\"tree_state\"].value_counts()\n", "\n", "# Plotting the distribution of 'tree_state'\n", "plt.figure(figsize=(10, 6))\n", @@ -2387,12 +2734,12 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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BREQEoaGhtGjRgu7duzNo0CC7ekUnTpxg0qRJ/O9//8v2DGNjY+2ewbXjaT2WtebTn3/+SWxsbI7LArP2v3379vTr14+pU6cye/ZsOnToQJ8+fXj44Ydxd3fP8bVwNUTK67OYUxg1YMAAvvvuO3bu3EmbNm3466+/2Lt3L2+99ZZd3w3DoF69ejleN2vQA1CtWjXc3Nxy7YcjXfu59/f3ByA0NDTbcYvFQmxsLBUrViz0e3KUWrVq2X3/559/ApkBVG6sNaeSk5Nz7O+tt95qC7GtWrRocV39u/vuu5k9ezY7duygY8eO/Pbbb8yYMQOANm3akJGRwe7duwkLC+Ps2bO2JXbXMgzDIXWjRESk7FDQJCIiUgB+fn5UrVqVX3/9tVCvu5FfwMxmc47HnZ2dczyedaZKSRMSEkKHDh2YOXMmO3bsyHWnOWvB8EceeSTXX8hvu+02IDMIO3z4MCtWrGDNmjV8++23vPfee0yaNImpU6cCmbti3XPPPSxbtox169bxxhtv8Prrr7N06VK6deuG2Wymc+fOXLp0iQkTJlC/fn28vb05ffo0jz32mF0B84KyWCxUrlyZL774IsfzlSpVAjI/G9988w0//vgjy5cvZ+3atQwZMoSZM2fy448/5jqDxhoA/vLLL/Tp0yfHNr/88guA3Y5ovXr1wsvLiyVLltCmTRuWLFmCk5MTDz74oF3fTSYTq1evzvFzdm2fss7YKWq5fe7z+3ko7Hu6VsWKFcnIyCA+Pr7AMxoh+7OxfpbeeOMNbr/99hxf4+Pjk2Mh87xcunSJtLS0AvXHGs7B1XpL27dvt+0U2Lp1awCCgoKoV68e27dvtxVMv7Y+k9Xly5cJCgoqVJ9FRKRsU9AkIiJSQD179uTDDz9k586dtl/IchMWFobFYuHPP/+0K5h97tw5YmJiCAsLsx2rUKECMTExdq9PS0vj7Nmz193XwgRcYWFhbNiwIdsv0ocOHbKdd4SHH36YYcOGERAQQPfu3XNsU6lSJXx9fTGbzXa7fOXG29ubAQMGMGDAANLS0ujbty+vvvoqEydOtG1FHxISwlNPPcVTTz3F+fPnad68Oa+++irdunXjwIED/PHHHyxcuJBBgwbZrrt+/Xq7+1ifwZEjR7L14dpjderUYcOGDbRt27ZAQUyrVq1o1aoVr776KosWLWLgwIEsXrw41xkkd999NwEBASxatIgXX3wxx/Dk008/BTI/s1mfVc+ePfn666+ZNWsWX331Fffccw9Vq1a167thGNSqVYtbbrkl376XBjf6nurXrw9k7j5nDTmvtx+QGVrn9dmuVKkSnp6ethlQWR0+fDjbsb59+7Jly5Z87x8REcGCBQts31euXNkWJnl7e9OwYUO7ouht2rRhx44dnDp1Cmdn51z/zouKiqJp06b53l9ERMoP1WgSEREpoOeeew5vb2+GDRvGuXPnsp3/66+/mDNnDoAtSMm6LAlg1qxZAPTo0cN2rE6dOmzdutWu3YcffpjrjKaC8Pb2zhZe5aZ79+6YzWbeffddu+OzZ8/GZDLRrVu36+5HVg888ACTJ0/mvffey3W5lbOzM/369ePbb7/NcfbYhQsXbH++ePGi3Tk3NzcaNmyIYRikp6djNpttS9+sKleuTNWqVW2zRqwhTdbZYIZh2MbRqmrVqjRu3JhPP/2UhIQE2/EtW7Zw4MABu7b9+/fHbDYzbdq0bP3PyMiwjcvly5ezzUKzznTJa1aLl5cX48aN4/Dhw7ZdBbNauXIlCxYsIDw8nFatWtmdGzBgAGfOnOGjjz7i559/ZsCAAXbn+/bti7OzM1OnTs3WN8Mwsj3z0uBG35M1YPnpp59uqB8tWrSgTp06vPnmm3afISvrZ9vZ2Znw8HC+++47Tpw4YTt/8OBB1q5dm+1111ujCTJDy8jISNatW5dtN802bdqwc+dOtm3bxm233ZbjbK7Y2Fj++uuvAu/EKSIi5YNmNImIiBRQnTp1WLRoEQMGDKBBgwYMGjSIxo0bk5aWxg8//MDXX3/NY489BkDTpk2JiIjgww8/JCYmhvbt27N7924WLlxInz59uPfee23XHTZsGE8++ST9+vWjc+fO/Pzzz6xdu/aGlqO0aNGC999/n1deeYW6detSuXJl7rvvvhzb9urVi3vvvZcXX3yRY8eO0bRpU9atW8f//d//MXr0aNtMjBvl7+/PlClT8m33n//8h02bNnHXXXfx+OOP07BhQy5dusS+ffvYsGEDly5dAqBLly4EBwfTtm1bqlSpwsGDB3n33Xfp0aMHvr6+xMTEUL16dR544AGaNm2Kj48PGzZsYM+ePcycORPInK1Sp04dxo0bx+nTp/Hz8+Pbb7/Nsd7Va6+9Ru/evWnbti2DBw/m8uXLvPvuuzRu3NguOGjfvj1PPPEE06dPJzIyki5duuDq6sqff/7J119/zZw5c3jggQdYuHAh7733Hvfffz916tQhPj6e//73v/j5+eU648vq+eefZ//+/bz++uvs3LmTfv364enpyfbt2/n8889p0KABCxcuzPa67t274+vry7hx42yhXlZ16tThlVdeYeLEiRw7dow+ffrg6+tLVFQUy5YtY/jw4YwbNy7fMSxJbvQ91a5dm8aNG7Nhw4ZshccLw8nJiY8++ohu3brRqFEjBg8eTLVq1Th9+jSbNm3Cz8+P5cuXAzB16lTWrFnDPffcw1NPPUVGRgbvvPMOjRo1si2LtLreGk2QGTTNnz+fPXv2MHLkSLtzbdq0ITY2ltjYWJ5++ukcX79hwwYMw6B3797X3QcRESmDbuYWdyIiImXBH3/8YTz++ONGzZo1DTc3N8PX19do27at8c477xgpKSm2dunp6cbUqVONWrVqGa6urkZoaKgxceJEuzaGYRhms9mYMGGCERQUZHh5eRnh4eHGkSNHjLCwMLstyefPn28Axp49e+xeb91OfdOmTbZj0dHRRo8ePQxfX18DsNsuPifx8fHGmDFjjKpVqxqurq5GvXr1jDfeeMNuG3bDyNxKvVGjRgV6TgVpa+37119/bXf83LlzxsiRI43Q0FDD1dXVCA4ONjp27Gh8+OGHtjYffPCB0a5dO6NixYqGu7u7UadOHWP8+PFGbGysYRiGkZqaaowfP95o2rSp4evra3h7extNmzY13nvvPbt7/f7770anTp0MHx8fIygoyHj88ceNn3/+2QCM+fPn27VdvHixUb9+fcPd3d1o3Lix8b///c/o16+fUb9+/Wzv7cMPPzRatGhheHp6Gr6+vkaTJk2M5557zjhz5oxhGIaxb98+46GHHjJq1KhhuLu7G5UrVzZ69uxp/PTTTwV6vmaz2Zg/f77Rtm1bw8/Pz/Dw8DAaNWpkTJ061UhISMj1dQMHDjQAo1OnTrm2+fbbb427777b8Pb2Nry9vY369esbI0eONA4fPmxrU5jPwrV69OhhhIWF5Xiuffv2dp/X3D4juf08TJ482QCMCxcuFPo95WbWrFmGj4+PkZSUZHc8LCzM6NGjh92x3PprtX//fqNv3762z21YWJjRv39/4/vvv7drt2XLFqNFixaGm5ubUbt2bWPevHm29+Yohw8fNgADMP744w+7cxaLxQgICDAA46uvvsrx9QMGDDDuvvtuh/VHRETKBpNhlODKoSIiIiIl3O23306lSpWy1XWSsiM2NpbatWszY8YMhg4dWmz9mDJlSo5LAItDdHQ0tWrVYvHixZrRJCIidlSjSURERKQA0tPTycjIsDu2efNmfv75Zzp06FA8nZKbwt/fn+eee4433njjunYiLIveeustmjRpopBJRESy0YwmERERkQI4duwYnTp14pFHHqFq1aocOnSIefPm4e/vz6+//krFihWLu4tSxpWkGU0iIiK5UTFwERERkQKoUKECLVq04KOPPuLChQt4e3vTo0cP/vOf/yhkEhEREblCM5pERERERERERMQhVKNJREREREREREQcQkGTiIiIiIiIiIg4hGo0OYjFYuHMmTP4+vpiMpmKuzsiIiIiIiIiIg5hGAbx8fFUrVoVJ6e85ywpaHKQM2fOEBoaWtzdEBEREREREREpEidPnqR69ep5tlHQ5CC+vr5A5kP38/Mr5t6Ufunp6axbt44uXbrg6upa3N0pd/T8Sw+NVcmlsSkdNE4ll8am9NBYlQ4ap5JN41M6lOdxiouLIzQ01JZ95EVBk4NYl8v5+fkpaHKA9PR0vLy88PPzK3c/wCWBnn/pobEquTQ2pYPGqeTS2JQeGqvSQeNUsml8SgeNEwUqFaRi4CIiIiIiIiIi4hAKmkRERERERERExCEUNImIiIiIiIiIiEOoRpOIiIiIiIgUO8MwyMjIwGw2F3dXbrr09HRcXFxISUkpl++/tCjL4+Ts7IyLi0uBajDlR0GTiIiIiIiIFKu0tDTOnj1LUlJScXelWBiGQXBwMCdPnnTIL/pSNMr6OHl5eRESEoKbm9sNXUdBk4iIiIiIiBQbi8VCVFQUzs7OVK1aFTc3tzL5S3xeLBYLCQkJ+Pj44OSkCjclVVkdJ8MwSEtL48KFC0RFRVGvXr0ben8KmkRERERERKTYpKWlYbFYCA0NxcvLq7i7UywsFgtpaWl4eHiUqQCjrCnL4+Tp6YmrqyvHjx+3vcfrVbaejIiIiIiIiJRKZe0Xd5HSxlE/g/pJFhERERERERERh1DQJCIiIiIiIiIiDqGgSURERERERMoEs8Vg518X+b/I0+z86yJmi1HcXWLz5s2YTCZiYmIAWLBgAQEBAcXaJ5GipKBJRERERERESr01v57l7tc38tB/f+RfiyN56L8/cvfrG1nz69kiv/fOnTtxdnamR48eDrmeyWTCZDLx448/2h1PTU2lYsWKmEwmNm/e7JB7iThasQZN77//Prfddht+fn74+fnRunVrVq9ebTufkpLCyJEjqVixIj4+PvTr149z587ZXePEiRP06NEDLy8vKleuzPjx48nIyLBrs3nzZpo3b467uzt169ZlwYIF2foyd+5catasiYeHB3fddRe7d+8ukvcsIiIiIiIijrXm17OM+HwfZ2NT7I5Hx6Yw4vN9RR42ffzxxzz99NNs3bqVM2fOOOSaoaGhzJ8/3+7YsmXL8PHxccj1RYpKsQZN1atX5z//+Q979+7lp59+4r777qN379789ttvAIwZM4bly5fz9ddfs2XLFs6cOUPfvn1trzebzfTo0YO0tDR++OEHFi5cyIIFC5g0aZKtTVRUFD169ODee+8lMjKS0aNHM2zYMNauXWtr89VXXzF27FgmT57Mvn37aNq0KeHh4Zw/f/7mPQwREREREREBwDAMktIyCvQVn5LO5P/9Rk6L5KzHpvzvd+JT0gt0PcMo3HK7hIQEvvrqK0aMGEGPHj1ynNhwPSIiIli8eDHJycm2Y5988gkRERHZ2p48eZL+/fsTEBBAYGAgvXv35tixY7bzmzdvpmXLlnh7exMQEEDbtm05fvw4AD///DP33nsvvr6++Pn50aJFC3766ScALl68yEMPPUS1atXw8vKiSZMmfPnll3b3jo+PZ+DAgXh7exMSEsLs2bPp0KEDo0ePtrVJTU1l3LhxVKtWDW9vb+666y67GVnHjx+nV69eVKhQAW9vbxo1asSqVasc8BSlOLgU58179epl9/2rr77K+++/z48//kj16tX5+OOPWbRoEffddx8A8+fPp0GDBvz444+0atWKdevW8fvvv7NhwwaqVKnC7bffzrRp05gwYQJTpkzBzc2NefPmUatWLWbOnAlAgwYN2L59O7NnzyY8PByAWbNm8fjjjzN48GAA5s2bx8qVK/nkk094/vnnb+ITERERERERkeR0Mw0nrc2/YQEYQHRcCk2mrCtQ+99fDsfLreC/Ki9ZsoT69etz66238sgjjzB69GgmTpyIyWS6zh5natGiBTVr1uTbb7/lkUce4cSJE2zdupW5c+cybdo0W7v09HTCw8Np3bo127Ztw8XFhVdeeYWuXbvyyy+/4OTkRJ8+fXj88cf58ssvSUtLY/fu3bb+DRw4kGbNmvH+++/j7OxMZGQkrq6uQOYqoxYtWjBhwgT8/PxYuXIljz76KHXq1KFly5YAjB07lh07dvC///2PKlWqMGnSJPbt28ftt99u6+OoUaP4/fffWbx4MVWrVmXZsmV07dqVAwcOUK9ePUaOHElaWhpbt27F29ub33//XTO3SrFiDZqyMpvNfP311yQmJtK6dWv27t1Leno6nTp1srWpX78+NWrUYOfOnbRq1YqdO3fSpEkTqlSpYmsTHh7OiBEj+O2332jWrBk7d+60u4a1jTVdTUtLY+/evUycONF23snJiU6dOrFz585c+5uamkpqaqrt+7i4OCDzhzw9Pf2GnoVge4Z6lsVDz7/00FiVXBqb0kHjVHJpbEoPjVXpUJLHKT09HcMwsFgsWCwWANs/i0PWfhTExx9/zMCBA7FYLHTp0oXY2Fg2bdpEhw4dbNfLet2c3qN1FpX1OVjPDx48mE8++YSHH36Y+fPn061bNypWrGh3vS+//BKLxcKHH35oC48+/vhjAgMD2bhxI3fccQexsbF0796dWrVqAXDrrbfarnHixAmeffZZbrnlFgDq1KljOxcSEsLYsWNt/Rw5ciRr1qzhq6++4o477iA+Pp6FCxfy+eefc++999ruXb16ddt7OXHiBPPnz+fYsWNUrVoVyAyn1qxZwyeffMKrr77KiRMn6Nu3L40aNQKgZs2a2Z5RSZDTOJUlFosFwzBIT0/H2dnZ7lxh/u4o9qDpwIEDtG7dmpSUFHx8fFi2bBkNGzYkMjISNze3bNX4q1SpQnR0NADR0dF2IZP1vPVcXm3i4uJITk7m8uXLmM3mHNscOnQo135Pnz6dqVOnZju+bt06vLy8CvbmJV/r168v7i7YWAz4K85EXDr4uUIdPwOnG/ufFCVeSXr+kjeNVcmlsSkdNE4ll8am9NBYlQ4lcZxcXFwIDg4mISGBtLQ0IPMX+Z1jWxXo9ftOxjLy64P5tpv7YAOah/rn2y49OZG4lIL9h/6ff/7J7t27WbBggW3yQZ8+ffjggw9o3rw5AElJSUDmEjMnJydSUlIwDMPWPqv4+Hjbn5OTk/nHP/7BxIkT+eWXX5g/fz7/+c9/bG2SkpKIi4tjz549HDlyBH9/+/eWkpLCb7/9RqtWrXj44Yfp1q0bHTp0oEOHDvTp04fg4GAAnnrqKYYPH87ChQtp3749ffr0sQVSZrOZWbNmsWzZMs6ePUt6ejqpqam4ubkRFxfHgQMHSE9Pp0GDBrb3YzKZqFu3LmlpacTFxbFr1y7MZjP169e3619qaip+fn7ExcUxbNgwnn32WVavXk2HDh3o1asXjRs3LtAYFIes41SWpKWlkZyczNatW7PVvrZ+jgui2IOmW2+9lcjISGJjY/nmm2+IiIhgy5Ytxd2tfE2cONEu2Y2LiyM0NJQuXbrg5+dXjD0rG9LT01m/fj2dO3e2TdssTmt/O8f0VYeIjrs6iy3Yz52XutcnvFGVPF5ZOpW05y+501iVXBqb0kHjVHJpbEoPjVXpUJLHKSUlhZMnT+Lj44OHh4fteP6RUKYugQEEr43iXFxKjnWaTECwvwddmobh7OD/U7xkyRIyMjJo0KCB7ZhhGLi7uzNv3jz8/f1tExGsNZA8PDwwmUx2vzcahkF8fDy+vr62WUmenp7UrFmTHj16MGbMGNLS0ujXr58t5PDy8sLPz4/09HRatGjBZ599lq1/lSpVws/Pj88++4yxY8eydu1a/ve///Hqq6+ydu1aWrVqxWuvvcZjjz3GqlWrWL16Nf/5z39YtGgR999/P6+//joffPABs2bNokmTJnh7ezNmzBgsFgt+fn625W3W92bl7OyMm5sbfn5+WCwWnJ2d2bNnT7ZZMj4+Pvj5+TFq1Ch69+7NypUrWb9+Pffddx9vvvkmo0aNctBIOUZO41SWpKSk4OnpSbt27ex+FoEcg9HcFHvQ5ObmRt26dYHMNah79uxhzpw5DBgwgLS0NGJiYuxmNZ07d86WvAYHB2fbHc66K13WNtfuVHfu3Dn8/Pzw9PTE2dkZZ2fnHNtYr5ETd3d33N3dsx13dXUtcX9xl2Yl4Xmu+fUsTy/+Odu/tM7FpfL04p95/5HmdG0cUix9K2ol4flLwWisSi6NTemgcSq5NDalh8aqdCiJ42Q2mzGZTDg5OeHkVPj9qpycYMo/GjLi832YwO6/261RwOReDXF1cc7h1dcvIyODzz77jJkzZ9KlSxe7c3369OGrr77iySeftL0n6/vL+r2VdRmW9TlkbT906FC6d+/OhAkTcHV1zXa+RYsWLFmyhODg4DwnPbRo0YIWLVrwwgsv0Lp1axYvXkybNm2AzDI19evXZ+zYsTz00EMsXLiQfv368cMPP9C7d28GDRpk6+eff/5Jw4YNcXJyom7duri6urJ3717bcrfY2Fj++OMP2rVrZ+uf2Wzm77//5p577sm1f2FhYTz11FM89dRTTJw4kY8++ohnnnmmwONxM+Q0TmWJk5MTJpMpx78nCvP3Rol7MhaLhdTUVFq0aIGrqyvff/+97dzhw4c5ceIErVu3BqB169YcOHDAbne49evX4+fnR8OGDW1tsl7D2sZ6DTc3N1q0aGHXxmKx8P3339vaSPllthhMXf57njtYTF3+O2ZL4XamEBERERERx+naOIT3H2lOsL/9LIxgf48i+x/DK1as4PLlywwdOpTGjRvbffXr14+PP/7YIffp2rUrFy5c4OWXX87x/MCBAwkKCqJ3795s27aNqKgoNm/ezDPPPMOpU6eIiopi4sSJ7Ny5k+PHj7Nu3Tr+/PNPGjRoQHJyMqNGjWLz5s0cP36cHTt2sGfPHtsMrXr16rF+/Xp++OEHDh48yBNPPGE3ScPX15eIiAjGjx/Ppk2b+O233xg6dKgtsAC45ZZbGDhwIIMGDWLp0qVERUWxe/dupk+fzsqVKwEYPXo0a9euJSoqin379rFp0ya7WWJSuhTrjKaJEyfSrVs3atSoQXx8PIsWLWLz5s2sXbsWf39/hg4dytixYwkMDMTPz4+nn36a1q1b06pV5lrdLl260LBhQx599FFmzJhBdHQ0L730EiNHjrTNNnryySd59913ee655xgyZAgbN25kyZIltg80ZBYii4iI4I477qBly5a89dZbJCYm2nahk/Jrd9Qlzsam5HreAM7GprA76hKt61S8eR0TERERERE7XRuH0LlhMLujLnE+PoXKvh60rBXo8OVyVh9//DGdOnXKVhsJoF+/fsyYMYNffvnlhu9jMpkICgrK9byXlxdbt25lwoQJ9O3bl/j4eKpVq0bHjh3x8/MjOTmZQ4cOsXDhQi5evEhISAgjR47kiSeeICMjg4sXLzJo0CDOnTtHUFAQffv2tdUjfumllzh69Cjh4eF4eXkxfPhw+vTpQ2xsrO3+s2bN4sknn6Rnz574+fnx3HPPcfLkSbulV/Pnz+eVV17h2Wef5fTp0wQFBdGqVSt69uwJZM5qGzlyJKdOncLPz4+uXbsye/bsG352UjyKNWg6f/48gwYN4uzZs/j7+3Pbbbexdu1aOnfuDMDs2bNxcnKiX79+pKamEh4eznvvvWd7vbOzMytWrGDEiBG0bt0ab29vIiIi7JLeWrVqsXLlSsaMGcOcOXOoXr06H330EeHh4bY2AwYM4MKFC0yaNIno6Ghuv/121qxZk61AuJQ/5+NzD5mup52IiIiIiBQdZyfTTfsfwMuXL8/1XMuWLW07lAF2f37sscd47LHH8rx21vbXCggIyHY+ODiYhQsX5tjez8+PZcuW5XjOzc2NL7/8Mtd7BQYG8t133+XZV19fX7744gvb94mJiUydOpXhw4fbjrm6ujJ16tQcN9QCeOedd/K8h5QuxRo05TeV0MPDg7lz5zJ37txc24SFhbFq1ao8r9OhQwf279+fZ5tRo0aVuEJjUvwq+3rk36gQ7URERERERMqS/fv3c+jQIVq2bElsbKxt4kfv3r2LuWdSXIq9GLhISdayViAh/h5Ex+a9g0XLWoE3u2siIiIiIiIlwptvvsnhw4dtNZC3bduW53I/KdsUNInkwdnJxORemTtYXCvrDhZFte5bRERERESkJGvWrBl79+4t7m5ICVLidp0TKWmsO1i4u9j/uBTlDhYiIiIiIiIipZFmNIkUQNfGIdxWLYo9xy8D8Hq/JjzQIlQzmURERERERESy0IwmkQKKTUm3/TnE31Mhk4iIiIiIiMg1FDSJFFBs8tWg6UJ8ajH2RERERERERKRkUtAkUkB2QVOCgiYRERERERGRayloEimAlHQzKekW2/ea0SQiIiIiIiKSnYImkQKIyzKbCRQ0iYiIiIgIdOjQgdGjRxd3N0RKFAVNIgUQq6BJRERERKTk2jQdtszI+dyWGZnni8DSpUuZNm1akVz7ZsstNHvmmWdo0aIF7u7u3H777XleY/PmzZhMpjy/Nm/eXCT9z4n1nj/++KPd8dTUVCpWrHjT+1NeKGgSKYBsQZNqNImIiIiIlBxOzrDp1exh05YZmcednIvktoGBgfj6+hbJtUuSIUOGMGDAgHzbtWnThrNnz9q++vfvT9euXe2OtWnTxtY+LS2tKLsNQGhoKPPnz7c7tmzZMnx8fIr83uWVgiaRAohJygyavN0y/wWlGU0iIiIiIkXIMCAtseBfrUdCu/GZodLGVzKPbXwl8/t24zPPF/RahlHgbl47C6hmzZq89tprDBkyBF9fX2rUqMGHH35Y4OsdOHCA++67D09PTypWrMjw4cNJSEiwnd+zZw+dO3cmKCgIf39/2rdvz759+7I8NoMpU6ZQo0YN3N3dqVq1Ks8884zt/HvvvUe9evXw8PCgSpUqPPDAAwA89thjbNmyhTlz5thmAR07dgyAt99+m5EjR1K7du18++/m5kZwcLDty9PTE3d3d9v38+bNo2XLlnz00UfUqlULDw8P23N766237K51++23M2XKFNv3MTExDBs2jEqVKuHn58d9993Hzz//nG+fIiIiWLx4McnJybZjn3zyCREREdnanjx5kv79+xMQEEBgYCC9e/e2PQfInLHVsWNHfH19CQgIoG3bthw/fhyAn3/+mXvvvRdfX1/8/Pxo0aIFP/30EwAXL17koYceolq1anh5edGkSRO+/PJLu3vHx8czcOBAvL29CQkJYfbs2dk+X6mpqYwbN45q1arh7e3NXXfdZTcj6/jx4/Tq1YsKFSrg7e1No0aNWLVqVb7PyNFcbvodRUoh64ymupV9+PlULLHJ6aRmmHF3KZr/MyIiIiIiUq6lJ8FrVa/vtVvfyPzK7fv8vHAG3Lyv797AzJkzmTZtGi+88ALffPMNI0aMoH379tx66615vi4xMZFu3brRunVr9uzZw/nz5xk2bBijRo1iwYIFQGYYERERwTvvvINhGMycOZPu3bvz559/4uvry7fffsvs2bNZvHgxjRo1Ijo62hbG/PTTTzzzzDN89tlntGnThkuXLrFt2zYA5syZwx9//EHjxo15+eWXAahUqdJ1P4O8HDlyhG+//ZalS5fi7Fzw36cefPBBPD09Wb16Nf7+/nzwwQd07NiRP/74g8DAwFxf16JFC2rWrMm3337LI488wokTJ9i6dStz5861W/aYnp5OeHg4rVu3Ztu2bbi4uPDKK6/QtWtXfvnlF5ycnOjbty+PPvooixcvJiMjg927d2MymQAYOHAgzZo14/3338fZ2ZnIyEhcXV0BSElJoUWLFkyYMAE/Pz9WrlzJo48+Sp06dWjZsiUAY8eOZceOHfzvf/+jSpUqTJo0iX379tktVxw1ahS///47ixcvpmrVqixbtoyuXbty4MAB6tWrx8iRI0lLS2Pr1q14e3vz+++/F8vMLQVNIgVgDZqqB3px8Gw8aWYLfyekUS3As5h7JiIiIiIiJUn37t156qmnAJgwYQKzZ89m06ZN+QZN33zzDSkpKXz66ad4e2cGXe+++y69evXi9ddfp0qVKtx33312r/nwww8JCAhgy5Yt9OzZkxMnThAcHEynTp1wdXWlRo0atiDjxIkTeHt707NnT3x9fQkLC6NZs2YA+Pv74+bmhpeXF8HBwY5+JHbS0tL49NNPCxVkbd++nd27d3P+/Hnc3d0BePPNN/nuu+/45ptvGD58eJ6vHzJkCJ988gmPPPIICxYsoHv37tnu/9VXX2GxWPjoo49s4dH8+fMJCAhg8+bN3HHHHcTGxtK1a1fq1KmDk5MTDRo0sL3+xIkTjB8/nvr16wNQr14927lq1aoxbtw42/dPP/00a9euZcmSJbRs2ZL4+HgWLlzIokWL6Nixo+3eVatWtbv+/PnzOXHihO34uHHjWLNmDfPnz+e1117jxIkT9OvXjyZNmgAUaBZaUVDQJFIA1qApwNOVSr7unI5J5kJ8qoImEREREZGi4OqVObOosLbPzpy95OwG5rTMZXN3jyn8vW/AbbfdZvuzyWQiODiY8+fP5/u6P/74g6ZNm9pCJoC2bdtisVg4fPgwVapU4dy5c7z00kts3ryZ8+fPYzabSUpK4sSJE0DmrJ+33nqL2rVr07VrV7p3706vXr1wcXGhc+fOhIWF2c517dqV+++/Hy+vG3u/hRUWFlbo2VI///wzCQkJVKxY0e54cnIyf/31V76vf+SRR3j++ec5evQoCxYs4O23387xHkeOHMlWcyslJYW//vqLLl26EBERQb9+/ejUqROdO3emf//+hISEAJkzkoYNG8Znn31Gp06dePDBB6lTpw4AZrOZ1157jSVLlnD69GnS0tJITU21PfujR4+Snp5uCwUhM/zLGk4eOHAAs9nMLbfcYtc/a2FzyCzcPmLECNatW0enTp3o16+f3efxZlGNJpECsAVNXq4E+WYm6KrTJCIiIiJSREymzOVrhfnaOTczZLr3Rfj3hcx/bn0j83hhrnNlNsv1si6XuvpWTFgslhu6plVERASRkZHMmTOHH374gcjISCpWrGgrqh0aGsrhw4d577338PT05KmnnqJdu3akp6fj6+vLvn37+PLLLwkJCWHSpEk0bdqUmJgYh/StoLIGaVZOTk4Y19TGSk+/uiFTQkICISEhREZG2n0dPnyY8ePH53vPihUr0rNnT4YOHUpKSgrdunXL1iYhIYEWLVpku8cff/zBww8/DGTWdlq3bh1t2rThq6++4pZbbrHtaDdlyhR+++03evTowcaNG2nYsCHLli0D4I033mDOnDlMmDCBTZs2ERkZSXh4eKGKoSckJODs7MzevXvt+nfw4EHmzJkDwLBhwzh69CiPPvooBw4c4I477uCdd94p8D0cRUGTSAFYgyZ/T1cq+ShoEhEREREpUay7y937IrR/LvNY++cyv89pN7oS6JZbbuHnn38mMTHRdmzHjh04OTnZZrbs2LGDZ555hu7du9OoUSPc3d35+++/7a7j6elJr169ePvtt9m8eTM7d+7kwIEDALi4uNCpUydmzJjBL7/8wrFjx9i4cSOQWcjbbDbfpHdrr1KlSpw9e9b2fVxcHFFRUbbvmzdvTnR0NC4uLtStW9fuKygoqED3GDJkCJs3b2bQoEE51oZq3rw5f/75J5UrV852D39/f1u72267jeeff54ffviBxo0bs2jRItu5W265hTFjxrBu3Tr69u1r2+1ux44d9O7dm0ceeYSmTZtSu3Zt/vjjD9vrateujaurK3v27LEdi42NtWvTrFkzzGYz58+fz9a/rMsdQ0NDefLJJ1m6dCnPPvss//3vfwv0fBxJQZNIAdgFTZrRJCIiIiJSsljM9iGTlTVsshRPgFIYDz74IB4eHkRERPDrr7+yadMmnn76aR599FGqVKkCZNb9+eyzzzh48CC7du1i4MCBeHpeLeexYMECPv74Y3799VeOHj3K559/jqenJ2FhYaxYsYK3336byMhIjh8/zqefforFYrGFWDVr1mTXrl0cO3aMv//+2zYL68iRI0RGRhIdHU1ycrJtJk1hZuPk57777uOzzz5j27ZtHDhwgIiICLswqFOnTrRu3Zo+ffqwbt06jh07xg8//MCLL75o29ktP127duXChQu2YufXGjhwIEFBQfTu3Ztt27YRFRXF5s2beeaZZzh16hRRUVG88MIL7N69m+PHj7Nu3Tr+/PNPGjRoQHJyMqNGjWLz5s0cP36cHTt2sGfPHlsNp3r16rF+/Xp++OEHDh48yBNPPMG5c+ds9/b19SUiIoLx48ezadMmfvvtN4YOHYqTk5OtXtQtt9zCwIEDGTRoEEuXLiUqKordu3czffp0Vq5cCcDo0aNZu3YtUVFR7Nu3j02bNtnVkbpZVKNJpABikjL/EvX3dLsaNCWkFGeXRERERETE6t6JuZ+7Nnwqoby8vFi9ejVjxozhzjvvxMvLi379+jFr1ixbm48//pjhw4fTvHlzQkNDee211+yKTAcEBPCf//yHsWPHYjabadKkCcuXL6dixYoEBASwdOlSpkyZQkpKCvXq1ePLL7+kUaNGQGZh6YiICBo2bEhycjJRUVHUrFmTYcOGsWXLFts9rAXErecdYeLEiURFRdGzZ0/8/f2ZNm2a3Ywmk8nEqlWrePHFFxk8eDAXLlwgODiYdu3a2UK4/JhMpjxnP3l5ebF161YmTJhA3759iY+Pp1q1anTs2BE/Pz+Sk5M5dOgQCxcu5NKlS4SEhDBy5EieeOIJMjIyuHjxIoMGDeLcuXMEBQXRt29fpk6dCsBLL73E0aNHCQ8Px8vLi+HDh9OnTx9iY2Nt9581axZPPvkkPXv2xM/Pj+eee46TJ0/i4eFhazN//nxeeeUVnn32WU6fPk1QUBCtWrWiZ8+eQGYtqJEjR3Lq1Cn8/Pzo2rUrs2fPLtRYOILJuHYhpFyXuLg4/P39iY2Nxc/Pr7i7U+qlp6ezatUqunfvnm2Nc3HoOHMzf11I5MvHW3HkQgL//u5XwhtV4YNH7yjurhWJkvb8JXcaq5JLY1M6aJxKLo1N6aGxKh1K8jilpKQQFRVFrVq17H6pLk8sFgtxcXH4+fnh5KSFRyXVzRynxMREqlWrxsyZMxk6dGiR3ssqr5/FwmQemtEkUgCxyRmAajSJiIiIiIiI4+3fv59Dhw7RsmVLYmNjbUv8evfuXcw9KzxFpSL5MAyDOGuNJq8sNZoSFDSJiIiIiEjBvPbaa/j4+OT41b179+LunpQAb775Jk2bNqVTp04kJiaybdu2Ahc7L0k0o0kkH8npZtLMmYXwAjxdsVgyV5teiE/FMAxbcTYREREREZHcPPnkk/Tv3z/Hc+7u7je5N1LSNGvWjL179xZ3NxxCQZNIPqw7zrk4mfByc8bJlPkvgZR0CwmpGfh6lKw17iIiIiIiUvIEBgYSGBiY4zlr7R+RskBL50TyYQ2a/D1dMZlMeLo54+uemdGqTpOIiIiIiIjIVQqaRPIRk3S1PpOVrU6TgiYRERERERERGwVNIvnIOqPJKkgFwUVERERERESyUdAkko+cgibNaBIRERERERHJTkGTSD7icgqafBQ0iYiIiIiIiFxLu86J5MNaoylAM5pEREREREqkswlnuZx6OdfzFdwrEOIT4vD7dujQgdtvv5233nrL4dcurx577DFiYmL47rvvirsrcp0UNInkI8+lc6rRJCIiIiJSrM4mnKXndz1JM6fl2sbN2Y0VfVY4PGxaunQprq6u+TcsBXILzZ555hl27NjBr7/+SoMGDYiMjMz3WjVr1uT48eN2x6pVq8apU6cc2OPr89hjj7Fw4UKeeOIJ5s2bZ3du5MiRvPfee0RERLBgwYLi6WAZoKVzIvmwBk1+mtEkIiIiIlLiXE69nGfIBJBmTstzxtP1CgwMxNfX1+HXLWmGDBnCgAEDCvWal19+mbNnz9q+9u/fX0S9K7zQ0FAWL15McnKy7VhKSgqLFi2iRo0axdizskFBk0g+Yq4ETQFebrZjqtEkIiIiIlJ0DMMgKT2pQF8pGSkFumZKRkqBrmcYRoH72aFDB0aPHm37vmbNmrz22msMGTIEX19fatSowYcffljg6x04cID77rsPT09PKlasyPDhw0lISLCd37NnD507dyYoKAh/f3/at2/Pvn37bOcNw2DKlCnUqFEDd3d3qlatyjPPPGM7/95771GvXj08PDyoUqUKDzzwAJA5y2fLli3MmTMHk8mEyWTi2LFjALz99tuMHDmS2rVrF/h9APj6+hIcHGz7qlSpEmazmaFDh1KrVi08PT259dZbmTNnTp7X+eabb2jSpIntmXTq1InExETb+Y8++ogGDRrg4eFB/fr1ee+99/LtW/PmzQkNDWXp0qW2Y0uXLqVGjRo0a9bMrq3FYmH69OnUqlULb29v7r77br755hvb+cuXLzNw4EAqVaqEp6cn9erVY/78+QCkpaUxatQoQkJC8PDwICwsjOnTp9teO2vWLJo0aYK3tzehoaE89dRTduMN8N///pfQ0FC8vLy4//77mTVrFgEBAXZt/u///o/mzZvj4eFB7dq1mTp1KhkZGUD+n4mioKVzIvnIaelc5Sszmi4mpmG2GDg7mYqlbyIiIiIiZVFyRjJ3LbrLodeMWBNRoHa7Ht6Fl6vXdd9n5syZTJs2jRdeeIFvvvmGESNG0L59e2699dY8X5eYmEi3bt1o3bo1e/bs4fz58wwbNoxRo0bZlnHFx8cTERHBO++8g2EYzJw5k+7du/Pnn3/i6+vLt99+y+zZs1m8eDGNGjUiOjqan3/+GYCffvqJZ555hs8++4w2bdpw6dIltm3bBsCcOXP4448/aNy4MS+//DIAlSpVuu5nkBuLxUL16tX5+uuvqVixIj/88APDhw8nJCSE/v37Z2t/9uxZHnroIWbMmMH9999PfHw827Zts4WBX3zxBZMmTeLdd9+lWbNm7N+/n8cffxxvb28iIvIe7yFDhjB//nwGDhwIwCeffMLgwYPZvHmzXbvp06fz+eefM2/ePOrUqcO6desYNGgQVapUoX379vz73//m999/Z/Xq1QQFBXHkyBHbTKm3336b//3vfyxZsoQaNWpw8uRJTp48abu2k5MTb7/9NrVq1eLo0aM89dRTPPfcc7awbMeOHTz55JO8/vrr/OMf/2DDhg38+9//tuvftm3bGDRoEG+//Tb33HMPf/31F8OHDwdg8uTJeX4mioqCJpF85LTrXKC3GyYTmC0Gl5PSCLoyw0lERERERMq37t2789RTTwEwYcIEZs+ezaZNm/INmr755htSUlL49NNP8fb2BuDdd9+lV69evP7661SpUoX77rvP7jUffvghAQEBbNmyhZ49e3LixAmCg4Pp1KkTrq6u1KhRg5YtWwJw4sQJvL296dmzJ76+voSFhdlm7/j7++Pm5oaXlxfBwcEOeQ4TJkzgpZdesn3/2muv8cwzzzB16lTbsVq1arFz506WLFmSa9CUkZFB3759CQsLA6BJkya285MnT2bmzJn07dvXdr3ff/+dDz74IN+g6ZFHHmHixIm2WlI7duxg8eLFdkFTamoqr732Ghs2bKB169ZYLBYefvhh9u7dywcffED79u05ceIEzZo144477gAyZ7VZnThxgnr16nH33XdjMpls78Hq2tlwr7zyCk8++aQtaHrnnXfo1q0b48aNA+CWW27hhx9+YMWKFbbXTZ06leeff972fmvXrs20adN47rnnmDx5cp6fiaKioEkkHznNaHJxdqKitxt/J6RxIT5VQZOIiIiIiAN5uniy6+FdBWp76NKhAs1WWth1IfUD6xfo3jfitttus/3ZZDIRHBzM+fPn833dH3/8QdOmTW0hE0Dbtm2xWCwcPnyYKlWqcO7cOV566SU2b97M+fPnMZvNJCUlceLECQAefPBB3nrrLWrXrk3Xrl3p3r07vXr1wsXFhc6dOxMWFmY717VrV+6//368vK5/9lZexo8fz2OPPWb7PigoCIC5c+fyySefcOLECZKTk0lLS+P222/P8RpNmzalY8eONGnShPDwcLp06cIDDzxAhQoVSExM5K+//mLo0KE8/vjjttdkZGTg7++fb/8qVapEjx49WLBgAYZh0KNHD1sfrY4cOUJSUhKdO3e2O56WlmYL6UaMGEG/fv3Yt28fXbp0oU+fPrRp0wbIXJLYuXNnbr31Vrp27UrPnj3p0qWL7TobNmxg+vTpHDp0iLi4ODIyMkhJSSEpKQkvLy8OHz7M/fffb3fvli1b2gVNP//8Mzt27ODVV1+1HTObzbbr5PWZKCqq0SSSB8MwbEFTgJf9bhJBqtMkIiIiIlIkTCYTXq5eBfrycPEo0DU9XDwKdD2T6cbKYly7C53JZMJisdzQNa0iIiKIjIxkzpw5/PDDD0RGRlKxYkXS0jKLoYeGhnL48GHee+89PD09eeqpp2jXrh3p6en4+vqyb98+vvzyS0JCQpg0aRJNmzYlJibGIX27VlBQEHXr1rV9BQQEsHjxYsaNG8fQoUNZt24dkZGRDB482Nb/azk7O7N+/XpWr15Nw4YNeeedd7j11luJioqy1TL673//S2RkpO3r119/5ccffyxQH4cMGcKCBQtYuHAhQ4YMyXbeeo+VK1cSGRnJvn372Lp1K7/++qutTlO3bt04fvw4Y8aM4cyZM3Ts2NE2A6l58+ZERUUxbdo0kpOT6d+/v60u1rFjx+jZsye33XYb3377LXv37mXu3LkAuT6PnCQkJDB16lS7Z3DgwAH+/PNPPDw88vxMFBXNaBLJQ0JqBmZL5vrfrDOaIHPnuUPR8QqaRERERETkht1yyy18+eWXJCYm2mY17dixAycnJ9uyux07dvDee+/RvXt3AE6ePMnff/9tdx1PT0969epFr169GDlyJPXr1+fAgQM0b94cFxcXOnXqRKdOnZg8eTIBAQFs3LiRvn374ubmhtlsLtL3uGPHDtq0aWNbWgjw119/5fkak8lE27Ztadu2LZMmTSIsLIxly5YxduxYqlatytGjR211lgqra9eupKWlYTKZCA8Pz3a+YcOGuLu7c+LECdq3b4/FYiEuLg4/Pz+cnK7O26lUqRIRERFERERwzz33MH78eN58800A/Pz8GDBgAAMGDOCBBx6ga9euXLp0ib1792KxWJg5c6btWkuWLLG7/6233sqePXvsjl37ffPmzTl8+DB169bN9X3m9ZkoCgqaRPJgnc3k5uKEh6uz3blKVwqCX0hQ0CQiIiIiUlwquFfAzdmNNHPus0DcnN2o4F7hJvaq8B588EFef/11IiIimDJlChcuXODpp5/m0UcfpUqVKgDUq1ePzz77jDvuuIO4uDjGjx+Pp+fVpX4LFizAbDZz11134eXlxeeff46npydhYWGsWLGCo0eP0q5dOypUqMCqVauwWCy2EKtmzZrs2rWLY8eO4ePjQ2BgIE5OThw5coSEhASio6NJTk4mMjISyAxh3Nzcsr2PvNSrV49PP/2UtWvXUqtWLT777DP27NlDrVq1cmy/a9cuvv/+e7p06ULlypXZtWsXFy5coEGDBkBmfaJnnnkGf39/unbtSmpqKj/99BOXL19m7Nix+fbH2dmZgwcP2v58LV9fX8aNG8eYMWOwWCy0adOGM2fO8PPPP+Pv709ERASTJk2iRYsWNGrUiNTUVFasWGHr36xZswgJCaFZs2Y4OTnx9ddfExwcTEBAAHXr1iU9PZ133nmHXr16sWPHDubNm2d3/6effpp27doxa9YsevXqxcaNG1m9erXdrLtJkybRs2dPatSowQMPPICTkxM///wzv/76K6+88kqen4mioqBJJA8xSVeWzV0zmwmyBE2a0SQiIiIiUmxCfEJY0WcFl1Mv59qmgnsFQnxCbmKvCs/Ly4vVq1czZswY7rzzTry8vOjXrx+zZs2ytfn4448ZPnw4zZs3JzQ0lNdee822TAsgICCA//znP4wdOxaz2UyTJk1Yvnw5FStWJCAggKVLlzJlyhRSUlKoV68eX375JY0aNQJg3LhxRERE0LBhQ5KTk4mKiqJmzZoMGzaMLVu22O5hrU1kPV8YTzzxBPv372fAgAGYTCYeeughnnrqKVavXp1jez8/P7Zu3cpbb71FXFwcYWFhzJw5k27dugEwbNgwvLy8eOONNxg/fjze3t40adLErsh2fvz8/PI8P23aNCpVqsT06dM5evQo/v7+NG/enBdffBEANzc3Jk6cyLFjx/D09OSee+5h8eLFQGZQNWPGDP7880+cnZ258847WbVqFU5OTjRt2pRZs2bx+uuvM3HiRNq1a8f06dMZNGiQ7d5t27Zl3rx5TJ06lZdeeonw8HDGjBnDu+++a2sTHh7OihUrePnll3n99ddxdXWlfv36DBs2DMj7M1FUTIZ1X0C5IXFxcfj7+xMbG5vvB1Xyl56ezqpVq+jevXu2Nc430w9H/ubhj3ZRr7IP68e2tzv30bajvLLyIP9oWpW3H2pWTD0sGiXl+Uv+NFYll8amdNA4lVwam9JDY1U6lORxSklJISoqilq1auHhUbB6S2VNbkuypGQpCeP0+OOPc+jQIbZt2+bwa+f1s1iYzEMzmkTykNOOc1aa0SQiIiIiIiJF6c0336Rz5854e3uzevVqFi5cyHvvvVfc3cqTolKRPBQoaFKNJhERERERycdrr72Gj49Pjl/W4t4i19q9ezedO3emSZMmzJs3j7ffftu2LK6k0owmkTzEWIMmr+xBU2XNaBIRERERkQJ68skn6d+/f47n3N3db3JvpLS4die60kBBk0ge8pzR5ONha5OaYcbdJfsuBSIiIiIiIgCBgYEEBgbmeM5a+0ekLNDSOZE85BU0+Xm64Oac+SP0d0LuW6mKiIiIiEj+tE+VSPFy1M+ggiaRPMQmZQZNATkETSaTSQXBRURERERukHUXvKSkpGLuiUj5Zv0ZvNGdKbV0TiQPsXnUaAII8nXndEyygiYRERERkevk7OxMQEAA58+fB8DLywuTyVTMvbq5LBYLaWlppKSk4OSk+SAlVVkdJ8MwSEpK4vz58wQEBODsfGNlYRQ0ieQhr6VzAJV8NKNJRERERORGBQcHA9jCpvLGMAySk5Px9PQsdyFbaVLWxykgIMD2s3gjFDSJ5CHfoElL50REREREbpjJZCIkJITKlSuTnp5e3N256dLT09m6dSvt2rW74WVLUnTK8ji5urre8EwmKwVNInmIScos8u3v6ZbjeVvQlJBy0/okIiIiIlJWOTs7O+yX3dLE2dmZjIwMPDw8ylyAUZZonAqm7CwqFHEwi8UgPjUD0IwmERERERERkYJQ0CSSi/iUDKy7O6pGk4iIiIiIiEj+FDSJ5CImOXPZnJebM24uOf+oXF06p6BJREREREREREGTSC7yKwQOUDnL0jnDOv1JREREREREpJxS0CSSi4IETUFXls6lpFtIuFLPSURERERERKS8UtAkkgtr0OSXR9Dk6eaMr3vm5o2q0yQiIiIiIiLlnYImkVzEJGUGTQF5BE2gnedERERERERErBQ0ieSiIEvnAIJUEFxEREREREQEUNAkkqu4AgZNmtEkIiIiIiIikklBk0gubEvnvPIJmnwUNImIiIiIiIiAgiaRXBV06ZxmNImIiIiIiIhkUtAkkouC7DoHWYIm1WgSERERERGRck5Bk0guNKNJREREREREpHAUNInkwho0BXi55dlONZpEREREREREMiloEslFQWc0Vb4yo+liYhpmi1Hk/RIREREREREpqRQ0ieQg3WwhITUDyD9oCvR2w2QCs8XgclLazeieiIiIiIiISImkoEkkB3FXZjMB+Hm45NnWxdmJit6Zy+u0fE5ERERERETKMwVNIjmwLpvzdXfBxTn/H5Mg1WkSERERERERUdAkkhNr0OSXz7I5K+08JyIiIiIiIqKgSSRHBS0EbmULmhIUNImIiIiIiEj5paBJJAfWoCnASzOaRERERERERAqqWIOm6dOnc+edd+Lr60vlypXp06cPhw8ftmvToUMHTCaT3deTTz5p1+bEiRP06NEDLy8vKleuzPjx48nIyLBrs3nzZpo3b467uzt169ZlwYIF2fozd+5catasiYeHB3fddRe7d+92+HuW0qHQM5pUo0lERERERESkeIOmLVu2MHLkSH788UfWr19Peno6Xbp0ITEx0a7d448/ztmzZ21fM2bMsJ0zm8306NGDtLQ0fvjhBxYuXMiCBQuYNGmSrU1UVBQ9evTg3nvvJTIyktGjRzNs2DDWrl1ra/PVV18xduxYJk+ezL59+2jatCnh4eGcP3++6B+ElDixSde5dE5Bk4iIiIiIiJRjee/bXsTWrFlj9/2CBQuoXLkye/fupV27drbjXl5eBAcH53iNdevW8fvvv7NhwwaqVKnC7bffzrRp05gwYQJTpkzBzc2NefPmUatWLWbOnAlAgwYN2L59O7NnzyY8PByAWbNm8fjjjzN48GAA5s2bx8qVK/nkk094/vnni+LtSwkWY53RVNClcz6q0SQiIiIiIiJSrEHTtWJjYwEIDAy0O/7FF1/w+eefExwcTK9evfj3v/+Nl5cXADt37qRJkyZUqVLF1j48PJwRI0bw22+/0axZM3bu3EmnTp3srhkeHs7o0aMBSEtLY+/evUycONF23snJiU6dOrFz584c+5qamkpq6tVQIS4uDoD09HTS09Ov8wmIlfUZFtezvJyYOba+bs4F6kOApzMAF+JTysT4F/fzl4LTWJVcGpvSQeNUcmlsSg+NVemgcSrZND6lQ3kep8K85xITNFksFkaPHk3btm1p3Lix7fjDDz9MWFgYVatW5ZdffmHChAkcPnyYpUuXAhAdHW0XMgG276Ojo/NsExcXR3JyMpcvX8ZsNufY5tChQzn2d/r06UydOjXb8XXr1tlCMLlx69evL5b7/nnMCXDixF+HWJVwMN/2iekALsQmZ/C/FatwKSNl9ovr+UvhaaxKLo1N6aBxKrk0NqWHxqp00DiVbBqf0qE8jlNSUlKB25aYoGnkyJH8+uuvbN++3e748OHDbX9u0qQJISEhdOzYkb/++os6derc7G7aTJw4kbFjx9q+j4uLIzQ0lC5duuDn51ds/Sor0tPTWb9+PZ07d8bVtWDL1xzp87N74PJl2t7RjO5Ncl62mZVhGEzev4F0s8Edd99L1QDPm9DLolPcz18KTmNVcmlsSgeNU8mlsSk9NFalg8apZNP4lA7leZysq7gKokQETaNGjWLFihVs3bqV6tWr59n2rrvuAuDIkSPUqVOH4ODgbLvDnTt3DsBW1yk4ONh2LGsbPz8/PD09cXZ2xtnZOcc2udWGcnd3x93dPdtxV1fXcveBK0rF9TzjkjN3Lazo61ng+1fycedMbAqXUyyElZHPgD7PpYfGquTS2JQOGqeSS2NTemisSgeNU8mm8SkdyuM4Feb9FusCH8MwGDVqFMuWLWPjxo3UqlUr39dERkYCEBISAkDr1q05cOCA3e5w69evx8/Pj4YNG9rafP/993bXWb9+Pa1btwbAzc2NFi1a2LWxWCx8//33tjZSvsRai4EXcNc50M5zIiIiIiIiIsU6o2nkyJEsWrSI//u//8PX19dWU8nf3x9PT0/++usvFi1aRPfu3alYsSK//PILY8aMoV27dtx2220AdOnShYYNG/Loo48yY8YMoqOjeemllxg5cqRtxtGTTz7Ju+++y3PPPceQIUPYuHEjS5YsYeXKlba+jB07loiICO644w5atmzJW2+9RWJiom0XOilfFDSJiIiIiIiIFF6xBk3vv/8+AB06dLA7Pn/+fB577DHc3NzYsGGDLfQJDQ2lX79+vPTSS7a2zs7OrFixghEjRtC6dWu8vb2JiIjg5ZdftrWpVasWK1euZMyYMcyZM4fq1avz0UcfER4ebmszYMAALly4wKRJk4iOjub2229nzZo12QqES9mXmmEmOd0MgL+XgiYRERERERGRgirWoMkwjDzPh4aGsmXLlnyvExYWxqpVq/Js06FDB/bv359nm1GjRjFq1Kh87ydlm3U2k8kEvu4F/xGp5HMlaEpIKZJ+iYiIiIiIiJR0ZWQTdhHHibsSNPl5uOLkZCrw6zSjSURERERERMo7BU0i17ie+kygoElEREREREREQZPINWKSMoOmgELUZ4IsQVOCgiYREREREREpnxQ0iVzjumc0+XgAmTOa8qs/JiIiIiIiIlIWKWgSuYY1aPIrZNAU5OsGQEq6hYTUDIf3S0RERERERKSkK9Zd50RKItvSuStB09mEs1xOvZxr+wruFQjxCcHLzQUfdxcSUjO4EJ+Kr0fhgioRERERERGR0k5Bk8g1si6dO5twlp7f9STNnJZrezdnN1b0WUGITwiVfN1tQVPtSj43q8siIiIiIiIiJYKWzolcIy5L0HQ59XKeIRNAmjnNNuOpko8KgouIiIiIiEj5paBJ5BrXWwwcsuw8F6+gSURERERERMofBU0i14i5EjQFeCloEhERERERESkMBU0i17jeXedAQZOIiIiIiIiUbwqaRK5xQ0vnVKNJREREREREyjEFTSJZGIZBbJJ16ZxboV+vGU0iIiIiIiJSniloEskiJd1CmtkCqBi4iIiIiIiISGEpaBLJwrpsztnJhLebMxXcK+DmnPfMJjdnNyq4VwCuBk0XE9MwW4yi7ayIiIiIiIhICeNS3B0QKUmy1mcymUyE+ISwos8KLqde5l+b/kV0YjQAQxsPpUvNLgBUcK9AiE8IAIHebphMYLYYXE5KI+hKzSYRERERERGR8kBBk0gWMUlpAARkWTYX4hNCiE8ISelJtmMWw0LDig2zvd7V2YlALzcuJqZxIT5VQZOIiIiIiIiUK1o6J5KFdUaT3zX1mdIt6cSlxdm+P5VwKtdrqE6TiIiIiIiIlFcKmkSyyLp0zu54aqzd96cTTud6DQVNIiIiIiIiUl4paBLJwho0BXjZB02XUy7bfZ9n0HRludyFBAVNIiIiIiIiUr4oaBLJIrcZTdagqYpXlcx2qbEkpCXkeA3NaBIREREREZHySkGTSBa5BU2XUi8BUM2nGgHuAUDus5oUNImIiIiIiEh5paBJJIvcgqaYlBgAAj0Cqe5THci9ILiCJhERERERESmvFDSJZBGTlPfSuQCPAKr5VgPgdHwuM5pUo0lERERERETKKZfi7oBISZJrjabUzKCpgnsF/Nz8AM1oEhEREREREbmWgiaRLOLyKQYe6BGIm7MbkH+NptjkdFIzzLi7OBdVd0VERERERERKFC2dE8ki5krQFODlZnc869I5a42m3JbO+Xu64upsAuDvhLSi6qqIiIiIiIhIiaOgSeQKwzDyXToX6B5oq9F0JvEMhmFku47JZLpap0nL50RERERERKQcUdAkckVimhmzJTM4ym3pXAWPCoR4h2DCRHJGMhdTLuZ4LdVpEhERERERkfJIQZPIFdbZTG7OTni4Xv3RMAzjajFwjwq4ObtR2asykH+dJgVNIiIiIiIiUp4oaBK5IiYps56Sv5crJpPJdjwhPYEMSwYAAe4BAFTzyVw+l1udJgVNIiIiIiIiUh4paBK5Itf6TFeWzXm6eOLh4gFAdd8rBcFzm9FkrdGUkFIkfRUREREREREpiRQ0iVwRl18hcI9A2zHbjCYtnRMRERERERGxUdAkckVMUmbQFJBbIXD3CrZj1hlNpxJO5XgtBU0iIiIiIiJSHiloErkiv6VzAR4BtmMFrtGUoKBJREREREREyg8FTSJXWIMmv0IsnYtOjLYVCs+qkk9mLacL8akYhlEk/RUREREREREpaRQ0iVyR34ymrEvnKntVxtXJlQwjg3NJ57JdK8jXDYCUdAsJqdmDKBEREREREZGySEGTyBUxV4KmAC/7oOlSyqXM41mWzjmZnKjqUxXIefmcl5sLPu4ugOo0iYiIiIiISPmhoEnkitx2nYtJjQHsl86Bdp4TERERERERuZaCJpEr8i0G7h5gd9waNOW685yPCoKLiIiIiIhI+aKgSeSKmKScl85ZgybNaBIRERERERHJm4ImkStyndF0Zde5Ch4V7I5X870SNOVQowkUNImIiIiIiEj5o6BJBLBYDOJSMoMmvyxBU5o5jcT0RCD70rnqPtUBzWgSERERERERsVLQJALEp2ZgGJl/zjqjybpszsXkgp+bn91rrEvnLiRfICUjJds1VaNJREREREREyhsFTSJA7JX6TJ6uzri7ONuOW5fNBXgEYDKZ7F4T4B6At6s3AGcSz2S7pmY0iYiIiIiISHmjoEmE3OszXUq5BGRfNgdgMpmuFgTPoU6TgiYREREREREpbxQ0iZB70BSTEgNk33HOKq+d56xB08XENMwWw1FdFRERERERESmxFDSJADHJaQD4e+W841xOM5rgatB0Kv5UtnOB3m6YTGC2GFxOSnNgb0VERERERERKJgVNIuQ+o8laDLyCR4UcX1fdN/ed51ydnQj0cgO0fE5ERERERETKBwVNIuQfNF3P0jlQnSYREREREREpXxQ0iZBH0FTQpXMJ2ZfOgYImERERERERKV8UNIkAsUmZQVPAdc5oik+LJy4tLtv5Sj5XgqYEBU0iIiIiIiJS9iloEiHLjKZri4HnU6PJy9XLFkKdjs995znNaBIREREREZHyQEGTCNe/dA7yrtOkoElERERERETKEwVNIkBMUvagyWJYiEmNAXJfOgcKmkRERERERESsFDSJkPOMprjUOCyGBSjYjKZT8dkLgqtGk4iIiIiIiJQnCppEgLgcgibrsjlfV19cnV1zfB1Add/qgGY0iYiIiIiIiChoknIvw2whPjUDuCZoyqcQuFVBls7FJqeTmmF2SH9FRERERERESioFTVLuxaVk2P6cU9AU4BGQ5+ur+1yd0WQYht05f09XXJ1NAPydkOaI7oqIiIiIiIiUWAqapNyz1mfycXfBxfnqj4R16Vyge+6FwAGCfYJxMjmRak7l7+S/7c6ZTKardZq0fE5ERERERETKOAVNUu7lVAgcCj6jydXJlSpeVQDVaRIREREREZHyTUGTlHsxSZlL2rIFTakFq9EEWXaeS8hh5zkFTSIiIiIiIlJOKGiSci+/GU35LZ2DLAXB4zWjSURERERERMovBU1S7sXd4NI5gGq+eew8Z63RlJByI90UERERERERKfEUNEm5l+uMJmsxcI/8ZzRl3XnuWprRJCIiIiIiIuWFgiYp92KSMoOmAK+cZzRVcC94jSYFTSIiIiIiIlKeKWiScs86o8nvRpbOXQmaohOjybBk2J2zBU0JCppERERERESkbFPQJOVeTkvnkjOSSTFn1lQqyNK5Sl6VcHNyw2yYiU6Mtj/n4wFkzmgyDMNR3RYREREREREpcRQ0SbkXk5x96Zx1NpOrkyteLl75XsPJ5ERVn6pA9uVzQb5uAKSkW0hIzcj2WhEREREREZGyQkGTlHs57TpnLQRewaMCJpOpQNfJbec5LzcXfNxdANVpEhERERERkbJNQZOUezktnbPOaCrIsjkr685zp+JPZTunguAiIiIiIiJSHhRr0DR9+nTuvPNOfH19qVy5Mn369OHw4cN2bVJSUhg5ciQVK1bEx8eHfv36ce7cObs2J06coEePHnh5eVG5cmXGjx9PRob9EqXNmzfTvHlz3N3dqVu3LgsWLMjWn7lz51KzZk08PDy466672L17t8Pfs5Q8eQVNAe4BBb6OtSD4qYQcgiYfFQQXERERERGRsq9Yg6YtW7YwcuRIfvzxR9avX096ejpdunQhMTHR1mbMmDEsX76cr7/+mi1btnDmzBn69u1rO282m+nRowdpaWn88MMPLFy4kAULFjBp0iRbm6ioKHr06MG9995LZGQko0ePZtiwYaxdu9bW5quvvmLs2LFMnjyZffv20bRpU8LDwzl//vzNeRhSLNIyLCSlmQEI8HSzHbcGTRU8KhT4Wtag6dqlc6AZTSIiIiIiIlI+uBTnzdesWWP3/YIFC6hcuTJ79+6lXbt2xMbG8vHHH7No0SLuu+8+AObPn0+DBg348ccfadWqFevWreP3339nw4YNVKlShdtvv51p06YxYcIEpkyZgpubG/PmzaNWrVrMnDkTgAYNGrB9+3Zmz55NeHg4ALNmzeLxxx9n8ODBAMybN4+VK1fyySef8Pzzz9/EpyI3k3U2k8kEvh5XfxysNZoKs3TOVqMpXkGTiIiIiIiIlE/FGjRdKzY2FoDAwMxf7vfu3Ut6ejqdOnWytalfvz41atRg586dtGrVip07d9KkSROqVKliaxMeHs6IESP47bffaNasGTt37rS7hrXN6NGjAUhLS2Pv3r1MnDjRdt7JyYlOnTqxc+fOHPuamppKaurV0CAuLg6A9PR00tPTb+ApCGB7hkX9LC/GJwPg6+6C2ZyB2XzleNJFAPxc/ArchyrumZ/BiykXiUuOw9PF03Yu0CvzR+1cXHKp+HzcrOcvN05jVXJpbEoHjVPJpbEpPTRWpYPGqWTT+JQO5XmcCvOeS0zQZLFYGD16NG3btqVx48YAREdH4+bmRkBAgF3bKlWqEB0dbWuTNWSynreey6tNXFwcycnJXL58GbPZnGObQ4cO5djf6dOnM3Xq1GzH161bh5eXVwHfteRn/fr1RXr9qHgAF1yNdFatWmU7figxc9xPHznNqpOrcn7xNQzDwB13Uknlq9VfUdm5su3c2fMmwJnfj55i1aoTDnwHRauon784jsaq5NLYlA4ap5JLY1N6aKxKB41TyabxKR3K4zglJSUVuG2JCZpGjhzJr7/+yvbt24u7KwUyceJExo4da/s+Li6O0NBQunTpgp+fXzH2rGxIT09n/fr1dO7cGVdX1/xfcJ02Hb4Av+4npKI/3bu3sh3/Zv03cAHubnE3nWp0yuMK9j5b9Rl/xPxBneZ1uKfaPbbjXn9c4Mu/9mPy9Kd799YOfQ9F4WY9f7lxGquSS2NTOmicSi6NTemhsSodNE4lm8andCjP42RdxVUQJSJoGjVqFCtWrGDr1q1Ur17ddjw4OJi0tDRiYmLsZjWdO3eO4OBgW5trd4ez7kqXtc21O9WdO3cOPz8/PD09cXZ2xtnZOcc21mtcy93dHXd392zHXV1dy90HrigV9fNMTLcAEODlZnefmNQYAIK8gwp1/+q+1fkj5g+ik6PtXhcS4A3A3wlpperzoc9z6aGxKrk0NqWDxqnk0tiUHhqr0kHjVLJpfEqH8jhOhXm/xbrrnGEYjBo1imXLlrFx40Zq1apld75Fixa4urry/fff244dPnyYEydO0Lp15qyQ1q1bc+DAAbvd4davX4+fnx8NGza0tcl6DWsb6zXc3Nxo0aKFXRuLxcL3339vayNlU2xS5jpTf0/7H5rrKQYOmUETZN95zloM/GJiGmaLcV19FRERERERESnpinVG08iRI1m0aBH/93//h6+vr62mkr+/P56envj7+zN06FDGjh1LYGAgfn5+PP3007Ru3ZpWrTKXOXXp0oWGDRvy6KOPMmPGDKKjo3nppZcYOXKkbcbRk08+ybvvvstzzz3HkCFD2LhxI0uWLGHlypW2vowdO5aIiAjuuOMOWrZsyVtvvUViYqJtFzopm2Ku7Drn73U1aMqwZBCbmlmYPsA9oFDXq+ZzZee5a4KmQG83TCYwWwwuJ6UR5JN9NpyIiIiIiIhIaVesQdP7778PQIcOHeyOz58/n8ceewyA2bNn4+TkRL9+/UhNTSU8PJz33nvP1tbZ2ZkVK1YwYsQIWrdujbe3NxEREbz88su2NrVq1WLlypWMGTOGOXPmUL16dT766CPCw8NtbQYMGMCFCxeYNGkS0dHR3H777axZsyZbgXApW2KTs89osoZMJkyFDppym9Hk6uxEoJcbFxPTuBCfqqBJREREREREyqRiDZoMI/8lRB4eHsydO5e5c+fm2iYsLMxux7CcdOjQgf379+fZZtSoUYwaNSrfPknZkVPQdDklc9mcv7s/zk7OhbqedUbTqfhTGIaByWSynavk624LmhqE3GjPRUREREREREqeYq3RJFLcrDWaArIGTVfqMxV2NhNAVZ+qACSkJxCXZl+V31qn6UJ86vV0VURERERERKTEU9Ak5VpeM5oKWwgcwNPFk4oeFQE4lXDK7lylK8vlLiQoaBIREREREZGySUGTlGt5BU3XM6MJoJrvlYLg8TnvPKcZTSIiIiIiIlJWKWiScs0aNPnlsHSugkeF67pmbjvPKWgSERERERGRsk5Bk5RrMVeCpgAvxyydA6juk/POcwqaREREREREpKxT0CTlVkq6mbQMC+DgpXPWnedUo0lERERERETKGQVNUm5Zl805O5nwcXexHb/hpXOq0SQiIiIiIiLl1A0HTWazmcjISC5fvuyI/ojcNDFJVwuBm0wm23FHLZ07k3AGi2GxHbcGTbHJ6aRmmK/r2iIiIiIiIiIlWaGDptGjR/Pxxx8DmSFT+/btad68OaGhoWzevNnR/RMpMjntOAdZls55BFzXdYO9g3E2OZNmSePv5L9tx/09XXF1zgy0LiakXde1RUREREREREqyQgdN33zzDU2bNgVg+fLlREVFcejQIcaMGcOLL77o8A6KFJWcdpwzDMO2dC7Q/fpmNLk4uRDsHQzYFwQ3mUxX6zRp+ZyIiIiIiIiUQYUOmv7++2+CgzN/iV61ahUPPvggt9xyC0OGDOHAgQMO76BIUclpRlNieiLplis70V3njCbIUhA8/pqC4KrTJCIiIiIiImVYoYOmKlWq8Pvvv2M2m1mzZg2dO3cGICkpCWdnZ4d3UKSoxCRlLl8LyLrj3JXZTJ4unni6eF73ta1BU9YZTZAlaNLOcyIiIiIiIlIGueTfxN7gwYPp378/ISEhmEwmOnXqBMCuXbuoX7++wzsoUlTicpjRZK3PVMH9+nacs9KMJhERERERESmPCh00TZkyhcaNG3Py5EkefPBB3N0zf3F2dnbm+eefd3gHRYpKTkvnbrQQuFU131xmNKlGk4iIiIiIiJRhhQ6aAB544AEAUlJSbMciIiIc0yORmyTmStAU4JV96VwFjxub0VTdpzqQx9I5BU0iIiIiIiJSBhW6RpPZbGbatGlUq1YNHx8fjh49CsC///1vPv74Y4d3UKSo5LTrnKOXzp1LOmcrLg6q0SQiIiIiIiJlW6GDpldffZUFCxYwY8YM3NzcbMcbN27MRx995NDOiRSlvJbO3eiMpiDPINyd3bEYFqITom3HNaNJREREREREyrJCB02ffvopH374IQMHDrTbZa5p06YcOnTIoZ0TKUo5Bk1Xls4FegTe0LVNJhNVfaoCcCrhakHwSj4eQGbQZBjGDd1DREREREREpKQpdNB0+vRp6tatm+24xWIhPT09h1eIlEyxSTnUaLIWA3cPuOHrW5fPZa3TFOSbOQswOd1MYpr5hu8hIiIiIiIiUpIUOmhq2LAh27Zty3b8m2++oVmzZg7plEhRMwwjzxlNN7p0DnIuCO7l5oKPe2YNfi2fExERERERkbKm0LvOTZo0iYiICE6fPo3FYmHp0qUcPnyYTz/9lBUrVhRFH0UcLinNTIYlc+laTjWabnTpHEB13ytBU3z2necSUjO4EJ9KrSDvG76PiIiIiIiISElR6BlNvXv3Zvny5WzYsAFvb28mTZrEwYMHWb58OZ07dy6KPoo4XMyV2UyuziY8Xa/WGivqpXMAlXxUEFxERERERETKpkLPaAK45557WL9+vaP7InLTWOsz+Xu6YTKZAEg3p5OQngA4ZkaTNWjKWgwcsu48l3LD9xAREREREREpSQo9o0mkLLhan+lq1mqtz+RscsbXzfeG71HNNzNoupRyiaT0JNtxW9CUoBlNIiIiIiIiUrYUekZThQoVbDNAsjKZTHh4eFC3bl0ee+wxBg8e7JAOihSFHAuBX1k25+/uj5PpxjNYPzc/fN18iU+L53TCaepVqAdkndGkoElERERERETKlkL/Nj1p0iScnJzo0aMHU6dOZerUqfTo0QMnJydGjhzJLbfcwogRI/jvf/9bFP0VcYjY5DQAArzcbMesM5ocsWzOKqed51SjSURERERERMqqQs9o2r59O6+88gpPPvmk3fEPPviAdevW8e2333Lbbbfx9ttv8/jjjzusoyKOlNeMJkcUAreq5lONg5cO2gdNWjonIiIiIiIiZVShZzStXbuWTp06ZTvesWNH1q5dC0D37t05evTojfdOpIjkFTRV8KjgsPvYCoLHXy0IrqVzIiIiIiIiUlYVOmgKDAxk+fLl2Y4vX76cwMDMJUeJiYn4+t54MWWRohJzZdc5v6xBUxEsnbMWBM9pRtPfCWlYLIbD7iUiIiIiIiJS3Aq9dO7f//43I0aMYNOmTbRs2RKAPXv2sGrVKubNmwfA+vXrad++vWN7KuJA1hlNATdh6RzYB02B3m6YTGC2GFxOSqPilZpNIiIiIiIiIqVdoYOmxx9/nIYNG/Luu++ydOlSAG699Va2bNlCmzZtAHj22Wcd20sRB7tZS+eq+14tBm4YBiaTCVdnJwK93LiYmMaFhFQFTSIiIiIiIlJmFDpoAmjbti1t27Z1dF9Ebpq4nIKmK0vnKrg7vkZTYnoisamxBHgEABDk454ZNMWnUj/YYbcTERERERERKVaFrtGUVUpKCnFxcXZfIqVBjHXpnFfRzmhyd3ankmclIOc6TSoILiIiIiIiImVJoYOmpKQkRo0aReXKlfH29qZChQp2XyKlQV5L5xxZDByy7DyXoJ3nREREREREpGwrdNA0fvx4Nm7cyPvvv4+7uzsfffQRU6dOpWrVqnz66adF0UcRh7JYjGxL5yyGhZjUGMCxxcAh753nFDSJiIiIiIhIWVLoGk3Lly/n008/pUOHDgwePJh77rmHunXrEhYWxhdffMHAgQOLop8iDhOfmoHFyPyz35WgKT4tHrNhBhy7dA6yzGiKzzKj6UoB8AsJCppERERERESk7Cj0jKZLly5Ru3ZtAPz8/Lh06RIAd999N1u3bnVs70SKgHU2k4erEx6uzsDVZXM+rj64Obs59H7Vfa7uPGelGU0iIiIiIiJSFhU6aKpduzZRUVEA1K9fnyVLlgCZM50CAgIc2jmRopBjfaYrO845etkcXJ3RpKBJREREREREyrpCB02DBw/m559/BuD5559n7ty5eHh4MGbMGMaPH+/wDoo42s0sBA5XazSdSTiDxbAAWYImLZ0TERERERGRMqTQNZrGjBlj+3OnTp04dOgQe/fupW7dutx2220O7ZxIUYhJygyaAjyvLpGzBk0BHgEOv18Vryo4m5xJt6RzPuk8wd7BthpNMUnppGaYcXdxdvh9RURERERERG62QgdN1woLC8Pf31/L5qTUsM5o8sth6VwFd8cWAgdwcXIh2DuY0wmnOZ1wmmDvYPw9XXF1NpFuNriYkEbVAE+H31dERERERETkZiv00rnXX3+dr776yvZ9//79qVixItWqVbMtqRMpyW720jmA6r72BcGdnEwE+ahOk4iIiIiIiJQthQ6a5s2bR2hoKADr169n/fr1rF69mm7duqlGk5QKMclpQM5BU1EsnYMsO8/FqyC4iIiIiIiIlF2FXjoXHR1tC5pWrFhB//796dKlCzVr1uSuu+5yeAdFHC3uyoymAK+bs3QOru48dyrhlO2YtU6TCoKLiIiIiIhIWVHoGU0VKlTg5MmTAKxZs4ZOnToBYBgGZrPZsb0TKQLFsXTOGjRZl86BZjSJiIiIiIhI2VPoGU19+/bl4Ycfpl69ely8eJFu3boBsH//furWrevwDoo4Wl5BU1Etnavmq6BJREREREREyr5CB02zZ8+mZs2anDx5khkzZuDj4wPA2bNneeqppxzeQRFHi0m6EjTlsHQu0L1oZzSdSzxHujkdV2dXBU0iIiIiIiJS5hQ6aHJ1dWXcuHHZjo8ZM8YhHRIpatfOaErJSCE5IxkouhlNFT0q4uniSXJGMmcSzxDmF6YaTSIiIiIiIlLmFLpG08KFC1m5cqXt++eee46AgADatGnD8ePHHdo5kaJwbdBkXTbn4uSCj6tPkdzTZDJR1bsqcHXnOc1oEhERERERkbKm0EHTa6+9hqenJwA7d+5k7ty5zJgxg6CgIM1qkhLPbDGIT8kAsgRNWZbNmUymIru3tU6Tdee5rEGTYRhFdl8RERERERGRm6XQS+dOnjxpK/r93Xff0a9fP4YPH07btm3p0KGDo/sn4lBxV2YzQfYZTUW1bM7q2p3ngq4snUtON5OYZsbHvdA/jiIiIiIiIiIlSqFnNPn4+HDx4kUA1q1bR+fOnQHw8PAgOTnZsb0TcTDrsjlvN2dcnTM//tYZTRU8KhTpva8NmrzdXfB2cwa0fE5ERERERETKhkJPoejcuTPDhg2jWbNm/PHHH3Tv3h2A3377jZo1azq6fyIOdW19Jrg6o6mCe9EGTdV9qgNXazRB5vK5xItJXIhPpVaQd5HeX0RERERERKSoFXpG09y5c2ndujUXLlzg22+/pWLFigDs3buXhx56yOEdFHGkGGvQ5OVmO2YLmop4RlN13ytBU4J90ASa0SQiIiIiIiJlQ6FnNAUEBPDuu+9mOz516lSHdEikKF2d0XT1o3+zl85dTr1MUnoSXq5eWYKmlCK9t4iIiIiIiMjNUOgZTQDbtm3jkUceoU2bNpw+nTk747PPPmP79u0O7ZyIoxXn0jkfNx/83f2BLDvPXSkIfiFBM5pERERERESk9Ct00PTtt98SHh6Op6cn+/btIzU18xfk2NhYXnvtNYd3UMSRYpPSgFyCpiKe0QRZCoJfqdOkpXMiIiIiIiJSlhQ6aHrllVeYN28e//3vf3F1vfrLetu2bdm3b59DOyfiaNYZTQFZazRdWToX6BFY5Pe/duc5BU0iIiIiIiJSlhQ6aDp8+DDt2rXLdtzf35+YmBhH9EmkyOS1dC7APaDI72/dec62dM5XS+dERERERESk7Ch00BQcHMyRI0eyHd++fTu1a9d2SKdEikpMUmbQ5HclaDJbzMSmxgLFtHTOxwPQjCYREREREREpGwodND3++OP861//YteuXZhMJs6cOcMXX3zBuHHjGDFiRFH0UcRhbEvnrgRNsWmxGBgAtkLdRamab2bQdO2Mpr8T0rBYjCK/v4iIiIiIiEhRcsm/ib3nn38ei8VCx44dSUpKol27dri7uzNu3DiefvrpouijiMNcu3TOumzOz80PVyfXXF/nKFlrNBmGQUWfzFpRZovB5aQ0Kl7ZhU5ERERERESkNCp00GQymXjxxRcZP348R44cISEhgYYNG+Lj41MU/RNxqLhcgqabUQgcoKpPVQCSM5K5nHqZQI9AAr3duJSYxoWEVAVNIiIiIiIiUqoVOmiycnNzo2HDho7si0iRi7k2aEq9eYXAAdyd3ansWZnzyec5HX+aQI9AKvm4ZwZN8anUD74p3RAREREREREpEgUOmoYMGVKgdp988sl1d0akKKWbLSSlmQEI8LKf0XQzCoFbVfetnhk0JZymSaUmVPJ15/C5eBUEFxERERERkVKvwEHTggULCAsLo1mzZhiGihZL6WOtzwTg61E8S+cgs07TvvP7shUEV9AkIiIiIiIipV2Bg6YRI0bw5ZdfEhUVxeDBg3nkkUcIDLx5v5yL3KiYpMygydfDBWcnE3Dzl87B1Z3nTiecBhQ0iYiIiIiISNnhVNCGc+fO5ezZszz33HMsX76c0NBQ+vfvz9q1azXDSUoF64wm67I5KJ6lc7ad5+KvBE1XCoBfSFDQJCIiIiIiIqVbgYMmAHd3dx566CHWr1/P77//TqNGjXjqqaeoWbMmCQkJRdVHEYe4dsc5KOagSTOaREREREREpIwpVNBk90InJ0wmE4ZhYDabHdknkSIRm1PQdGXpXAX3m1gM3Kc6AGcSz2C2mBU0iYiIiIiISJlRqKApNTWVL7/8ks6dO3PLLbdw4MAB3n33XU6cOIGPj09R9VHEIWKS0oCcZzTdzGLglb0q4+LkQoYlg/NJ568GTVo6JyIiIiIiIqVcgYuBP/XUUyxevJjQ0FCGDBnCl19+SVBQUFH2TcShYpMzAPD3dAPAMAxb0BTgEXDT+uHs5EyIdwgn409yKuEUdX2bApnFylMzzLi7ON+0voiIiIiIiIg4UoFnNM2bNw8/Pz9q167Nli1bGD58OH379s32VRhbt26lV69eVK1aFZPJxHfffWd3/rHHHsNkMtl9de3a1a7NpUuXGDhwIH5+fgQEBDB06NBs9aJ++eUX7rnnHjw8PAgNDWXGjBnZ+vL1119Tv359PDw8aNKkCatWrSrUe5GS79qlc8kZyaRZMmc53cylc2Bfp8nf0xVX58xd8C4mpN3UfoiIiIiIiIg4UoGDpkGDBnHvvfcSEBCAv79/rl+FkZiYSNOmTZk7d26ubbp27crZs2dtX19++aXd+YEDB/Lbb7+xfv16VqxYwdatWxk+fLjtfFxcHF26dCEsLIy9e/fyxhtvMGXKFD788ENbmx9++IGHHnqIoUOHsn//fvr06UOfPn349ddfC/V+pGSLSbZfOncp5RIAHs4eeLl63dS+ZA2anJxMBPmoTpOIiIiIiIiUfgVeOrdgwQKH37xbt25069Ytzzbu7u4EBwfneO7gwYOsWbOGPXv2cMcddwDwzjvv0L17d958802qVq3KF198QVpaGp988glubm40atSIyMhIZs2aZQuk5syZQ9euXRk/fjwA06ZNY/369bz77rvMmzfPge9YipN117kAr8ygqTiWzVlV980sCH46/urOc2djUxQ0iYiIiIiISKlW4KCpuGzevJnKlStToUIF7rvvPl555RUqVqwIwM6dOwkICLCFTACdOnXCycmJXbt2cf/997Nz507atWuHm5ubrU14eDivv/46ly9fpkKFCuzcuZOxY8fa3Tc8PDzbUr6sUlNTSU29GgrExcUBkJ6eTnp6uiPeerlmfYaOfJbWYuDeribS09P5O/FvAALcAm76mAV7ZoanJ+NPkp6eTkXvzPArOjapRHx+iuL5S9HQWJVcGpvSQeNUcmlsSg+NVemgcSrZND6lQ3kep8K85xIdNHXt2pW+fftSq1Yt/vrrL1544QW6devGzp07cXZ2Jjo6msqVK9u9xsXFhcDAQKKjowGIjo6mVq1adm2qVKliO1ehQgWio6Ntx7K2sV4jJ9OnT2fq1KnZjq9btw4vr5u7DKssW79+vcOudeq8M2Di0IH9GCcM9qXtAyAjPuOm1+Q6lXEKgKN/H2XVqlWkXHYCnPhh3wF8z/9yU/uSF0c+fylaGquSS2NTOmicSi6NTemhsSodNE4lm8andCiP45SUlFTgtiU6aPrnP/9p+3OTJk247bbbqFOnDps3b6Zjx47F2DOYOHGi3SyouLg4QkND6dKlC35+fsXYs7IhPT2d9evX07lzZ1xdXR1yzVd/3QKk0qV9WxpV9ePvg3/DfqhXvR7d23R3yD0K6nLKZeYtnUe8EU+n8E4c3nSCneePUiGkJt27N7ipfclJUTx/KRoaq5JLY1M6aJxKLo1N6aGxKh00TiWbxqd0KM/jZF3FVRAlOmi6Vu3atQkKCuLIkSN07NiR4OBgzp8/b9cmIyODS5cu2eo6BQcHc+7cObs21u/za5NbbSjIrB3l7u6e7birq2u5+8AVJUc+T+uucxV9PXF1dSUuPfMHpaJnxZs+ZpVcKuHp4klyRjIXUi8QHOAJwMXE9BL1+dHnufTQWJVcGpvSQeNUcmlsSg+NVemgcSrZND6lQ3kcp8K83wLtOte8eXMuX84snPzyyy8XasqUI506dYqLFy8SEhICQOvWrYmJiWHv3r22Nhs3bsRisXDXXXfZ2mzdutVuPeH69eu59dZbqVChgq3N999/b3ev9evX07p166J+S3KTpKSbSc2wAOB/TTHwCh4Vbnp/TCaT3c5zlay7ziWoGLiIiIiIiIiUXgUKmg4ePEhiYiIAU6dOJSEhwSE3T0hIIDIyksjISACioqKIjIzkxIkTJCQkMH78eH788UeOHTvG999/T+/evalbty7h4eEANGjQgK5du/L444+ze/duduzYwahRo/jnP/9J1apVAXj44Ydxc3Nj6NCh/Pbbb3z11VfMmTPHbtnbv/71L9asWcPMmTM5dOgQU6ZM4aeffmLUqFEOeZ9S/KyzmZxM4OOWOZHvcmrxBU0A1X2u7DyXcJpKvleCJu06JyIiIiIiIqVYgZbO3X777QwePJi7774bwzB488038fHxybHtpEmTCnzzn376iXvvvdf2vTX8iYiI4P333+eXX35h4cKFxMTEULVqVbp06cK0adPslqx98cUXjBo1io4dO+Lk5ES/fv14++23bef9/f1Zt24dI0eOpEWLFgQFBTFp0iSGDx9ua9OmTRsWLVrESy+9xAsvvEC9evX47rvvaNy4cYHfi5Rs1qDJ39MVJycTcHVGU6B7YLH0qZpv5oymUwmnuCvoatBkGAYmk6lY+iQiIiIiIiJyIwoUNC1YsIDJkyezYsUKTCYTq1evxsUl+0tNJlOhgqYOHTpgGEau59euXZvvNQIDA1m0aFGebW677Ta2bduWZ5sHH3yQBx98MN/7SemUNWiysgZNAR4BxdEl29K5U/GnCLqydC453Uximhkf91JVPk1EREREREQEKGDQdOutt7J48WIAnJyc+P7776lcuXKRdkzEkWKTcgiainnpXNYaTd7uLni7OZOYZuZCfKqCJhERERERESmVClSjKSuLxaKQSUqdmCszmvyuBE3plnTi0+IBqOBe/EEToDpNIiIiIiIiUupd17SJv/76i7feeouDBw8C0LBhQ/71r39Rp04dh3ZOxFGsS+cCvNwAiEmJAcDJ5IS/u3+x9Km6b2Yx8NjUWBLSEgjycePYxSRWHziL2WLQslYgzk6q1SQiIiIiIiKlR6FnNK1du5aGDRuye/dubrvtNm677TZ27dpFo0aNWL9+fVH0UeSGXa3RZL/jXIB7AE6mQv8YOIS3qzcB7gEALImM5NczcQDM/+EYD/33R+5+fSNrfj1bLH0TERERERERuR6FntH0/PPPM2bMGP7zn/9kOz5hwgQ6d+7ssM6JOEpsUhpwtUaTrRD4laCnuFT3qU5MagyvrfuBjPRGdueiY1MY8fk+3n+kOV0bhxRTD0VEREREREQKrtBTOQ4ePMjQoUOzHR8yZAi///67Qzol4mi2pXOemUvnirsQuFXVK3WaTG6Xsp2z7sc4dfnvmC25784oIiIiIiIiUlIUOmiqVKkSkZGR2Y5HRkaqSLiUWFeXztnPaCquQuBWTubAzH+6Xs7xvAGcjU1hd1T2IEpERERERESkpCn00rnHH3+c4cOHc/ToUdq0aQPAjh07eP311xk7dqzDOyjiCLHX7DpnC5qKeUaTG0EAOLnmHSSdj0+5Gd0RERERERERuSGFDpr+/e9/4+vry8yZM5k4cSIAVatWZcqUKTzzzDMO76CII8TkNqOpmIOmWv414BSYcpnRZFXZ1+Mm9UhERERERETk+hU6aDKZTIwZM4YxY8YQHx8PgK+vr8M7JuJIcdYaTV5XgqbUkrF07r669ZnzGzi5XSJzoZzJ7rwJCPb3oGWtwOLonoiIiIiIiEihFDpoykoBk5QGhmHkXqOpmGc0VfetigkTOKXj5JyAxXz1Z8oaOU3u1RBnJ1POFxAREREREREpQQpdDFyktElKM5Nuzty1zRY0lZBd59yc3ajslVlEP6hCot25YH8P3n+kOV0bhxRH10REREREREQKTUGTlHnW2Uyuzia83JyBkrPrHEA1n2oATLo/mH/3aABAkLcb2yfcp5BJREREREREShUFTVLmZV02ZzKZMAyDmJQYoPhnNAFU960OwNnEMzx4ZygAfyem2fotIiIiIiIiUloUKmhKT0+nY8eO/Pnnn0XVHxGHswY2fleWzcWnx5NhZAAlI2iyzmg6nXAaPw9XagV5A3DgdGxxdktERERERESk0AoVNLm6uvLLL78UVV9EikRMUs6FwL1cvHB3di+2fllZZzSdSjjF/7d33+FxVdfex79nmnovluQO7rgb29h0QscEAzcXSOHCS+CSkAsEAgkptISYQIDQUukJCSSEUAwxOAZMsQH33ntRs3rXlP3+MZIs2bI1kkaaOfLv8zzzzMyZM/us2Xs00iztvQ7A2P4pAKxVoklERERERERsptNL5775zW/y7LPP9kQsIj2ismlGU2qUnXGuWcuMpqp9AIzrnwzAmr1KNImIiIiIiIi9uDr7BJ/Px3PPPcd//vMfpkyZQkJCQpvHH3300bAFJxIOrWs0QXQVAoeDiaaCmgL8AX/LjCYtnRMRERERERG76XSiae3atUyePBmAzZs3t3nMsqzwRCUSRuV1jUCrRFNDdM1oyo7Pxu1w4w14KawtZGz/LAD2lddRVtNIWoInwhGKiIiIiIiIhKbTiaYPP/ywJ+IQ6TEtM5rigwmbaFs657Ac5CXmsatyF/uq9zE1J48hGfHsLKllzb4KThuRFekQRURERERERELS6RpNzbZu3cp7771HXV0dAMaYsAUlEk4VdcEzzEXr0jk4uHxub1XbguBaPiciIiIiIiJ20ulEU0lJCV/5ylcYMWIEF154Ifn5+QBcd9113H777WEPUKS7DqvRFGVL56BVQfDqYEHw8QOaEk0qCC4iIiIiIiI20ulE0/e//33cbje7d+8mPj6+ZfsVV1zBvHnzwhqcSDhU1B5SoynKls5BqxlN1ZrRJCIiIiIiIvbV6RpN77//Pu+99x4DBgxos3348OHs2rUrbIGJhEvzjKbU+CheOpfUNKOpKjijqTnRpILgIiIiIiIiYiedntFUU1PTZiZTs9LSUmJiYsISlEg42WHp3IDEYOK2eelccqybIRnBnzPNahIRERERERG76HSi6dRTT+Wll15quW9ZFoFAgIceeogzzzwzrMGJdFcgYA5PNEXx0rniumLqffWAls+JiIiIiIiI/XR66dxDDz3EV77yFZYuXUpjYyN33nkn69ato7S0lM8++6wnYhTpsupGH4GmEyKmxLlp8DdQ66sFoifRlF+dT2l9KbGuWOp99Xyy7xP6J/anX+YBHLH7WLrXDQyLdJgiIiIiIiIiHep0omns2LFs3ryZp556iqSkJKqrq7nsssu46aabyM3N7YkYRbqsojY4mynG5SDW7aSgphgAl+UiyZ0UydCAYJJp1huzaPQ3tmy77aPbWm4nDIWlfhf51ePITdTPl4iIiIiIiES3TieaAFJSUvjJT34S7lhEwu5Iy+ZSY1OxLCticTUrayhrk2Rql+VjV3mREk0iIiIiIiIS9bqUaCorK+PZZ59lw4YNAIwZM4Zrr72W9PT0sAYn0l12KAQeim3F1Zw0oOP9RERERERERCKp08XAP/74Y4YMGcITTzxBWVkZZWVlPPHEEwwdOpSPP/64J2IU6bLmRFNq/CGFwGPslWjaUlQd6RBEREREREREOtTpGU033XQTV1xxBb/73e9wOp0A+P1+vvvd73LTTTexZs2asAcp0lV2OONcKLYp0SQiIiIiIiI20OkZTVu3buX2229vSTIBOJ1ObrvtNrZu3RrW4ES6q7ypGHjyoUvnbDajaasSTSIiIiIiImIDnU40TZ48uaU2U2sbNmxgwoQJYQlKJFxals7FeQD7zmgqrGqgrKaDouEiIiIiIiIiERbS0rnVq1e33L755pu55ZZb2Lp1KyeddBIAn3/+OU8//TQPPvhgz0Qp0kV9ZekcwNr9FZw6PCvSYYiIiIiIiIgcUUiJpokTJ2JZFsaYlm133nnnYft9/etf54orrghfdCLdVNmSaAq+1aPtrHNpMWl4nB4a/UeerWThxvgSWLNPiSYRERERERGJbiElmnbs2NHTcYj0iPK6YAInJUrPOpebmMvc2XNbEmBFtUX83wf/hxMnz1/wPDHOGN5ZWcnTG0pYu68iwtGKiIiIiIiIHF1IiabBgwf3dBwiPeLQGk3lDeVA9MxogmCyKTcxF4DR6aPJjsumqK4IX8DHpOxJlA0+wNOUsEaJJhEREREREYlyISWaDrV//34+/fRTioqKCAQCbR67+eabwxKYSDg0J5qS49wETOBgoilKZjQdyrIsJmZP5P1d77OyaCVTc6YyNi8FgD2ldZTXNpIa74lwlCIiIiIiIiLt63Si6YUXXuB///d/8Xg8ZGRkYFlWy2OWZSnRJFGlvPZgMfCKhgoCJpgYTY1NjWBURzcpexLv73qfFUUrgOCyv0Hp8ewurWXtvkpOGZ4Z4QhFRERERERE2ufo7BN+9rOfcffdd1NRUcHOnTvZsWNHy2X79u09EaNIl/gDhqp6HwCp8e6WOkhJniTcDnckQzuqSdmTAFhZvLIlMTauf3BW0+p95ZEKS0RERERERKRDnU401dbWcuWVV+JwdPqpIr2qqt7bcjslzh11hcCPZET6COJccVQ1VrG9PJi8HTcgmGhSQXARERERERGJZp3OFl133XX84x//6IlYRMKquT5TvMeJ2+k4mGiKokLg7XE73IzLHAfAiuLg8rnmGU0qCC4iIiIiIiLRrNM1mubMmcOsWbOYN28e48aNw+1uuwTp0UcfDVtwIt3Ruj4T0LJ0LtpnNAFMzJ7IlwVfsrJoJV8b8TUVBBcRERERERFb6FKi6b333mPkyJEAhxUDF4kWzTOaWhJNNpnRBDA5ezKACoKLiIiIiIiIrXQ60fTII4/w3HPPcc011/RAOCLhY+dE0/is8VhY7Knaw4G6A2TGZTKufwq7S2tZs69CiSYRERERERGJSp2u0RQTE8PJJ5/cE7GIhFX5oYkmGy2dS/IkMTxtOAAri1YCMLa/CoKLiIiIiIhIdOt0oumWW27hySef7IlYRMKqsinRlBpvvxlNAJOyJwEHl8+pILiIiIiIiIhEu04vnfvyyy/54IMPmDt3LieccMJhxcBff/31sAUn0h12XjoHwYLgr256tdWMpmQAdpfWUlHrJSXefZRni4iIiIiIiPS+TieaUlNTueyyy3oiFpGwqrDxWefg4Iym9aXrqfPVkRofx8D0OPaU1rF2fwUnD1OdJhEREREREYkunU40Pf/88z0Rh0jYldc1AsFEkzHGdjOa8hLyyI7LpqiuiLUH1jI1Zyrj+qewp7SO1XuVaBIREREREZHo0+kaTSJ20bJ0Lt5Dna+OBn8DYJ9Ek2VZTMyeCKgguIiIiIiIiNhDp2c0DR06FMuyjvj49u3buxWQSLhU1PmA4Iym5mVzHoeHeFd8JMPqlEnZk3h/1/stBcHH908FVBBcREREREREolOnE0233nprm/ter5cVK1Ywb9487rjjjnDFJdJtFbUHl86V1xcBwdlMR0uURpvmOk0ri1cSMAEVBBcREREREZGo1ulE0y233NLu9qeffpqlS5d2OyCRcGleOpca52ZPfSlgn2VzzUakjyDOFUdVYxXby7czLG2YCoKLiIiIiIhI1ApbjaYLLriAf/7zn+FqTqRbvP4ANY1+oO3SObucca6Z2+FmXOY4AFYUB5fPjWuq06TlcyIiIiIiIhJtwpZoeu2110hPTw9XcyLdUtk0mwkgOc5tuzPOtXakguBKNImIiIiIiEi06fTSuUmTJrWpcWOMoaCggOLiYn7729+GNTiRripvSjQlxbhwOixbJ5qa6zQ1FwQfpzPPiYiIiIiISJTqdKJp9uzZbe47HA6ysrI444wzGDVqVLjiEumW5vpMzcWy7bp0DmBC1gQsLPZU7eFA3QHG5gUTTbtKaqmo85ISp4LgIiIiIiIiEh06nWi65557eiIOkbBqSTQ1JWHsPKMpyZPEsLRhbCnbwsqilZw9+GwGpMWxt6yOdfsqmKmC4CIiIiIiIhIlwlajSSSaVNT2nUQTwKSs9pfPrdbyOREREREREYkiISeaHA4HTqfzqBeXq9MTpER6RPOMptSmpXPlDeWAPZfOgQqCi4iIiIiIiD2EnBn617/+dcTHFi9ezBNPPEEgEAhLUCLddejSudL6UsDGM5qaCoKvL11Pva+e8QNUEFxERERERESiT8iJpksuueSwbZs2beJHP/oRb7/9Nt/4xje4//77wxqcSFc1J5qS49x4A14qGysB+yaa+if2Jysui+K6YtYeWMvYvPGACoKLiIiIiIhIdOlSjab9+/dz/fXXM27cOHw+HytXruTFF19k8ODB4Y5PpEvKW9VoqmgIzvqxsEjxpEQyrC6zLOvg8rnilaQleBiQFgfAOs1qEhERERERkSjRqURTRUUFP/zhDxk2bBjr1q1jwYIFvP3224wdO7an4hPpkpYaTXGelkLgKTEpOB3OSIbVLc3L5w4tCK46TSIiIiIiIhItQk40PfTQQxx33HHMnTuXv/3tbyxatIhTTz21J2MT6bLKVjWaWgqB23TZXLPmRNPKopUETEAFwUVERERERCTqhFyj6Uc/+hFxcXEMGzaMF198kRdffLHd/V5//fWwBSfSVeV1jUAw0dRSCNymZ5xrNjJ9JHGuOCobK9lRsaNlRpMKgouIiIiIiEi0CDnRdPXVV2NZVk/GIhI2LUvn4t3srQounbP7jCa3w824zHF8WfAlK4pW8JX+XwVgpwqCi4iIiIiISJQIOdH0wgsv9GAYIuFV0WrpXNmBvpFoApiYPbEl0fRfI/6L/qlx7CuvY92+CmYOy4x0eCIiIiIiInKM69JZ50SiWb3XT703AEBynLulGLjdl86BCoKLiIiIiIhIdItoounjjz/m4osvJi8vD8uyeOONN9o8bozh7rvvJjc3l7i4OM4++2y2bNnSZp/S0lK+8Y1vkJycTGpqKtdddx3V1dVt9lm9ejWnnnoqsbGxDBw4kIceeuiwWP7xj38watQoYmNjGTduHO+++27YX6/0juZC4JYFSTGug4mmPjCjaULWBCws9lTt4UDdAcYNUKJJREREREREokdEE001NTVMmDCBp59+ut3HH3roIZ544gl+//vf88UXX5CQkMB5551HfX19yz7f+MY3WLduHfPnz2fu3Ll8/PHH3HDDDS2PV1ZWcu655zJ48GCWLVvGww8/zL333ssf//jHln0WLVrEVVddxXXXXceKFSuYPXs2s2fPZu3atT334qXHtF4253BYlDX0nURTkieJYWnDgODZ51QQXERERERERKJJRBNNF1xwAb/4xS+49NJLD3vMGMNvfvMbfvrTn3LJJZcwfvx4XnrpJfbv398y82nDhg3MmzePZ555hunTp3PKKafw5JNP8sorr7B//34AXn75ZRobG3nuuec44YQTuPLKK7n55pt59NFHW471+OOPc/7553PHHXcwevRofv7znzN58mSeeuqpXukHCa/WiSagTy2dA5iUdXD5XHOiaWdJLZX13kiGJSIiIiIiIhJ6MfDetmPHDgoKCjj77LNbtqWkpDB9+nQWL17MlVdeyeLFi0lNTeXEE09s2efss8/G4XDwxRdfcOmll7J48WJOO+00PB5Pyz7nnXcev/rVrygrKyMtLY3Fixdz2223tTn+eeedd9hSvtYaGhpoaGhouV9ZWQmA1+vF69UX/u5q7sOu9OWBqjoAkmNdeL3elkRTkiupT4zNuIxx/J2/s7xwOYkTLfqnxrKvvJ5Vu0o56bj0sByjO/0vvUtjFb00NvagcYpeGhv70FjZg8Ypuml87OFYHqfOvOaoTTQVFBQA0K9fvzbb+/Xr1/JYQUEB2dnZbR53uVykp6e32Wfo0KGHtdH8WFpaGgUFBUc9TnvmzJnDfffdd9j2999/n/j4+FBeooRg/vz5nX7Ol8UW4MRbXc4777xDaV0pACsWrWCHY0eYI+x9Zf5g4mxDyQbefOdNMhwx7MPBax98QelGE9ZjdaX/JTI0VtFLY2MPGqfopbGxD42VPWicopvGxx6OxXGqra0Ned+oTTRFu7vuuqvNLKjKykoGDhzIueeeS3JycgQj6xu8Xi/z58/nnHPOwe12d+q5RYt3wdZNHD8wj9POGYr/NT8Al51/GbGu2J4It1cZY3jpjZc4UHeAAVMHcHZiGqv/sxVfcn8uvHB8WI7Rnf6X3qWxil4aG3vQOEUvjY19aKzsQeMU3TQ+9nAsj1PzKq5QRG2iKScnB4DCwkJyc3NbthcWFjJx4sSWfYqKito8z+fzUVpa2vL8nJwcCgsL2+zTfL+jfZofb09MTAwxMTGHbXe73cfcG64ndaU/qxsCAKQmeKjx1wAQ54ojKS4p7PFFyqTsSczfNZ+1pWuZMOgSANbnV4X9vaf3s31orKKXxsYeNE7RS2NjHxore9A4RTeNjz0ci+PUmdcb0WLgRzN06FBycnJYsGBBy7bKykq++OILZsyYAcCMGTMoLy9n2bJlLft88MEHBAIBpk+f3rLPxx9/3GY94fz58xk5ciRpaWkt+7Q+TvM+zccRe2ldDLy0Ibhsrq8UAm82KfvwguA7DtSoILiIiIiIiIhEVEQTTdXV1axcuZKVK1cCwQLgK1euZPfu3ViWxa233sovfvEL3nrrLdasWcPVV19NXl4es2fPBmD06NGcf/75XH/99Xz55Zd89tlnfO973+PKK68kLy8PgK9//et4PB6uu+461q1bx6uvvsrjjz/eZtnbLbfcwrx583jkkUfYuHEj9957L0uXLuV73/teb3eJhEFzoik13n3wjHOxfTPRtLJoJanxLvqnxgGwdl9FJMMSERERERGRY1xEE01Lly5l0qRJTJoU/NJ82223MWnSJO6++24A7rzzTv7v//6PG264galTp1JdXc28efOIjT1YZ+fll19m1KhRfOUrX+HCCy/klFNO4Y9//GPL4ykpKbz//vvs2LGDKVOmcPvtt3P33Xdzww03tOwzc+ZM/vrXv/LHP/6RCRMm8Nprr/HGG28wduzYXuoJCafWM5qaE02psakRjCj8RqaPJM4VR2VjJTsqdjC2f7AumBJNIiIiIiIiEkkRrdF0xhlnYMyRz5JlWRb3338/999//xH3SU9P569//etRjzN+/Hg++eSTo+7zta99ja997WtHD1hsoby2EQgmmvY3BBNN6THpkQwp7NwON2Mzx7KkYEnT8rkJvLeukDX7Qi/QJiIiIiIiIhJuUVujSaSrDs5o8lBeXw70vaVzABOzJgLBOk1jm+o0aUaTiIiIiIiIRJISTdLnVNT5gKZi4PVNxcD7YKKpdZ0mFQQXERERERGRaKBEk/Qpxhgqm2c0xbspa1o619fOOgcwIXsCFha7q3ZjnFUtBcHXafmciIiIiIiIRIgSTdKn1Hn9NPoDQHBGU19eOpfsSeb41OMBWFW0SgXBRUREREREJOKUaJI+pbk+k8thkeBx9umlc3Bw+VywIHhw+dwaJZpEREREREQkQpRokj7lYCFwN5Zl9emlc9Aq0VSsguAiIiIiIiISeUo0SZ9SXnsw0dTob6TGWwP03RlNE7MnArC+ZD0jcmIA2H6ghioVBBcREREREZEIUKJJ+pSK1oXA64OzmZyWkyRPUiTD6jEDEgeQFZeFL+Ajv34reSmxAKxVQXARERERERGJACWapE9pvXSuvKEcgNSYVBxW33yrW5bVMqtpRZGWz4mIiIiIiEhk9c1v33LMqmyVaOrrhcCbqSC4iIiIiIiIRAslmqRPaV2jqXnp3LGSaFpZtJIx/YNLBDWjSURERERERCJBiSbpU5qXzqXGufv8GeeajUwfSZwrjsrGSlKSg69ZBcFFREREREQkEpRokj6lOdGUfAzNaHI73IzNHAvAzup1LQXB1+1XQXARERERERHpXUo0SZ9SXnfsLZ0DmJg1EVBBcBEREREREYksJZqkT2lZOhfvaVk6lxqTGsGIekfrOk0qCC4iIiIiIiKRokST9CmV7cxoSo9Nj2RIvWJC9gQsLHZX7WZQth9QoklERERERER6nxJN0qdUtEo0lTeUA8fG0rlkTzLHpx4PQMCzE4AdKgguIiIiIiIivUyJJukzjDFtEk2l9aVA3z/rXLPm5XPbKteSmxKLMSoILiIiIiIiIr1LiSbpM6obfPgDBoDkOCcVDcGlY8fCjCY4mGhaUayC4CIiIiIiIhIZSjRJn9E8m8njcuA1tfhNsFbRsTKjaWL2RADWl6xndF4soDpNIiIiIiIi0ruUaJI+o6S6EYAYl4MPNm8HINGdiNvpjmRYvWZA4gAy4zLxBXwkJxcASjSJiIiIiIhI71KiSfqEeWvzufaFJQBU1fv4weuLAIhxJEcyrF5lWVbL8rkaxzYgWBC8usEXybBERERERETkGKJEk9jevLX5fOcvyymtaWzZZjlrACgqdzJvbX6kQut1E7MmArClYs3BguCa1SQiIiIiIiK9RIkmsTV/wHDf2+sxh2y3XMFEk/ElcN/b61uKhPd1zTOaVhav5IS8JEDL50RERERERKT3KNEktvbljlLyK+oP2948o8n4E8ivqOfLHaW9HVpEjMoYRawzloqGCgb2C/aBzjwnIiIiIiIivUWJJrG1oqrDk0zQNtF0tP36GrfDzdjMsQC44ncCmtEkIiIiIiIivUeJJrG17KTYdrc3L50L+BKOul9f1Lx8rsy/BYDtKgguIiIiIiIivUSJJrG1aUPTyU2JxTpke/OMJvwJ5KbEMm1oeq/HFikTsycCsLF8NTnJKgguIiIiIiIivUeJJrE1p8PinovHHF4MvNXSuXsuHoPTcWgqqu+akDUBgF2VuxjZP/i6tXxOREREREREeoMSTWJ754/N5evTBrbZ1rx07s5zJnP+2NxIhBUxKTEpDEsdBkB6+j5ABcFFRERERESkdyjRJH2CZQVn7lw8IY/Hr5xIbEyw+PcFo4dHMqyIaa7T5PfsADSjSURERERERHqHEk3SJ2zIrwTgnDH9OHdsOo2BYKIpLTYtkmFFTHOiqaBxI6CC4CIiIiIiItI7lGgS2/MHDBsLqgAYk5tEeX05AG6HmwR3QgQji5zmguBbyjfQL9mBMbB+f2VkgxIREREREZE+T4kmsb1dJTXUNvqJdTsYmplIaUMpAGkxaS1L6o41AxIHkBmXiS/gY3D/MkDL50RERERERKTnKdEktrchPzibaWROMk6HRVl9MLFyrC6bg2DNqublc4nJewAVBBcREREREZGep0ST2N76/GACZUxuEkBLoik1NjVSIUWFiVkTAah1bAU0o0lERERERER6nhJNYnvNM5rG5CYDBxNN6THpEYspGjTPaNpduwEIsK24mhoVBBcREREREZEepEST2F5zkesxeU2JpgYtnQMYlTGKWGcsVY0VZKVXYgysU0FwERERERER6UFKNImtldY0UlBZDwRrNIGWzjVzO9yMzRwLQG6/AkDL50RERERERKRnKdEktrYhPzhDZ0hGPIkxLkBL51prXj7nit8FqCC4iIiIiIiI9CwlmsTWmpfNjW6qzwRQ3lAOaOkcwMTsiQCU+zcD8MWOEt5cuY/F20rwB0wEIxMREREREZG+yBXpAES6Y33TjKYxrRJNpfWlgBJNABOyJgBQ3LAPy1nN/nK45ZWVAOSmxHLPxWM4f2xu5AIUERERERGRPkUzmsTWmpfONRcCh1bFwGOUaEqJSaFf7GAAnHG72jxWUFHPd/6ynHlr8yMRmoiIiIiIiPRBSjSJbdV7/WwtqgYOLp3zBXxUNgSTT8d6MXAAf8BQUpIHgDO+baKpeeHcfW+v1zI6ERERERERCQslmsS2thZV4wsYUuPd5KbEAlDRUIFpSqGkxqRGMLro8OWOUqoqBgDgjNt52OMGyK+o58sdpb0bmIiIiIiIiPRJSjSJbbWuz2RZFnDwjHMpMSm4HCpBVlRVj792CACO2H1geY+4n4iIiIiIiEh3KdEkttXeGedUn6mt7KRYjDedgC8Ry+HHGbvviPuJiIiIiIiIdJcSTWJb7Z1xrnlGk844FzRtaDq5KXEEapsKgsfvbPO4RfDsc9OGpvd+cCIiIiIiItLnKNEktmSMafeMc+UN5YBmNDVzOixuPi+TgDfYH86EjThi9+GI3Yez6frm8zJxOqwIRyoiIiIiIiJ9gYrYiC3tLaujqt6H22lxfFZiy/bS+mBRa81oCsqvzufX6/8fnoxGAFwJO3ENfbLNPr9e/wfOGDGX3MTcSIQoIiIiIiIifYhmNIktNc9mGp6dhMd18G2spXNtlTWU0ehvPOo+jf7GltpWIiIiIiIiIt2hRJPY0vp2ls3BwWLgqTGpvR2SiIiIiIiIyDFPiSaxpfbOOAcHZzSlx6q4tYiIiIiIiEhvU6JJbGlDweFnnAMtnRMRERERERGJJCWaxHYq6rzsKa0D2kk0NS2d01nnRERERERERHqfEk1iOxub6jP1T40jJd7dst0YoxlNIiIiIiIiIhGkRJPYTvMZ5w6tz1Trq8Ub8AJKNImIiIiIiIhEgivSAYh01qFnnMuvzqesoYzCmkIAPA4POyp2tOyfFpNGbmJu7wcaBdJi0vA4PTT6G4+4j8fh0VJDERERERERCQslmsR2WhJNuUnkV+cz641ZbRIpjYFGrph7Rct9j9PD3Nlzj8lkU25iLnNnz22pXWWM4Yb5N1DZWIm34DIa6/rzp/931jHZNyIiIiIiIhJ+WjontuL1B9hcWA3AmNwUyhrKjjpbB6DR39iSaOmSD+fAwofaf2zhQ8HHo1huYi5jMsYwJmMMJ2SewKkDTgUgJ7OOQH1/tu53d9CCiIiIiIiISGiUaBJb2V5cQ6MvQGKMiwFpcb1zUIcTPnzg8GTTwoeC2x3O3okjTE7OOxkAK24zAIu3l0QyHBEREREREelDtHRObGV9fgUAo3OTcDis3jno6XcGrz984OD95iTTmT85+LhNzMibAUCJdzuWs5ovtpdgjMGyeqk/RUREREREpM9SoklsZUN+FQBjDjnjXI87/U4I+A7ObAp4bZlkAsiMy2Rk2kg2lW0iNnkbB8oS2VJUzYh+SZEOTURERERERGxOS+fEVtbvDxYCH93biSYAR1NeNuAFp8eWSaZmM/vPBCAreycAi7dp+ZyIiIiIiIh0nxJNYhvGmINnnMvr5UST3wufPd7qfuORC4TbwMy8YKKpwbURMEo0iYiIiIiISFho6ZzYRlFVA6U1jTgdVu8v83r9BmisPnh/2DltazbZzOTsycS54qj1leGIKeDzHR4CAdN7da9ERERERESkT9KMJrGN5mVzx2UmEOsOnuktLSYNj9Nz1Od5nB7SYtK6fuCFD8G614O3UwYFrxsqgzWa2jsbnQ14nB5O7HciAHHJWymv9bKxoCrCUYmIiIiIiIjdaUaT2EZ7y+ZyE3P511f/xWVvXUaDv4GHT3uYQcmD2jwvLSaN3MTcrh+4qjB4bTngay/AM1+BPV/A5c8Gtwf8XW87gmbmzeSTfZ+QkrGDmuJTWby9pPeXJIqIiIiIiEifokST2EZLoumQQuAl9SU0+BtIi0nj3CHn4rDCPFHPalpONvJCGDAFBp8Muz6Fdf+y5bK5ZjP7z4QlUGttAauRxdtKuO6UoZEOS0RERERERGxMS+fENjYc4YxzSwqWAHBizonhTzI1VMGqV4K3p347eD320uB183I6mxqaPJTchFz8eHHG7+CLHSX4AybSYYmIiIiIiIiNKdEktlDb6GNHSQ1weKLpy4IvAZiaMzX8B171CjRWQcZwOO6M4LbRl4DlhP0roGRb+I/ZSyzLajn7XFzKVqrqfS11sERERERERES6QokmsYWNBVUYA9lJMWQlxbRsb/Q3sqpoFQBT+4U50WQMLGmqwzT12weX0CVmwdDTgrfX/Su8x+xlLYmm5K0ALN5+IJLhiIiIiIiIiM1FdaLp3nvvxbKsNpdRo0a1PF5fX89NN91ERkYGiYmJXH755RQWFrZpY/fu3Vx00UXEx8eTnZ3NHXfcgc/na7PPRx99xOTJk4mJiWHYsGG88MILvfHypBPWH2HZ3JoDa6j315Mem87xqceH96C7PoPiDeBOgIlXtX1s7GXBa5snmqbnTsdhOai38rFc5SzeVhLpkERERERERMTGojrRBHDCCSeQn5/fcvn0009bHvv+97/P22+/zT/+8Q8WLlzI/v37ueyyy1oe9/v9XHTRRTQ2NrJo0SJefPFFXnjhBe6+++6WfXbs2MFFF13EmWeeycqVK7n11lv59re/zXvvvderr1OObkM7Z5yDVvWZ+p2I1TzjKFy+/FPwevx/Q2xK28dGzQKHGwrXQvGm8B63F6XEpDA2cywAroQtLNlZhs8fiHBUIiIiIiIiYldRn2hyuVzk5OS0XDIzMwGoqKjg2Wef5dFHH+Wss85iypQpPP/88yxatIjPP/8cgPfff5/169fzl7/8hYkTJ3LBBRfw85//nKeffprGxkYAfv/73zN06FAeeeQRRo8ezfe+9z3+67/+i8ceeyxir1kOd6QzzjUnmqblTAvvASvzYePc4O3mIuCtxafD8WcFb6+1d1Hwk/NOBiA2eQvVDT7W7KuIcEQiIiIiIiJiV65IB9CRLVu2kJeXR2xsLDNmzGDOnDkMGjSIZcuW4fV6Ofvss1v2HTVqFIMGDWLx4sWcdNJJLF68mHHjxtGvX7+Wfc477zy+853vsG7dOiZNmsTixYvbtNG8z6233nrUuBoaGmhoaGi5X1kZTIR4vV68Xm8YXvmxrbkPvV4v/oBhY1OiaXhWfMtjDf4GVhUH6zNNzJwY1n53LHkWZ8BHYOBJ+DNGQjttW6MvwbXlPczaf+I7+faDNZxsZlr2NH7H73AmbAUCfLalmJGZwTpYei9Hv9Y/KxJdNDb2oHGKXhob+9BY2YPGKbppfOzhWB6nzrzmqE40TZ8+nRdeeIGRI0eSn5/Pfffdx6mnnsratWspKCjA4/GQmpra5jn9+vWjoKAAgIKCgjZJpubHmx872j6VlZXU1dURFxfXbmxz5szhvvvuO2z7+++/T3x8fJderxxu/vz5FNVBndeF22HY8OVCNjXlc3b4dtDgbyDRSmTDpxvYaG0MyzEt4+PctX/CCSx3Tmbfu++2u5/L7+R8y42zZAufvv4HKuMGheX4vc1v/MQSS71ViyN2L3O/hIHVG4Bg/4s9aKyil8bGHjRO0UtjYx8aK3vQOEU3jY89HIvjVFtbG/K+UZ1ouuCCC1pujx8/nunTpzN48GD+/ve/HzEB1Fvuuusubrvttpb7lZWVDBw4kHPPPZfk5OSjPFNC4fV6mT9/Pueccw7zN5bAytWMzkth1kUntezzhzV/gDUwc+BMLjrlorAd29rwJq6V5ZiEbCZc+VMmOD1H3rfhLdj0DqelHyBw5o1hi6G3ffzJxyzYswBX4mZ2VQzh9LNOZeEHCzjnnHNwu92RDk+OovXPisYqumhs7EHjFL00NvahsbIHjVN00/jYw7E8Ts2ruEIR1YmmQ6WmpjJixAi2bt3KOeecQ2NjI+Xl5W1mNRUWFpKTkwNATk4OX375ZZs2ms9K13qfQ89UV1hYSHJy8lGTWTExMcTExBy23e12H3NvuJ7kdrvZVFQDwAl5qW36dnnxcgCm500Pb58vex4Aa8o1uGMTjr7vuMth0zs4N7yB85x7bbt87pQBp7BgzwJikrZSdeBsNhYGs9V6P9uHxip6aWzsQeMUvTQ29qGxsgeNU3TT+NjDsThOnXm9UV8MvLXq6mq2bdtGbm4uU6ZMwe12s2DBgpbHN23axO7du5kxYwYAM2bMYM2aNRQVFbXsM3/+fJKTkxkzZkzLPq3baN6nuQ2JvPbOONfgb2BVUbA+09ScqeE7WOF62PUpWE6Yck3H+484H9zxULYT9q8IXxy9bGbezOCN2N3gqOfzHWWRDUhERERERERsKaoTTT/4wQ9YuHAhO3fuZNGiRVx66aU4nU6uuuoqUlJSuO6667jtttv48MMPWbZsGddeey0zZszgpJOCy6vOPfdcxowZw7e+9S1WrVrFe++9x09/+lNuuummltlIN954I9u3b+fOO+9k48aN/Pa3v+Xvf/873//+9yP50qWVg2ecS2rZtrp4NY2BRjLjMhmSPCR8B1vyTPB61IWQ0r/j/T0JMOK84O119j37XF5iXlM/BnAlbOWLHaWRDklERERERERsKKoTTXv37uWqq65i5MiR/Pd//zcZGRl8/vnnZGVlAfDYY48xa9YsLr/8ck477TRycnJ4/fWDX/adTidz587F6XQyY8YMvvnNb3L11Vdz//33t+wzdOhQ3nnnHebPn8+ECRN45JFHeOaZZzjvvPN6/fXK4UpqGimsbMCyYGTOwRlNXxYEl0ROzZmKFa7lavWVsPrV4O2p14f+vLGXB6/X/gsCgfDEEgEn9z8ZAGfCFpbvLsdn35ciIiIiIiIiERLVNZpeeeWVoz4eGxvL008/zdNPP33EfQYPHsy7RzhrWLMzzjiDFSvsu+ypL9tYUAXAkIwEEmMOvl2XFCwBwrxsbvWr0FgNmSNh6GmhP2/YOeBJgsq9sHcJDJoevph60cy8mby84WU8SVuoKvCzsyrSEYmIiIiIiIjdRPWMJpEN+cFsx+hWy+bqffWsLl4NwLScaeE5kDHw5Z+Ct6d+u3NFvd2xwaV2YOvlcyf2OxG3ww2uUizPAbZU6uNBREREREREOkffJCWqNc9oGpN7cNncquJVeANesuOyGZQ0KDwH2vkJHNgE7gSYcEXnn9+8fG7dvyDgD09MvSzeHc/k7MkAuBK2sKXCnmfQExERERERkchRokmiWvOMptZnnGteNndizonhq8/UXAR8whUQm9L55x93JsSmQnUh7FoUnpgiYEZe8GyLroTN7KyGeq89k2YiIiIiIiISGUo0SdTyBmDbgRoARucenmgK27K5yv2wYW7wdmeKgLfm8sDoWcHbNl4+11wQ3JWwHb/xs3x3eWQDEhEREREREVtRokmiVkEt+AOGtHg3OcmxANT56lh9IFifKWyFwJe9AMYPg0+GfmO63s4JlwWv178Jfl9YQuttI9JGkBGbAY5GnPG7+HxHaaRDEhERERERERtRokmi1r7a4LK4MXnJLUvkVhatxBfw0S++HwOTBnb/IL7GYKIJgkXAu2Po6RCfAbUlsGNht0OLBIflaFk+50zYwhc7yiIckYiIiIiIiNiJEk0StfbVBJNLo3MOXzY3NWdqeOozbXw7WFcpsR+MmtW9tpwuGHNJ8LaNl8/NzJsJgCtxM6v3VlDTYM/ZWSIiIiIiItL7lGiSqNWcaGpdCHxp4VIgjPWZljwbvJ5yTbDOUnc1L5/b8HZwtpQNtcxoit2P36pi6S7NahIREREREZHQKNEkUckYw77a4O3mRFOtt5Y1B9YAwTPOdVvhOtj1GVjOYKIpHAbPhMQcqK+A7R+Gp81elhmXyci0kUBw+dzibSURjkhERERERETsQokmiUp7y+uo91u4nRbHZyUCsLI4WJ8pJyGHAYkDun+QJc8Er0fPguS87rcH4HDCCbODt9f+MzxtRsCM3OCsJlfCZhZvV6JJREREREREQqNEk0SljfnVAAzPTsTtDL5Nm+szTcuZ1v36TPUVsOrV4O2p13evrUM1L5/b+C5468Pbdi9pTjQ5E7ewdl85VfXeCEckIiIiIiIidqBEk0SlDQWVAIzOTWrZ1pxoOrFfGJbNrXoFvDWQNQqGnNL99lobMBWSB0BjFWydH962e8mEzAm4ceNwVWPc+1myszTSIYmIiIiIiIgNKNEkUWlDfhUAo3KCiaZaby3rDqwDYFpuNwuBG3Nw2dzUb0M4zl7XmsMBYy8N3rbp8jmP08NxruMAcKlOk4iIiIiIiIRIiSaJShsLgomm0U2JphVFK/AZH3kJefRP7N+9xnd8DAc2gycRxl/R3VDb17x8bvN70FjTM8foYcPcw4Dg8jnVaRIREREREZFQKNEkUaeizsve8mBto+YZTc3L5qbmTO3+AZb8KXg94UqITe5+e+3JmwRpQ8BbC5vn9cwxetgwV1OiKW4H6/IPUFGrOk0iIiIiIiJydEo0SdTZmB+sz5QeY0iJcwNhTDRV7AsW6YbgsrmeYlkHZzWtfb3njtODMh2Z5CbkYjn8OOK288UOzWoSERERERGRo1OiSaLO+qZEU/94A0CNt4Z1JcH6TN1ONC17AYwfBp8C2aO711ZHxl4evN4yH+ore/ZYPcCyrJazz7m0fE5ERERERERCoESTRJ31+4NJmbyE4P3lhcvxGz/9E/uTl5jX9YZ9jcFEE8C0HpzN1KzfCZA5AvwNsOndnj9eD5iRE0w0ORM2qyC4iIiIiIiIdEiJJok6GwrazmhaUhimZXMb3oKaIkjKhVGzutdWKPrA8rlpOdNwWE6cMcVsOrCH0prGSIckIiIiIiIiUUyJJokqXn+AzQXVAAxIaEo05QcTTdNypnWv8SXPBK+nXANOd/faCtXYpkTTtgVQW9o7xwyjJE8S4zPHAeBK3MwXWj4nIiIiIiIiR6FEk0SVbcXVNPoDJMa4SI+Bam8160vXA92c0VSwFnYvBocLJv9PmKINQdZI6DcWAj7YOLf3jhtGM/NmAuBMUJ0mEREREREROTolmiSqbGgqBD4qJxHLgpVFKwmYAAOTBpKTkNP1hptnM42aBcm5YYi0E064NHht0+VzM/sHE02uhC0s2lYU4WhEREREREQkminRJFGluRD46NxkAJYUhaE+U30FrP578Pa067sVX5c0L5/b8TFUF/f+8btpbMZYEt1JWM56tlduoriqIdIhiYiIiIiISJRSokmiyvqmGU2jcxIBWFa4DIAT+53Y9UZX/g28NZA1Ggaf3O0YOy39OMibBMYPG97s/eN3k9PhZEbeSUCwTtPnWj4nIiIiIiIiR6BEk0QNYwwb8qsAGJ2TTL2pZ2PZRqAbM5qMObhsbtq3g2eCi4SWs8/9KzLH76aT84IJOlfCZtVpEhERERERkSNSokmiRmFlA6U1jTgdFsOzE9jp20nABBiUNKjr9Zm2fwQlW8CTBOOvCGu8ndJcp2nXZ1CZH7k4uqi5ILgjbg+Ltu+JcDQiIiIiIiISrZRokqixPr8CgOOzEohxO9nh2wF0sz5T82ymCVdCTFJ3Q+y61IEwYBpgYP0bkYuji3ITcxmcNATLMuytX01hZX2kQxIREREREZEopESTRI3mZXNjmgqBdzvRVLEXNr0bvD31292Or9vGXh68tunZ504dcAoAzoQtLN6m5XMiIiIiIiJyOCWaJGo0n3FuTF4yVY1V5PuDS8y6nGha+jyYAAw5FbJHhSvMrhtzCWDB3i+h3H7Lz5qXz7kSNvPZVvudPU9ERERERER6nhJNEjU2NJ9xLjeZ5UXLMRgGJw0mOz678435GmD5i8Hb064PY5TdkJx78Kx36+xXFHxKvyk4LTcOTzmf7d4Q6XBEREREREQkCinRJFGhpsHHjpIaIJhoWlq4FAgmN7pk/VtQUwxJuTDywnCF2X1jm88+98/IxtEF8e54JmVPAqDYt4a9ZbURjkhERERERESijRJNEhU2FlRhDGQnxZCZGMPSomCiaWp2F5fNNRcBn3ItON1hijIMxlwClhPyV0LJtkhH02mnNdVpcqlOk4iIiIiIiLRDiSaJCs3L5sbkJVPRUMHmss0ATO43ufONFayBPZ+DwwVT/iecYXZfQiYMPS1424bL55rrNDkTtvHZtoIIRyMiIiIiIiLRRokmiQrrmxNNTcvmDIYsRxZZcVmdb+zLPwWvR38VknLCGGWYtCyfs9/Z50akjSDZnY7l8LJo71KMMZEOSURERERERKKIEk0SFZrPODc6N5mlBcFlc0NdQ0N78odzYOFDwdt15bDmH8Hb064Pbv9wTpij7aZRs8DhhqJ1ULwp0tF0imVZnNI/OKupnHXsLlWdJhERERERETlIiSaJOH/AsKmgCggunVtSsAToRKLJ4YQPHwgmlVb9Dby1kD0GdnwS3O5w9lToXROfDsefFbxtw1lNpw4MnjnPlbhZdZpERERERESkDSWaJOJ2ltRQ5/UT53aSmuhlU1lwlk/IiabT74Qzf3Iw2QSQOgg++mVw++l39lDk3dC8fG7d62Cz5WczcmcA4IzNZ+G27RGORkRERERERKKJEk0Scc3L5kbmJLGyaDkAQ5OHkuhIDL2R0++EcVdAXWnw/uZ50ZtkAhh5IThj4MBmKFwb6Wg6JSMug0EJwwH4ouBz1WkSERERERGRFko0ScS1PuPclwVfAnBivxM710hdOexedPC+0xO9SSaA2GQYfk7wtg2Xz505+FQAap3r2X6gJsLRiIiIiIiISLRQokkirvUZ55YUBuszdSrRZAzM/T5U7Aned3rA33hwGV20svHyudMHngKAM2ELi7YWRzgaERERERERiRauSAcg0rx0bkBGgC2btgAwJXsKn/N5aA2s+lswWQMw5Rq4+PGms809ENwWrTObRpwP7ngo2wn7l0P/KZGOKGQTsybitmLxuqr5z/aVfGtGiPW0RA6RX51PWUMZgYBh7f5KymoaSEuIYWxeMg6HRVpMGrmJuZEOU0REREREQqREk0TUgeoGiqoasCyosoJFwIelDiM9Nj20Bkq2wdu3BG8PPT2YZIKDyaVoTjZ5EoLJpnWvB5fP2SjR5Ha6GZM2mVWli1h14AuMmY1lWZEOS2wmvzqfWW/MotHfePiDK4NXHqeHubPnKtkkIiIiImITWjonEdVcn2loRgJrSoKFwKfmTA3tyX4vvH59cJlcyiD41r/aPt58NrqAP5whh1fL8rk3IBCIaCidde5xpwHQ4N7AlqLqCEcjdlTWUNZ+kqmVRn8jZQ1lvRSRiIiIiIh0lxJNElHNy+ZG5yazpCBYnynkRNNHD8K+ZRCbAte+Cw7n4fucfieceVe4wg2/YeeAJwkq98LeJZGOplNa6jTF72Lhln0RjkbsKBAIrTZZqPuJiIiIiEjkKdEkEdUyo6lfgK3lW4EQC4Hv/Aw+eSR4e9ZvIHVgD0XYw9yxMOrC4O21/4xsLJ00KGkQSc5+WJaf+ds/i3Q4YkNrmxLN4dpPREREREQiTzWaJKKazzjniNsBwPC04aTFpuH1eo/8pLoyeP0GwMDEbxxcfmZXYy+H1a/C+jfg/Dntz8yKQpZlMSV7Oh/lv8XGiqUEAv8Ph0N1miQ0FXWNzN+8JqR9f73k18zdOpFxWaM5ZfA4pg0YhtsZ2s+Jio2LiIiIiPQuJZokYuq9frYV1wBwwL8egKn9Olg2ZwzM/X5wqVnaULjgVz0dZs877kyITYXqQti1CIaeGumIQjZr+Bl8lP8WvphNbCyoYkxecqRDkihljGFLUSV/XfUJH+35gOLAMhye0pCe2+DezKrqzayqhr/sABOIIdb0p1/MUEakjeDEvBM467gJ5Cantnmeio2LiIiIiPQ+JZokYrYUVuMPGNITPKwvXQHAtJxpR3/Sqr/Bun+BwwWXPwsxSb0QaQ/75BFIGwT55cHlc60TTQsfChYzj9I6UzP7nwTGgTOmmPc2bWBM3vRIhyQ9xB8wfLmjlKKqerKTYpk2NB1nBzPY6r1+Pt1awGvrFrKkeCH1njU4XFXgalq3bVxg+To89uSUr1JUU0ZRw04aHPuxHA00sJ3dvu3sLl7Af4rhwVVg+TJIdQ1iUOIwxmWNZlBafMjFxpVoEhEREREJDyWaJGLW51cAMDzXsL5iGxYWU/pNOfITSrbBu3cEb59xFww4yr524nBC/urg7Q1vwYW/BqcrmGT68IHgmfOiVJInidzYkeQ3bODD3Z/wfZRo6mvyq/N5Z/0W/vjxdg5UH0zaZCZ6uOG047hozPA2SZr8ijreX7+HNzd/yKbKRVgJ67Gc9RAfTC45TBwjk6dz6YjzGZWdx9X/vrrDGH546jcYkzEGgHpfI5/v3shnu9ew9sBG9lRvozKwG+OswLhKKKOEsuoVrKoGdoT2GlVsXEREREQkfJRokojZkF8FQGr6HqiCEWkjSI1NbX9nvxdevx4aq2HwKXDK93sv0J52+p0QCMDCOVBbAjsWBs+m15xkOv3OSEd4VDPzZvLPHRvYUbMcf8B0OMtF7CO/Op8LX78In/FCFiRkHXysDnh8Azy90c2vpr/Mku21vLfjQ4r8S3ElbsZyeHE0raSMsVKYnHkKV465iFMHnoTb6W5p3+P0HHXWkcfpIS0mreV+rMvDGceN54zjxrfZb1dZER/sWMXy/HVsLd9KUcN2Gqz9WA5/h69z7f5KxmZ1uJuIiIiIiIRAiSaJmPVNZ5LyujcDMDXnKPWZPnowmHyJTYHL/mCbgtkhO/NHsOU92L8c/nI5YGyRZAKYPfJM/rnjWUzsFtbsLWXioIxIhyRhUlJXGkwyHYXPeLnlg9txxu3DSgjgbtqe5MzmtP5n8t9jLmRC1gSc7fzM5ibmMnf23LAU6x6cls21aedwLee0bHvysw/449ZbOnxuWU1Dh/uIiIiIiEholGiSiDDGsKHpjHP7G9YBcGLOie3vvPOzYB0jgIsfh5QBvRFi77v4cfjDqUDTMp6skRENJ1TjssbiNAn4nTW8ufFzJg66KNIhSZisbUoGd8QVvweA7JjBnD/0HC4efh4j00ZiWR3PbstNzG1JJIV7VlFWYlxI+8XGhPe4IiIiIiLHMiWaJCL2ltVR1eDD46lmX80uLCxO7NdOoqmuHF6/ATAw8ZtwwqW9HWrv2Tyv6YYFGPj71TD2v+DChyE+PZKRHZXT4eS4xIlsqfmMBbs+YeLKiSEXi5boFupMn+kZF/PTU29gSMqQng2ok8bmJbecXe5oHl95H9mJiVw08gjJbhERERERCZkj0gHIsWld00yJ/rn7ARiZPpKUmJS2OxmD89+3Q+VeSD8OLvhVb4fZe1oX/v5pEQw+Obh97Wvw25Ng078jG99R5Ffnk+rqD8AB/zK+/8Y7fOPP/2TGoy/yzJcfk1+dH+EIpavK646+bK7Z2QMvjrokE4AjxESn33WAHy7+Nte98SvqvUc/S52IiIiIiBydEk0SEeubls3FJe8E2q/PNLD0Uxwb3gSHCy5/BmISezPE3tM6yXT6neDywLXvwpRrg49XF8LfroR/fSc4wyuKNBeLXlLxdwCccQUkDH2ShKFPUpf1CI9vuIkLX79IySab2VRQxddfeJMXNz4d0v5j85J7OKKuSYtJw+P0HHUft8NNCmOxLD9fVvyFU//8NRbt2thLEYqIiIiI9D1aOicR0VyfqdraBMDUfockmkq3M37vS8HbZ/4Y+k/pzfB6V8DffuHvi38DCdmw/UPYuwRW/RW2fwRffRKGnx2JSA8TarHokrrSkAo6tye/Oj8sxaKlY/kVdfxi3mcsKPwzruQVuBNNSM8LdeZQbwu12Hi/+H7c/cGLvLHnaeqd27nhg69zXu71PHzu/+Jw6P8xIiIiIiKdoUSTRMT6/ZVYrkrKvPuwsJiS0yqR5PfifON/cQQaCAyaiePkWyMWZ684864jP3bWj4OX3V/AG9+B0m3w8uUw+X/g3F9AbGRnkoRaLPofy/bAuAFkJ8eQkRATcu2m/Op8Zr0xi0Z/O8uZVgavPE4Pc2fPVbKpGypqvTzywVJe2/YCjpQvcKf4ARiXPpk1pcsjHF33hFps/BdnX8ul+07ju+/fSa1jM+8X/pbPX/qYP17wECf0G9hL0YqIiIiI2J8STdLrKmq97Cuvw5W8HYBR6aNI9rRKmHw0B0f+ChqdCViX/A5HO6dFP+YMmg43fgoL7ocvfgfLX4RtH8AlT8FxZ0QsrFCLRf9z/128tjuVgD8RfMnEOlJJdqeTFpNBv/hs8pKyGZyaw+C0LPJS4umXHENKnJuyhrL2k0ytNPobKWsoU6KpC+q9fv706Vr+uPo5TPInOFODs9PGpp3Ij2fcRmZc5pETfU08Tg9pMWm9FXKPmtL/eD67+u/c8u8nWVj8IpWOtVz5zn9x1fG38uPTr4p0eCIiIiIitqBEk/S6DQXBWTDJabvwckh9pp2fwiePArBq4LVMTO4fgQijlCceLngQRs+CN74L5bvgpUtg6rfh7PsiUsMqLSG088JbTh+W8wAODgDgA0qbLttqgVqgEIxxYnyJGF8S+JOJcTohhDPUBwKhLfGKJH/A8OWOUoqq6iN+Vj5/wPDq0q08+uWz1McvwEqtxwIGJ4zmZyffzvTc6S37Ni89O5K+tnTR5XTy9Kxb+WDbWdyx8Ec0Ovfwt52/ZMHuD3jh4gcZmJoR6RBFRERERKKaEk3S69Y3Lbdyxm/DC0zLmRZ8oK4MXr8BMATGf539zmlMjFSQ0WzIKfCdRTD/blj6LCx5Brb+B2b/DgbP7NVQQj19/KOnP0ZabCqFNUXsqihgT0URBTVFHKg7QHljCTW+MrxUYVl+LHcFuCuAYEIqFEt2lh51WVQk5Vfn8876Lfzx4+0cqD44Mygz0cMNpx3HRWOG91qixhjD/I37uP+jZynz/BtHUg0WkB0zhJ/MuI0zB52BZbVNfrVeenYsOev48Xwy6F/c8NaDrKx6naLA51z0+iXcNPbH/O+0CyMdnoiIiIhI1FKiSXrdhvxKLFcF9RThsBxM7jcZjIG3b4XKfZB+HP7zfgn/+TjSoUavmESY9SiMvhje+j8o2wnPXwgnfQfO+llw9lMvCLUIdP+kPMZkjDnqPl6/l5L6Eopri8mvKWJHaT7zty1nU+38Dtt/aNn9/GnZRCZmnsh5w0/i5ONzyEwMbbZVT2o+K5/PeCELElolw+qAxzfA0xvdvHvZO91O5vgDhqXbSo44Y2rF7gPc9f4L7OENHPEVOIBkVw53TruFi4ddiMNS0etDxbtj+Mvl9/DamrP5xZd343cV8dSGH/LutgU8d8m9ZMQnRTrEblOxfREREREJNyWapNetz6/EGR+szzQ6fTRJniRY8RdY/wY4XHD5M+Dp/WVgtnT8mcHZTe//BJa/BJ//Fra8H5zdNHBapKPrFLfTTU5CDjkJOYzLAoZAivN4HljZcaLJFVdAFfP4pGYeHy934f9sECnWaCZkTuHc46dyyrAc+iXHtvvcnvyi3Stn5avJ56OS/fziiZcpqTl4rOYZU+Nzc/n1wv+wrvbvOGIO4ADiHOl8b9J3uGrM5bgd7i4d91jyX+NO5ivHv8k1b97D9sb32d74Pmf9bQU/m/ZzTh563BHfP4GAn/JAeaTDPyIV2xcRERGRnqBEk/Qqrz/AlsJqnNnbgKb6TCXb4N07gzuc+WPoPwW8R/9yLq3EJsNXn4TRXw3ObirZCs+dBzP/D874MbjbT7CEQ1pMGh6np8eKRYe6NO+bI69jXdEONpQvp95RjithOzVsZ1HtO3y2yo1/8RCSGcXEzBM5e9gUZh6fTf/UuB77ou3zByir9fKfDYUh7b94ewkj0gJ4XJ2bVZRfnc8lb83G5/RCNiS0eqx5xpRZD5YFjhhwk8g1J1zHDRO/Sayr594XfVFafCJvXvUIf/jyXZ5e+0sCrmLuXXYjjuUODIHDn7AyeOXCxZk1ZzIodVCvxhsKFdsXERERkZ6gRJP0qm3F1TT6AyQl7ABgavZk+Oe3wVsDg0+Bk2+NbIB2Nvwc+O5imHcXrPobfPY4bH4PBk6HlAFw+p2HP2fhQxDww5l3demQuYm5PVosOtSleRcPP5cfnjQGYww7K3eycPdi/rPjMzaWr6TBUYkrcQu1bGFR/dt8tioG/+KhJJiRDM/IC+mLdmldKXGODA5UN1Ja00hJdQP5VVXsqyykoKaYA7UHKG0oocpbSq2/HK9VjuWsxnKVE8qEod+suYvHVqTgNInEWCnEu5JJcqeSFptGRmwa2QmZ5CVl0j85i7zkZDITY0lP8IQ0Y8qywDIeLj/+W9w+/dskarZgt/zvtAu5cMR0rn37LgoDi9tPMrXiw0d5QzmDiL5EU6hF9O1QbF9EREREoocSTdKr1u+vxHKVg7skWJ9p4wLYvxxiU+GyP4DDGekQ7S0uDS79fbB209u3QvFGKN4EmMMTSgsfgg8fgDN/0q1D9mSx6M7OmLIsi6EpQxk6bijXjPs6xhi2lm/l4z2LWbBzEZvKV9LorMGVtJEGNrI2xIlzl/9tDmCwXFVYrmocrkosZ0PbndxNFzr/wepwV4I7WCS/oelSBuyuB+qB8oP7moAL40/A+BKxcOII4ax8t46bw/+bcm4no5IjGZiawX++9Uduf+8x3i94rsP9ozVRs3R3cUj7rdpbFrXF9kVEREQk+ijRJL1q/f6D9ZnGJA4kcdFTwQcufjw460bCY9RFMPAk+PcdsPafwW0LH4Sa4mAR8dZJpvZmOkWJ1jOmulJDybIshqcNZ3jacK4bfzX+gJ/NZZv5ZO9iPty5mPXlywlw9BlNAO6UVe1ud+Am3plGkjudtJgMsuIyyEnsx4DkbAYl96OysYqfLeo4kXfP9HvxOBLZW3WAgqoDFNeVUFpXRkVjOTW+Cur8FTSaKozlxXL4sBwHz8wXioYGT8j7Suim5pwUUqJpfX4VE7uYiw1XDTGf388nu9azYPtSVhevYX/dZuode7BCmDQ4Z+X/8cTK4xicMIpJ/cZz7rATmZQ7FIej46WeKjYuIiIicuxRokl6jT9g+Hx7Ca6EpvpMRTsAA5O+CSfMjmhsfVJCBvzXc8HZTe/cDrUlsPRZWPY8mACc/qOoTjI1az1jqruzKpwOJ6MzRjM6YzQ3TPh/PPXZB/xh6y0dPu+EpLM4b8RkchKyyYzLbLkkuhOxjvJNfX3J+pDiGpM1usOz8hljqPPVUVpfSkldKfuqinl38xIWFr3cYftpCZE/A19fVFbT0PFOwJwVd/DkqoFkxw5kSMpQxmYNZ+qAkYzvN+ioyZqu1hALBAKsLtzN/K1LWFqwil3VG6lmJ5ajVbxOCG1hKlgOH7VsZkPdZjbsfIu/7gT8iaQ4juP45DFMyxvPBSOmcVx6v7DELyIiIiL2pkST9Ip5a/O59+31FFTUk3B8cEbT1IoD1CQOJuH8X0U4uj7uhEth8Mkw9/uwcW4wyQTBM9SVbIXRs2DY2RBj/1O1d1ZmYgjrzoDZx1/JlWNn9HA0R2dZFvHueOLd8QxIGsCEbBiUnMPCdztONI3NS+6FCI89ISfwXNVUs4Hqxg1sL4YPioH1YAIeYkw/0twD6J8wmJEZxzE5dyQnDRxJalxCyMW6Nx7YyVvrV/DF/lVsqVhPuX8bOKsO7uQIJpVMwE28GczAhJFM7jeeYVnp/GLpHR2Gf8u4n7P9QAmrD6whv34zDY59WM5qKljN8qrVLN/0Cr/fBA5fBhnuYYxMG8PJAydxfFZSnyg2rllZIiIiIp2jRJP0uK2v/pj1qwsp8F+G5SrD4SnDaQzj6ny84Tue6W/8kmFX/DLSYfZtidmQMz6YaLIcwWRTQyWsfS14ccbAcWcEl9yNvBBiUiMdca8I9ax2XU3U9PRZ+UItlh7qftI5ob5/rhl2ByW1XraWb6egdg+Vvn34nAewHI00sofCwB4KqxazvAr+thPMIguHP404RxqEcCLCmxfe0HaDE4xx4PHnkRs3nLEZ4zhz6BTOGDqWWPfBZZShzribOXgE3558cMZdeV0N729dwSe7l7OxdD3FjVvwu4oIuEooNiUUl37Bp6XPYwwhLc2L1hpWoFlZIiIikaR/9tiXEk0CBJe1fbmjlKKqerKTYpk2NB1nGL6c+gOGN7ft54KEuRzw1TA/PpF6YGijl3dcw5nk+YQ3t6Vwa8CE5XhyBAsfgo9+ebAm00e/Ct4feBLUFEHpdtjyXvAy91acA6ZxfGAolJ8AWcMiHX2P6elETU+flU8iK9T3xTnDJjK+3/g222oaGliybwvL929mQ8k2dlftoLRxH/XkYznrMK5SaikNPRZfJpmeYYxMHcOpgyZz/vAppMUf/QyDXU2EpsYl8N/jTuG/x53Ssm1vRSn/3ryEz/etbDWrKrQ6YvM3bWdMxuiQaj61pyf/CA11Vlk0z8rq6T/S7f4lwO7x9zT1T2Tp5zeyeqN/Wh9j9Z4yPj+wn5o1XzB+YNoxPwb6Z4+9KdF0jMuf/1NWlVRw994pHKg++EOcmejh/gHLmJCRQu45v+iwnXqvn/3ldewtC172ldeyt6yOtYU7KcxdxQuOXGBdy/5bYzw8OLAGyMUEVjFywwZmnXD0GjXSRe0V/j7jh8GpBh8+AGf8GMZ8FTbMDc54yl+JY8/njOVzePpv0G8sjJoVnO2UMy60KQo20dMzjqAXzsrn8NAY6Ln45chCef+4cJHazgzBhJgYzjhuLGccN7bN9kAgwLbSQr7Yu5HX1i9gm/fNDuO4auAD/Pisr3Y6/u4W229tQEo61089j+unntey7d75/+Sf++/t8LnPbfsxz23+BfHWAHJihzAifQQn5o7hjOPG0y8x5ajP7ek/QkOdbdWdWVk9+UWmp/unN74ElAfK2VC6AYfDabv+aT6GXRMFnemfzJjMqIvf7u33hZ9f9X8XjuGCD9cAa8J3DLuOQW/8s8fO/RPtlGg6xNNPP83DDz9MQUEBEyZM4Mknn2TatGmRDqtH5Ffnc9H+t/ESgKyPSGhVaLkOuKMB3PsdvFN9E2kx2U1JpFr2l1ZRUlxAVWkBteVF+KuKcdaXkkElaVYVGVYlM6ki3aqiJKaa76Qe/b/qlsPHnooiQImmHhHwt392ueb7AT9kjw5eTr8DyvfgX/82pYteIrNmM1bhWihcGzxrXeqgpqTTLBh0Ejic8OGc4HV7hcUXPtR0/Lu6Hn8Ptp+bmMvcfhdQZrwEJl19+C+AFS+RZrm79wugh+N/M/tcVu3axsBLforLdchH+rIXozp+u7ff0fuHZS9QtmsvuQmh97/D4WB4Zi7DM3NxWbE8sLLjRNNxGV2vkp+75AVym/rnsGL73eyfUdl5sL/j/YwBy1lLLZvZ3riZ7QXvM68AfrECLF86Ka5BDEwYypjMUZw04ARmDh5FvDtYH6sn/gitqK9lT/kBdlcUM2/LFyE9Z/GO/C7NysqvzmfWP8+nkcDhD64MXnlwMPfyeV36Oe7pP9J7uv38mnwer3gE77x2Enkrg1fR3D89Pb7R9P7pSqLJ7v0TTf0fje2r/yN/DDuPQSAQIL8ytJnRPn87xw+BnfvHDpRoauXVV1/ltttu4/e//z3Tp0/nN7/5Deeddx6bNm0iOzs70uGFXUldaTDJdBReAsx/4ipG19eQThUTrUrOsGoO39Hd/vPXW27g6Ikm0FmxetTRviS29+U7dSCBqdezqLg/F55xEu4dC4KznbYtgPLdwSLin/8W4jNg5AXga4Q1fz+8vdYzqbrD4Qy200Pt53qSyf3wAYjJYOyh7S/6ffTH705mwP738K+bhPOsVmNtk/jt3v5R3z+f/5ENuZd1ue2eriEG9Gj/hBr/n85+gQNVfr7Yt46NpZvZX7ODKrMHnJUYVynllFJes5I1NfDqLjCfOHEHcsj0DCYzPjWkWBZsW83CbTsprimluLaU8vpyKhsrqPZVUuuroNZXwc9eeoSAoxrL4e30a31iw/d5fJ0LRyAJt5VMnCOZBFcqKTFpZMZmkp2QQW5iJgNSshmS2o+h6dnEu2OCXzI6+D3cSKDLXzJ6ekZWT7df3lCO1zr6c6O5f3p6fO3+/rF7/0RL/+8tLyWGAgLG4Dd+jAF/IECAAP6AwR/wYwB/wI/X62NTzQESd65nT83OsMZxqGOl/7szo/VY/BkLBALsrypnS8k+tpfuZ09lIfurCymuLaaisYRqXykNpgy/ozLk38dff+ebrX7/ppDoSiMlJo2M2AxyErPITcxiUGo2x6XlMDg1C0/TP2ajsX/6EiWaWnn00Ue5/vrrufbaawH4/e9/zzvvvMNzzz3Hj370owhHF35r91eGtN9Yax2DXT7qHBbFloPdDg81loMqdyI1nkTqYxNpjE2g0RNHnTuGOpebOoeTOstBoa8Gyjd2fAydFSs6xafDxK8HL401sO0D2PgObPo31JbAir8E93O4g19KC9bCqd+H5S/B0udg6reDS+4K1weX3FkOoOnaspqW4VlHeKzp/pRrgsf+8AHw1sLMm+Gzx+Gz38DM/wvGVrYrWOC89SXgb7rddB1o/bj/4D4DpsL4K4PtH9gC4/4L1v4TVr8KE66CgdNh56dNcTmD1w7HIfebrltfmrdN+hY0VB+M/+Rb4LMn4NNH4ZTbYNoNUFce7Mc2yxJb3T7K9sD077B10wZGfvwg4IeTb4VPHgm2P/Pm4Gso3R58rX4vBHwQ8ILfd/B2wNf2fuvbCZkw/Nxg/LsXB4vG7/gEts6HkRdB2hBY969gQXmnB1yepttucDVta764mrY3P25ZB5MbrZMd7S337KoItu8/7UdsrhpDV6uc9Uqx9x7sn1DjSomLY8aAMVw8uu3s4Z2lRSzcuYblBRvYWr6Fovqd1Fn7sBwN+Bz7KAjso6A6tFj+uOGBowQKNNVIb47YGAdWIB4rEINxl4R0DMvhwzjKaKSMRqDCD/trgVpot9yWPw6HiQ3pL7H/e/dXOK14/MaHP+DDj4+A8REwfvzGRwAfhuB9gw+DH2P5MaYxpPavnPtNwImFBabpc/mQy6GPWVgE8IfU/o1z55AR2w+PM4ZYZywxrhjiXHHEuWJJcMcR744l3h1LoieexJg4kj3xJMXEUVBd1HHjwPrCfZRVW1Q31lPTWE+tt/nSQJ23gXpfPXW+Bup9DTQGGmnwNdDgb6SwJoQpd8Ct/36Sfgk5uB1uPE4PboebGGcMHqeLWFcMHqebWGcMMS43ca4YYtwe4lwxFNftC6n9HSVFOALJmKbvkgFjMMYQIEDAELxtApimHQzBL57bK3aG1P6b6z/nk5idNPq9eP1+GgPepts+/IHgfW/Ah6/VxRvwUViTH1L7d81/nkFJ/TlQfIBFHxQR747F4/QQ6/K09Emsy0OcO3gd6/KQ4IllX3Vo7fdWIjQQCNDo99Hg99HoC177mu57/T4amvqssemyvWJrSO0/9OkreKwkGnyNNPjrafQ30hhowBtoDF5MA/6AFz+N+E0jfuMlgJcAdSH9fN3+6XdCiqO1Py8Kfd8r534Dy8RgGQ8OYnBaMbisGFxWLB5H8BLrjCPGFUucM554dxzx7jgaA6F9z9hUvB/jS8LpsHBaTpwOBy6HA5fDidPhxOVw4LQcOB3Bi8sKbgt1fDcW7W/5fKjzNlDjrae2sYE6bz21vnrqfU2fE/4GGvwNNDR9ThSE+P6/+s07cTtjMSaAwWAIAM23DWAwpvW2ADRtDxDaZ/S1b/2UJHc6bkcMboeHGGcsMc5YYl3Bz9Q4d2zT52k8Ce5YEjyxJHjiKGsM7TO0pKaa4pjgeAU42K/GHEySBIxpdTt4HeqMo/+de3+wb005fkfF0RNIzuBVZ/6ysRx+jKOcRspbfv/uO8LvX2MsrEACLpOMy+EJ6aQrf1/9MXmJu3BZwfekE4sNlXto3PAFsW4PTocTt8OJy+nE43Thsly4nA52V4X2OyaaT4rSHZYxpm++sk5qbGwkPj6e1157jdmzZ7ds/5//+R/Ky8t58822yxcaGhpoaGhouV9ZWcnAgQM5cOAAycn2SJr84YtP+MO2WyIdBgAvn/8yo9NHt9z3er3Mnz+fc845B7f7CNOlpMd02P9+L9buxVib38Wx6V2sED9IRVozTs/BxJO/AauxBkPwjwsTlwZxaYSacOtwe80BrNoDGCwsDCYhizbrhburphirprhN+yY+k6qqapKSErG6UNss3wpwcVwtjUd5qsfA23Xx5JquFdJu0U783e2fnog/YAx7An424GeTFWC5y8+KuI6fl+yDjAAkByA5YJFiINVYpBiLNGMR3+ilnyeGDBykWw6SLQuHZbHe8nNlfF2H7T9fE0umH4otwwET4IBlKMVQahnKHMFLuQPKHVDhNJg+VOtOpKe5AgZHMNXZ8gnfctvQ/nYgAFQ7Q2s/YEGgD/xcWsa0SRE7TPA1NX/COlr2sQgAtSH0j0hPiPdDuj/4uzkzYJEZsMgywUs/HORYDgoCfm5M6XhW068qXGQ5nC2/f0swlDgMZS2/g6HCCVWO6Pz9e9e43/G1cdMjHUZIKisryczMpKKiosOch2Y0NTlw4AB+v59+/fq12d6vXz82bjx8Rs6cOXO47777Dtv+/vvvEx8f32NxhtO+8s4lB9y4cVtuPHjwWJ7gbcuDh7a3Wx7DQ62pZWHDwg7b/uzTz9jh2nHY9vnz53cqRgmvjvv/NDj+VFLrdpBbvozhhW8HkwRAgyu16RZNf86A1fKfEYNlgv/NsZr+q2O15LzbPmbRfi48+IgDYzkwTTOhDBbGCm7Hau9xR9MvGKtl+8FtDlLqdrbEXxE3qOmPsUAwDhNoiq29+wFo3rfp+tD7R3odPclgEbBcGMtBwHJiLCcGJwHLgbFcTdtaPWY5CdB03fRYcD8HxnLSv+yLYBICi/yUyTiML3gJNF0bLw7jxxHwHnys9eOHTB+2/I3gbwQOLsdt+bJQVwZ1Rz5bX1c1j4NVUww1xT3avlVTTApAfdfaygPmOp2UOY+chEnzB8j1+7t2gHaEs396In4nMKTpcgGw3uPmiv4dTzf/U2E+Yxo7vyTO8rghvuP248t3MKTRy5AQ2gwAFQ4HpU4HK2JiuC8ro8PnXFFRRX+/D5cBlzG4MbgMuI1put+03RhcBLe7Dex2O7kzu+OE4RMFRRzv9QVnylhNM2aa3g0BghOZDv4P3gp+KQd2ul38LKvj2jxXVVSRHAjQYFnUOSwaLIv65kvLfUeb+3VNj4fypcAVMMRi8BhDjDHEBA7ebn0dvE3LtiqHxdtJHS/vn1VVTVLA4LWg0bLwtro0WuDFarWdpu0WdViUu0L7Jt86QcAh15ah6fdh2//yG6A+hLpgA7xeEgIGV9P7xknw/eEyBifBa1fTe6f1daXlYF5SQoftn1ZTS4IxLa/ba0EjrfvpYL8Ftx/sI38I4+vr4bMSh9K+yxicTf3lbOpDY6AihPGdUVtHlt8ffG+2uniMIbb1daDt/X0uJ3eF8PP7yr7g51tneynUz8+nCooY4PNRZzmocwR/NmsdDuqafk6D2w4+Vtf0WLHDweq42A7bdxnT6rMm/GPtbOrPQz8P2l4f/FyIaRqL6hA/H24uLWOgz4+j6f0RTPBB8K/Og8m91o85m36ed7lc/CS748/QG8rKSQ8EqLcsGpo/Ky2LhqY+b2i6NH++Bj9DHdRYoX8G9aSryysZ19hIts9Plt9Ppt9PXAhzXRo8bkjp+D06pHpPSL/jfUC500GJ00mJ08lqj5un0zs+Yc6QRi8eY/Bb4G/6HXjwuu3tgGW1bPNbhPQZ9/mKNSTsCW32dKTV1taGvK8STV101113cdttt7Xcb57RdO6559pmRtPgA+uZ+/5vO9zvT2c9w6R+E3FYnf+P+YbSDSyc13Gi6eRTTtaMpijSlf53fPJrrMK3MU4Plr8R98wbCZz6gw6fZw65bn8ng+PTX+P8+Fct7QdO+2G77R/6h3ioHJ/8GuvjB1vaT5r69ZDibzfcQ66b23e2at9/6h0ETr7t8D1NO89u88vYtNnm9fr44IMFnJuwHs/i3xxs/7QfEjj1jpZnte6XrvzJEeyfz1va7zfhnJD7x9D0izjgDyaWDr34GnEsfQbn8ucxDhdWwId/4jcw46/q8PW32dZmu2nzsLXm7zjXvHKw/XFXYsZ9rXOdcBTWmn8c1r539KUsX7aMyVOmHF6oPURZTZf22m+O39dD8Yejf3o6fm/VHlj7aMf7nfcwvqSB7T7m8/mOOE5JDWV4VvySRnPkKD2Wi6SLf4evE2d3TGq6rNu1Efb/ocP9x4/+ARcOHhVy+818IfZP+tkPkneE/jkaK8T2Lzr5Hk7oQvtvb1vH3UXPdLjffQNu7FL/rKvaw9shxH/ljLu7FP+7uzbykxDG94G8/+1S/KG2/53B3+ty/8wLoX9umP5TRsbldvrzLtT4v5v635yUPaRlIVLAGDBNC5BMMOHjb16WZAguTjKGpQf28FL1Gx22f1PqFZyeOwyPw4Hb4cLtdOKyLDxOFx6HE6dltVvoP9T4Zw27tUv97wjx58t33sP4Q3x/tv6889blh9R+6tkPMriL7//VIfTPff0P/vwGAoFgramm+lIBE7z2Emi57TfBfT7av43HSl/usP37+/fs58O0037epc8HAEIc49NOvb9HP4N+kvX/OGdAcKG/1Srx2vyut1p9B2z9N/b8PVu4t7Djz+iRY+7g7EPGIJTf/f7qPbCm4/7xn/8wvsTQ+ie16XI8cCDE38HXD2n7GXq0vxtaC7X/T5o0jgttNKMpVEo0NcnMzMTpdFJYWNhme2FhITk5OYftHxMTQ0zM4QWs3W63bRIjHk9ocSbHJxHj6Vqx7lD/2HC5XO32m536sy8Kuf8XPgQfPwhn/gSrqcaL88MHcDqPcLavzlr4EHz8qx5uv6fjb6d9l6f77Xu9HF88D8/q19uJ3xVl/eMG2vnv5sKHYPnzh7VP2pDwxb/mlcPbzzy+Z9tPG0Jx8licw7+CqzufY5GK3wbtu0vWw9oQ9hsyHVdG+2c2NV4vxVsa2h2ngcDcoadQtug3sPRZCkZ8g015lzJy/7/I2fwynHgdaTNv7XIRz+PSckP6I/e4iWfiyjqh0+2Ho38i2f7QpCx4v+MvMdHaPz09vtH0/nEmDz/iz9ER4wox/lNnXsbYLsSfVbyOl959o8P9Tpl5KaNt3v+hvj9bf965K7fY+v1fO2gdvNtxoima+r+3jxHqGIydei4ZXeijkdnr4N2e+4zOrM7Hs/6po56Zz+P0kDnifFxd+D3c1ffo0f5u6Er74wem2eb7bmfiVKKpicfjYcqUKSxYsKClRlMgEGDBggV873vfi2xwNpYWk4bH6enwAyKtE/8JlijTXuHg9goMq/0ead/xya8Znf86/tN+hNOG8ffl9p0fPsCI3MuAC3ukfbv3TzjaT4tJw4PjqGd18eDo1u+Y3GV/JrfpDI5jTr+TswA4Axb2D76GmIwuv4aeLvje0/3T0+3bvX96On71T99uXz+/kW2/N36/aAyOLjcxl7m5syj74mnMlP/HmpxLKatpIC0hhnEF/8Ja9hxp02/q8j977N4/0U6JplZuu+02/ud//ocTTzyRadOm8Zvf/IaampqWs9D1Nb2RBMpNzGXu7LmUNRy51kpaTFqfPKXjMSPgb//sVM33A92sH6P2j8742ZB7GcNO/UHbJXF2ib8Pt+/3+7E2d3zWza623/L4Mdx+bmIuc/Mupsx4CUy6mrX7K1v+CB2bl4xjxUukWe7u/Y7pwdfQ018yerp/err91JhU3MbCax15cXU094/dEwWd6R+vt/M10OzeP9HU/9HYvvq/88dYvaeMz1es4aRJ4xg/MO2YHwOAXEcsuSffCaffSZs5URNmQGxmVP8O7o3+iWY669whnnrqKR5++GEKCgqYOHEiTzzxBNOnd7xmsrKykpSUlJAqsEeT/Or8qEwCeb1e3n33XS688ELbTCXsS9T/9qGxil4aG3uI9Dg1/x4OBMzhX2Qc1jH9zxiv18tf5/6VSTMn4XA4bdk/PT2+0fL+6erPkd37J1r6P1S9/Xmn/u+cnhgfjcHRdSX+zoyT3fvnUJ3JeWhG0yG+973vHVNL5XITc2315hYREelLWv8eHtvxCaaOOamOVEanj8btdtuyf3p6fO3+/rF7/9i9/3ua+j/yNAZHp/7pOZ0/jZiIiIiIiIiIiEg7lGgSEREREREREZGwUKJJRERERERERETCQokmEREREREREREJCyWaREREREREREQkLJRoEhERERERERGRsFCiSUREREREREREwkKJJhERERERERERCQslmkREREREREREJCyUaBIRERERERERkbBQoklERERERERERMJCiSYREREREREREQkLJZpERERERERERCQslGgSEREREREREZGwUKJJRERERERERETCQokmEREREREREREJCyWaREREREREREQkLFyRDqCvMMYAUFlZGeFI+gav10ttbS2VlZW43e5Ih3PMUf/bh8Yqemls7EHjFL00NvahsbIHjVN00/jYw7E8Ts25jubcx9Eo0RQmVVVVAAwcODDCkYiIiIiIiIiIhF9VVRUpKSlH3ccyoaSjpEOBQID9+/eTlJSEZVmRDsf2KisrGThwIHv27CE5OTnS4Rxz1P/2obGKXhobe9A4RS+NjX1orOxB4xTdND72cCyPkzGGqqoq8vLycDiOXoVJM5rCxOFwMGDAgEiH0eckJycfcz/A0UT9bx8aq+ilsbEHjVP00tjYh8bKHjRO0U3jYw/H6jh1NJOpmYqBi4iIiIiIiIhIWCjRJCIiIiIiIiIiYaFEk0SlmJgY7rnnHmJiYiIdyjFJ/W8fGqvopbGxB41T9NLY2IfGyh40TtFN42MPGqfQqBi4iIiIiIiIiIiEhWY0iYiIiIiIiIhIWCjRJCIiIiIiIiIiYaFEk4iIiIiIiIiIhIUSTSIiIiIiIiIiEhZKNEnI5syZw9SpU0lKSiI7O5vZs2ezadOmNvvU19dz0003kZGRQWJiIpdffjmFhYUtj69atYqrrrqKgQMHEhcXx+jRo3n88cfbtPHpp59y8sknk5GRQVxcHKNGjeKxxx7rMD5jDHfffTe5ubnExcVx9tlns2XLlpbHd+7cyXXXXcfQoUOJi4vj+OOP55577qGxsbGbPdM77N7/AF/96lcZNGgQsbGx5Obm8q1vfYv9+/d3o1eiU18Yq2YNDQ1MnDgRy7JYuXJl5zsjyvSFsRkyZAiWZbW5PPjgg93olejUF8YK4J133mH69OnExcWRlpbG7Nmzu9YhUcTuY/PRRx8d9jPUfFmyZEk3eyd62H2cADZv3swll1xCZmYmycnJnHLKKXz44Yfd6JXo1BfGavny5ZxzzjmkpqaSkZHBDTfcQHV1dTd6JTpE+9i8/vrrnHvuuWRkZBzxb7WO4usL+sI4/fGPf+SMM84gOTkZy7IoLy/vUl9EDSMSovPOO888//zzZu3atWblypXmwgsvNIMGDTLV1dUt+9x4441m4MCBZsGCBWbp0qXmpJNOMjNnzmx5/NlnnzU333yz+eijj8y2bdvMn//8ZxMXF2eefPLJln2WL19u/vrXv5q1a9eaHTt2mD//+c8mPj7e/OEPfzhqfA8++KBJSUkxb7zxhlm1apX56le/aoYOHWrq6uqMMcb8+9//Ntdcc4157733zLZt28ybb75psrOzze233x7mnuoZdu9/Y4x59NFHzeLFi83OnTvNZ599ZmbMmGFmzJgRxl6KDn1hrJrdfPPN5oILLjCAWbFiRfc7J8L6wtgMHjzY3H///SY/P7/l0jr+vqIvjNVrr71m0tLSzO9+9zuzadMms27dOvPqq6+GsZciw+5j09DQ0ObnJz8/33z72982Q4cONYFAIMy9FTl2HydjjBk+fLi58MILzapVq8zmzZvNd7/7XRMfH2/y8/PD2FORZ/ex2rdvn0lLSzM33nij2bhxo/nyyy/NzJkzzeWXXx7mnup90T42L730krnvvvvMn/70pyP+rdZRfH1BXxinxx57zMyZM8fMmTPHAKasrKzb/RJJSjRJlxUVFRnALFy40BhjTHl5uXG73eYf//hHyz4bNmwwgFm8ePER2/nud79rzjzzzKMe69JLLzXf/OY3j/h4IBAwOTk55uGHH27ZVl5ebmJiYszf/va3Iz7voYceMkOHDj3qsaNVX+j/N99801iWZRobG496fLuz61i9++67ZtSoUWbdunV9JtF0KDuOzeDBg81jjz3W0Uvrc+w2Vl6v1/Tv398888wzIb0+O7Pb2ByqsbHRZGVlmfvvv/+ox7Y7u41TcXGxAczHH3/csk9lZaUBzPz584/+Ym3ObmP1hz/8wWRnZxu/39+yz+rVqw1gtmzZcvQXazPRNDat7dixo92/1boan93ZbZxa+/DDD/tEoklL56TLKioqAEhPTwdg2bJleL1ezj777JZ9Ro0axaBBg1i8ePFR22luoz0rVqxg0aJFnH766UfcZ8eOHRQUFLQ5dkpKCtOnT+/WsaOZ3fu/tLSUl19+mZkzZ+J2u4/Ydl9gx7EqLCzk+uuv589//jPx8fEdv0ibsuPYADz44INkZGQwadIkHn74YXw+39FfaB9gt7Favnw5+/btw+FwMGnSJHJzc7ngggtYu3ZtaC/YRuw2Nod66623KCkp4dprrz1iu32B3cYpIyODkSNH8tJLL1FTU4PP5+MPf/gD2dnZTJkyJbQXbVN2G6uGhgY8Hg8Ox8GvlnFxcUBwqVFfEk1jE4quxmd3dhunvsgV6QDEngKBALfeeisnn3wyY8eOBaCgoACPx0Nqamqbffv160dBQUG77SxatIhXX32Vd95557DHBgwYQHFxMT6fj3vvvZdvf/vbR4ynuf1+/fqFfOytW7fy5JNP8utf//qI7UYrO/f/D3/4Q5566ilqa2s56aSTmDt3boev187sOFbGGK655hpuvPFGTjzxRHbu3Bnqy7UVO44NwM0338zkyZNJT09n0aJF3HXXXeTn5/Poo4+G9LrtyI5jtX37dgDuvfdeHn30UYYMGcIjjzzCGWecwebNm237T45D2XFsDvXss89y3nnnMWDAgCO2a3d2HCfLsvjPf/7D7NmzSUpKwuFwkJ2dzbx580hLSwv5tduNHcfqrLPO4rbbbuPhhx/mlltuoaamhh/96EcA5Ofnh/bCbSDaxiYUXYnP7uw4Tn2RZjRJl9x0002sXbuWV155pcttrF27lksuuYR77rmHc88997DHP/nkE5YuXcrvf/97fvOb3/C3v/0NgJdffpnExMSWyyeffNLpY+/bt4/zzz+fr33ta1x//fVdfg2RYuf+v+OOO1ixYgXvv/8+TqeTq6++GmNMl19HtLPjWD355JNUVVVx1113dTlmO7Dj2ADcdtttnHHGGYwfP54bb7yRRx55hCeffJKGhoYuv45oZ8exCgQCAPzkJz/h8ssvZ8qUKTz//PNYlsU//vGPLr+OaGPHsWlt7969vPfee1x33XVdjt8O7DhOxhhuuukmsrOz+eSTT/jyyy+ZPXs2F198cZ9KXhzKjmN1wgkn8OKLL/LII48QHx9PTk4OQ4cOpV+/fm1mOdmdHcfmWKRxihIRXronNnTTTTeZAQMGmO3bt7fZvmDBgnbXkw4aNMg8+uijbbatW7fOZGdnmx//+MchHfPnP/+5GTFihDEmuD5/y5YtLZfa2lqzbdu2dte7nnbaaebmm29us23fvn1m+PDh5lvf+labteR2Yff+b23Pnj0GMIsWLQopDrux61hdcsklxuFwGKfT2XIBjNPpNFdffXUneiB62XVs2rN27VoDmI0bN4YUh93Ydaw++OADA5hPPvmkzT7Tpk0LOY5oZ9exae3+++83WVlZfbpWoF3H6T//+Y9xOBymoqKizT7Dhg0zc+bMCSkOu7HrWLVWUFBgqqqqTHV1tXE4HObvf/97SHFEu2gcm9aOVPunM/H1BXYdp9b6So0mJZokZIFAwNx0000mLy/PbN68+bDHm4usvfbaay3bNm7ceFiRtbVr15rs7Gxzxx13hHzs++67zwwePPioseXk5Jhf//rXLdsqKioOK/65d+9eM3z4cHPllVcan88X8vGjQV/o/0Pt2rXLAObDDz8MORY7sPtY7dq1y6xZs6bl8t577xnAvPbaa2bPnj0hxxKN7D427fnLX/5iHA6HKS0tDTkWO7D7WDXfb10MvLGx0WRnZ3d4dppoZ/exab3v0KFDbXP22c6y+zi99dZbxuFwmKqqqjbPHTFihHnggQdCjsUO7D5W7Xn22WdNfHy87b8sR/PYtNZRMfCO4rM7u49Ta0o0yTHnO9/5jklJSTEfffRRm1MCt87U3njjjWbQoEHmgw8+MEuXLj3s9PVr1qwxWVlZ5pvf/GabNoqKilr2eeqpp8xbb71lNm/ebDZv3myeeeYZk5SUZH7yk58cNb4HH3zQpKammjfffNOsXr3aXHLJJW1Ovbp3714zbNgw85WvfMXs3bu3zfHtwO79//nnn5snn3zSrFixwuzcudMsWLDAzJw50xx//PGmvr4+zL0VWXYfq0OF8kvRLuw+NosWLTKPPfaYWblypdm2bZv5y1/+YrKysvrMTLPW7D5Wxhhzyy23mP79+5v33nvPbNy40Vx33XUmOzvb9knBvjA2xgRnzABmw4YNYeqZ6GL3cSouLjYZGRnmsssuMytXrjSbNm0yP/jBD4zb7TYrV64Mc29Flt3HyhhjnnzySbNs2TKzadMm89RTT5m4uDjz+OOPh7GXIiPax6akpMSsWLHCvPPOOwYwr7zyilmxYkWb7zcdxdcX9IVxys/PNytWrDB/+tOfWs64uWLFClNSUhLGnuo9SjRJyIB2L88//3zLPnV1dea73/2uSUtLM/Hx8ebSSy9t8wN0zz33tNtG6yzwE088YU444QQTHx9vkpOTzaRJk8xvf/vbDpe5BQIB87Of/cz069fPxMTEmK985Stm06ZNLY8///zzR3wNdmD3/l+9erU588wzTXp6uomJiTFDhgwxN954o9m7d2/Y+iha2H2sDtWXEk12H5tly5aZ6dOnm5SUFBMbG2tGjx5tfvnLX/a5ZK0x9h8rY4IzmG6//XaTnZ1tkpKSzNlnn23Wrl0blv6JpL4wNsYYc9VVV5mZM2d2uz+iVV8YpyVLlphzzz3XpKenm6SkJHPSSSeZd999Nyz9E036wlh961vfMunp6cbj8Zjx48ebl156KSx9E2nRPjZH+n5zzz33hBxfX9AXxulIx2/9GuzEMqYPV+EVEREREREREZFe03dOAyAiIiIiIiIiIhGlRJOIiIiIiIiIiISFEk0iIiIiIiIiIhIWSjSJiIiIiIiIiEhYKNEkIiIiIiIiIiJhoUSTiIiIiIiIiIiEhRJNIiIiIiIiIiISFko0iYiIiIiIiIhIWCjRJCIiIiIiIiIiYaFEk4iIiEiEXHPNNViWhWVZuN1u+vXrxznnnMNzzz1HIBAIuZ0XXniB1NTUngtUREREJERKNImIiIhE0Pnnn09+fj47d+7k3//+N2eeeSa33HILs2bNwufzRTo8ERERkU5RoklEREQkgmJiYsjJyaF///5MnjyZH//4x7z55pv8+9//5oUXXgDg0UcfZdy4cSQkJDBw4EC++93vUl1dDcBHH33EtddeS0VFRcvsqHvvvReAhoYGfvCDH9C/f38SEhKYPn06H330UWReqIiIiBwTlGgSERERiTJnnXUWEyZM4PXXXwfA4XDwxBNPsG7dOl588UU++OAD7rzzTgBmzpzJb37zG5KTk8nPzyc/P58f/OAHAHzve99j8eLFvPLKK6xevZqvfe1rnH/++WzZsiVir01ERET6NssYYyIdhIiIiMix6JprrqG8vJw33njjsMeuvPJKVq9ezfr16w977LXXXuPGG2/kwIEDQLBG06233kp5eXnLPrt37+a4445j9+7d5OXltWw/++yzmTZtGr/85S/D/npEREREXJEOQEREREQOZ4zBsiwA/vOf/zBnzhw2btxIZWUlPp+P+vp6amtriY+Pb/f5a9aswe/3M2LEiDbbGxoayMjI6PH4RURE5NikRJOIiIhIFNqwYQNDhw5l586dzJo1i+985zs88MADpKen8+mnn3LdddfR2Nh4xERTdXU1TqeTZcuW4XQ62zyWmJjYGy9BREREjkFKNImIiIhEmQ8++IA1a9bw/e9/n2XLlhEIBHjkkUdwOILlNf/+97+32d/j8eD3+9tsmzRpEn6/n6KiIk499dRei11ERESObUo0iYiIiERQQ0MDBQUF+P1+CgsLmTdvHnPmzGHWrFlcffXVrF27Fq/Xy5NPPsnFF1/MZ599xu9///s2bQwZMoTq6moWLFjAhAkTiI+PZ8SIEXzjG9/g6quv5pFHHmHSpEkUFxezYMECxo8fz0UXXRShVywiIiJ9mc46JyIiIhJB8+bNIzc3lyFDhnD++efz4Ycf8sQTT/Dmm2/idDqZMGECjz76KL/61a8YO3YsL7/8MnPmzGnTxsyZM7nxxhu54ooryMrK4qGHHgLg+eef5+qrr+b2229n5MiRzJ49myVLljBo0KBIvFQRERE5BuiscyIiIiIiIiIiEhaa0SQiIiIiIiIiImGhRJOIiIiIiIiIiISFEk0iIiIiIiIiIhIWSjSJiIiIiIiIiEhYKNEkIiIiIiIiIiJhoUSTiIiIiIiIiIiEhRJNIiIiIiIiIiISFko0iYiIiIiIiIhIWCjRJCIiIiIiIiIiYaFEk4iIiIiIiIiIhIUSTSIiIiIiIiIiEhb/H2HdpdA8Kl62AAAAAElFTkSuQmCC", + "image/png": 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", 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" ] @@ -2404,13 +2751,15 @@ "source": [ "# Resample the data by week and count the number of messages\n", "freq = \"W\"\n", - "message_count_freq = df.set_index(\"created_date\").resample(freq).size()\n", + "message_count_freq = df_oasst1dot1.set_index(\"created_date\").resample(freq).size()\n", "\n", "# Resample the data by week and sum the 'in_oasst1' column to count True values\n", - "in_oasst1_true_count_freq = df.set_index(\"created_date\").resample(freq)[\"in_oasst1\"].sum()\n", + "in_oasst1_true_count_freq = df_oasst1dot1.set_index(\"created_date\").resample(freq)[\"in_oasst1\"].sum()\n", "\n", "# Resample the data by week and sum the negation of 'in_oasst1' column to count False values\n", - "in_oasst1_false_count_freq = df.set_index(\"created_date\").resample(freq)[\"in_oasst1\"].apply(lambda x: (~x).sum())\n", + "in_oasst1_false_count_freq = (\n", + " df_oasst1dot1.set_index(\"created_date\").resample(freq)[\"in_oasst1\"].apply(lambda x: (~x).sum())\n", + ")\n", "\n", "# Plotting the count of messages over time\n", "plt.figure(figsize=(14, 7))\n", @@ -2436,7 +2785,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -2452,7 +2801,7 @@ ], "source": [ "# Count the frequency of each unique value in the 'prompt.role' column\n", - "prompt_role_counts = df[\"role\"].value_counts()\n", + "prompt_role_counts = df_oasst1dot1[\"role\"].value_counts()\n", "\n", "# Plotting the distribution of 'prompt.role'\n", "plt.figure(figsize=(8, 5))\n", @@ -2467,7 +2816,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -2483,7 +2832,7 @@ ], "source": [ "# Count the frequency of each unique value in the 'prompt.user_id' column\n", - "user_id_counts = df[\"user_id\"].value_counts()\n", + "user_id_counts = df_oasst1dot1[\"user_id\"].value_counts()\n", "\n", "# Plotting the distribution of number of prompts per user ID using a histogram\n", "# We choose bins carefully as there could be many unique users\n", @@ -2498,7 +2847,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -2514,7 +2863,7 @@ ], "source": [ "# Count the frequency of each unique value in the 'prompt.lang' column\n", - "language_counts = df[\"lang\"].value_counts()\n", + "language_counts = df_oasst1dot1[\"lang\"].value_counts()\n", "\n", "# Plotting the distribution of 'prompt.lang'\n", "plt.figure(figsize=(12, 8))\n", @@ -2529,7 +2878,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -2546,7 +2895,7 @@ "source": [ "# Plotting the distribution of the reply counts per prompt using the new calculated column\n", "plt.figure(figsize=(10, 6))\n", - "df[\"replies_count\"].plot(kind=\"hist\", bins=30, title=\"Distribution of Reply Counts per Prompt\")\n", + "df_oasst1dot1[\"replies_count\"].plot(kind=\"hist\", bins=30, title=\"Distribution of Reply Counts per Prompt\")\n", "plt.xlabel(\"Number of Replies\")\n", "plt.ylabel(\"Frequency\")\n", "plt.grid(True)\n", @@ -2555,7 +2904,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -2572,7 +2921,7 @@ "source": [ "# Plotting the distribution of the reply counts per prompt using the new calculated column\n", "plt.figure(figsize=(10, 6))\n", - "df.query(\"replies_count > 0\")[\"replies_count\"].plot(\n", + "df_oasst1dot1.query(\"replies_count > 0\")[\"replies_count\"].plot(\n", " kind=\"hist\", bins=30, title=\"Distribution of Reply Counts (>0) per Prompt\"\n", ")\n", "plt.xlabel(\"Number of Replies\")\n", @@ -2583,7 +2932,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -2599,14 +2948,14 @@ ], "source": [ "# Identify columns that represent label counts by their naming pattern\n", - "label_count_columns = [col for col in df.columns if \"count\" in col and \"label\" in col]\n", + "label_count_columns = [col for col in df_oasst1dot1.columns if \"count\" in col and \"label\" in col]\n", "\n", "# Now we'll plot the distributions for these label count columns\n", "fig, axes = plt.subplots(nrows=len(label_count_columns), ncols=1, figsize=(10, 5 * len(label_count_columns)))\n", "\n", "for i, col in enumerate(label_count_columns):\n", " # We'll dropna to avoid errors while plotting\n", - " df[col].dropna().plot(kind=\"hist\", ax=axes[i], bins=20, title=col)\n", + " df_oasst1dot1[col].dropna().plot(kind=\"hist\", ax=axes[i], bins=20, title=col)\n", "\n", "plt.tight_layout()\n", "plt.show()" From db9c07008ce0823cc94c6e921a434d565838dfe2 Mon Sep 17 00:00:00 2001 From: Andrew Maguire Date: Wed, 8 Nov 2023 15:26:11 +0000 Subject: [PATCH 09/10] add bad message id's --- .../bad_message_id_list.py | 185 +++++++ notebooks/openassistant-oasst1.1/eda.ipynb | 469 ++++++++++-------- 2 files changed, 453 insertions(+), 201 deletions(-) create mode 100644 notebooks/openassistant-oasst1.1/bad_message_id_list.py diff --git a/notebooks/openassistant-oasst1.1/bad_message_id_list.py b/notebooks/openassistant-oasst1.1/bad_message_id_list.py new file mode 100644 index 0000000000..fc51f26fb2 --- /dev/null +++ b/notebooks/openassistant-oasst1.1/bad_message_id_list.py @@ -0,0 +1,185 @@ +bad_message_id_list = [ + "7e93d535-dd90-48a2-beeb-b71917912e90", + "ede2cfed-22d2-421d-b218-adc7402f8a5a", + "64bfc00b-9c53-4a5d-8187-91cd2c581e78", + "80904428-577f-4cc1-95f7-c8383b093e49", + "89a37680-a7b6-4437-bd24-ecfe8395eb29", + "549a7cf2-f6bc-4b13-855f-601c714bb033", + "36be40c8-2451-4b92-99b9-97f425f6955b", + "e6933f01-4183-45bf-892c-31bdf778eee0", + "449a995f-29a4-4d04-aa56-2dab1747a417", + "4b6c83d4-b6c1-452e-b57a-a09bec46a887", + "af60f432-7fb2-4f63-b73a-6092a35bf21b", + "5ab3a8bd-bf74-4331-9564-c7e9a663de8e", + "1c001f37-ae16-49fd-9877-48ffcc8091c4", + "4fedd950-75b6-44f7-a908-3eac7d6b6056", + "15b74473-55d4-41de-bdba-6aef17b08cc2", + "e921db26-b14e-4a98-b854-ee8c07fef2d7", + "65a641e2-bfd2-4481-b5fa-5ea4bffb7867", + "ea20c005-fd42-4b1f-9089-f0545d4f379c", + "10dd0c91-f372-423b-96f5-045ca304166f", + "be6bb6d1-60ee-4418-ba29-5d61ba979935", + "29bc510e-bba5-45a5-9005-d091f95351fb", + "b60c32ae-2cc3-4896-9f92-347b5e65bce7", + "18b6e6e2-f392-4bd4-9d12-ccd706dccbb6", + "89141477-b899-4357-ae7f-50c2d33a119b", + "ba17e6e7-bde1-41b3-99c8-e5b537f5abbe", + "e5823ee5-ffd3-4604-8973-325aa1f3b2f1", + "6b665310-180c-4a4b-95e0-b4cc4a0ff501", + "12bdba1b-e7be-432e-8619-4428e98dc144", + "4b0a0f5e-8e75-4917-b9de-5b7f0f651b2f", + "5719d9f1-1cb7-4e83-bd36-d9728cefe2a3", + "b38fbad4-b43f-42f2-8561-1523165939a9", + "7dac84b7-407b-4b8a-8b77-ef384b2c117e", + "3de67512-a8bd-4c0b-8b3a-c868fb868ee4", + "7effedf7-4857-4d60-b690-34814d9c9086", + "496ee685-a186-4498-ab9f-71b7602b9594", + "0a4d14a7-6831-4fa2-b04e-ff1186651200", + "0ed9a702-199c-4fc9-9dcc-1343e4140f88", + "803b00c5-cd83-41fd-a3f5-8c88220bfdfe", + "61e0411e-27d4-4778-80f0-2501b1a36786", + "cc193de3-0ccc-4844-b2fc-8b67d0cbf89c", + "994141fc-e7b6-462f-9b64-305379038be1", + "f3949958-ced8-4ed8-9de5-2c50e4296c1e", + "bf12f013-a961-49eb-99a4-9f520f52bd52", + "59f41793-7f3a-480f-819f-b581faae1e7a", + "a1f43d47-f0f2-42d3-804c-605714cc56f0", + "2c0b821c-2525-4c69-8480-44aaea186d14", + "7695f9be-4196-4c74-918f-984ae75f0f94", + "f70cd3b7-6df9-40fe-a73b-13528f3cf49b", + "52747b24-82dc-42f0-b764-f689e885b50b", + "419354d2-2f8e-4d14-bd87-1c27b9253fea", + "22dfa8a2-2776-47b0-972d-259b63597865", + "2840a94b-ecfe-4281-8210-a866e63ee14b", + "1c9fe3c7-19a6-4e7a-ba31-a7cacd8db4d0", + "cb551444-a1ab-4eb7-b0b2-d68c15da6d4d", + "eb1d86db-4f14-4157-90d1-3d2f2e9940df", + "66ddd46c-299f-4394-b0d5-51ab66ca06bd", + "7fdb9f89-96a4-4ee6-9d01-64ff51f8fa8f", + "c812f202-fff3-4c91-8d69-11c8b2658c0f", + "6c49c918-9a73-41ca-9dfb-74c0685e861a", + "cf659a23-c5aa-494c-bb72-c08ff3cd9f93", + "f5482168-3fbc-4a15-a6e0-8660cea70f37", + "9b48bb3f-94d4-4fa8-91ed-64683e63206c", + "68c80cb8-9998-4ca3-a4f1-3e244a7aac2a", + "833b1b12-574a-4662-b1c6-33d0202a4a00", + "02702885-6c2e-4e49-8f92-f766c2a3b940", + "6a0823fe-4302-44e0-8a19-8bdc91a8ac7e", + "f4dd77d4-24dd-4ab8-a568-9d0edca5fe17", + "8ad4358b-9dd4-4f35-b3e2-17af38abc0d4", + "68a72d7a-e42e-4e5f-b22f-9964f0463cc4", + "ec357197-0ee8-4acd-8072-29aa8e76292e", + "edbecc63-47e4-4815-8744-5ad69f93bb33", + "5fb75daf-1926-47a2-85e8-f80c00ba7d03", + "776f420b-6020-4f77-8b72-d48b580a0755", + "4e97e7f6-cd85-4d8d-b73c-438faa23dd95", + "fc010f62-4ebf-46cd-893f-180cde59f0f5", + "118f9a1c-f976-4120-8ff9-934b22545b0d", + "8f70327e-1239-4564-a938-b9649465f14a", + "b0ad34ae-4080-44bf-939f-7ece554fe9bb", + "7800454d-b340-49d8-8d52-bd26f7c550e6", + "56de418b-c125-4d26-9d77-7db05d548faa", + "8b7c85bf-da3c-40e1-b3f8-b7fcd10424b6", + "8d0d0f03-2fd0-4236-a872-3826cc9d36d6", + "976893a1-416c-448d-84e4-7ee0311b6809", + "34e3d882-9be9-44a7-859e-78a828efa0f8", + "f0d3b169-1e2a-43d7-83ce-a792304e1de0", + "2528f101-fbe9-4907-a44a-783e74e47aa6", + "84418163-5721-4653-9730-c483dd7b563e", + "7953dff8-09ec-4372-a1dc-f7c8a2ae6053", + "cfa6b4b7-406a-4990-81b0-a2169cbed8d3", + "bfbf6135-3818-4d28-ac8e-cd9946bc72f3", + "ce81ca69-5a48-43eb-8df7-580a3d68578d", + "647add48-fbc9-4ac6-9930-1901da34520a", + "24545bf7-949d-446b-9b68-2553b2392357", + "b15d9839-8e4a-4d7b-8b91-634eb1b37376", + "f4e9c4d0-8686-451a-bc90-8dd7a5a51fbe", + "bea22011-334a-4e34-8c11-b1c1566de59c", + "756cdbe4-e04e-46bf-a049-e375e5100653", + "b1aee184-1ec4-45dc-9a9c-515de51f636f", + "4f5227cc-1d36-4e19-b78f-d08a60dc2141", + "14d1d5e8-61a2-4e0b-898c-f4b2c38236c2", + "a275451b-6674-467b-b7cf-539cfec31f64", + "58adf822-cd49-4c18-b72e-526d9473bf6b", + "ae9d3f55-9f6f-41ea-a0bc-0f0eea162cb9", + "1aed98d8-de97-449d-8f10-5ee506bd3ae4", + "d71ad38d-3bdd-4eed-8d19-526156f545a2", + "ae59b5aa-39cb-4ba0-8f05-8ae516ec9b3f", + "7b0b2599-294f-4d4b-be67-724f6e17280b", + "6fc61c3c-af7a-4c7f-9556-3e2317795421", + "307d9761-8dd0-4e7f-99fe-88fe9156a989", + "4b509f26-ebb4-4de3-b665-2f506d9019ac", + "7cbd1761-35d7-482d-8c6e-2cfde4677681", + "2302958f-8b4b-467f-8955-8a991ddf7836", + "377b1d72-cb10-4959-a20a-0a3846d34fbe", + "6f272372-540c-47be-ac90-1f0b0f24b944", + "ce4c4015-b5fd-464a-ab1b-df8d994e55ea", + "c51c25d5-f632-436a-840c-e46ff07e3e79", + "598cc071-e847-48a6-a064-b1f6447654fb", + "743d0067-999c-4987-996b-8cf746a84195", + "f372c08d-6054-491b-b503-b45f5996b854", + "6df241aa-f5f8-4649-8313-1f8128f9bdcd", + "f817015f-0524-4ea4-a691-c8b6137858b4", + "3eb60a82-2a3e-4a2b-b49f-7ea21002bd3d", + "b2763984-9f09-41b4-a1b3-18ecebf8eaaf", + "01216bb7-2999-411d-9224-d9ad12aeb7ae", + "4e722d24-f373-48b9-b8df-afb5f564fd18", + "28df10e4-62a6-4b4e-84da-a9806f743b40", + "2134fb02-ac5b-4c80-bfc9-0b4f7811ac22", + "c67f523f-27a9-4648-a6ca-47856067b878", + "7a875918-1bca-4cbe-9098-0cfdcf5c6a06", + "4cf9f4c3-ab6d-4610-9fa4-6e2f6d7187c6", + "5d41aea3-e16f-4453-8623-4d1e1fa46189", + "8ab59449-3c58-4282-b491-9256056a0b06", + "287eba5e-29c9-4e67-b2ef-ebb3083b3003", + "ee378b30-e1db-4356-a3f1-57e6356fced4", + "ac7a787a-b73c-46b4-87cd-5b5674b72898", + "aa96b30b-f1fe-4887-812a-b207240838be", + "4b1f967e-15a5-4286-838f-f74a7542e365", + "bc1503ac-bf8d-417a-9200-92fb1e18089c", + "5ca77f89-9460-4939-a971-940959fe8dff", + "a55cf83d-3980-4529-af25-7c16d81825f7", + "c752db2d-6bf9-4ac7-b46b-defed71c0252", + "adf3edbf-d1c4-40db-9ec6-be096f7d7353", + "192a2529-525e-47f2-841b-b82c4b2feacf", + "f59c1667-1fd2-4120-a924-e02a1c69ac73", + "754296b6-dc97-4340-8e21-e42f22ec538b", + "0d4e9ee5-54f0-4cd0-b026-5952700a5bb4", + "4a7094e2-25f4-4589-9547-c52827002cf3", + "59973454-8b7f-44dc-b0e9-f6b9d2331e13", + "973ad122-16af-4e3f-92eb-1228a4ab04ec", + "cfccf4f0-346f-4690-94b0-2676d697aeab", + "f567161f-09c6-42de-b2b1-5e577eda5b46", + "1ae6629a-c6cf-4df2-9bde-d5d437a7c412", + "a96bdb41-f57a-46bf-9806-fc692d4a485a", + "c4d2323f-4cff-4816-8d6a-6e0fb39b4685", + "95d50a89-368d-46e9-872d-685b31a0ec6a", + "d469a34a-f234-405c-bb3a-d5d0328c2c3d", + "d3ae4235-90a4-4fad-9106-3075ee9c43ba", + "5b56e959-7ce3-4d52-82dc-c0dcbb439a91", + "753de123-8213-4f98-90ce-f6137f083db2", + "3311a64f-3d64-40a0-8647-edb12616225e", + "05c3893d-9c74-4618-b690-360317677d3f", + "15f4aeab-de6c-43a0-9530-33c99e8386ff", + "29e4ae6c-bbb6-4e07-8fc9-c400f61cbc12", + "ca34580a-e5df-4064-aac2-9eac4099e7ce", + "4fba85a6-17b9-4f7a-b18c-f6e52f772700", + "2428fc50-d942-41e9-ac43-5252f7519485", + "f3b49fe6-1ce5-44ae-b78f-95b4572a161d", + "eb2b4c9b-c040-41a8-a67c-dac68c020b0a", + "ed80741a-1e3b-4a86-879e-51369e18e796", + "1b36018f-7f42-49fe-8e83-b0af4b29a04e", + "36b09cbd-d369-47a0-813a-c5f124e18e38", + "b0f0b044-ecec-4222-ac17-d5c9cd954e11", + "29458fc2-5359-48c9-b542-cce9cb92da93", + "39a7a2e4-ca84-4c41-b229-891117eb54fb", + "d757fdd4-5748-4a02-8924-6dfb5583596d", + "94da7786-44b5-4ca9-9414-fd4f85ae6ca5", + "f52c527e-b8d9-4948-87c7-12f40e5f4c18", + "3bd4b565-e359-49ea-ae35-9ef4918a3454", + "f01e097d-774f-43ab-b9cf-ad1c817cbb71", + "ccf8373b-a8cf-49be-b612-7336abf1394c", + "3c419703-2097-4946-8901-c66d4e2c0ef7", + "31a5583c-874e-402b-970c-ba2d9a4dcaae", + "d2fd731c-23cd-4b2f-b509-cf669f221756", +] diff --git a/notebooks/openassistant-oasst1.1/eda.ipynb b/notebooks/openassistant-oasst1.1/eda.ipynb index 53063fabae..02c5732eec 100644 --- a/notebooks/openassistant-oasst1.1/eda.ipynb +++ b/notebooks/openassistant-oasst1.1/eda.ipynb @@ -6,20 +6,19 @@ "metadata": {}, "outputs": [], "source": [ - "#!pip install datasets matplotlib pandas matplotlib==3.8.1" + "#!pip install matplotlib pandas matplotlib==3.8.1" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 24, "metadata": {}, "outputs": [ { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "c:\\Users\\andre\\Documents\\repos\\Open-Assistant\\venv\\lib\\site-packages\\tqdm\\auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" + "len(bad_message_id_list): 183\n" ] } ], @@ -29,14 +28,16 @@ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pprint as pp\n", - "from datasets import load_dataset\n", - "\n", + "from bad_message_id_list import bad_message_id_list\n", "\n", "# set some pandas options to make the output more readable\n", "pd.set_option(\"display.max_rows\", 500)\n", "pd.set_option(\"display.max_columns\", 500)\n", "pd.set_option(\"display.width\", 1000)\n", - "pd.set_option(\"display.max_info_columns\", 100)" + "pd.set_option(\"display.max_info_columns\", 100)\n", + "\n", + "# print len bad_message_id_list\n", + "print(\"len(bad_message_id_list): \", len(bad_message_id_list))" ] }, { @@ -888,6 +889,31 @@ "cell_type": "code", "execution_count": 6, "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "is_bad_message_id\n", + "False 70637\n", + "True 36\n", + "Name: count, dtype: int64\n" + ] + } + ], + "source": [ + "# flag if a message_tree_id or message_id is in the block list\n", + "df_oasst1dot1[\"is_bad_message_id\"] = df_oasst1dot1[\"message_tree_id\"].isin(bad_message_id_list) | df_oasst1dot1[\n", + " \"message_id\"\n", + "].isin(bad_message_id_list)\n", + "\n", + "print(df_oasst1dot1[\"is_bad_message_id\"].value_counts())" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, "outputs": [ { "data": { @@ -910,6 +936,7 @@ " \n", " \n", " \n", + " is_bad_message_id\n", " in_oasst1\n", " message_tree_id\n", " tree_state\n", @@ -965,6 +992,7 @@ " \n", " \n", " 0\n", + " False\n", " True\n", " 002c4715-b026-48d1-8d19-3f724a9fc1e8\n", " ready_for_export\n", @@ -1018,6 +1046,7 @@ " \n", " \n", " 1\n", + " False\n", " True\n", " 002c56dc-ad52-4dcc-b872-bfacd8b8e356\n", " prompt_lottery_waiting\n", @@ -1071,6 +1100,7 @@ " \n", " \n", " 2\n", + " False\n", " True\n", " 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0\n", " prompt_lottery_waiting\n", @@ -1124,6 +1154,7 @@ " \n", " \n", " 3\n", + " False\n", " True\n", " 002dcdac-2584-4d33-b9c2-5c94bedac80a\n", " prompt_lottery_waiting\n", @@ -1177,6 +1208,7 @@ " \n", " \n", " 4\n", + " False\n", " True\n", " 002e326f-a99e-4c17-a2c7-b627a34944e4\n", " prompt_lottery_waiting\n", @@ -1233,19 +1265,19 @@ "" ], "text/plain": [ - " in_oasst1 message_tree_id tree_state message_id user_id created_date text role lang review_count review_result deleted synthetic emojis_+1 emojis__skip_reply emojis__skip_ranking replies labels_spam_value labels_spam_count labels_lang_mismatch_value labels_lang_mismatch_count labels_pii_value labels_pii_count labels_not_appropriate_value labels_not_appropriate_count labels_hate_speech_value labels_hate_speech_count labels_sexual_content_value labels_sexual_content_count labels_quality_value labels_quality_count labels_toxicity_value labels_toxicity_count labels_humor_value labels_humor_count labels_creativity_value labels_creativity_count labels_violence_value labels_violence_count emojis__skip_labeling emojis_-1 labels_helpfulness_value \n", - "0 True 002c4715-b026-48d1-8d19-3f724a9fc1e8 ready_for_export 002c4715-b026-48d1-8d19-3f724a9fc1e8 30d0209f-a418-4fac-8157-adf8ddc21aee 2023-02-05T22:44:05.434674+00:00 Dame los pasos de las cosas que debería de apr... prompter es 3 True False False 11.0 8.0 1.0 [{'message_id': '20004f60-337b-4962-b9d0-916be... 0.0 4.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.812500 4.0 0.166667 3.0 0.333333 3.0 0.500000 3.0 0.000000 3.0 NaN NaN NaN \\\n", - "1 True 002c56dc-ad52-4dcc-b872-bfacd8b8e356 prompt_lottery_waiting 002c56dc-ad52-4dcc-b872-bfacd8b8e356 818581ee-4355-4990-9da5-8390f1e708bd 2023-02-25T21:39:07.726925+00:00 Supposons que vous soyez un expert en énergie ... prompter fr 3 True False False NaN NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.750000 3.0 0.166667 3.0 0.333333 3.0 0.666667 3.0 0.333333 3.0 NaN NaN NaN \n", - "2 True 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0 prompt_lottery_waiting 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0 773abbfe-66f5-478a-9442-c40e98440870 2023-02-12T13:34:41.869490+00:00 ¿Cuántos artículos tiene la constitución polít... prompter es 3 True False False 1.0 NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.583333 3.0 0.000000 3.0 0.083333 3.0 0.333333 3.0 0.000000 3.0 1.0 NaN NaN \n", - "3 True 002dcdac-2584-4d33-b9c2-5c94bedac80a prompt_lottery_waiting 002dcdac-2584-4d33-b9c2-5c94bedac80a acf7fdd5-aee9-4db1-ab97-5c74110832ce 2023-02-14T03:35:38.273451+00:00 Cómo la creciente cantidad de satélites podría... prompter es 3 True False False 2.0 NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.750000 3.0 0.000000 3.0 0.000000 3.0 0.833333 3.0 0.166667 3.0 NaN NaN NaN \n", - "4 True 002e326f-a99e-4c17-a2c7-b627a34944e4 prompt_lottery_waiting 002e326f-a99e-4c17-a2c7-b627a34944e4 2c96e467-66f0-4be7-9693-bda51356a424 2023-02-06T19:36:17.957943+00:00 Create a C program will take a array of number... prompter en 3 True False False 1.0 NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.833333 3.0 0.083333 3.0 0.000000 3.0 0.500000 3.0 0.000000 3.0 1.0 NaN NaN \n", + " is_bad_message_id in_oasst1 message_tree_id tree_state message_id user_id created_date text role lang review_count review_result deleted synthetic emojis_+1 emojis__skip_reply emojis__skip_ranking replies labels_spam_value labels_spam_count labels_lang_mismatch_value labels_lang_mismatch_count labels_pii_value labels_pii_count labels_not_appropriate_value labels_not_appropriate_count labels_hate_speech_value labels_hate_speech_count labels_sexual_content_value labels_sexual_content_count labels_quality_value labels_quality_count labels_toxicity_value labels_toxicity_count labels_humor_value labels_humor_count labels_creativity_value labels_creativity_count labels_violence_value labels_violence_count emojis__skip_labeling emojis_-1 \n", + "0 False True 002c4715-b026-48d1-8d19-3f724a9fc1e8 ready_for_export 002c4715-b026-48d1-8d19-3f724a9fc1e8 30d0209f-a418-4fac-8157-adf8ddc21aee 2023-02-05T22:44:05.434674+00:00 Dame los pasos de las cosas que debería de apr... prompter es 3 True False False 11.0 8.0 1.0 [{'message_id': '20004f60-337b-4962-b9d0-916be... 0.0 4.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.812500 4.0 0.166667 3.0 0.333333 3.0 0.500000 3.0 0.000000 3.0 NaN NaN \\\n", + "1 False True 002c56dc-ad52-4dcc-b872-bfacd8b8e356 prompt_lottery_waiting 002c56dc-ad52-4dcc-b872-bfacd8b8e356 818581ee-4355-4990-9da5-8390f1e708bd 2023-02-25T21:39:07.726925+00:00 Supposons que vous soyez un expert en énergie ... prompter fr 3 True False False NaN NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.750000 3.0 0.166667 3.0 0.333333 3.0 0.666667 3.0 0.333333 3.0 NaN NaN \n", + "2 False True 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0 prompt_lottery_waiting 002ca85f-5bc0-4ca4-9210-b5cd3ebe0af0 773abbfe-66f5-478a-9442-c40e98440870 2023-02-12T13:34:41.869490+00:00 ¿Cuántos artículos tiene la constitución polít... prompter es 3 True False False 1.0 NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.583333 3.0 0.000000 3.0 0.083333 3.0 0.333333 3.0 0.000000 3.0 1.0 NaN \n", + "3 False True 002dcdac-2584-4d33-b9c2-5c94bedac80a prompt_lottery_waiting 002dcdac-2584-4d33-b9c2-5c94bedac80a acf7fdd5-aee9-4db1-ab97-5c74110832ce 2023-02-14T03:35:38.273451+00:00 Cómo la creciente cantidad de satélites podría... prompter es 3 True False False 2.0 NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.750000 3.0 0.000000 3.0 0.000000 3.0 0.833333 3.0 0.166667 3.0 NaN NaN \n", + "4 False True 002e326f-a99e-4c17-a2c7-b627a34944e4 prompt_lottery_waiting 002e326f-a99e-4c17-a2c7-b627a34944e4 2c96e467-66f0-4be7-9693-bda51356a424 2023-02-06T19:36:17.957943+00:00 Create a C program will take a array of number... prompter en 3 True False False 1.0 NaN NaN [] 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.0 3.0 0.833333 3.0 0.083333 3.0 0.000000 3.0 0.500000 3.0 0.000000 3.0 1.0 NaN \n", "\n", - " labels_helpfulness_count emojis_red_flag labels_fails_task_value labels_fails_task_count labels_moral_judgement_value labels_moral_judgement_count labels_political_content_value labels_political_content_count \n", - "0 NaN NaN NaN NaN NaN NaN NaN NaN \n", - "1 NaN NaN NaN NaN NaN NaN NaN NaN \n", - "2 NaN NaN NaN NaN NaN NaN NaN NaN \n", - "3 NaN NaN NaN NaN NaN NaN NaN NaN \n", - "4 NaN NaN NaN NaN NaN NaN NaN NaN " + " labels_helpfulness_value labels_helpfulness_count emojis_red_flag labels_fails_task_value labels_fails_task_count labels_moral_judgement_value labels_moral_judgement_count labels_political_content_value labels_political_content_count \n", + "0 NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", + "1 NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", + "2 NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", + "3 NaN NaN NaN NaN NaN NaN NaN NaN NaN \n", + "4 NaN NaN NaN NaN NaN NaN NaN NaN NaN " ] }, "metadata": {}, @@ -1257,12 +1289,14 @@ "cols = list(df_oasst1dot1.columns)\n", "cols.insert(0, cols.pop(cols.index(\"in_oasst1\")))\n", "df_oasst1dot1 = df_oasst1dot1.loc[:, cols]\n", + "cols.insert(0, cols.pop(cols.index(\"is_bad_message_id\")))\n", + "df_oasst1dot1 = df_oasst1dot1.loc[:, cols]\n", "display(df_oasst1dot1.head())" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -1271,61 +1305,62 @@ "text": [ "\n", "RangeIndex: 70673 entries, 0 to 70672\n", - "Data columns (total 50 columns):\n", + "Data columns (total 51 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", - " 0 in_oasst1 70673 non-null bool \n", - " 1 message_tree_id 70673 non-null object \n", - " 2 tree_state 70673 non-null object \n", - " 3 message_id 70673 non-null object \n", - " 4 user_id 70673 non-null object \n", - " 5 created_date 70673 non-null object \n", - " 6 text 70673 non-null object \n", - " 7 role 70673 non-null object \n", - " 8 lang 70673 non-null object \n", - " 9 review_count 70673 non-null int64 \n", - " 10 review_result 66329 non-null object \n", - " 11 deleted 70673 non-null bool \n", - " 12 synthetic 70673 non-null bool \n", - " 13 emojis_+1 38455 non-null float64\n", - " 14 emojis__skip_reply 14414 non-null float64\n", - " 15 emojis__skip_ranking 7370 non-null float64\n", - " 16 replies 70673 non-null object \n", - " 17 labels_spam_value 69591 non-null float64\n", - " 18 labels_spam_count 69591 non-null float64\n", - " 19 labels_lang_mismatch_value 69356 non-null float64\n", - " 20 labels_lang_mismatch_count 69356 non-null float64\n", - " 21 labels_pii_value 69295 non-null float64\n", - " 22 labels_pii_count 69295 non-null float64\n", - " 23 labels_not_appropriate_value 69323 non-null float64\n", - " 24 labels_not_appropriate_count 69323 non-null float64\n", - " 25 labels_hate_speech_value 69319 non-null float64\n", - " 26 labels_hate_speech_count 69319 non-null float64\n", - " 27 labels_sexual_content_value 69318 non-null float64\n", - " 28 labels_sexual_content_count 69318 non-null float64\n", - " 29 labels_quality_value 69368 non-null float64\n", - " 30 labels_quality_count 69368 non-null float64\n", - " 31 labels_toxicity_value 69381 non-null float64\n", - " 32 labels_toxicity_count 69381 non-null float64\n", - " 33 labels_humor_value 69384 non-null float64\n", - " 34 labels_humor_count 69384 non-null float64\n", - " 35 labels_creativity_value 69367 non-null float64\n", - " 36 labels_creativity_count 69367 non-null float64\n", - " 37 labels_violence_value 69381 non-null float64\n", - " 38 labels_violence_count 69381 non-null float64\n", - " 39 emojis__skip_labeling 12777 non-null float64\n", - " 40 emojis_-1 7066 non-null float64\n", - " 41 labels_helpfulness_value 54 non-null float64\n", - " 42 labels_helpfulness_count 54 non-null float64\n", - " 43 emojis_red_flag 745 non-null float64\n", - " 44 labels_fails_task_value 23 non-null float64\n", - " 45 labels_fails_task_count 23 non-null float64\n", - " 46 labels_moral_judgement_value 23 non-null float64\n", - " 47 labels_moral_judgement_count 23 non-null float64\n", - " 48 labels_political_content_value 24 non-null float64\n", - " 49 labels_political_content_count 24 non-null float64\n", - "dtypes: bool(3), float64(36), int64(1), object(10)\n", - "memory usage: 25.5+ MB\n" + " 0 is_bad_message_id 70673 non-null bool \n", + " 1 in_oasst1 70673 non-null bool \n", + " 2 message_tree_id 70673 non-null object \n", + " 3 tree_state 70673 non-null object \n", + " 4 message_id 70673 non-null object \n", + " 5 user_id 70673 non-null object \n", + " 6 created_date 70673 non-null object \n", + " 7 text 70673 non-null object \n", + " 8 role 70673 non-null object \n", + " 9 lang 70673 non-null object \n", + " 10 review_count 70673 non-null int64 \n", + " 11 review_result 66329 non-null object \n", + " 12 deleted 70673 non-null bool \n", + " 13 synthetic 70673 non-null bool \n", + " 14 emojis_+1 38455 non-null float64\n", + " 15 emojis__skip_reply 14414 non-null float64\n", + " 16 emojis__skip_ranking 7370 non-null float64\n", + " 17 replies 70673 non-null object \n", + " 18 labels_spam_value 69591 non-null float64\n", + " 19 labels_spam_count 69591 non-null float64\n", + " 20 labels_lang_mismatch_value 69356 non-null float64\n", + " 21 labels_lang_mismatch_count 69356 non-null float64\n", + " 22 labels_pii_value 69295 non-null float64\n", + " 23 labels_pii_count 69295 non-null float64\n", + " 24 labels_not_appropriate_value 69323 non-null float64\n", + " 25 labels_not_appropriate_count 69323 non-null float64\n", + " 26 labels_hate_speech_value 69319 non-null float64\n", + " 27 labels_hate_speech_count 69319 non-null float64\n", + " 28 labels_sexual_content_value 69318 non-null float64\n", + " 29 labels_sexual_content_count 69318 non-null float64\n", + " 30 labels_quality_value 69368 non-null float64\n", + " 31 labels_quality_count 69368 non-null float64\n", + " 32 labels_toxicity_value 69381 non-null float64\n", + " 33 labels_toxicity_count 69381 non-null float64\n", + " 34 labels_humor_value 69384 non-null float64\n", + " 35 labels_humor_count 69384 non-null float64\n", + " 36 labels_creativity_value 69367 non-null float64\n", + " 37 labels_creativity_count 69367 non-null float64\n", + " 38 labels_violence_value 69381 non-null float64\n", + " 39 labels_violence_count 69381 non-null float64\n", + " 40 emojis__skip_labeling 12777 non-null float64\n", + " 41 emojis_-1 7066 non-null float64\n", + " 42 labels_helpfulness_value 54 non-null float64\n", + " 43 labels_helpfulness_count 54 non-null float64\n", + " 44 emojis_red_flag 745 non-null float64\n", + " 45 labels_fails_task_value 23 non-null float64\n", + " 46 labels_fails_task_count 23 non-null float64\n", + " 47 labels_moral_judgement_value 23 non-null float64\n", + " 48 labels_moral_judgement_count 23 non-null float64\n", + " 49 labels_political_content_value 24 non-null float64\n", + " 50 labels_political_content_count 24 non-null float64\n", + "dtypes: bool(4), float64(36), int64(1), object(10)\n", + "memory usage: 25.6+ MB\n" ] } ], @@ -1335,7 +1370,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -2198,7 +2233,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -2222,53 +2257,59 @@ " \n", " \n", " \n", - " 58714\n", - " 39905\n", - " 62507\n", + " 54571\n", + " 6047\n", + " 36620\n", " \n", " \n", " \n", " \n", + " is_bad_message_id\n", + " False\n", + " False\n", + " False\n", + " \n", + " \n", " in_oasst1\n", " True\n", " True\n", - " False\n", + " True\n", " \n", " \n", " message_tree_id\n", - " d40f720b-977a-455c-85d9-ad3b4e4599a2\n", - " 901ae260-aedc-4a66-8c67-fc1049be5f29\n", - " e1d3d47b-a090-4c62-995e-c7a5ec9973ea\n", + " c4c5d168-5b14-43c9-a0f8-62c3988a289b\n", + " 1599a0d7-dcb0-4ee1-8d42-ec169442a65f\n", + " 84e78fe6-0af6-42af-8826-db42ade5ced9\n", " \n", " \n", " tree_state\n", " prompt_lottery_waiting\n", - " growing\n", - " halted_by_moderator\n", + " prompt_lottery_waiting\n", + " prompt_lottery_waiting\n", " \n", " \n", " message_id\n", - " d40f720b-977a-455c-85d9-ad3b4e4599a2\n", - " 901ae260-aedc-4a66-8c67-fc1049be5f29\n", - " e1d3d47b-a090-4c62-995e-c7a5ec9973ea\n", + " c4c5d168-5b14-43c9-a0f8-62c3988a289b\n", + " 1599a0d7-dcb0-4ee1-8d42-ec169442a65f\n", + " 84e78fe6-0af6-42af-8826-db42ade5ced9\n", " \n", " \n", " user_id\n", - " e5622ea1-08ba-49aa-910f-759ab6210455\n", - " 1e4757e9-5067-41d5-80e6-c1efcbe04533\n", - " 82025d9f-861e-47c2-a03b-b2eeeb4fc062\n", + " d2e58e81-4488-4330-8918-188dfbb1790f\n", + " 5e408f6b-e739-4b3a-8a56-e18a6a9ccc46\n", + " 2c687aff-39d6-4954-8ce2-f572ead41861\n", " \n", " \n", " created_date\n", - " 2023-02-10T03:45:52.454686+00:00\n", - " 2023-02-21T11:13:45.105000+00:00\n", - " 2023-04-18T15:57:50.824561+00:00\n", + " 2023-02-05T16:44:29.109453+00:00\n", + " 2023-03-17T18:46:25.417078+00:00\n", + " 2023-02-18T03:57:47.018942+00:00\n", " \n", " \n", " text\n", - " ¿Cuáles son los platillos más famosos en Perú?\n", - " Bones, al rebost tinc disponibles: patates, to...\n", - " 如何评价波西米亚狂想曲？\n", + " What are the best knots if I only have a very ...\n", + " Qual é a raiz quadrada de 3?\n", + " Which pair of the following cities is closest ...\n", " \n", " \n", " role\n", @@ -2278,15 +2319,15 @@ " \n", " \n", " lang\n", - " es\n", - " ca\n", - " zh\n", + " en\n", + " pt-BR\n", + " en\n", " \n", " \n", " review_count\n", " 3\n", " 3\n", - " 5\n", + " 3\n", " \n", " \n", " review_result\n", @@ -2308,14 +2349,14 @@ " \n", " \n", " emojis_+1\n", - " 1.0\n", - " 2.0\n", + " 3.0\n", + " NaN\n", " NaN\n", " \n", " \n", " emojis__skip_reply\n", " NaN\n", - " 5.0\n", + " NaN\n", " NaN\n", " \n", " \n", @@ -2327,20 +2368,20 @@ " \n", " replies\n", " []\n", - " [{'message_id': '0324ca48-424b-4d6b-842f-c26d6...\n", + " []\n", " []\n", " \n", " \n", " labels_spam_value\n", " 0.0\n", " 0.0\n", - " 0.2\n", + " 0.0\n", " \n", " \n", " labels_spam_count\n", " 3.0\n", - " 4.0\n", - " 5.0\n", + " 3.0\n", + " 3.0\n", " \n", " \n", " labels_lang_mismatch_value\n", @@ -2352,7 +2393,7 @@ " labels_lang_mismatch_count\n", " 3.0\n", " 3.0\n", - " 5.0\n", + " 3.0\n", " \n", " \n", " labels_pii_value\n", @@ -2364,7 +2405,7 @@ " labels_pii_count\n", " 3.0\n", " 3.0\n", - " 5.0\n", + " 3.0\n", " \n", " \n", " labels_not_appropriate_value\n", @@ -2376,7 +2417,7 @@ " labels_not_appropriate_count\n", " 3.0\n", " 3.0\n", - " 5.0\n", + " 3.0\n", " \n", " \n", " labels_hate_speech_value\n", @@ -2388,7 +2429,7 @@ " labels_hate_speech_count\n", " 3.0\n", " 3.0\n", - " 5.0\n", + " 3.0\n", " \n", " \n", " labels_sexual_content_value\n", @@ -2400,73 +2441,73 @@ " labels_sexual_content_count\n", " 3.0\n", " 3.0\n", - " 5.0\n", + " 3.0\n", " \n", " \n", " labels_quality_value\n", + " 0.833333\n", " 0.5\n", - " 1.0\n", - " 0.35\n", + " 0.833333\n", " \n", " \n", " labels_quality_count\n", " 3.0\n", - " 4.0\n", - " 5.0\n", + " 3.0\n", + " 3.0\n", " \n", " \n", " labels_toxicity_value\n", + " 0.083333\n", " 0.0\n", - " 0.0625\n", - " 0.4\n", + " 0.25\n", " \n", " \n", " labels_toxicity_count\n", " 3.0\n", - " 4.0\n", - " 5.0\n", + " 3.0\n", + " 3.0\n", " \n", " \n", " labels_humor_value\n", " 0.083333\n", - " 0.0625\n", - " 0.4\n", + " 0.0\n", + " 0.25\n", " \n", " \n", " labels_humor_count\n", " 3.0\n", - " 4.0\n", - " 5.0\n", + " 3.0\n", + " 3.0\n", " \n", " \n", " labels_creativity_value\n", - " 0.416667\n", - " 0.25\n", - " 0.3\n", + " 0.333333\n", + " 0.166667\n", + " 0.666667\n", " \n", " \n", " labels_creativity_count\n", " 3.0\n", - " 4.0\n", - " 5.0\n", + " 3.0\n", + " 3.0\n", " \n", " \n", " labels_violence_value\n", " 0.0\n", " 0.0\n", - " 0.15\n", + " 0.083333\n", " \n", " \n", " labels_violence_count\n", " 3.0\n", - " 4.0\n", - " 5.0\n", + " 3.0\n", + " 3.0\n", " \n", " \n", " emojis__skip_labeling\n", " NaN\n", " NaN\n", - " 2.0\n", + " NaN\n", " \n", " \n", " emojis_-1\n", @@ -2533,60 +2574,61 @@ "" ], "text/plain": [ - " 58714 39905 62507\n", - "in_oasst1 True True False\n", - "message_tree_id d40f720b-977a-455c-85d9-ad3b4e4599a2 901ae260-aedc-4a66-8c67-fc1049be5f29 e1d3d47b-a090-4c62-995e-c7a5ec9973ea\n", - "tree_state prompt_lottery_waiting growing halted_by_moderator\n", - "message_id d40f720b-977a-455c-85d9-ad3b4e4599a2 901ae260-aedc-4a66-8c67-fc1049be5f29 e1d3d47b-a090-4c62-995e-c7a5ec9973ea\n", - "user_id e5622ea1-08ba-49aa-910f-759ab6210455 1e4757e9-5067-41d5-80e6-c1efcbe04533 82025d9f-861e-47c2-a03b-b2eeeb4fc062\n", - "created_date 2023-02-10T03:45:52.454686+00:00 2023-02-21T11:13:45.105000+00:00 2023-04-18T15:57:50.824561+00:00\n", - "text ¿Cuáles son los platillos más famosos en Perú? Bones, al rebost tinc disponibles: patates, to... 如何评价波西米亚狂想曲？\n", - "role prompter prompter prompter\n", - "lang es ca zh\n", - "review_count 3 3 5\n", - "review_result True True True\n", - "deleted False False False\n", - "synthetic False False False\n", - "emojis_+1 1.0 2.0 NaN\n", - "emojis__skip_reply NaN 5.0 NaN\n", - "emojis__skip_ranking NaN NaN NaN\n", - "replies [] [{'message_id': '0324ca48-424b-4d6b-842f-c26d6... []\n", - "labels_spam_value 0.0 0.0 0.2\n", - "labels_spam_count 3.0 4.0 5.0\n", - "labels_lang_mismatch_value 0.0 0.0 0.0\n", - "labels_lang_mismatch_count 3.0 3.0 5.0\n", - "labels_pii_value 0.0 0.0 0.0\n", - "labels_pii_count 3.0 3.0 5.0\n", - "labels_not_appropriate_value 0.0 0.0 0.0\n", - "labels_not_appropriate_count 3.0 3.0 5.0\n", - "labels_hate_speech_value 0.0 0.0 0.0\n", - "labels_hate_speech_count 3.0 3.0 5.0\n", - "labels_sexual_content_value 0.0 0.0 0.0\n", - "labels_sexual_content_count 3.0 3.0 5.0\n", - "labels_quality_value 0.5 1.0 0.35\n", - "labels_quality_count 3.0 4.0 5.0\n", - "labels_toxicity_value 0.0 0.0625 0.4\n", - "labels_toxicity_count 3.0 4.0 5.0\n", - "labels_humor_value 0.083333 0.0625 0.4\n", - "labels_humor_count 3.0 4.0 5.0\n", - "labels_creativity_value 0.416667 0.25 0.3\n", - "labels_creativity_count 3.0 4.0 5.0\n", - "labels_violence_value 0.0 0.0 0.15\n", - "labels_violence_count 3.0 4.0 5.0\n", - "emojis__skip_labeling NaN NaN 2.0\n", - "emojis_-1 NaN NaN NaN\n", - "labels_helpfulness_value NaN NaN NaN\n", - "labels_helpfulness_count NaN NaN NaN\n", - "emojis_red_flag NaN NaN NaN\n", - "labels_fails_task_value NaN NaN NaN\n", - "labels_fails_task_count NaN NaN NaN\n", - "labels_moral_judgement_value NaN NaN NaN\n", - "labels_moral_judgement_count NaN NaN NaN\n", - "labels_political_content_value NaN NaN NaN\n", - "labels_political_content_count NaN NaN NaN" + " 54571 6047 36620\n", + "is_bad_message_id False False False\n", + "in_oasst1 True True True\n", + "message_tree_id c4c5d168-5b14-43c9-a0f8-62c3988a289b 1599a0d7-dcb0-4ee1-8d42-ec169442a65f 84e78fe6-0af6-42af-8826-db42ade5ced9\n", + "tree_state prompt_lottery_waiting prompt_lottery_waiting prompt_lottery_waiting\n", + "message_id c4c5d168-5b14-43c9-a0f8-62c3988a289b 1599a0d7-dcb0-4ee1-8d42-ec169442a65f 84e78fe6-0af6-42af-8826-db42ade5ced9\n", + "user_id d2e58e81-4488-4330-8918-188dfbb1790f 5e408f6b-e739-4b3a-8a56-e18a6a9ccc46 2c687aff-39d6-4954-8ce2-f572ead41861\n", + "created_date 2023-02-05T16:44:29.109453+00:00 2023-03-17T18:46:25.417078+00:00 2023-02-18T03:57:47.018942+00:00\n", + "text What are the best knots if I only have a very ... Qual é a raiz quadrada de 3? Which pair of the following cities is closest ...\n", + "role prompter prompter prompter\n", + "lang en pt-BR en\n", + "review_count 3 3 3\n", + "review_result True True True\n", + "deleted False False False\n", + "synthetic False False False\n", + "emojis_+1 3.0 NaN NaN\n", + "emojis__skip_reply NaN NaN NaN\n", + "emojis__skip_ranking NaN NaN NaN\n", + "replies [] [] []\n", + "labels_spam_value 0.0 0.0 0.0\n", + "labels_spam_count 3.0 3.0 3.0\n", + "labels_lang_mismatch_value 0.0 0.0 0.0\n", + "labels_lang_mismatch_count 3.0 3.0 3.0\n", + "labels_pii_value 0.0 0.0 0.0\n", + "labels_pii_count 3.0 3.0 3.0\n", + "labels_not_appropriate_value 0.0 0.0 0.0\n", + "labels_not_appropriate_count 3.0 3.0 3.0\n", + "labels_hate_speech_value 0.0 0.0 0.0\n", + "labels_hate_speech_count 3.0 3.0 3.0\n", + "labels_sexual_content_value 0.0 0.0 0.0\n", + "labels_sexual_content_count 3.0 3.0 3.0\n", + "labels_quality_value 0.833333 0.5 0.833333\n", + "labels_quality_count 3.0 3.0 3.0\n", + "labels_toxicity_value 0.083333 0.0 0.25\n", + "labels_toxicity_count 3.0 3.0 3.0\n", + "labels_humor_value 0.083333 0.0 0.25\n", + "labels_humor_count 3.0 3.0 3.0\n", + "labels_creativity_value 0.333333 0.166667 0.666667\n", + "labels_creativity_count 3.0 3.0 3.0\n", + "labels_violence_value 0.0 0.0 0.083333\n", + "labels_violence_count 3.0 3.0 3.0\n", + "emojis__skip_labeling NaN NaN NaN\n", + "emojis_-1 NaN NaN NaN\n", + "labels_helpfulness_value NaN NaN NaN\n", + "labels_helpfulness_count NaN NaN NaN\n", + "emojis_red_flag NaN NaN NaN\n", + "labels_fails_task_value NaN NaN NaN\n", + "labels_fails_task_count NaN NaN NaN\n", + "labels_moral_judgement_value NaN NaN NaN\n", + "labels_moral_judgement_count NaN NaN NaN\n", + "labels_political_content_value NaN NaN NaN\n", + "labels_political_content_count NaN NaN NaN" ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -2598,7 +2640,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -2616,7 +2658,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -2633,7 +2675,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 11, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -2645,7 +2687,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -2662,7 +2704,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -2674,7 +2716,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -2691,7 +2733,7 @@ "Name: in_oasst1, dtype: float64" ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -2703,7 +2745,32 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "in_oasst1 is_bad_message_id\n", + "False False 5896\n", + " True 31\n", + "True False 64741\n", + " True 5\n", + "Name: message_tree_id, dtype: int64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_oasst1dot1.groupby([\"in_oasst1\", \"is_bad_message_id\"])[\"message_tree_id\"].count()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -2734,7 +2801,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -2785,7 +2852,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -2816,7 +2883,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -2847,7 +2914,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -2878,7 +2945,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -2904,7 +2971,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -2932,7 +2999,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 23, "metadata": {}, "outputs": [ { From 6c5775dfb8ee5ae6444e1d18eb4b974abbfa025c Mon Sep 17 00:00:00 2001 From: Andrew Maguire Date: Wed, 8 Nov 2023 16:01:19 +0000 Subject: [PATCH 10/10] add count of bad messages in oasst1dot1 --- notebooks/openassistant-oasst1.1/eda.ipynb | 25 ++++++++++++++++++++++ 1 file changed, 25 insertions(+) diff --git a/notebooks/openassistant-oasst1.1/eda.ipynb b/notebooks/openassistant-oasst1.1/eda.ipynb index 02c5732eec..72b3c92402 100644 --- a/notebooks/openassistant-oasst1.1/eda.ipynb +++ b/notebooks/openassistant-oasst1.1/eda.ipynb @@ -3027,6 +3027,31 @@ "plt.tight_layout()\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "113\n" + ] + } + ], + "source": [ + "bad_message_count = 0\n", + "for m in oasst1dot1_data:\n", + " message_tree_id = m[\"message_tree_id\"]\n", + " prompt_message_id = m[\"prompt\"][\"message_id\"]\n", + " for r in m[\"prompt\"][\"replies\"]:\n", + " reply_message_id = r[\"message_id\"]\n", + " if reply_message_id in bad_message_id_list:\n", + " bad_message_count += 1\n", + "print(bad_message_count)" + ] } ], "metadata": {