{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Select Preference Data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:11:04.757824Z", "start_time": "2024-05-26T00:11:04.555293Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:00:07.031597Z", "iopub.status.busy": "2025-11-23T23:00:07.031471Z", "iopub.status.idle": "2025-11-23T23:00:07.253175Z", "shell.execute_reply": "2025-11-23T23:00:07.252673Z" } }, "outputs": [], "source": [ "!sudo tailscale up --accept-routes=true\n", "# setup autoload\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:11:08.392310Z", "start_time": "2024-05-26T00:11:04.759383Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:00:07.254840Z", "iopub.status.busy": "2025-11-23T23:00:07.254438Z", "iopub.status.idle": "2025-11-23T23:00:13.385653Z", "shell.execute_reply": "2025-11-23T23:00:13.385072Z" } }, "outputs": [], "source": [ "# make sure sqlalchemy is >=2\n", "# pip install psycopg2-binary\n", "# pip install \"sqlalchemy>=2\"\n", "import os\n", "import datetime\n", "from collections import defaultdict, Counter\n", "import json\n", "from urllib.parse import quote\n", "import time\n", "import boto3\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import sqlalchemy\n", "import tqdm\n", "from botocore.exceptions import ClientError\n", "from suno_analytics.preference_helper import (\n", " get_preference_counts,\n", " plot_preference_data_for_each_task,\n", ")\n", "from suno_analytics.preference_data_selection import (\n", " gather_data,\n", " gather_data_with_snowflake,\n", " plot_clip_distribution,\n", " parse_metadata_for_basics,\n", " get_concat_clip_ids,\n", " validate_preference_data,\n", " run_bot_detection,\n", " print_out_value_counts_nicely,\n", " merge_concat_clips_with_reactions,\n", " plot_clip_basic_distributions,\n", " run_bot_detection_old,\n", ")\n", "\n", "# setup some pandas display stuff\n", "pd.set_option(\"display.max_rows\", 500)\n", "pd.set_option(\"display.max_columns\", 500)\n", "pd.set_option(\"display.width\", 1000)\n", "\n", "\n", "def get_secret():\n", " secret_name = \"app-user-main-db-secret\"\n", " region_name = \"us-east-2\"\n", " # Create a Secrets Manager client\n", " session = boto3.session.Session()\n", " client = session.client(service_name=\"secretsmanager\", region_name=region_name)\n", " try:\n", " get_secret_value_response = client.get_secret_value(SecretId=secret_name)\n", " except ClientError as e:\n", " raise e\n", " secret = get_secret_value_response[\"SecretString\"]\n", " return json.loads(secret)\n", "\n", "\n", "my_secrets = get_secret()\n", "engine = sqlalchemy.create_engine(\n", " \"postgresql://suno:%s@suno-main-postgres-prod-analytics.cnfvffydbwvc.us-east-2.rds.amazonaws.com/suno_main\"\n", " % quote(my_secrets[\"password\"]),\n", ")\n", "home_dir = os.path.expanduser(\"~\")\n", "snow_username = \"TONY\"\n", "snow_password_path = os.path.join(home_dir, \".ssh\", \"rsa_key.p8\")\n", "if os.path.exists(snow_password_path):\n", " # !pip install snowflake\n", " from snowflake.core import Root\n", " from snowflake.snowpark import Session\n", "\n", " CONNECTION_PARAMETERS = {\n", " \"account\": \"fu90569.us-east-2.aws\",\n", " \"user\": snow_username,\n", " # \"password\": snow_password,\n", " \"private_key_file\": snow_password_path,\n", " \"role\": \"ACCOUNTADMIN\",\n", " \"database\": \"SUNO_PROD\",\n", " \"warehouse\": \"SUNO_PROD_LARGE\",\n", " \"schema\": \"PROD\",\n", " }" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Validate some info" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:11:08.550447Z", "start_time": "2024-05-26T00:11:08.397196Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:00:13.387629Z", "iopub.status.busy": "2025-11-23T23:00:13.387391Z", "iopub.status.idle": "2025-11-23T23:00:13.406928Z", "shell.execute_reply": "2025-11-23T23:00:13.406436Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2025-11-23 23:00:13.404849 1763938813.40485 2025-11-23 19:00:13\n" ] } ], "source": [ "# there are 4 hr time difference between eastern time and utc\n", "# now there are 5 hr time difference?! WTF\n", "cutoff_date = (\n", " (datetime.datetime.now() - datetime.timedelta(hours=4))\n", " .astimezone(datetime.timezone.utc)\n", " .strftime(\"%Y-%m-%d %H:%M:%S\")\n", ")\n", "print(datetime.datetime.now(), time.time(), cutoff_date)\n", "target_model_name = \"chirp-v3p5-engine-t-6\"" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:11:09.349857Z", "start_time": "2024-05-26T00:11:08.551408Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:00:13.432158Z", "iopub.status.busy": "2025-11-23T23:00:13.432013Z", "iopub.status.idle": "2025-11-23T23:00:13.858021Z", "shell.execute_reply": "2025-11-23T23:00:13.857552Z" } }, "outputs": [], "source": [ "df_all_tables = pd.read_sql_query(\n", " \"SELECT table_name FROM information_schema.tables WHERE table_schema = 'public'\",\n", " engine,\n", ")\n", "# should have all the basic table names here\n", "assert df_all_tables[\"table_name\"].nunique() >= 61" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Query the DB" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:00:13.859399Z", "iopub.status.busy": "2025-11-23T23:00:13.859254Z", "iopub.status.idle": "2025-11-23T23:00:14.612231Z", "shell.execute_reply": "2025-11-23T23:00:14.611742Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PROD\n" ] } ], "source": [ "if not os.path.exists(snow_password_path):\n", " raise Exception(\"you are not authorized to access snowflake -- please setup\")\n", "snow_session = Session.builder.configs(CONNECTION_PARAMETERS).create()\n", "snow_root = Root(snow_session)\n", "snow_schema = snow_root.databases[\"SUNO_PROD\"].schemas[\"PROD\"]\n", "print(snow_schema.name)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:00:14.613540Z", "iopub.status.busy": "2025-11-23T23:00:14.613402Z", "iopub.status.idle": "2025-11-23T23:26:20.313164Z", "shell.execute_reply": "2025-11-23T23:26:20.312391Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Start gather data from 2025-11-23 19:00:13\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Bots Action: 2,880,282 rows\n", " ---- Execution time: 215.20 seconds\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Reactions: 4,039,266 rows\n", " ---- Execution time: 123.47 seconds\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Total Clips: 2,901,307 rows\n", " ---- Execution time: 1107.14 seconds\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Playlist Clips: 101,668 rows\n", " ---- Execution time: 8.02 seconds\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Authenticated Users: 1,745,333 rows\n", " ---- Execution time: 34.79 seconds\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Discord Info: 1,448,626 rows\n", "subscription_status\n", "active 1430448\n", "past_due 18178\n", "Name: count, dtype: int64\n", " ---- Execution time: 77.07 seconds\n" ] } ], "source": [ "gathered_data = gather_data(engine, cutoff_date)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:26:20.315128Z", "iopub.status.busy": "2025-11-23T23:26:20.314715Z", "iopub.status.idle": "2025-11-23T23:26:21.659978Z", "shell.execute_reply": "2025-11-23T23:26:21.659366Z" } }, "outputs": [], "source": [ "bots_action_df = gathered_data[\"bots_action_df\"]\n", "reaction_df = gathered_data[\"reaction_df\"]\n", "total_clip_df = gathered_data[\"total_clip_df\"]\n", "playlist_clip_df = gathered_data[\"playlist_clip_df\"]\n", "discord_info_df = gathered_data[\"discord_info_df\"]" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:26:21.661750Z", "iopub.status.busy": "2025-11-23T23:26:21.661583Z", "iopub.status.idle": "2025-11-23T23:26:29.874129Z", "shell.execute_reply": "2025-11-23T23:26:29.873352Z" } }, "outputs": [], "source": [ "# parse out the necessary metadata early\n", "total_clip_df[\n", " [\"continued_parent\", \"duration\", \"source\", \"clip_type\", \"task\", \"edited_clip_id\"]\n", "] = pd.DataFrame(\n", " total_clip_df[\"metadata\"].map(parse_metadata_for_basics).tolist(),\n", " index=total_clip_df.index,\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:26:29.876520Z", "iopub.status.busy": "2025-11-23T23:26:29.875990Z", "iopub.status.idle": "2025-11-23T23:26:34.973715Z", "shell.execute_reply": "2025-11-23T23:26:34.973047Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "total clips: 2901307\n", "gen: 2481333 (85.52%)\n", "preview: 275908 (9.51%)\n", "upload: 72000 (2.48%)\n", "upsample: 38037 (1.31%)\n", "rendered_context_window: 18878 (0.65%)\n", "concat: 6672 (0.23%)\n", "edit_v3_export: 2623 (0.09%)\n", "studio_export: 2137 (0.07%)\n", "edit_speed: 1527 (0.05%)\n", "concat_infilling: 1430 (0.05%)\n", "edit_crop: 656 (0.02%)\n", "edit_fade: 106 (0.00%)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "==============\n", "total without model: 95754\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "upload: 72000 (75.19%)\n", "rendered_context_window: 18878 (19.72%)\n", "edit_v3_export: 2623 (2.74%)\n", "studio_export: 2137 (2.23%)\n", "edit_crop: 62 (0.06%)\n", "edit_speed: 50 (0.05%)\n", "edit_fade: 4 (0.00%)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Total number of hours: 5\n", "Average clips per hour: 580261.40\n", "Max clips in an hour: 769551\n", "Min clips in an hour: 44209\n" ] } ], "source": [ "# filter on versions\n", "clip_df = total_clip_df.copy()\n", "total_clip_counts = clip_df.shape[0]\n", "print(f\"total clips: {total_clip_counts}\")\n", "print_out_value_counts_nicely(clip_df, \"clip_type\")\n", "# check the number of audio uploads\n", "upload_clip_df = total_clip_df[total_clip_df[\"clip_type\"] == \"upload\"].copy()\n", "print(\"==============\")\n", "print(\"total without model:\", (total_clip_df[\"model_name\"] == \"\").sum())\n", "print_out_value_counts_nicely(\n", " total_clip_df[total_clip_df[\"model_name\"] == \"\"], \"clip_type\"\n", ")\n", "# Call the function\n", "plot_clip_distribution(total_clip_df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Proceed with feature engineering and cleaning up" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:26:34.975733Z", "iopub.status.busy": "2025-11-23T23:26:34.975179Z", "iopub.status.idle": "2025-11-23T23:26:35.163937Z", "shell.execute_reply": "2025-11-23T23:26:35.163238Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of upvoates: 488,196 rows\n", "number of flagged reports: 3,812 rows\n" ] } ], "source": [ "upvoted_df = reaction_df[reaction_df[\"reaction_type\"] == \"L\"].copy()\n", "print(f\"number of upvoates: {upvoted_df.shape[0]:,} rows\")\n", "upvoted_ids = upvoted_df[\"clip_id\"]\n", "flagged_df = reaction_df[reaction_df[\"flagged\"]].copy()\n", "print(f\"number of flagged reports: {flagged_df.shape[0]:,} rows\")\n", "flagged_ids = flagged_df[\"clip_id\"]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:26:35.165689Z", "iopub.status.busy": "2025-11-23T23:26:35.165258Z", "iopub.status.idle": "2025-11-23T23:26:36.114515Z", "shell.execute_reply": "2025-11-23T23:26:36.113798Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reactions fraction by pro user:\n", "True: 2398968 (59.39%)\n", "False: 1640298 (40.61%)\n", "------------\n", "Clip generated fraction by pro user:\n", "True: 1915427 (66.02%)\n", "False: 985880 (33.98%)\n" ] } ], "source": [ "# this is probably the right way to figure out the pro user group\n", "pro_users = set(discord_info_df[\"user_id\"].unique())\n", "reaction_df[\"is_pro_user\"] = reaction_df[\"user_id\"].isin(pro_users)\n", "clip_df[\"is_pro_user\"] = clip_df[\"user_id\"].isin(pro_users)\n", "# reaction check\n", "print(\"Reactions fraction by pro user:\")\n", "print_out_value_counts_nicely(reaction_df, \"is_pro_user\")\n", "print(\"------------\")\n", "# clip check\n", "print(\"Clip generated fraction by pro user:\")\n", "print_out_value_counts_nicely(clip_df, \"is_pro_user\")" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:26:36.116212Z", "iopub.status.busy": "2025-11-23T23:26:36.115842Z", "iopub.status.idle": "2025-11-23T23:26:37.749065Z", "shell.execute_reply": "2025-11-23T23:26:37.748342Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "stem parent ids: 14932\n" ] } ], "source": [ "# find out the stem parent ids\n", "stem_parent_ids = set(clip_df[\"metadata\"].apply(lambda x: x.get(\"stem_from_id\", \"xxx\")))\n", "print(\"stem parent ids:\", len(stem_parent_ids))" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:12.019778Z", "start_time": "2024-05-26T00:22:57.637371Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:26:37.751152Z", "iopub.status.busy": "2025-11-23T23:26:37.750536Z", "iopub.status.idle": "2025-11-23T23:26:43.212517Z", "shell.execute_reply": "2025-11-23T23:26:43.211795Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Clips in a splaylist:\n", "False: 2879184 (99.24%)\n", "True: 22123 (0.76%)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "------------\n", "Clips has stem children:\n", "False: 2892843 (99.71%)\n", "True: 8464 (0.29%)\n" ] } ], "source": [ "# add clip is in playlist feature\n", "clip_df[\"is_in_playlist\"] = clip_df[\"id\"].isin(playlist_clip_df[\"clip_id\"].unique())\n", "print(\"Clips in a splaylist:\")\n", "print_out_value_counts_nicely(clip_df, \"is_in_playlist\")\n", "clip_df[\"has_stems\"] = clip_df[\"id\"].astype(str).isin(stem_parent_ids)\n", "print(\"------------\")\n", "print(\"Clips has stem children:\")\n", "print_out_value_counts_nicely(clip_df, \"has_stems\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:17.912428Z", "start_time": "2024-05-26T00:23:12.021726Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:26:43.214147Z", "iopub.status.busy": "2025-11-23T23:26:43.213962Z", "iopub.status.idle": "2025-11-23T23:26:44.411551Z", "shell.execute_reply": "2025-11-23T23:26:44.410831Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "clips that have children: 378286 \n", "clips that are parents: 37497 \n", " Average continues from clip = 10.09\n", "web: 1890006 (65.90%)\n", "android: 540243 (18.84%)\n", "ios: 437384 (15.25%)\n", "external: 321 (0.01%)\n", "living-radio: 86 (0.00%)\n" ] } ], "source": [ "clip_history_df = clip_df[~clip_df[\"continued_parent\"].isna()].copy()\n", "# these are the direct parent's ids -- not grandparents\n", "has_continued_children_ids = clip_history_df[\"continued_parent\"]\n", "print(\n", " \"clips that have children:\",\n", " len(has_continued_children_ids),\n", " \"\\nclips that are parents:\",\n", " has_continued_children_ids.nunique(),\n", " \"\\n\",\n", " \"Average continues from clip = \",\n", " round(\n", " len(has_continued_children_ids) / len(has_continued_children_ids.unique()), 2\n", " ),\n", ")\n", "# Get value counts\n", "print_out_value_counts_nicely(clip_df, \"source\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:22.092835Z", "start_time": "2024-05-26T00:23:17.914456Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:26:44.413352Z", "iopub.status.busy": "2025-11-23T23:26:44.412906Z", "iopub.status.idle": "2025-11-23T23:26:47.981513Z", "shell.execute_reply": "2025-11-23T23:26:47.980748Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "total uploads: 95754\n", "clips without request id: 106029\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "==============\n", "clips without request id: 106029 clip_type\n", "upload 72000\n", "rendered_context_window 18878\n", "concat 6672\n", "edit_v3_export 2623\n", "studio_export 2137\n", "edit_speed 1527\n", "concat_infilling 1430\n", "edit_crop 656\n", "edit_fade 106\n", "Name: count, dtype: int64\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Clips without request id (concat, uploads...) frac = 0.00443\n" ] } ], "source": [ "print(\"total uploads:\", (clip_df[\"model_name\"] == \"\").sum())\n", "print(\"clips without request id:\", (clip_df[\"request_id\"].isna()).sum())\n", "concated_clips = clip_df[\n", " (clip_df[\"clip_type\"] == \"concat\")\n", " | (clip_df[\"clip_type\"] == \"concat_infilling\")\n", " | (clip_df[\"clip_type\"] == \"stem_mix\")\n", " | (clip_df[\"clip_type\"] == \"edit_v3_export\")\n", " | (clip_df[\"clip_type\"] == \"studio_export\")\n", "].copy()\n", "non_request_clips = clip_df[clip_df[\"request_id\"].isna()].copy()\n", "print(\"==============\")\n", "print(\n", " \"clips without request id:\",\n", " non_request_clips.shape[0],\n", " non_request_clips[\"clip_type\"].value_counts(),\n", ")\n", "clip_df = clip_df[~clip_df[\"request_id\"].isna()]\n", "print(\n", " f\"Clips without request id (concat, uploads...) frac = {concated_clips.shape[0] / total_clip_counts:.5f}\"\n", ")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:22.833148Z", "start_time": "2024-05-26T00:23:22.094796Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:26:47.983256Z", "iopub.status.busy": "2025-11-23T23:26:47.983070Z", "iopub.status.idle": "2025-11-23T23:26:48.587398Z", "shell.execute_reply": "2025-11-23T23:26:48.586766Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "chirp-crow-t1: 1242338 (44.44%)\n", "chirp-auk-turbo-t2: 657742 (23.53%)\n", "chirp-ahi-stem-12-t1: 278025 (9.95%)\n", "chirp-crow-engine-b: 176655 (6.32%)\n", "chirp-crow-t1-d175: 71349 (2.55%)\n", "chirp-crow-t1-d70: 71325 (2.55%)\n", "chirp-bluejay-t2: 43574 (1.56%)\n", "chirp-auk-turbo-engine-b: 36833 (1.32%)\n", "chirp-carp-up-1: 36030 (1.29%)\n", "chirp-bluejay-engine-b: 27090 (0.97%)\n", "chirp-v4-engine-b: 26177 (0.94%)\n", "chirp-crow-t2: 20995 (0.75%)\n", "chirp-auk-engine-b: 18447 (0.66%)\n", "chirp-crow-t1-c2: 17995 (0.64%)\n", "chirp-crow-t1-c1: 17667 (0.63%)\n", "chirp-auk-t1: 11985 (0.43%)\n", "chirp-v3p5-engine-s-8: 11387 (0.41%)\n", "chirp-carp-up-c-1: 8808 (0.32%)\n", "chirp-crow: 4578 (0.16%)\n", "chirp-v4-h-s-32: 4199 (0.15%)\n", "chirp-v3p5-engine-b: 3879 (0.14%)\n", "chirp-auk-turbo: 3250 (0.12%)\n", "chirp-v3p5-engine-t-6: 1105 (0.04%)\n", "chirp-v4-h-t-6: 1066 (0.04%)\n", "chirp-bass-up-3: 639 (0.02%)\n", "chirp-ahi-up-3: 548 (0.02%)\n", "chirp-auk-infill: 372 (0.01%)\n", "chirp-v4-h-api: 243 (0.01%)\n", "chirp-bluejay: 179 (0.01%)\n", "chirp-v3p5-engine-b-tau: 130 (0.00%)\n", "chirp-v3-5: 128 (0.00%)\n", "chirp-v3-engine-i: 112 (0.00%)\n", "chirp-v2-xxl-alpha: 98 (0.00%)\n", "chirp-stem: 83 (0.00%)\n", "chirp-v4-engine-b-tau: 78 (0.00%)\n", "chirp-auk: 59 (0.00%)\n", "chirp-v4: 54 (0.00%)\n", "chirp-carp: 18 (0.00%)\n", "chirp-v4-up-u-d-2-5: 16 (0.00%)\n", "chirp-v3-5-tau: 7 (0.00%)\n", "chirp-crow-t1-p4: 7 (0.00%)\n", "chirp-v3p5-engine-short: 6 (0.00%)\n", "chirp-bass: 1 (0.00%)\n", "chirp-v4-tau: 1 (0.00%)\n" ] } ], "source": [ "# check the model conts\n", "print_out_value_counts_nicely(clip_df, \"model_name\")" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:26.317699Z", "start_time": "2024-05-26T00:23:22.835074Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:26:48.589023Z", "iopub.status.busy": "2025-11-23T23:26:48.588846Z", "iopub.status.idle": "2025-11-23T23:26:59.245181Z", "shell.execute_reply": "2025-11-23T23:26:59.244446Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "pre-filter model type clip_df shape: (2795278, 39)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "post-filter model type clip_df shape: (2786548, 39)\n", "chirp-crow-t1: 1242338 (44.58%)\n", "chirp-auk-turbo-t2: 657742 (23.60%)\n", "chirp-ahi-stem-12-t1: 278025 (9.98%)\n", "chirp-crow-engine-b: 176655 (6.34%)\n", "chirp-crow-t1-d175: 71349 (2.56%)\n", "chirp-crow-t1-d70: 71325 (2.56%)\n", "chirp-bluejay-t2: 43574 (1.56%)\n", "chirp-auk-turbo-engine-b: 36833 (1.32%)\n", "chirp-carp-up-1: 36030 (1.29%)\n", "chirp-bluejay-engine-b: 27090 (0.97%)\n", "chirp-v4-engine-b: 26177 (0.94%)\n", "chirp-crow-t2: 20995 (0.75%)\n", "chirp-auk-engine-b: 18447 (0.66%)\n", "chirp-crow-t1-c2: 17995 (0.65%)\n", "chirp-crow-t1-c1: 17667 (0.63%)\n", "chirp-auk-t1: 11985 (0.43%)\n", "chirp-v3p5-engine-s-8: 11387 (0.41%)\n", "chirp-carp-up-c-1: 8808 (0.32%)\n", "chirp-v4-h-s-32: 4199 (0.15%)\n", "chirp-v3p5-engine-b: 3879 (0.14%)\n", "chirp-v3p5-engine-t-6: 1105 (0.04%)\n", "chirp-v4-h-t-6: 1066 (0.04%)\n", "chirp-bass-up-3: 639 (0.02%)\n", "chirp-ahi-up-3: 548 (0.02%)\n", "chirp-v4-h-api: 243 (0.01%)\n", "chirp-v3p5-engine-b-tau: 130 (0.00%)\n", "chirp-v3-engine-i: 112 (0.00%)\n", "chirp-v2-xxl-alpha: 98 (0.00%)\n", "chirp-v4-engine-b-tau: 78 (0.00%)\n", "chirp-v4-up-u-d-2-5: 16 (0.00%)\n", "chirp-crow-t1-p4: 7 (0.00%)\n", "chirp-v3p5-engine-short: 6 (0.00%)\n" ] } ], "source": [ "print(\"pre-filter model type clip_df shape:\", clip_df.shape)\n", "clip_df = clip_df[\n", " (clip_df[\"model_name\"] != \"chirp-v3-5\")\n", " & (clip_df[\"model_name\"] != \"chirp-v3-0\")\n", " & (clip_df[\"model_name\"] != \"chirp-v3-5-tau\")\n", " & (clip_df[\"model_name\"] != \"chirp-v3-5-upload\")\n", " & (clip_df[\"model_name\"] != \"chirp-v3-5-short\")\n", " & (clip_df[\"model_name\"] != \"chirp-v4\")\n", " & (clip_df[\"model_name\"] != \"chirp-v4-tau\")\n", " & (clip_df[\"model_name\"] != \"chirp-up\")\n", " & (clip_df[\"model_name\"] != \"chirp-ahi\")\n", " & (clip_df[\"model_name\"] != \"chirp-auk\")\n", " & (clip_df[\"model_name\"] != \"chirp-bluejay\")\n", " & (clip_df[\"model_name\"] != \"chirp-bass\")\n", " & (clip_df[\"model_name\"] != \"chirp-carp\")\n", " & (clip_df[\"model_name\"] != \"chirp-crow\")\n", " & (clip_df[\"model_name\"] != \"chirp-crow-a\")\n", " & (clip_df[\"model_name\"] != \"chirp-auk-turbo\")\n", " & (clip_df[\"model_name\"] != \"chirp-stem\")\n", " & (clip_df[\"model_name\"] != \"chirp-auk-infill\")\n", "]\n", "print(\"post-filter model type clip_df shape:\", clip_df.shape)\n", "print_out_value_counts_nicely(clip_df, \"model_name\")" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:26:59.247014Z", "iopub.status.busy": "2025-11-23T23:26:59.246717Z", "iopub.status.idle": "2025-11-23T23:27:00.434734Z", "shell.execute_reply": "2025-11-23T23:27:00.434018Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "concat reactions: 9975 unique concat clips: 8711\n", "total concats (12862, 42)\n", "check \n", " reaction_play_count reaction_upvote_count reaction_dislike_count\n", "count 8711.000000 8711.000000 8711.000000\n", "mean 3.203995 0.209390 0.010676\n", "std 5.862572 1.210842 0.102778\n", "min 1.000000 0.000000 0.000000\n", "25% 1.000000 0.000000 0.000000\n", "50% 2.000000 0.000000 0.000000\n", "75% 3.000000 0.000000 0.000000\n", "max 158.000000 42.000000 1.000000\n", "All concats 12862\n", "total concats with plays 8711\n" ] } ], "source": [ "concated_clips = merge_concat_clips_with_reactions(concated_clips, reaction_df)\n", "# TODO: why so many clips are concats without plays??? -- oh probably they concat multiple times?\n", "print(\"All concats\", concated_clips.shape[0])\n", "concated_clips = concated_clips[concated_clips[\"reaction_play_count\"] > 0]\n", "print(\"total concats with plays\", concated_clips.shape[0])" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:38.974479Z", "start_time": "2024-05-26T00:23:34.385507Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:27:00.436378Z", "iopub.status.busy": "2025-11-23T23:27:00.436199Z", "iopub.status.idle": "2025-11-23T23:27:01.041589Z", "shell.execute_reply": "2025-11-23T23:27:01.040890Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "535da66d-7430-4d9a-9a68-555a7cdc0c86 no duration\n", "535da66d-7430-4d9a-9a68-555a7cdc0c86 no duration\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "total concat unique clips are: 18567 with error: 182, duplicate 968 \n", " uploads are in concats 1 frac 0.000\n" ] } ], "source": [ "concat_clips_ids = get_concat_clip_ids(concated_clips, clip_df, upload_clip_df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Features" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:40.236690Z", "start_time": "2024-05-26T00:23:39.995713Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:27:01.043224Z", "iopub.status.busy": "2025-11-23T23:27:01.043043Z", "iopub.status.idle": "2025-11-23T23:27:01.219135Z", "shell.execute_reply": "2025-11-23T23:27:01.218435Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "count 2.786548e+06\n", "mean 7.596217e+01\n", "std 1.702725e+02\n", "min 1.000000e+00\n", "25% 1.000000e+01\n", "50% 2.000000e+01\n", "75% 5.600000e+01\n", "max 1.563000e+03\n", "Name: user_n_clips, dtype: float64\n" ] } ], "source": [ "# set user number of clips generated\n", "clip_df[\"user_n_clips\"] = clip_df[\"user_id\"].map(clip_df[\"user_id\"].value_counts())\n", "print(clip_df[\"user_n_clips\"].describe())" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:44.826860Z", "start_time": "2024-05-26T00:23:40.238330Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:27:01.220779Z", "iopub.status.busy": "2025-11-23T23:27:01.220421Z", "iopub.status.idle": "2025-11-23T23:27:03.148088Z", "shell.execute_reply": "2025-11-23T23:27:03.147355Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "has upvoted upvoted\n", "False 2681108\n", "True 105440\n", "Name: count, dtype: int64 upvoted\n", "False 0.962161\n", "True 0.037839\n", "Name: proportion, dtype: float64 upvote_count\n", "False 0.96125\n", "True 0.03875\n", "Name: proportion, dtype: float64 upvote_count\n", "False 0.999573\n", "True 0.000427\n", "Name: proportion, dtype: float64\n" ] } ], "source": [ "# add upvoted column\n", "clip_df[\"upvoted\"] = clip_df[\"id\"].isin(upvoted_ids)\n", "print(\n", " \"has upvoted\",\n", " clip_df[\"upvoted\"].value_counts(),\n", " clip_df[\"upvoted\"].value_counts(normalize=True),\n", " (clip_df[\"upvote_count\"] >= 1).value_counts(normalize=True),\n", " (clip_df[\"upvote_count\"] > 1).value_counts(normalize=True),\n", ")" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:48.404433Z", "start_time": "2024-05-26T00:23:44.857788Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:27:03.149752Z", "iopub.status.busy": "2025-11-23T23:27:03.149573Z", "iopub.status.idle": "2025-11-23T23:27:04.840524Z", "shell.execute_reply": "2025-11-23T23:27:04.839791Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "downvoted fraction by category:\n", "False: 2729627 (97.96%)\n", "True: 56921 (2.04%)\n" ] } ], "source": [ "disliked_ids = reaction_df[reaction_df[\"reaction_type\"] == \"D\"][\"clip_id\"].unique()\n", "clip_df[\"downvoted\"] = clip_df[\"id\"].isin(disliked_ids)\n", "print(\"downvoted fraction by category:\")\n", "print_out_value_counts_nicely(clip_df, \"downvoted\")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:23:56.590022Z", "start_time": "2024-05-26T00:23:48.405668Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:27:04.842163Z", "iopub.status.busy": "2025-11-23T23:27:04.841979Z", "iopub.status.idle": "2025-11-23T23:27:08.318743Z", "shell.execute_reply": "2025-11-23T23:27:08.318012Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "has_continued fraction by category:\n", "False: 2774701 (99.57%)\n", "True: 11847 (0.43%)\n" ] } ], "source": [ "clip_df[\"has_continued\"] = (\n", " clip_df[\"id\"].astype(str).isin(set(list(has_continued_children_ids)))\n", ")\n", "print(\"has_continued fraction by category:\")\n", "print_out_value_counts_nicely(clip_df, \"has_continued\")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:27:08.320408Z", "iopub.status.busy": "2025-11-23T23:27:08.320219Z", "iopub.status.idle": "2025-11-23T23:27:08.364891Z", "shell.execute_reply": "2025-11-23T23:27:08.364299Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "has upvoted in exp 0.03784\n", "has downvoted out of exp 0.02043\n" ] } ], "source": [ "print(\n", " \"has upvoted in exp\",\n", " round(clip_df[\"upvoted\"].value_counts(normalize=True)[True], 5),\n", ")\n", "print(\n", " \"has downvoted out of exp\",\n", " round(clip_df[\"downvoted\"].value_counts(normalize=True)[True], 5),\n", ")" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:04.704306Z", "start_time": "2024-05-26T00:23:56.591353Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:27:08.366237Z", "iopub.status.busy": "2025-11-23T23:27:08.366081Z", "iopub.status.idle": "2025-11-23T23:27:11.709086Z", "shell.execute_reply": "2025-11-23T23:27:11.708360Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "part_of_concat fraction by category:\n", "False: 2775305 (99.60%)\n", "True: 11243 (0.40%)\n", "------------\n", "Model distribution for part_of_concat clips:\n", "chirp-crow-t1: 49.61%\n", "chirp-ahi-stem-12-t1: 16.60%\n", "chirp-auk-turbo-t2: 7.13%\n", "chirp-crow-t2: 6.54%\n", "chirp-carp-up-1: 4.51%\n", "chirp-crow-t1-d175: 3.35%\n", "chirp-crow-engine-b: 2.95%\n", "chirp-crow-t1-d70: 2.73%\n", "chirp-bluejay-t2: 2.52%\n", "chirp-crow-t1-c2: 0.91%\n", "chirp-carp-up-c-1: 0.86%\n", "chirp-crow-t1-c1: 0.74%\n", "chirp-auk-t1: 0.43%\n", "chirp-v4-h-s-32: 0.21%\n", "chirp-v4-h-t-6: 0.17%\n", "chirp-v3p5-engine-t-6: 0.17%\n", "chirp-bluejay-engine-b: 0.15%\n", "chirp-v3p5-engine-s-8: 0.13%\n", "chirp-auk-turbo-engine-b: 0.12%\n", "chirp-auk-engine-b: 0.08%\n", "chirp-bass-up-3: 0.05%\n", "chirp-v3-engine-i: 0.03%\n" ] } ], "source": [ "# add concat column\n", "clip_df[\"part_of_concat\"] = clip_df[\"id\"].astype(str).isin(concat_clips_ids)\n", "print(\"part_of_concat fraction by category:\")\n", "print_out_value_counts_nicely(clip_df, \"part_of_concat\")\n", "print(\"------------\")\n", "print(\"Model distribution for part_of_concat clips:\")\n", "for model, fraction in (\n", " clip_df[clip_df[\"part_of_concat\"]][\"model_name\"]\n", " .value_counts(normalize=True)\n", " .items()\n", "):\n", " print(f\"{model}: {fraction:.2%}\")" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:09.954233Z", "start_time": "2024-05-26T00:24:04.705554Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:27:11.710925Z", "iopub.status.busy": "2025-11-23T23:27:11.710621Z", "iopub.status.idle": "2025-11-23T23:27:18.282918Z", "shell.execute_reply": "2025-11-23T23:27:18.282175Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "328961\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "has_action fraction by category:\n", "False: 2574584 (92.39%)\n", "True: 211964 (7.61%)\n" ] } ], "source": [ "# verify bots action are all non-empty\n", "bots_action_df = bots_action_df.fillna(0).infer_objects(copy=False)\n", "action_mask = (\n", " bots_action_df[\"download_audio_count\"]\n", " + bots_action_df[\"download_video_count\"]\n", " + bots_action_df[\"download_audio_wav_count\"]\n", " + bots_action_df[\"share_count\"]\n", ") >= 1\n", "has_action_ids = set(i for i in bots_action_df[action_mask][\"clip_id\"].unique())\n", "print(len(has_action_ids))\n", "clip_df[\"has_action\"] = clip_df[\"id\"].isin(has_action_ids)\n", "print(\"has_action fraction by category:\")\n", "print_out_value_counts_nicely(clip_df, \"has_action\")" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:14.579841Z", "start_time": "2024-05-26T00:24:09.955568Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:27:18.284560Z", "iopub.status.busy": "2025-11-23T23:27:18.284376Z", "iopub.status.idle": "2025-11-23T23:27:19.425764Z", "shell.execute_reply": "2025-11-23T23:27:19.425082Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "flagged fraction by category:\n", "False: 2784668 (99.93%)\n", "True: 1880 (0.07%)\n" ] } ], "source": [ "# add downvoted column\n", "clip_df[\"flagged\"] = clip_df[\"id\"].isin(flagged_ids)\n", "print(\"flagged fraction by category:\")\n", "print_out_value_counts_nicely(clip_df, \"flagged\")" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:27:19.427326Z", "iopub.status.busy": "2025-11-23T23:27:19.427139Z", "iopub.status.idle": "2025-11-23T23:27:19.463517Z", "shell.execute_reply": "2025-11-23T23:27:19.462926Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "deleted fraction by category:\n", "False: 2393083 (85.88%)\n", "True: 393465 (14.12%)\n" ] } ], "source": [ "clip_df[\"deleted\"] = clip_df[\"is_deleted\"]\n", "print(\"deleted fraction by category:\")\n", "print_out_value_counts_nicely(clip_df, \"deleted\")" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:27:19.464811Z", "iopub.status.busy": "2025-11-23T23:27:19.464652Z", "iopub.status.idle": "2025-11-23T23:27:23.480849Z", "shell.execute_reply": "2025-11-23T23:27:23.480123Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "number of edits per clip: 5.8333902045087465 median 2.0\n" ] } ], "source": [ "edit_id_counts = clip_df[\"edited_clip_id\"].dropna().value_counts()\n", "clip_df[\"n_edits\"] = clip_df[\"id\"].astype(str).map(edit_id_counts)\n", "print(\n", " \"number of edits per clip:\",\n", " clip_df[\"n_edits\"].mean(),\n", " \"median\",\n", " clip_df[\"n_edits\"].median(),\n", ")" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:15.382315Z", "start_time": "2024-05-26T00:24:14.581073Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:27:23.482839Z", "iopub.status.busy": "2025-11-23T23:27:23.482363Z", "iopub.status.idle": "2025-11-23T23:27:25.170155Z", "shell.execute_reply": "2025-11-23T23:27:25.169456Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total clips: 2,786,548\n", "Must be positive: 313,436 (11.25%)\n", "Definitely not negative: 2,337,046 (83.87%)\n", "Must be negative: 449,502 (16.13%)\n" ] } ], "source": [ "must_be_positive_mask = (\n", " (clip_df[\"upvoted\"])\n", " | (clip_df[\"has_action\"])\n", " | (clip_df[\"part_of_concat\"])\n", " | (clip_df[\"is_in_playlist\"])\n", " | (\n", " clip_df[\"n_edits\"] >= 10\n", " ) # has more edit operations (upsample, cover, extend, etc)\n", ")\n", "must_be_not_negative_mask = (\n", " (~clip_df[\"downvoted\"]) & (~clip_df[\"deleted\"]) & (~clip_df[\"flagged\"])\n", ")\n", "must_be_negative_mask = (\n", " (clip_df[\"downvoted\"]) | (clip_df[\"flagged\"]) | (clip_df[\"deleted\"])\n", ")\n", "total_clips_count = clip_df.shape[0]\n", "must_be_positive_count = sum(must_be_positive_mask)\n", "definitely_not_negative_count = sum(must_be_not_negative_mask)\n", "must_be_negative_count = sum(must_be_negative_mask)\n", "print(\n", " f\"Total clips: {total_clips_count:,}\\n\"\n", " f\"Must be positive: {must_be_positive_count:,} ({must_be_positive_count/total_clips_count:.2%})\\n\"\n", " f\"Definitely not negative: {definitely_not_negative_count:,} ({definitely_not_negative_count/total_clips_count:.2%})\\n\"\n", " f\"Must be negative: {must_be_negative_count:,} ({must_be_negative_count/total_clips_count:.2%})\"\n", ")" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:31.095990Z", "start_time": "2024-05-26T00:24:15.383572Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:27:25.171716Z", "iopub.status.busy": "2025-11-23T23:27:25.171540Z", "iopub.status.idle": "2025-11-23T23:27:31.001649Z", "shell.execute_reply": "2025-11-23T23:27:31.000893Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Liked requests: 232,214\n", "Not liked requests: 1,220,554\n", "Requests with preference paired generations: 176,761\n", "Percentage of total unique requests: 13.85%\n" ] } ], "source": [ "mask = must_be_positive_mask & must_be_not_negative_mask\n", "total_unique_requests = clip_df[\"request_id\"].nunique()\n", "liked_requests = clip_df[mask][\"request_id\"].unique() # requests with at least 1 like\n", "unliked_requests = clip_df[~mask][\"request_id\"].unique() # requests without like\n", "has_liked_requests = set(liked_requests).intersection(\n", " set(unliked_requests)\n", ") # the request must have 1 like and one without like\n", "print(f\"Liked requests: {len(liked_requests):,}\")\n", "print(f\"Not liked requests: {len(unliked_requests):,}\")\n", "print(f\"Requests with preference paired generations: {len(has_liked_requests):,}\")\n", "print(\n", " f\"Percentage of total unique requests: {len(has_liked_requests) / total_unique_requests:.2%}\"\n", ")" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:27:31.003437Z", "iopub.status.busy": "2025-11-23T23:27:31.003132Z", "iopub.status.idle": "2025-11-23T23:27:34.960376Z", "shell.execute_reply": "2025-11-23T23:27:34.959639Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Disliked requests: 264,813\n", "Not disliked requests: 1,090,112\n", "Requests with preference paired generations: 78,918\n", "Percentage of total unique requests: 6.18%\n" ] } ], "source": [ "# introduce a negative preference count\n", "has_disliked_half_requests = clip_df[must_be_negative_mask][\n", " \"request_id\"\n", "].unique() # requests with at least 1 dislike\n", "not_have_disliked_requests = clip_df[~must_be_negative_mask][\n", " \"request_id\"\n", "].unique() # request without dislike\n", "has_disliked_requests = set(has_disliked_half_requests).intersection(\n", " set(not_have_disliked_requests)\n", ") # the request must have 1 dislike and one without dislike\n", "print(f\"Disliked requests: {len(has_disliked_half_requests):,}\")\n", "print(f\"Not disliked requests: {len(not_have_disliked_requests):,}\")\n", "print(f\"Requests with preference paired generations: {len(has_disliked_requests):,}\")\n", "print(\n", " f\"Percentage of total unique requests: {len(has_disliked_requests) / total_unique_requests:.2%}\"\n", ")" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:31.099372Z", "start_time": "2024-05-26T00:24:31.097244Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:27:34.962136Z", "iopub.status.busy": "2025-11-23T23:27:34.961849Z", "iopub.status.idle": "2025-11-23T23:27:35.017842Z", "shell.execute_reply": "2025-11-23T23:27:35.017218Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total selected pairs of requests: 227,405\n", "Percentage of total unique requests: 17.82%\n" ] } ], "source": [ "requests = has_liked_requests.union(has_disliked_requests)\n", "print(f\"Total selected pairs of requests: {len(requests):,}\")\n", "print(\n", " f\"Percentage of total unique requests: {len(requests) / total_unique_requests:.2%}\"\n", ")" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:31.239254Z", "start_time": "2024-05-26T00:24:31.100389Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:27:35.019463Z", "iopub.status.busy": "2025-11-23T23:27:35.019033Z", "iopub.status.idle": "2025-11-23T23:27:35.072159Z", "shell.execute_reply": "2025-11-23T23:27:35.071570Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Difference in preference counts:\n", "0: 2,038,639 (73.16%)\n", "-1: 449,502 (16.13%)\n", "1: 298,407 (10.71%)\n" ] } ], "source": [ "assert mask.shape[0] == clip_df.shape[0]\n", "clip_df[\"pos_preference\"] = mask\n", "clip_df[\"neg_preference\"] = must_be_negative_mask\n", "# note that this is along the same row, so a positive clip can't be negative\n", "clip_df[\"diff_preference\"] = clip_df[\"pos_preference\"].astype(int) - clip_df[\n", " \"neg_preference\"\n", "].astype(int)\n", "print(\"Difference in preference counts:\")\n", "value_counts = clip_df[\"diff_preference\"].value_counts()\n", "total = value_counts.sum()\n", "for value, count in value_counts.items():\n", " fraction = count / total\n", " print(f\"{value}: {count:,} ({fraction:.2%})\")" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:37.322031Z", "start_time": "2024-05-26T00:24:31.240829Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:27:35.073462Z", "iopub.status.busy": "2025-11-23T23:27:35.073304Z", "iopub.status.idle": "2025-11-23T23:27:45.930562Z", "shell.execute_reply": "2025-11-23T23:27:45.929810Z" } }, "outputs": [], "source": [ "clip_df[\"request_count\"] = clip_df.groupby(\"request_id\")[\"request_id\"].transform(\n", " \"count\"\n", ")\n", "# creation of interesting_clips\n", "interesting_clips = clip_df[\n", " (clip_df[\"request_id\"].isin(requests)) & (clip_df[\"request_count\"] == 2)\n", "].copy()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:27:45.933169Z", "iopub.status.busy": "2025-11-23T23:27:45.932495Z", "iopub.status.idle": "2025-11-23T23:27:47.736905Z", "shell.execute_reply": "2025-11-23T23:27:47.736255Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " request_id pos_preference neg_preference diff_preference\n", "0 00003f4a-452c-45c9-accc-b65243c30ff0 False True -1\n", "1 00003f4a-452c-45c9-accc-b65243c30ff0 True False 1\n", "2 00004809-eec6-488c-9e56-9af2383d0533 False False 0\n", "3 00004809-eec6-488c-9e56-9af2383d0533 True False 1\n", "4 00008df9-d7aa-4ce5-ab0d-28fc63f36a74 False False 0\n", "5 00008df9-d7aa-4ce5-ab0d-28fc63f36a74 True False 1" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "interesting_clips = interesting_clips.sort_values(\n", " by=[\"request_id\", \"diff_preference\"]\n", ").reset_index()\n", "interesting_clips[\n", " [\"request_id\", \"pos_preference\", \"neg_preference\", \"diff_preference\"]\n", "].head(n=6)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:27:47.738693Z", "iopub.status.busy": "2025-11-23T23:27:47.738383Z", "iopub.status.idle": "2025-11-23T23:27:47.795593Z", "shell.execute_reply": "2025-11-23T23:27:47.794924Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Difference 0: 193,473 (43.63%)\n", "Difference 1: 171,128 (38.59%)\n", "Difference -1: 78,853 (17.78%)\n" ] } ], "source": [ "# this is a mix now\n", "value_counts = interesting_clips[\"diff_preference\"].value_counts()\n", "total = value_counts.sum()\n", "for value, count in value_counts.items():\n", " fraction = count / total\n", " print(f\"Difference {value}: {count:,} ({fraction:.2%})\")" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:27:47.797363Z", "iopub.status.busy": "2025-11-23T23:27:47.797040Z", "iopub.status.idle": "2025-11-23T23:27:47.827859Z", "shell.execute_reply": "2025-11-23T23:27:47.827260Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Value 1.0: 193,473 (87.26%)\n", "Value 2.0: 28,254 (12.74%)\n" ] } ], "source": [ "diff_series = interesting_clips[\"diff_preference\"].diff()\n", "value_counts = diff_series[1::2].value_counts()\n", "total = value_counts.sum()\n", "for value, count in value_counts.items():\n", " fraction = count / total\n", " print(f\"Value {value}: {count:,} ({fraction:.2%})\")\n", "assert diff_series[1::2].nunique() == 2" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:38.960130Z", "start_time": "2024-05-26T00:24:37.323369Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:27:47.829217Z", "iopub.status.busy": "2025-11-23T23:27:47.829054Z", "iopub.status.idle": "2025-11-23T23:27:49.711038Z", "shell.execute_reply": "2025-11-23T23:27:49.710294Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of unique request_ids: 221,727\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Number of unique ids: 443,454\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Validation passed!\n" ] } ], "source": [ "# assign the labels now\n", "interesting_clips[\"preference\"] = interesting_clips.index % 2 == 1\n", "# get df of requests -- let's move on!\n", "print(f\"Number of unique request_ids: {interesting_clips['request_id'].nunique():,}\")\n", "print(f\"Number of unique ids: {interesting_clips['id'].nunique():,}\")\n", "validate_preference_data(interesting_clips)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:43.332222Z", "start_time": "2024-05-26T00:24:43.166461Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:27:49.712707Z", "iopub.status.busy": "2025-11-23T23:27:49.712526Z", "iopub.status.idle": "2025-11-23T23:27:49.738938Z", "shell.execute_reply": "2025-11-23T23:27:49.738376Z" } }, "outputs": [], "source": [ "# # listen to some pairs\n", "# # sort by likes\n", "# Audio.from_s3(\n", "# # read numpy array\n", "# else:\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Further cuts and selections" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:27:49.740385Z", "iopub.status.busy": "2025-11-23T23:27:49.740230Z", "iopub.status.idle": "2025-11-23T23:27:58.447128Z", "shell.execute_reply": "2025-11-23T23:27:58.446360Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of interesting clips: 443,454\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Unique request and clip counts in interesting_clips:\n", "Request IDs: 221,727\n", "Clip IDs: 443,454\n" ] } ], "source": [ "# need the reaction play counts\n", "# Filter reaction_df for relevant clip_ids\n", "partial_reaction_df = reaction_df[\n", " reaction_df[\"clip_id\"].isin(set(interesting_clips[\"id\"]))\n", "].copy()\n", "# Calculate total play counts\n", "total_play_counts = (\n", " partial_reaction_df.groupby(\"clip_id\")[\"play_count\"].sum().reset_index()\n", ")\n", "total_play_counts = total_play_counts.rename(\n", " columns={\"clip_id\": \"id\", \"play_count\": \"reaction_play_count\"}\n", ")\n", "# Calculate pro user play counts\n", "pro_play_counts = (\n", " partial_reaction_df[partial_reaction_df[\"is_pro_user\"]]\n", " .groupby(\"clip_id\")[\"play_count\"]\n", " .sum()\n", " .reset_index()\n", ")\n", "pro_play_counts = pro_play_counts.rename(\n", " columns={\"clip_id\": \"id\", \"play_count\": \"reaction_pro_play_count\"}\n", ")\n", "# Merge with user_intersting_clips\n", "interesting_clips = interesting_clips.merge(total_play_counts, on=\"id\", how=\"left\")\n", "interesting_clips = interesting_clips.merge(pro_play_counts, on=\"id\", how=\"left\")\n", "print(f\"Number of interesting clips: {len(interesting_clips):,}\")\n", "# Get unique counts for request_id and id\n", "unique_request_ids = interesting_clips[\"request_id\"].nunique()\n", "unique_clip_ids = interesting_clips[\"id\"].nunique()\n", "# Print the results in a formatted manner\n", "print(\"Unique request and clip counts in interesting_clips:\")\n", "print(f\"{'Request IDs:':<15} {unique_request_ids:,}\")\n", "print(f\"{'Clip IDs:':<15} {unique_clip_ids:,}\")" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:43.737067Z", "start_time": "2024-05-26T00:24:43.563216Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:27:58.448822Z", "iopub.status.busy": "2025-11-23T23:27:58.448629Z", "iopub.status.idle": "2025-11-23T23:27:58.491549Z", "shell.execute_reply": "2025-11-23T23:27:58.490937Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Preference counts and fractions by batch index:\n", "--------------------------------------------------\n", "Batch Index: 0\n", " Preference False: Count: 113,225 Fraction: 51.07%\n", " Preference True: Count: 108,502 Fraction: 48.93%\n", "\n", "Batch Index: 1\n", " Preference False: Count: 108,502 Fraction: 48.93%\n", " Preference True: Count: 113,225 Fraction: 51.07%\n", "\n" ] } ], "source": [ "preference_counts = interesting_clips.groupby(\"batch_index\")[\n", " \"preference\"\n", "].value_counts()\n", "total_counts = preference_counts.groupby(level=0).sum()\n", "print(\"Preference counts and fractions by batch index:\")\n", "print(\"-\" * 50)\n", "for batch_index in [0, 1]:\n", " print(f\"Batch Index: {batch_index}\")\n", " for preference in [False, True]:\n", " count = preference_counts[batch_index, preference]\n", " fraction = count / total_counts[batch_index]\n", " print(f\" Preference {preference}: Count: {count:,} Fraction: {fraction:.2%}\")\n", " print()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:44.304573Z", "start_time": "2024-05-26T00:24:43.973218Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:27:58.493360Z", "iopub.status.busy": "2025-11-23T23:27:58.492965Z", "iopub.status.idle": "2025-11-23T23:27:58.610082Z", "shell.execute_reply": "2025-11-23T23:27:58.609477Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "chirp-crow-t1: 226285 (51.03%)\n", "chirp-auk-turbo-t2: 137560 (31.02%)\n", "chirp-crow-t1-d175: 13976 (3.15%)\n", "chirp-crow-t1-d70: 13964 (3.15%)\n", "chirp-crow-engine-b: 12554 (2.83%)\n", "chirp-carp-up-1: 9192 (2.07%)\n", "chirp-bluejay-t2: 8106 (1.83%)\n", "chirp-auk-turbo-engine-b: 6404 (1.44%)\n", "chirp-crow-t1-c2: 3574 (0.81%)\n", "chirp-crow-t1-c1: 3492 (0.79%)\n", "chirp-auk-t1: 2288 (0.52%)\n", "chirp-crow-t2: 1998 (0.45%)\n", "chirp-carp-up-c-1: 1902 (0.43%)\n", "chirp-bluejay-engine-b: 490 (0.11%)\n", "chirp-v4-h-s-32: 468 (0.11%)\n", "chirp-v3p5-engine-s-8: 464 (0.10%)\n", "chirp-v4-h-t-6: 180 (0.04%)\n", "chirp-bass-up-3: 174 (0.04%)\n", "chirp-v3p5-engine-t-6: 150 (0.03%)\n", "chirp-auk-engine-b: 98 (0.02%)\n", "chirp-ahi-up-3: 40 (0.01%)\n", "chirp-v4-engine-b: 34 (0.01%)\n", "chirp-v3p5-engine-b: 18 (0.00%)\n", "chirp-v2-xxl-alpha: 16 (0.00%)\n", "chirp-v4-engine-b-tau: 8 (0.00%)\n", "chirp-v3p5-engine-b-tau: 8 (0.00%)\n", "chirp-v4-up-u-d-2-5: 4 (0.00%)\n", "chirp-v3-engine-i: 4 (0.00%)\n", "chirp-ahi-stem-12-t1: 2 (0.00%)\n", "chirp-crow-t1-p4: 1 (0.00%)\n" ] } ], "source": [ "print_out_value_counts_nicely(interesting_clips, \"model_name\")" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:44.533983Z", "start_time": "2024-05-26T00:24:44.305722Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:27:58.611758Z", "iopub.status.busy": "2025-11-23T23:27:58.611337Z", "iopub.status.idle": "2025-11-23T23:27:58.648145Z", "shell.execute_reply": "2025-11-23T23:27:58.647564Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time Validation:\n", "--------------------\n", "Interesting Clips:\n", " Earliest: 2025-11-23 19:00:13.079860+00:00\n", " Latest: 2025-11-23 23:04:51.096697+00:00\n", "\n", "All Clips:\n", " Earliest: 2025-11-23 19:00:13.006971+00:00\n", " Latest: 2025-11-23 23:05:42.008754+00:00\n" ] } ], "source": [ "print(\"Time Validation:\")\n", "print(\"-\" * 20)\n", "print(\"Interesting Clips:\")\n", "print(f\" Earliest: {interesting_clips['created_at'].min()}\")\n", "print(f\" Latest: {interesting_clips['created_at'].max()}\")\n", "print(\"\\nAll Clips:\")\n", "print(f\" Earliest: {clip_df['created_at'].min()}\")\n", "print(f\" Latest: {clip_df['created_at'].max()}\")" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:50.674838Z", "start_time": "2024-05-26T00:24:46.366677Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:27:58.649523Z", "iopub.status.busy": "2025-11-23T23:27:58.649364Z", "iopub.status.idle": "2025-11-23T23:27:59.739625Z", "shell.execute_reply": "2025-11-23T23:27:59.738914Z" } }, "outputs": [], "source": [ "# make sure we sort here before proceed\n", "interesting_clips = interesting_clips.sort_values(by=[\"request_id\", \"preference\"])" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:51.600621Z", "start_time": "2024-05-26T00:24:50.676186Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:27:59.741408Z", "iopub.status.busy": "2025-11-23T23:27:59.741219Z", "iopub.status.idle": "2025-11-23T23:28:00.453954Z", "shell.execute_reply": "2025-11-23T23:28:00.453261Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Ratio of preferred clips to total clips for each model:\n", "------------------------------------------------------------\n", "chirp-ahi-stem-12-t1 0.00% ± 0.00%\n", "chirp-ahi-up-3 3.65% ± 0.80%\n", "chirp-auk-engine-b 0.27% ± 0.04%\n", "chirp-auk-t1 9.55% ± 0.27%\n", "chirp-auk-turbo-engine-b 8.69% ± 0.15%\n", "chirp-auk-turbo-t2 10.46% ± 0.04%\n", "chirp-bass-up-3 13.62% ± 1.36%\n", "chirp-bluejay-engine-b 0.90% ± 0.06%\n", "chirp-bluejay-t2 9.30% ± 0.14%\n", "chirp-carp-up-1 12.76% ± 0.18%\n", "chirp-carp-up-c-1 10.80% ± 0.33%\n", "chirp-crow-engine-b 3.55% ± 0.04%\n", "chirp-crow-t1 9.16% ± 0.03%\n", "chirp-crow-t1-c1 7.14% ± 0.19%\n", "chirp-crow-t1-c2 8.69% ± 0.21%\n", "chirp-crow-t1-d175 9.87% ± 0.11%\n", "chirp-crow-t1-d70 9.71% ± 0.11%\n", "chirp-crow-t1-p4 14.29% ± 13.23%\n", "chirp-crow-t2 4.76% ± 0.15%\n", "chirp-v2-xxl-alpha 8.16% ± 2.77%\n", "chirp-v3-engine-i 1.79% ± 1.25%\n", "chirp-v3p5-engine-b 0.23% ± 0.08%\n", "chirp-v3p5-engine-b-tau 3.08% ± 1.51%\n", "chirp-v3p5-engine-s-8 2.04% ± 0.13%\n", "chirp-v3p5-engine-short nan% ± nan%\n", "chirp-v3p5-engine-t-6 6.79% ± 0.76%\n", "chirp-v4-engine-b 0.06% ± 0.02%\n", "chirp-v4-engine-b-tau 5.13% ± 2.50%\n", "chirp-v4-h-api nan% ± nan%\n", "chirp-v4-h-s-32 5.57% ± 0.35%\n", "chirp-v4-h-t-6 8.44% ± 0.85%\n", "chirp-v4-up-u-d-2-5 12.50% ± 8.27%\n" ] } ], "source": [ "clip_df_model_counts = clip_df[\"model_name\"].value_counts()\n", "preference_ratio = (\n", " interesting_clips[interesting_clips[\"preference\"]][\"model_name\"].value_counts()\n", " / clip_df_model_counts\n", ")\n", "# Print the results in a formatted manner\n", "print(\"Ratio of preferred clips to total clips for each model:\")\n", "print(\"-\" * 60)\n", "for model, ratio in preference_ratio.items():\n", " n = clip_df_model_counts[model]\n", " uncertainty = (ratio * (1 - ratio) / n) ** 0.5\n", " print(f\"{model:<30} {ratio:.2%} ± {uncertainty:.2%}\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "execution": { "iopub.execute_input": "2025-11-14T16:23:14.086243Z", "iopub.status.busy": "2025-11-14T16:23:14.085991Z", "iopub.status.idle": "2025-11-14T16:23:14.131215Z", "shell.execute_reply": "2025-11-14T16:23:14.130776Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plot saved to: reports/preference_plot_2025-11-14_16-23.jpg\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [] }, { "cell_type": "code", "execution_count": 47, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:56.302599Z", "start_time": "2024-05-26T00:24:51.601863Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:28:00.455711Z", "iopub.status.busy": "2025-11-23T23:28:00.455338Z", "iopub.status.idle": "2025-11-23T23:28:04.459555Z", "shell.execute_reply": "2025-11-23T23:28:04.458943Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "len pos models: 221727\n", "differing counts: 20999\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "chirp-ahi-stem-12-t1_win_over_chirp-ahi-stem-12-t1, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-ahi-up-3_win_over_chirp-ahi-up-3, win ratio 1.000, (1.000, 1.000), counts 20, total 20.\n", "chirp-auk-engine-b_win_over_chirp-auk-engine-b, win ratio 1.000, (1.000, 1.000), counts 49, total 49.\n", "chirp-auk-t1_win_over_chirp-auk-t1, win ratio 1.000, (1.000, 1.000), counts 1144, total 1144.\n", "chirp-auk-turbo-engine-b_win_over_chirp-auk-turbo-engine-b, win ratio 1.000, (1.000, 1.000), counts 3202, total 3202.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2, win ratio 1.000, (1.000, 1.000), counts 68780, total 68780.\n", "chirp-bass-up-3_win_over_chirp-bass-up-3, win ratio 1.000, (1.000, 1.000), counts 87, total 87.\n", "chirp-bluejay-engine-b_win_over_chirp-bluejay-engine-b, win ratio 1.000, (1.000, 1.000), counts 245, total 245.\n", "chirp-bluejay-t2_win_over_chirp-bluejay-t2, win ratio 1.000, (1.000, 1.000), counts 4053, total 4053.\n", "chirp-carp-up-1_win_over_chirp-carp-up-1, win ratio 1.000, (1.000, 1.000), counts 4596, total 4596.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1, win ratio 1.000, (1.000, 1.000), counts 951, total 951.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b, win ratio 1.000, (1.000, 1.000), counts 6277, total 6277.\n", "chirp-crow-t1-c1_win_over_chirp-crow-t1, win ratio 0.361, (0.345, 0.377), counts 1262, total 3492.\n", "chirp-crow-t1-c2_win_over_chirp-crow-t1, win ratio 0.437, (0.421, 0.454), counts 1561, total 3570.\n", "chirp-crow-t1-c2_win_over_chirp-crow-t1-c2, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d175, win ratio 1.000, (1.000, 1.000), counts 20, total 20.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d70, win ratio 0.504, (0.496, 0.512), counts 7022, total 13936.\n", "chirp-crow-t1-d70_win_over_chirp-crow-t1-d175, win ratio 0.496, (0.488, 0.504), counts 6914, total 13936.\n", "chirp-crow-t1-d70_win_over_chirp-crow-t1-d70, win ratio 1.000, (1.000, 1.000), counts 14, total 14.\n", "chirp-crow-t1-p4_win_over_chirp-crow-t1, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-crow-t1_win_over_chirp-crow-t1, win ratio 1.000, (1.000, 1.000), counts 109611, total 109611.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c1, win ratio 0.639, (0.623, 0.655), counts 2230, total 3492.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c2, win ratio 0.563, (0.546, 0.579), counts 2009, total 3570.\n", "chirp-crow-t2_win_over_chirp-crow-t2, win ratio 1.000, (1.000, 1.000), counts 999, total 999.\n", "chirp-v2-xxl-alpha_win_over_chirp-v2-xxl-alpha, win ratio 1.000, (1.000, 1.000), counts 8, total 8.\n", "chirp-v3-engine-i_win_over_chirp-v3-engine-i, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-v3p5-engine-b-tau_win_over_chirp-v3p5-engine-b-tau, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, (1.000, 1.000), counts 9, total 9.\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, (1.000, 1.000), counts 232, total 232.\n", "chirp-v3p5-engine-t-6_win_over_chirp-v3p5-engine-t-6, win ratio 1.000, (1.000, 1.000), counts 75, total 75.\n", "chirp-v4-engine-b-tau_win_over_chirp-v4-engine-b-tau, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-v4-engine-b_win_over_chirp-v4-engine-b, win ratio 1.000, (1.000, 1.000), counts 17, total 17.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32, win ratio 1.000, (1.000, 1.000), counts 234, total 234.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6, win ratio 1.000, (1.000, 1.000), counts 90, total 90.\n", "chirp-v4-up-u-d-2-5_win_over_chirp-v4-up-u-d-2-5, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "tournament players: ['chirp-crow-t1', 'chirp-crow-t1-c1', 'chirp-crow-t1-c2', 'chirp-crow-t1-d175', 'chirp-crow-t1-d70', 'chirp-crow-t1-p4']\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-crow-t1: 1037.5, (519, 1051)\n", "chirp-crow-t1-c1: 938.8, (416, 956)\n", "chirp-crow-t1-c2: 993.7, (474, 1010)\n", "chirp-crow-t1-d175: 1001.4, (999, 1004)\n", "chirp-crow-t1-d70: 998.7, (996, 1001)\n", "chirp-crow-t1-p4: 1030.0, (1000, 2592)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Most common models in comparisons:\n", " chirp-crow-t1 (2 comparisons)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Plot saved to: reports/preference_plot_2025-11-23_23-28.jpg\n" ] }, { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import os\n", "from datetime import datetime\n", "\n", "# Call the function to generate the plot\n", "get_preference_counts(interesting_clips)\n", "\n", "# Capture the current figure and save it as JPEG\n", "timestamp = datetime.now().strftime(\"%Y-%m-%d_%H-%M\")\n", "output_dir = \"reports\"\n", "os.makedirs(output_dir, exist_ok=True)\n", "output_path = os.path.join(output_dir, f\"preference_plot_{timestamp}.jpg\")\n", "\n", "# Get the current figure before it's cleared\n", "fig = plt.gcf()\n", "fig.savefig(output_path, format=\"jpeg\", dpi=150, bbox_inches=\"tight\")\n", "print(f\"Plot saved to: {output_path}\")" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:57.443236Z", "start_time": "2024-05-26T00:24:56.306473Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:28:04.461118Z", "iopub.status.busy": "2025-11-23T23:28:04.460944Z", "iopub.status.idle": "2025-11-23T23:28:05.589429Z", "shell.execute_reply": "2025-11-23T23:28:05.588818Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "<__array_function__ internals>:180: RuntimeWarning: Converting input from bool to for compatibility.\n" ] }, { "data": { "image/png": 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+859nxx13zHe/+93ssMMO+eCDD3LiiSdm++23zwknnJCNNtoozz//fI3jjjjiiHzzm99Mu3btcsEFF2STTTbJ3XffnSS5/fbbs8suu+T0009Pu3btsssuu+SXv/xlnn766fzzn/+sPsf222+fM888MzvuuGN23HHHldZ300035bjjjsshhxySHXfcMT/96U/ToUOHjBo1KknSpk2blJWV5XOf+1zatGmTZs2arfae//Wvf6Vp06b52te+lq222iq77LJLBgwYUOv3bIsttsg555yTHXfcMd/+9rfTv3//NZpHdlXv4epce+216dmzZ0499dS0a9cuHTp0yAknnFDnGgAAWD/p79e9v1+bfvpXvvKVHHvssdl2222z7bbb5rrrrsuhhx6ao48+Ottvv3323HPPnHvuuRkzZkw+/PDDbLrppmnSpEk22mijtGnTJptuumlmzpyZe++9N8OHD8/ee++dbbfdNgMHDsxee+1V4yntjz76KBdccEH23HPP7Ljjjpk3b16tjxsyZEh222237LrrrjniiCPy1FNPVW+/5pprcswxx+Soo47KDjvskE6dOuXoo49O8t+nTyZOnJgrr7wyu+22W7bffvucddZZadGiRfWafTNnzkzXrl3Trl27bL/99jn44IPToUOHlb6nf//73zNx4sRcddVV+epXv5ptttkmX//619O9e/dP/Rw+qXHjxvnlL3+ZL37xi/na176WU089NbfeemsqKysza9asLFu2LAcccEC23nrrlJeX54gjjqjVuA5gVRoVugAAPt0ZZ5yRo4466lMf666N9u3b1/i1TevWrfPFL36x+nVZWVk23XTTzJkzp8ZxnTt3rv57o0aN0rFjx0ydOjXJfx9tfvrpp2vss9z06dOzww47JEl23XXXVda2cOHCvPfee9lzzz1rtO+55541HqWuq65du2bLLbfM/vvvn3333Tf77rtvDjjggDRt2rRWx+++++415tXdY489MnLkyFRUVKSsrKzWdazqPVydyZMnp2/fvrW+FgAAxUd/v25q00/v2LFjjWNeffXVTJkyJQ888EB1W1VVVSorKzNjxoy0a9duheu89tprqaioyEEHHVSjfenSpdl0002rX2+00UY1Fnyv7XFNmzat8QRG27Ztqz+fOXPm5L333ss+++yz0vdgypQpWbx4cbp06VKj/YMPPsj06dOTJMccc0x+/vOf5w9/+EO6du2agw46qMb1Pm7y5Mn5whe+UP2Zrony8vIaY63OnTtn8eLF+de//pUOHTpkn332yaGHHppu3bqlW7du+eY3v5mWLVuu8fUAEsEGwHrtS1/6Urp165bLLrssvXv3rrGtpKRkhcd3ly1btsI5GjWq+Z/6kpKSlbbVZaG7xYsX5+tf/3rOOOOMFba1adOm+u+1DRLqW/PmzXPfffflmWeeyZNPPpkrr7wyI0aMyN13350WLVp85vPX9r3/LJo0aVKv5wMAYP2jv1//PlnT4sWL8/3vf7967YyP22KLLVZ6jsWLF6esrCz33HPPCj9s+tznPlf99yZNmtQIWmp73Mo+n+Wf9cYbb7yq28uiRYvSpk2b3HbbbSts22STTZIkp5xySr71rW/l8ccfz//93//lyiuvzOWXX54DDjhghWPW9rijrKwsI0eOzAsvvJC//e1vue2223L55ZfnrrvuyjbbbLNWrw1s2ExFBbCeGzx4cB599NFMmDChRvvmm2+e2bNn1xjsTJ48ud6u++KLL1b/fdmyZZk0aVL14+W77rprXn/99Wy11VbZbrvtavz5eId9dZo3b562bdvmhRdeqNH+wgsvpH379p+p/kaNGqVr164588wzc//99+edd96p8Xj3qkycOLHG65deeinbbbdd9eBk8803r7G437Rp07JkyZIVzrOq93B1dtppp4wfP75W+wIAULz092tvdf30ldlll13yxhtvrHAf2223XRo3brzSY3beeedUVFRk7ty5Kxzz8WCnvo77uObNm2errbb61LHArrvumtmzZ6esrGyFa2y++ebV++2www45+uijc/PNN+fAAw9c6QLyyX+ftnj33XdrTDFWV1OmTMkHH3xQ/frFF1/M5z73uergqKSkJHvttVdOPfXUjBkzJhtttFHGjRu3xtcDSAQbAOu98vLyHHrooSv8IqdLly6ZO3dubrjhhkyfPj2jR4/OE088UW/X/d3vfpdHHnkkb775ZoYOHZr58+enT58+SZIf/OAHmT9/fk4//fRMnDgx06dPzxNPPJGf/exnqaioqNN1Bg4cmBtuuCFjx47N1KlTc+mll+bVV1+t05oYn/Too4/m1ltvzeTJk/POO+9kzJgxqaysrPXj1TNnzsywYcMyderU/PGPf8ztt99eo56vfOUrGT16dP7xj3/k5Zdfzvnnn7/SxfhW9R6uzsknn5w//elPufLKK/Pmm29mypQpuf7662v3BgAAUDT092tvdf30lTnuuOMyYcKEDB06NJMnT860adMybty4DB069FOP2WGHHXLooYfmzDPPzMMPP5y33347EydOzHXXXZfHHnus3o/7pFNOOSUjR47MrbfemmnTpmXSpEnV34+uXbtmjz32yKBBg/Lkk09mxowZeeGFF3L55Zfn5ZdfzgcffJChQ4fm6aefzjvvvJPnn38+L7/88kqn3EqSL3/5y9l7771z6qmn5m9/+1vefvvt6ic9amvp0qU599xz88Ybb+Txxx/PVVddlf79+6e0tDQvvfRSrr322rz88suZOXNmHn744cydO7fWP/gC+DSmogIoAqeeemrGjh1bo61du3Y5//zzc9111+Waa67JgQcemGOPPTZ33XVXvVxz8ODBuf766zN58uRst912ueaaa6p/AfT5z38+d9xxRy699NIMHDgwS5cuzZZbbpl99923xvy+tTFgwIAsXLgwF198cebOnZt27drlt7/9bbbffvs1rn2TTTbJI488khEjRuTDDz/Mdtttl8suu6zGXMOrcthhh+WDDz5I3759U1ZWlgEDBuR73/te9fazzjor55xzTo444oi0bds255xzTiZNmrTCeVb1Hq5Oly5dMnz48Pz2t7/N9ddfn+bNm+dLX/pS7d4AAACKiv5+7ayun74yHTp0yG233ZYrrrgiP/jBD5Ik22yzTXr27LnK44YNG5ZrrrkmF198cd57771suumm2WOPPfK1r31trRz3cb169cqHH36YW265Jb/61a+y6aabVq/bUVJSkuuvvz5XXHFFfvazn2XevHlp3bp19t5777Ru3TqlpaV5//33c9ZZZ2X27NnZbLPNcuCBB+bUU0/91OtdddVVueSSS3L66adnyZIl2W677TJ48OBa17vPPvtku+22yxFHHJGlS5fmW9/6Vk455ZQk/30C5dlnn82oUaOycOHCbLnlljn77LPrtDg5wMqUVH1ywkYAaMCOPPLIdOjQIeeee26hSwEAAP4f/fT109lnn50FCxbkt7/9baFLARoYU1EBAAAAAABFw1RUADQYM2fOzCGHHPKp2//0pz+tw2oAAAAAWBOmogKgwVi2bFneeeedT92+1VZbpVEjmT8AAADA+kywAQAAAAAAFA1rbAAAAAAAAEVDsAEAAAAAABQNwQYAAAAAAFA0BBsAAAAAAEDREGwAAAAAAABFQ7ABAAAAAAAUDcEGAAAAAABQNAQbAAAAAABA0fj/AETKGYICDt33AAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_clip_basic_distributions(interesting_clips)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:58.153310Z", "start_time": "2024-05-26T00:24:57.858363Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:28:05.591040Z", "iopub.status.busy": "2025-11-23T23:28:05.590857Z", "iopub.status.idle": "2025-11-23T23:28:05.616105Z", "shell.execute_reply": "2025-11-23T23:28:05.615557Z" } }, "outputs": [], "source": [ "# FUCK THIS FOR NOW\n", "# MAX_PREFERENCE_PER_USER = 400\n" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:58.890520Z", "start_time": "2024-05-26T00:24:58.154350Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:28:05.617449Z", "iopub.status.busy": "2025-11-23T23:28:05.617294Z", "iopub.status.idle": "2025-11-23T23:28:08.715386Z", "shell.execute_reply": "2025-11-23T23:28:08.714665Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of clips in interesting_clips:\n", "443,454\n", "Number of clips in user_interesting_clips:\n", "391,298 0.882\n", "Ratio of preferred clips to total clips for each model:\n", "------------------------------------------------------------\n", "chirp-ahi-stem-12-t1 0.00% ± 0.00%\n", "chirp-ahi-up-3 2.19% ± 0.63%\n", "chirp-auk-engine-b 0.24% ± 0.04%\n", "chirp-auk-t1 8.37% ± 0.25%\n", "chirp-auk-turbo-engine-b 7.75% ± 0.14%\n", "chirp-auk-turbo-t2 9.24% ± 0.04%\n", "chirp-bass-up-3 11.27% ± 1.25%\n", "chirp-bluejay-engine-b 0.78% ± 0.05%\n", "chirp-bluejay-t2 8.18% ± 0.13%\n", "chirp-carp-up-1 10.11% ± 0.16%\n", "chirp-carp-up-c-1 8.57% ± 0.30%\n", "chirp-crow-engine-b 3.04% ± 0.04%\n", "chirp-crow-t1 8.17% ± 0.02%\n", "chirp-crow-t1-c1 6.22% ± 0.18%\n", "chirp-crow-t1-c2 7.60% ± 0.20%\n", "chirp-crow-t1-d175 8.81% ± 0.11%\n", "chirp-crow-t1-d70 8.70% ± 0.11%\n", "chirp-crow-t1-p4 nan% ± nan%\n", "chirp-crow-t2 1.98% ± 0.10%\n", "chirp-v2-xxl-alpha nan% ± nan%\n", "chirp-v3-engine-i nan% ± nan%\n", "chirp-v3p5-engine-b 0.23% ± 0.08%\n", "chirp-v3p5-engine-b-tau 3.08% ± 1.51%\n", "chirp-v3p5-engine-s-8 1.77% ± 0.12%\n", "chirp-v3p5-engine-short nan% ± nan%\n", "chirp-v3p5-engine-t-6 5.25% ± 0.67%\n", "chirp-v4-engine-b 0.03% ± 0.01%\n", "chirp-v4-engine-b-tau 3.85% ± 2.18%\n", "chirp-v4-h-api nan% ± nan%\n", "chirp-v4-h-s-32 4.33% ± 0.31%\n", "chirp-v4-h-t-6 7.79% ± 0.82%\n", "chirp-v4-up-u-d-2-5 6.25% ± 6.05%\n" ] } ], "source": [ "# subselect interesting clips\n", "interesting_clips_masks = (\n", " interesting_clips[\"model_name\"].str.contains(\n", " \"v3p5|v4|v5|auk|ahi|bluejay|crow|carp|bass\"\n", " )\n", ") & (interesting_clips[\"reaction_play_count\"] > 0)\n", "# make sure we have pairs\n", "extra_compare_mask = interesting_clips[interesting_clips_masks][\"request_id\"].isin(\n", " interesting_clips[interesting_clips_masks][\"request_id\"]\n", " .value_counts()\n", " .index[interesting_clips[interesting_clips_masks][\"request_id\"].value_counts() == 2]\n", ")\n", "user_intersting_clips = interesting_clips[\n", " interesting_clips_masks & extra_compare_mask\n", "].copy()\n", "print(\"Number of clips in interesting_clips:\")\n", "print(f\"{interesting_clips.shape[0]:,}\")\n", "print(\"Number of clips in user_interesting_clips:\")\n", "print(\n", " f\"{user_intersting_clips.shape[0]:,}\",\n", " f\"{round(user_intersting_clips.shape[0]/interesting_clips.shape[0], 3)}\",\n", ")\n", "preference_ratio = (\n", " user_intersting_clips[user_intersting_clips[\"preference\"]][\n", " \"model_name\"\n", " ].value_counts()\n", " / clip_df_model_counts\n", ")\n", "# Print the results in a formatted manner\n", "print(\"Ratio of preferred clips to total clips for each model:\")\n", "print(\"-\" * 60)\n", "for model, ratio in preference_ratio.items():\n", " n = clip_df_model_counts[model]\n", " uncertainty = (ratio * (1 - ratio) / n) ** 0.5\n", " print(f\"{model:<30} {ratio:.2%} ± {uncertainty:.2%}\")" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:59.204547Z", "start_time": "2024-05-26T00:24:58.891851Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:28:08.717270Z", "iopub.status.busy": "2025-11-23T23:28:08.716798Z", "iopub.status.idle": "2025-11-23T23:28:09.054260Z", "shell.execute_reply": "2025-11-23T23:28:09.053671Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Calculate the number of preferences per user\n", "preferences_per_user = user_intersting_clips[\"user_id\"].value_counts()\n", "# Determine the maximum number of preferences\n", "max_preferences = preferences_per_user.max()\n", "# Choose bins using Sturges' rule, but ensure a minimum of 15 bins and a maximum of 30\n", "n_bins = max(30, min(100, int(np.ceil(np.log2(len(preferences_per_user)) + 1))))\n", "# Calculate bin edges using a linear scale\n", "bin_edges = np.linspace(preferences_per_user.min(), max_preferences, n_bins)\n", "plt.figure(figsize=(10, 6))\n", "plt.hist(preferences_per_user, bins=bin_edges, edgecolor=\"black\")\n", "plt.yscale(\"log\")\n", "plt.xlabel(\"Number of preferences per user\")\n", "plt.ylabel(\"Number of users (log scale)\")\n", "plt.title(\"Distribution of User Preferences\")\n", "plt.grid(axis=\"both\", linestyle=\"--\", alpha=0.7)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:24:59.207707Z", "start_time": "2024-05-26T00:24:59.205659Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:28:09.056032Z", "iopub.status.busy": "2025-11-23T23:28:09.055578Z", "iopub.status.idle": "2025-11-23T23:28:09.227448Z", "shell.execute_reply": "2025-11-23T23:28:09.226809Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Summary of user_interesting_clips:\n", "Total requests: 391,298\n", "Unique clips: 195,649\n", "Fraction of total clips: 13.49%\n", "Time Validation:\n", "Earliest timestamp: 2025-11-23 19:00:13.079860+00:00\n", "Latest timestamp: 2025-11-23 23:03:09.465635+00:00\n", "Earliest timestamp: 2025-11-23 19:00:48.162451+00:00\n", "Latest timestamp: 2025-11-23 22:56:23.787295+00:00\n" ] } ], "source": [ "print(\"Summary of user_interesting_clips:\")\n", "print(f\"Total requests: {user_intersting_clips.shape[0]:,}\")\n", "print(f\"Unique clips: {user_intersting_clips.shape[0] // 2:,}\")\n", "print(\n", " f\"Fraction of total clips: {user_intersting_clips.shape[0] / total_clip_counts:.2%}\"\n", ")\n", "print(\"Time Validation:\")\n", "print(f\"Earliest timestamp: {user_intersting_clips['created_at'].min()}\")\n", "print(f\"Latest timestamp: {user_intersting_clips['created_at'].max()}\")\n", "model_to_test = target_model_name\n", "print(\n", " f\"Earliest timestamp: {user_intersting_clips[user_intersting_clips['model_name'] == model_to_test]['created_at'].min()}\"\n", ")\n", "print(\n", " f\"Latest timestamp: {user_intersting_clips[user_intersting_clips['model_name'] == model_to_test]['created_at'].max()}\"\n", ")" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:28:09.229078Z", "iopub.status.busy": "2025-11-23T23:28:09.228730Z", "iopub.status.idle": "2025-11-23T23:28:10.668947Z", "shell.execute_reply": "2025-11-23T23:28:10.668255Z" } }, "outputs": [], "source": [ "def parse_for_instrumental(x):\n", " if \"make_instrumental\" not in x:\n", " return False\n", " out = x.get(\"make_instrumental\", False)\n", " return out\n", "\n", "\n", "from suno_analytics.preference_data_selection import parse_for_tag, parse_for_one_box\n", "\n", "user_intersting_clips[\"tags\"] = user_intersting_clips[\"metadata\"].apply(parse_for_tag)\n", "user_intersting_clips[\"is_onebox\"] = user_intersting_clips[\"metadata\"].apply(\n", " parse_for_one_box\n", ")\n", "user_intersting_clips[\"is_instrumental\"] = user_intersting_clips[\"metadata\"].apply(\n", " parse_for_instrumental\n", ")" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:00.893917Z", "start_time": "2024-05-26T00:25:00.485775Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:28:10.671068Z", "iopub.status.busy": "2025-11-23T23:28:10.670617Z", "iopub.status.idle": "2025-11-23T23:28:13.472886Z", "shell.execute_reply": "2025-11-23T23:28:13.472105Z" } }, "outputs": [], "source": [ "user_compare_mask = user_intersting_clips[\"created_at\"] >= cutoff_date\n", "# # this is fucked up sometimes one box doesn't give prompt to one generation\n", "extra_compare_mask = user_intersting_clips[user_compare_mask][\"request_id\"].isin(\n", " user_intersting_clips[user_compare_mask][\"request_id\"]\n", " .value_counts()\n", " .index[user_intersting_clips[user_compare_mask][\"request_id\"].value_counts() == 2]\n", ")\n", "user_compare_mask = user_compare_mask & extra_compare_mask" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:01.140472Z", "start_time": "2024-05-26T00:25:00.895575Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:28:13.475097Z", "iopub.status.busy": "2025-11-23T23:28:13.474776Z", "iopub.status.idle": "2025-11-23T23:28:19.271335Z", "shell.execute_reply": "2025-11-23T23:28:19.270582Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(391298, 60)\n", "==========================\n", "Model Name Value Counts and Fractions:\n", "chirp-crow-t1: 152785 (39.05%)\n", "chirp-auk-turbo-t2: 109160 (27.90%)\n", "chirp-crow-t1-d175: 12503 (3.20%)\n", "chirp-crow-t1-d70: 12491 (3.19%)\n", "chirp-auk-turbo-t2_step_1: 12217 (3.12%)\n", "chirp-crow-t1_text_cfg_15: 10161 (2.60%)\n", "chirp-crow-t1_text_cfg_12: 10072 (2.57%)\n", "chirp-crow-t1_cfg_steps_10: 10012 (2.56%)\n", "chirp-crow-engine-b: 8777 (2.24%)\n", "chirp-crow-t1_mask_control_slider: 8532 (2.18%)\n", "chirp-bluejay-t2: 7126 (1.82%)\n", "chirp-crow-t1_cfg_steps_30: 6615 (1.69%)\n", "chirp-carp-up-1: 5656 (1.45%)\n", "chirp-auk-turbo-engine-b: 3884 (0.99%)\n", "chirp-crow-t1_cfg_steps_480: 3298 (0.84%)\n", "chirp-crow-t1-c2: 3182 (0.81%)\n", "chirp-crow-t1-c1: 3149 (0.80%)\n", "chirp-auk-t1: 2006 (0.51%)\n", "chirp-carp-up-c-1: 999 (0.26%)\n", "chirp-auk-turbo-engine-b_onebox_lyrics: 910 (0.23%)\n", "chirp-auk-turbo-engine-b_onebox_lyrics_gpt51_s8: 910 (0.23%)\n", "chirp-crow-t2: 832 (0.21%)\n", "chirp-crow-engine-b_onebox_lyrics: 785 (0.20%)\n", "chirp-crow-engine-b_onebox_lyrics_gpt51_s8: 785 (0.20%)\n", "chirp-carp-up-1_step_8: 752 (0.19%)\n", "chirp-carp-up-1_noise_l_5: 688 (0.18%)\n", "chirp-bluejay-engine-b: 388 (0.10%)\n", "chirp-crow-engine-b_mask_control_slider: 387 (0.10%)\n", "chirp-v3p5-engine-s-8: 361 (0.09%)\n", "chirp-v4-h-s-32: 325 (0.08%)\n", "chirp-carp-up-1_variation_1: 188 (0.05%)\n", "chirp-v4-h-t-6: 166 (0.04%)\n", "chirp-bass-up-3: 144 (0.04%)\n", "chirp-auk-turbo-t2_mask_control_slider: 141 (0.04%)\n", "chirp-carp-up-c-1_step_24: 141 (0.04%)\n", "chirp-carp-up-c-1_step_16: 126 (0.03%)\n", "chirp-v3p5-engine-t-6: 116 (0.03%)\n", "chirp-carp-up-c-1_step_8: 92 (0.02%)\n", "chirp-auk-engine-b: 80 (0.02%)\n", "chirp-carp-up-c-1_text_cfg_15: 79 (0.02%)\n", "chirp-carp-up-c-1_text_cfg_25: 73 (0.02%)\n", "chirp-v3p5-engine-s-8_min_p_005: 38 (0.01%)\n", "chirp-v4-h-s-32_text_1: 34 (0.01%)\n", "chirp-ahi-up-3: 24 (0.01%)\n", "chirp-v3p5-engine-b: 18 (0.00%)\n", "chirp-bluejay-engine-b_onebox_lyrics: 17 (0.00%)\n", "chirp-bluejay-engine-b_onebox_lyrics_gpt51_s8: 17 (0.00%)\n", "chirp-v4-engine-b: 8 (0.00%)\n", "chirp-auk-turbo-engine-b_mask_control_slider: 8 (0.00%)\n", "chirp-v3p5-engine-b-tau: 8 (0.00%)\n", "chirp-v4-engine-b-tau: 6 (0.00%)\n", "chirp-v4-h-s-32_mask_control_slider: 5 (0.00%)\n", "chirp-auk-engine-b_onebox_lyrics: 4 (0.00%)\n", "chirp-auk-engine-b_onebox_lyrics_gpt51_s8: 4 (0.00%)\n", "chirp-v4-engine-b_onebox_lyrics: 3 (0.00%)\n", "chirp-v4-engine-b_onebox_lyrics_gpt51_s8: 3 (0.00%)\n", "chirp-v4-up-u-d-2-5: 2 (0.00%)\n", "chirp-ahi-stem-12-t1: 2 (0.00%)\n", "chirp-v3p5-engine-s-8_mask_control_slider: 1 (0.00%)\n", "chirp-v3p5-engine-s-8_onebox_lyrics: 1 (0.00%)\n", "chirp-v3p5-engine-s-8_onebox_lyrics_gpt51_s8: 1 (0.00%)\n", "==========================\n", "Task Name Value Counts and Fractions:\n", ": 253654 (64.82%)\n", "cover: 87442 (22.35%)\n", "artist_consistency: 12408 (3.17%)\n", "artist_cover: 8676 (2.22%)\n", "upsample: 8360 (2.14%)\n", "extend: 5894 (1.51%)\n", "playlist_condition: 3518 (0.90%)\n", "upload_extend: 3316 (0.85%)\n", "infill: 3130 (0.80%)\n", "overpainting: 1400 (0.36%)\n", "underpainting: 1166 (0.30%)\n", "artist_extend: 896 (0.23%)\n", "stem_condition: 640 (0.16%)\n", "fixed_infill: 604 (0.15%)\n", "stem_condition_infill: 192 (0.05%)\n", "gen_stem: 2 (0.00%)\n" ] } ], "source": [ "user_intersting_clips_3p5 = (\n", " user_intersting_clips[user_compare_mask].reset_index().copy()\n", ")\n", "\n", "\n", "def modify_model_name(model_name, metadata):\n", " if (\n", " model_name.startswith(\"chirp-v3p5-engine-t\")\n", " or model_name.startswith(\"chirp-v3p5-engine-s\")\n", " or model_name.startswith(\"chirp-v4\")\n", " or model_name.startswith(\"chirp-v3p5-h-s-31\")\n", " or model_name.startswith(\"chirp-auk\")\n", " or model_name.startswith(\"chirp-bluejay\")\n", " or model_name.startswith(\"chirp-ahi\")\n", " or model_name.startswith(\"chirp-bass\")\n", " or model_name.startswith(\"chirp-carp\")\n", " or model_name.startswith(\"chirp-crow\")\n", " ):\n", " if \"param_experiment\" in metadata:\n", " exp = metadata.get(\"param_experiment\", \"\")\n", " if exp:\n", " if exp == \"mask_control_slider\" and not metadata.get(\n", " \"control_sliders\", None\n", " ):\n", " return model_name\n", " return f\"{model_name}_{exp}\"\n", " return model_name\n", "\n", "\n", "user_intersting_clips_3p5[\"model_name\"] = user_intersting_clips_3p5.apply(\n", " lambda row: modify_model_name(row[\"model_name\"], row[\"metadata\"]), axis=1\n", ")\n", "user_intersting_clips_3p5 = user_intersting_clips_3p5.sort_values(\n", " by=[\"request_id\", \"preference\"]\n", ")\n", "print(user_intersting_clips_3p5.shape)\n", "model_counts = user_intersting_clips_3p5[\"model_name\"].value_counts()\n", "model_fracs = model_counts / model_counts.sum()\n", "print(\"==========================\")\n", "print(\"Model Name Value Counts and Fractions:\")\n", "print_out_value_counts_nicely(user_intersting_clips_3p5, \"model_name\")\n", "print(\"==========================\")\n", "print(\"Task Name Value Counts and Fractions:\")\n", "print_out_value_counts_nicely(user_intersting_clips_3p5, \"task\")" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:28:19.273107Z", "iopub.status.busy": "2025-11-23T23:28:19.272815Z", "iopub.status.idle": "2025-11-23T23:28:19.299002Z", "shell.execute_reply": "2025-11-23T23:28:19.298422Z" } }, "outputs": [], "source": [ "# # # this is fucked up sometimes one box doesn't give prompt to one generation\n" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:28:19.300637Z", "iopub.status.busy": "2025-11-23T23:28:19.300215Z", "iopub.status.idle": "2025-11-23T23:29:01.591842Z", "shell.execute_reply": "2025-11-23T23:29:01.591278Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "len pos models: 195649\n", "differing counts: 84088\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "chirp-ahi-stem-12-t1_win_over_chirp-ahi-stem-12-t1, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-ahi-up-3_win_over_chirp-ahi-up-3, win ratio 1.000, (1.000, 1.000), counts 12, total 12.\n", "chirp-auk-engine-b_onebox_lyrics_gpt51_s8_win_over_chirp-auk-engine-b_onebox_lyrics, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-auk-engine-b_win_over_chirp-auk-engine-b, win ratio 1.000, (1.000, 1.000), counts 40, total 40.\n", "chirp-auk-t1_win_over_chirp-auk-t1, win ratio 1.000, (1.000, 1.000), counts 1003, total 1003.\n", "chirp-auk-turbo-engine-b_mask_control_slider_win_over_chirp-auk-turbo-engine-b, win ratio 0.875, (0.646, 1.104), counts 7, total 8.\n", "chirp-auk-turbo-engine-b_onebox_lyrics_gpt51_s8_win_over_chirp-auk-turbo-engine-b_onebox_lyrics, win ratio 0.631, (0.599, 0.662), counts 574, total 910.\n", "chirp-auk-turbo-engine-b_onebox_lyrics_win_over_chirp-auk-turbo-engine-b_onebox_lyrics_gpt51_s8, win ratio 0.369, (0.338, 0.401), counts 336, total 910.\n", "chirp-auk-turbo-engine-b_win_over_chirp-auk-turbo-engine-b, win ratio 1.000, (1.000, 1.000), counts 1938, total 1938.\n", "chirp-auk-turbo-engine-b_win_over_chirp-auk-turbo-engine-b_mask_control_slider, win ratio 0.125, (-0.104, 0.354), counts 1, total 8.\n", "chirp-auk-turbo-t2_mask_control_slider_win_over_chirp-auk-turbo-t2, win ratio 0.546, (0.464, 0.628), counts 77, total 141.\n", "chirp-auk-turbo-t2_step_1_win_over_chirp-auk-turbo-t2, win ratio 0.507, (0.498, 0.516), counts 6191, total 12211.\n", "chirp-auk-turbo-t2_step_1_win_over_chirp-auk-turbo-t2_step_1, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2, win ratio 1.000, (1.000, 1.000), counts 48404, total 48404.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2_mask_control_slider, win ratio 0.454, (0.372, 0.536), counts 64, total 141.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2_step_1, win ratio 0.493, (0.484, 0.502), counts 6020, total 12211.\n", "chirp-bass-up-3_win_over_chirp-bass-up-3, win ratio 1.000, (1.000, 1.000), counts 72, total 72.\n", "chirp-bluejay-engine-b_onebox_lyrics_gpt51_s8_win_over_chirp-bluejay-engine-b_onebox_lyrics, win ratio 0.647, (0.420, 0.874), counts 11, total 17.\n", "chirp-bluejay-engine-b_onebox_lyrics_win_over_chirp-bluejay-engine-b_onebox_lyrics_gpt51_s8, win ratio 0.353, (0.126, 0.580), counts 6, total 17.\n", "chirp-bluejay-engine-b_win_over_chirp-bluejay-engine-b, win ratio 1.000, (1.000, 1.000), counts 194, total 194.\n", "chirp-bluejay-t2_win_over_chirp-bluejay-t2, win ratio 1.000, (1.000, 1.000), counts 3563, total 3563.\n", "chirp-carp-up-1_noise_l_5_win_over_chirp-carp-up-1, win ratio 0.528, (0.490, 0.565), counts 363, total 688.\n", "chirp-carp-up-1_step_8_win_over_chirp-carp-up-1, win ratio 0.543, (0.507, 0.578), counts 408, total 752.\n", "chirp-carp-up-1_variation_1_win_over_chirp-carp-up-1, win ratio 0.511, (0.439, 0.582), counts 96, total 188.\n", "chirp-carp-up-1_win_over_chirp-carp-up-1, win ratio 1.000, (1.000, 1.000), counts 2014, total 2014.\n", "chirp-carp-up-1_win_over_chirp-carp-up-1_noise_l_5, win ratio 0.472, (0.435, 0.510), counts 325, total 688.\n", "chirp-carp-up-1_win_over_chirp-carp-up-1_step_8, win ratio 0.457, (0.422, 0.493), counts 344, total 752.\n", "chirp-carp-up-1_win_over_chirp-carp-up-1_variation_1, win ratio 0.489, (0.418, 0.561), counts 92, total 188.\n", "chirp-carp-up-c-1_step_16_win_over_chirp-carp-up-c-1, win ratio 0.476, (0.389, 0.563), counts 60, total 126.\n", "chirp-carp-up-c-1_step_24_win_over_chirp-carp-up-c-1, win ratio 0.447, (0.365, 0.529), counts 63, total 141.\n", "chirp-carp-up-c-1_step_8_win_over_chirp-carp-up-c-1, win ratio 0.435, (0.333, 0.536), counts 40, total 92.\n", "chirp-carp-up-c-1_text_cfg_15_win_over_chirp-carp-up-c-1, win ratio 0.519, (0.409, 0.629), counts 41, total 79.\n", "chirp-carp-up-c-1_text_cfg_25_win_over_chirp-carp-up-c-1, win ratio 0.452, (0.338, 0.566), counts 33, total 73.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1, win ratio 1.000, (1.000, 1.000), counts 244, total 244.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1_step_16, win ratio 0.524, (0.437, 0.611), counts 66, total 126.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1_step_24, win ratio 0.553, (0.471, 0.635), counts 78, total 141.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1_step_8, win ratio 0.565, (0.464, 0.667), counts 52, total 92.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1_text_cfg_15, win ratio 0.481, (0.371, 0.591), counts 38, total 79.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1_text_cfg_25, win ratio 0.548, (0.434, 0.662), counts 40, total 73.\n", "chirp-crow-engine-b_mask_control_slider_win_over_chirp-crow-engine-b, win ratio 0.594, (0.545, 0.643), counts 230, total 387.\n", "chirp-crow-engine-b_onebox_lyrics_gpt51_s8_win_over_chirp-crow-engine-b_onebox_lyrics, win ratio 0.583, (0.549, 0.618), counts 458, total 785.\n", "chirp-crow-engine-b_onebox_lyrics_win_over_chirp-crow-engine-b_onebox_lyrics_gpt51_s8, win ratio 0.417, (0.382, 0.451), counts 327, total 785.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b, win ratio 1.000, (1.000, 1.000), counts 4195, total 4195.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b_mask_control_slider, win ratio 0.406, (0.357, 0.455), counts 157, total 387.\n", "chirp-crow-t1-c1_win_over_chirp-crow-t1, win ratio 0.349, (0.332, 0.366), counts 1099, total 3149.\n", "chirp-crow-t1-c2_win_over_chirp-crow-t1, win ratio 0.430, (0.412, 0.447), counts 1365, total 3178.\n", "chirp-crow-t1-c2_win_over_chirp-crow-t1-c2, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d175, win ratio 1.000, (1.000, 1.000), counts 19, total 19.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d70, win ratio 0.503, (0.494, 0.512), counts 6270, total 12465.\n", "chirp-crow-t1-d70_win_over_chirp-crow-t1-d175, win ratio 0.497, (0.488, 0.506), counts 6195, total 12465.\n", "chirp-crow-t1-d70_win_over_chirp-crow-t1-d70, win ratio 1.000, (1.000, 1.000), counts 13, total 13.\n", "chirp-crow-t1_cfg_steps_10_win_over_chirp-crow-t1, win ratio 0.499, (0.490, 0.509), counts 4993, total 9996.\n", "chirp-crow-t1_cfg_steps_10_win_over_chirp-crow-t1_cfg_steps_10, win ratio 1.000, (1.000, 1.000), counts 8, total 8.\n", "chirp-crow-t1_cfg_steps_30_win_over_chirp-crow-t1, win ratio 0.497, (0.485, 0.509), counts 3278, total 6599.\n", "chirp-crow-t1_cfg_steps_30_win_over_chirp-crow-t1_cfg_steps_30, win ratio 1.000, (1.000, 1.000), counts 8, total 8.\n", "chirp-crow-t1_cfg_steps_480_win_over_chirp-crow-t1, win ratio 0.491, (0.474, 0.508), counts 1619, total 3296.\n", "chirp-crow-t1_cfg_steps_480_win_over_chirp-crow-t1_cfg_steps_480, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-crow-t1_mask_control_slider_win_over_chirp-crow-t1, win ratio 0.608, (0.598, 0.618), counts 5188, total 8532.\n", "chirp-crow-t1_text_cfg_12_win_over_chirp-crow-t1, win ratio 0.502, (0.492, 0.512), counts 5048, total 10054.\n", "chirp-crow-t1_text_cfg_12_win_over_chirp-crow-t1_text_cfg_12, win ratio 1.000, (1.000, 1.000), counts 9, total 9.\n", "chirp-crow-t1_text_cfg_15_win_over_chirp-crow-t1, win ratio 0.507, (0.497, 0.517), counts 5138, total 10135.\n", "chirp-crow-t1_text_cfg_15_win_over_chirp-crow-t1_text_cfg_15, win ratio 1.000, (1.000, 1.000), counts 13, total 13.\n", "chirp-crow-t1_win_over_chirp-crow-t1, win ratio 1.000, (1.000, 1.000), counts 48923, total 48923.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c1, win ratio 0.651, (0.634, 0.668), counts 2050, total 3149.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c2, win ratio 0.570, (0.553, 0.588), counts 1813, total 3178.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_10, win ratio 0.501, (0.491, 0.510), counts 5003, total 9996.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_30, win ratio 0.503, (0.491, 0.515), counts 3321, total 6599.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_480, win ratio 0.509, (0.492, 0.526), counts 1677, total 3296.\n", "chirp-crow-t1_win_over_chirp-crow-t1_mask_control_slider, win ratio 0.392, (0.382, 0.402), counts 3344, total 8532.\n", "chirp-crow-t1_win_over_chirp-crow-t1_text_cfg_12, win ratio 0.498, (0.488, 0.508), counts 5006, total 10054.\n", "chirp-crow-t1_win_over_chirp-crow-t1_text_cfg_15, win ratio 0.493, (0.483, 0.503), counts 4997, total 10135.\n", "chirp-crow-t2_win_over_chirp-crow-t2, win ratio 1.000, (1.000, 1.000), counts 416, total 416.\n", "chirp-v3p5-engine-b-tau_win_over_chirp-v3p5-engine-b-tau, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, (1.000, 1.000), counts 9, total 9.\n", "chirp-v3p5-engine-s-8_mask_control_slider_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v3p5-engine-s-8_min_p_005_win_over_chirp-v3p5-engine-s-8, win ratio 0.711, (0.566, 0.855), counts 27, total 38.\n", "chirp-v3p5-engine-s-8_onebox_lyrics_gpt51_s8_win_over_chirp-v3p5-engine-s-8_onebox_lyrics, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, (1.000, 1.000), counts 161, total 161.\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_min_p_005, win ratio 0.289, (0.145, 0.434), counts 11, total 38.\n", "chirp-v3p5-engine-t-6_win_over_chirp-v3p5-engine-t-6, win ratio 1.000, (1.000, 1.000), counts 58, total 58.\n", "chirp-v4-engine-b-tau_win_over_chirp-v4-engine-b-tau, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-v4-engine-b_onebox_lyrics_gpt51_s8_win_over_chirp-v4-engine-b_onebox_lyrics, win ratio 0.333, (-0.200, 0.867), counts 1, total 3.\n", "chirp-v4-engine-b_onebox_lyrics_win_over_chirp-v4-engine-b_onebox_lyrics_gpt51_s8, win ratio 0.667, (0.133, 1.200), counts 2, total 3.\n", "chirp-v4-engine-b_win_over_chirp-v4-engine-b, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-v4-h-s-32_mask_control_slider_win_over_chirp-v4-h-s-32, win ratio 0.400, (-0.029, 0.829), counts 2, total 5.\n", "chirp-v4-h-s-32_text_1_win_over_chirp-v4-h-s-32, win ratio 0.500, (0.332, 0.668), counts 17, total 34.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32, win ratio 1.000, (1.000, 1.000), counts 143, total 143.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_mask_control_slider, win ratio 0.600, (0.171, 1.029), counts 3, total 5.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_text_1, win ratio 0.500, (0.332, 0.668), counts 17, total 34.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6, win ratio 1.000, (1.000, 1.000), counts 83, total 83.\n", "chirp-v4-up-u-d-2-5_win_over_chirp-v4-up-u-d-2-5, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "tournament players: ['chirp-auk-engine-b_onebox_lyrics', 'chirp-auk-engine-b_onebox_lyrics_gpt51_s8', 'chirp-auk-turbo-engine-b', 'chirp-auk-turbo-engine-b_mask_control_slider', 'chirp-auk-turbo-engine-b_onebox_lyrics', 'chirp-auk-turbo-engine-b_onebox_lyrics_gpt51_s8', 'chirp-auk-turbo-t2', 'chirp-auk-turbo-t2_mask_control_slider', 'chirp-auk-turbo-t2_step_1', 'chirp-bluejay-engine-b_onebox_lyrics', 'chirp-bluejay-engine-b_onebox_lyrics_gpt51_s8', 'chirp-carp-up-1', 'chirp-carp-up-1_noise_l_5', 'chirp-carp-up-1_step_8', 'chirp-carp-up-1_variation_1', 'chirp-carp-up-c-1', 'chirp-carp-up-c-1_step_16', 'chirp-carp-up-c-1_step_24', 'chirp-carp-up-c-1_step_8', 'chirp-carp-up-c-1_text_cfg_15', 'chirp-carp-up-c-1_text_cfg_25', 'chirp-crow-engine-b', 'chirp-crow-engine-b_mask_control_slider', 'chirp-crow-engine-b_onebox_lyrics', 'chirp-crow-engine-b_onebox_lyrics_gpt51_s8', 'chirp-crow-t1', 'chirp-crow-t1-c1', 'chirp-crow-t1-c2', 'chirp-crow-t1-d175', 'chirp-crow-t1-d70', 'chirp-crow-t1_cfg_steps_10', 'chirp-crow-t1_cfg_steps_30', 'chirp-crow-t1_cfg_steps_480', 'chirp-crow-t1_mask_control_slider', 'chirp-crow-t1_text_cfg_12', 'chirp-crow-t1_text_cfg_15', 'chirp-v3p5-engine-s-8', 'chirp-v3p5-engine-s-8_mask_control_slider', 'chirp-v3p5-engine-s-8_min_p_005', 'chirp-v3p5-engine-s-8_onebox_lyrics', 'chirp-v3p5-engine-s-8_onebox_lyrics_gpt51_s8', 'chirp-v4-engine-b_onebox_lyrics', 'chirp-v4-engine-b_onebox_lyrics_gpt51_s8', 'chirp-v4-h-s-32', 'chirp-v4-h-s-32_mask_control_slider', 'chirp-v4-h-s-32_text_1']\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-auk-engine-b_onebox_lyrics: 986.1, (-286, 739)\n", "chirp-auk-engine-b_onebox_lyrics_gpt51_s8: 1013.9, (1265, 2297)\n", "chirp-auk-turbo-engine-b: 980.5, (-631, 972)\n", "chirp-auk-turbo-engine-b_mask_control_slider: 1019.5, (1028, 2636)\n", "chirp-auk-turbo-engine-b_onebox_lyrics: 955.9, (942, 965)\n", "chirp-auk-turbo-engine-b_onebox_lyrics_gpt51_s8: 1044.2, (1035, 1058)\n", "chirp-auk-turbo-t2: 990.7, (967, 1008)\n", "chirp-auk-turbo-t2_mask_control_slider: 1013.7, (980, 1060)\n", "chirp-auk-turbo-t2_step_1: 995.6, (973, 1013)\n", "chirp-bluejay-engine-b_onebox_lyrics: 986.0, (830, 1030)\n", "chirp-bluejay-engine-b_onebox_lyrics_gpt51_s8: 1014.1, (970, 1171)\n", "chirp-carp-up-1: 986.0, (969, 1001)\n", "chirp-carp-up-1_noise_l_5: 1004.6, (981, 1030)\n", "chirp-carp-up-1_step_8: 1013.9, (992, 1039)\n", "chirp-carp-up-1_variation_1: 995.5, (955, 1033)\n", "chirp-carp-up-c-1: 1017.7, (993, 1048)\n", "chirp-carp-up-c-1_step_16: 1000.6, (945, 1060)\n", "chirp-carp-up-c-1_step_24: 988.4, (926, 1041)\n", "chirp-carp-up-c-1_step_8: 986.1, (913, 1040)\n", "chirp-carp-up-c-1_text_cfg_15: 1014.3, (966, 1106)\n", "chirp-carp-up-c-1_text_cfg_25: 993.0, (915, 1060)\n", "chirp-crow-engine-b: 970.4, (948, 985)\n", "chirp-crow-engine-b_mask_control_slider: 1029.6, (1015, 1053)\n", "chirp-crow-engine-b_onebox_lyrics: 972.4, (959, 983)\n", "chirp-crow-engine-b_onebox_lyrics_gpt51_s8: 1027.6, (1017, 1042)\n", "chirp-crow-t1: 1008.9, (1006, 1012)\n", "chirp-crow-t1-c1: 903.6, (889, 912)\n", "chirp-crow-t1-c2: 960.7, (947, 971)\n", "chirp-crow-t1-d175: 1001.1, (998, 1004)\n", "chirp-crow-t1-d70: 999.0, (996, 1002)\n", "chirp-crow-t1_cfg_steps_10: 1008.5, (1002, 1016)\n", "chirp-crow-t1_cfg_steps_30: 1006.6, (999, 1015)\n", "chirp-crow-t1_cfg_steps_480: 1002.7, (992, 1014)\n", "chirp-crow-t1_mask_control_slider: 1084.3, (1079, 1093)\n", "chirp-crow-t1_text_cfg_12: 1010.3, (1005, 1018)\n", "chirp-crow-t1_text_cfg_15: 1013.6, (1007, 1020)\n", "chirp-v3p5-engine-s-8: 963.9, (522, 965)\n", "chirp-v3p5-engine-s-8_mask_control_slider: 1003.3, (1000, 1796)\n", "chirp-v3p5-engine-s-8_min_p_005: 1032.8, (666, 1132)\n", "chirp-v3p5-engine-s-8_onebox_lyrics: 996.4, (253, 1000)\n", "chirp-v3p5-engine-s-8_onebox_lyrics_gpt51_s8: 1003.7, (1000, 1750)\n", "chirp-v4-engine-b_onebox_lyrics: 1003.6, (546, 1820)\n", "chirp-v4-engine-b_onebox_lyrics_gpt51_s8: 996.5, (180, 1462)\n", "chirp-v4-h-s-32: 1002.7, (740, 1486)\n", "chirp-v4-h-s-32_mask_control_slider: 996.6, (41, 1576)\n", "chirp-v4-h-s-32_text_1: 1000.7, (715, 1492)\n" ] }, { "data": { "image/png": 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JDfr8vgR7uav6vBxWVpD3+wj2+X1x9ewSV5sg1rouNplczTr7+001PiNo9veNq+tqA8/FvHfP/Umrt1e/GbZ6e67unvtTnZuSrU02uqVcbd652gSxtBFUuRuqdWANSrnadC17Oco3/7tZu/NLZyt7Ocr7P/lFSb76v7iFi82g8hs2hz7wecg2giwL1b8jXHTDtWHTmNeAbviaLrtATXgZKABRq2xzorKFCxdq4cKFFS7zeDyaMmVKvb/WkUceqSOPPLLaz/n9fj333HO6+OKLNXLkSEnSfffdp2HDhumjjz7SySefrF9++UVffPGFXnvtNR188MGSpJtvvlmTJ0/Wtddeqw4dOuitt95SYWGh/v73v8vn8+mAAw7Q8uXL9fTTT2vs2LH1nt0iny9ORUX1+6F0ZUm+WP05vYf+nN5DSUk+5eQ0vHvO4K76bFVWlR8axXikPu2Sdc7grvXq3nRcH131xrJ9vvTPTcf1qVfXxcthtU3y1rgh0Tapfs8CSWnm09YanulR32etWHvpLlddF5tMrmat6f1mavP5cHddbeC5mHf1tpwGfX5fXL2fD1133dpshtXnvZLKNkEqt8tvgtSna+0lCF2sg7U1cNUt23StrPym6xP1eJ8rSy9HuW57bpXvG8s2bD5YvlUPjO6nbq0T6zxr2bxWXsqufNfCe0a5WoPyQvlvKbrh6VqaFQiGLTIAUWvevHkV/lf20kwTJkzY5+dcWL9+vTIyMjRs2LDAZc2bN1f//v313XffSZK+++47tWjRIrBRIUnDhg1TTEyMli5dKklasmSJhgwZIp9v7w9jhw8frt9++007d+50Nj/qrvwzNlonlv7eQOvEuAY/Y6Nb60Q9O36QJg+r+EyQycN66Nnxg+r9D04XL4d1xoDONT675IwBnes+qNw9a8XVS3dZ6wbbRKrPJpOrWZOCPOMn2OfD3U2M28eJW8vP74uLebcF2TgJ9vl9cbVx5eKl7CTmlaTcIJtdwT6/L68vqXkT5PUljetZZ666LtbB2hq4etZZJDdd68PFM6NcPUuOZ++UcvHsHVdrUNYue5bNwX/7iGfZAIgYnlkBIGp16dKl2subN2++z8+5kJGRIUlq27Zthcvbtm2rzMxMSVJmZqbatGlT4fNxcXFq2bJl4L/PzMxU164VfyM/JSUl8LmWLVvWeqbExL0/HCwqKlZBQbF8vljFxe39IXphYbEKC4sVHx+n2Ni9P+wqKChSUVGJEhK8iin3U+O8vEKVlPiVmOiTp9zP3HJzC+X3+5WUVPEHkjk5BfJ4PEos9z4Lfr+Um1ugmBiPEhL2Xl5S4ldeXqHi4mLk88XJ641VUpJPxcUlys8vktcbK6937+z1vU1xcTEV5mzIbUpKki4fcYBGHNhBZ81cqEfOTNPAHnuPceXbVCbYbWqV7NPlIw7Q5SMOkNcbq5ycggYfp6Qk6alxA/TiN+v05n83KyM7X+2S43XmoC46M62TmsXH1fk4TTy8l774dZtWbNld5dklqR2aa+LhveSL8dT5OB2f2l4frMzQmqycqs8uaZOk0wZ2DhyXupx7Zw3uqsc+/7XaH0DEeKTTB3Su0KntuVebrqQ6359O7tdRz3y1dp/Phjm5X0clJvpqdX8qf5vOGNBZMxas2ee8Zw/tFliH2j5GBFuDMf1L16CujxFjB3etcQ3GDu6q+Pi4Oj9GBHum0djBXQOz1uUxYtyQbjXOe8bALhWuX9vHiGDrcOag0r/v6vIYkeiNqfEZGUm+2MCsdXksb5ccry2786v0yqQkx1dYg9o+lif5YrWnhh+2lL2UXV0fy4PN2y45XgkJ3jo/ltdlfevyWB50fZv5KtzW2jyWt23mq3GTo20zn3y+2Do/lucWBdkEKSqp12N5bTZs6vNYXtuNoLo+ltdmHer6WF7XNajtY3lt16Cuj+W1edZZfR7Lt+fW3N2eW1ivx/K6rm9tH8vf/O/mmjdB/rtZf07vUafH8mAbMmu259brsfyZRb/WuLEya8lGTTlq7zOCavtY/uw3NXdf/naDJh7Wvc6P5f9euqnG7r+XbtKFw3vV+bE82LN3ps77Wc+cP0RS7R/Lg63BS4vXa9KwnnX+vrxQ0sUvflfh+/KyDZsvft2mZyYMVnw9vi8vKipRSYxHzy9cp39/u0EZ2fmBZ5dMHN5LzeL3rmVd/02YtTNXL3+7QW8s3RT4t8kZA7vorP6d1CLJW6d/P+3rNlX+t1+o/p0rqd7/zt3XbSr792+o/+1e1q3vcWrIbSoTqtsEO9isAABUkZtbIH+lb4ILCkq/SagsP7+o2sa+3owrN7f6f8RV9/JKfr+/2stLSqq/vKioREVFBYF/tJYp+0amsrrepvz8omo/15DblJ9fuk7+ILepstrcpvj4uMB1GnqcEr0xgZfDqry+9TlOHkmPn5m2z6fGe4pKVPZf1uU4zVm+Rauzqv7j2y/pt6wcvfHtBk0e1rPC52pznM5M66SPlm/d50t3jRvYpdpOsONUm65U9/uTv8Rf42/j+kv8gf822P2pvGAvYXZmWqcqrWDnXrA1OPt/P0yv62PEBUO7acGv2/bZvWBot8BsdXmMmJTeU9+s3Vljt/JMtXmMCDbvnw/rUa/HiGDdPx3SXVLdHiOCbdiMTutYYdbaPkaMOrhjjZthow/uWG0n2GPE6LSOtXopu7o+lgebd9TBHQPrV5fH8rqur1S7x4ig61vN/Veq+TGiR+vEGn8426N1YuDY1OWxvDYvFVh5pto8RtTmpQLr81he25cgrOtjeW3Woa6P5fVdg2CPEbVdg7o+ltdmDerzWF6fdajNY0R91zfYY0RG9r43GiUp83+fr8tjebANm205BfV6LP/3t+trfjbMdxv0x0O6VflcsMeIVxfX3J39/UZNPKx7nR/LX160rsbuy4vWacKQ0l8Iq8tjebDNoF8z9tT5sTzYGpS9nF9dH8tnLlhT5ReIyportuzWzC9+C7x8WV0ey+vzUmO1eYyorrtld74e+/xXvfvfTft8CbPaPEbU5qW7Gvrv3Pj4uHr/O3dft6nyv89C9W/3vLzCav+bUP7bvbJQ/ds9L69QHo/UrFlo3ssF4cPLQAFAhLVr106SlJWVVeHyrKyswDMjUlJStG3btgqfLyoq0s6dOwP/fUpKSuCZGGXKPi7rRIt9fcPSWLuuNPZ1KHs/kHcvPExfX3WE3r3wsNL3BmnA6+2OSeuk58cP3Of/xtTzZaBcvXSXq+7YgZ01Y2x/jUnrqNaJcfL8rzsmraNmjO2vsQPr9zJbLt50PqegSFcf3VujDu6o5vGl/33z+FiNOrijrj66t3IK6ne+uZiVbikXLw0nScentlf3Vomq/DtwHkndWyXq+NT29eq6mvecwV3Vp1313Ya8/5CleW86ro96tq7+mPVswHslWXupQFddF+vAGpSytg4uXjLR1csw8n5cpWrz7J26crUGrl5uzdVLjYXjJcxC+ZJgZe2yl9kaMPXjkL/MVmP/dx9QFzyzAgAirGvXrmrXrp0WLFigAw88UJKUnZ2t77//XmeffbYkaeDAgdq1a5eWLVumfv36SZK++uorlZSUKC0tTZI0YMAAPfjggyosLJTXW/o0y/nz56tXr151egmopsDrja32tzEaa9cVS+sQqmZKcrxSkvf+9kwoZy3bXBm+Xxud98J3evj0g5XaoXmDmpnZ+crcU6Dh+7VR15YJumXOSl11VG/1bJuktdtzlNLMV+H21FbZOgzo2lI3HNvHyTr8Ob1HSLqzl27SjAVrK1y2O79Ys5du1uylmzUpvXuVZ8NEala6e3tPju0f8jcNnbN8S40vmTFn+ZZ6nQuu5i3fffW7DdqeW6TWiXENfqNTS/OWvVdSqGcN9iyu+m4E0bU1q8vu8ant9cHyrRV+M1tq+Oaoq3lHp3UK+syoxtCUav8sm8bSrc2zd+rDxbyu1sDVho2r94Zx1a3Ne8OUPcOkLly9mb2rN4Yvz9q/f9E0sFkBAOVMnTo1sGEQSnv27NHatXt/GLd+/XotX75cLVu2VOfOnXX++efr8ccfV48ePdS1a1c99NBDat++vUaOHClJ6t27tw4//HDdcsstuuOOO1RYWKi77rpLJ598sjp06CBJOvXUU/Xoo4/qpptu0qRJk/Tzzz/rueee0w033BDy29PYWfohvUuW1qGxz1q2qSAp8DJT5V9uqr6bCtX9oP6WOSsDf27ID+rLa8zrOyatk47ovfc9e8pe479Mff/hXVljXgOL3fIbIElJ1b+sSV25PBdczFu+G8pNzPJdC/O6mNXShk24uqFaB8trEMpuODZHQzmvi00QVxs2rjZBXHWDvR9XfZ+9c1xquxpf0u+41HZ1brpaA1cbNi6eXeKyW5tnmNRnsyLY+5fcPfcnPTG2f52arjZAKrP27180DWxWAEA5o0ePdtJdtmyZzj///MDHU6dODXy9e+65R5MmTVJubq5uvfVW7dq1S4MHD9a//vUvxcfv/eHntGnTdNddd2nChAmKiYnRcccdp5tvvjnw+ebNm2vmzJm68847NWbMGLVu3VqXXHKJxo4d6+Q2AdHE1aZCuH5Q35hVfjZMKH8wC1s4F1CepQ2bcHRDvRlkcQ1C2Q3H5mioNwVDvQniasPG2rNsXHXjYmJqfP+wuJi6vyq7q1ldbdi0Tqx5E6R1YuN51opk6xkmLjZAgMaCzQoACINDDz1UK1eu3OfnPR6PrrjiCl1xxRX7vE6rVq10//331/h1UlNT9dJLL9V7TgDVc/VDDX44CwBA+Ln6+9fVMzGl0G+CuPrextqzbFx1xw7srN/3aqM5y7fok58ztSO3SK0S43T0ASk68cAO6toqodHM6moTpGebJGXl7Kzx8/XBM0zcvRQW0BiwWQEAaHKKitw8VdVV1xVL69DYZ638Qw2fL1YFIXpDvPIa+zqEo2tpVrrumha7rliaN1qPmcsfUJfX2NfBslCtbbhe3jEUXH5vY+lZNq66ld8/LFTra+WZO5J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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Most common models in comparisons:\n", " chirp-crow-t1 (8 comparisons)\n", " chirp-carp-up-c-1 (5 comparisons)\n", " chirp-carp-up-1 (3 comparisons)\n", " chirp-auk-turbo-t2 (2 comparisons)\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "get_preference_counts(user_intersting_clips_3p5)" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:02.332947Z", "start_time": "2024-05-26T00:25:02.010694Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:29:01.593456Z", "iopub.status.busy": "2025-11-23T23:29:01.593287Z", "iopub.status.idle": "2025-11-23T23:29:31.169611Z", "shell.execute_reply": "2025-11-23T23:29:31.169059Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "first gen\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "len pos models: 126827\n", "differing counts: 52081\n", "chirp-auk-engine-b_onebox_lyrics_gpt51_s8_win_over_chirp-auk-engine-b_onebox_lyrics, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-auk-engine-b_win_over_chirp-auk-engine-b, win ratio 1.000, (1.000, 1.000), counts 19, total 19.\n", "chirp-auk-t1_win_over_chirp-auk-t1, win ratio 1.000, (1.000, 1.000), counts 626, total 626.\n", "chirp-auk-turbo-engine-b_mask_control_slider_win_over_chirp-auk-turbo-engine-b, win ratio 0.750, (0.326, 1.174), counts 3, total 4.\n", "chirp-auk-turbo-engine-b_onebox_lyrics_gpt51_s8_win_over_chirp-auk-turbo-engine-b_onebox_lyrics, win ratio 0.630, (0.598, 0.661), counts 568, total 902.\n", "chirp-auk-turbo-engine-b_onebox_lyrics_win_over_chirp-auk-turbo-engine-b_onebox_lyrics_gpt51_s8, win ratio 0.370, (0.339, 0.402), counts 334, total 902.\n", "chirp-auk-turbo-engine-b_win_over_chirp-auk-turbo-engine-b, win ratio 1.000, (1.000, 1.000), counts 1653, total 1653.\n", "chirp-auk-turbo-engine-b_win_over_chirp-auk-turbo-engine-b_mask_control_slider, win ratio 0.250, (-0.174, 0.674), counts 1, total 4.\n", "chirp-auk-turbo-t2_mask_control_slider_win_over_chirp-auk-turbo-t2, win ratio 0.536, (0.429, 0.642), counts 45, total 84.\n", "chirp-auk-turbo-t2_step_1_win_over_chirp-auk-turbo-t2, win ratio 0.505, (0.495, 0.515), counts 5327, total 10549.\n", "chirp-auk-turbo-t2_step_1_win_over_chirp-auk-turbo-t2_step_1, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2, win ratio 1.000, (1.000, 1.000), counts 41526, total 41526.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2_mask_control_slider, win ratio 0.464, (0.358, 0.571), counts 39, total 84.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2_step_1, win ratio 0.495, (0.485, 0.505), counts 5222, total 10549.\n", "chirp-bluejay-engine-b_onebox_lyrics_gpt51_s8_win_over_chirp-bluejay-engine-b_onebox_lyrics, win ratio 0.647, (0.420, 0.874), counts 11, total 17.\n", "chirp-bluejay-engine-b_onebox_lyrics_win_over_chirp-bluejay-engine-b_onebox_lyrics_gpt51_s8, win ratio 0.353, (0.126, 0.580), counts 6, total 17.\n", "chirp-bluejay-engine-b_win_over_chirp-bluejay-engine-b, win ratio 1.000, (1.000, 1.000), counts 115, total 115.\n", "chirp-bluejay-t2_win_over_chirp-bluejay-t2, win ratio 1.000, (1.000, 1.000), counts 2048, total 2048.\n", "chirp-crow-engine-b_mask_control_slider_win_over_chirp-crow-engine-b, win ratio 0.568, (0.488, 0.647), counts 84, total 148.\n", "chirp-crow-engine-b_onebox_lyrics_gpt51_s8_win_over_chirp-crow-engine-b_onebox_lyrics, win ratio 0.585, (0.550, 0.620), counts 446, total 763.\n", "chirp-crow-engine-b_onebox_lyrics_win_over_chirp-crow-engine-b_onebox_lyrics_gpt51_s8, win ratio 0.415, (0.380, 0.450), counts 317, total 763.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b, win ratio 1.000, (1.000, 1.000), counts 2509, total 2509.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b_mask_control_slider, win ratio 0.432, (0.353, 0.512), counts 64, total 148.\n", "chirp-crow-t1-c1_win_over_chirp-crow-t1, win ratio 0.337, (0.315, 0.359), counts 604, total 1792.\n", "chirp-crow-t1-c2_win_over_chirp-crow-t1, win ratio 0.404, (0.381, 0.426), counts 742, total 1838.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d175, win ratio 1.000, (1.000, 1.000), counts 5, total 5.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d70, win ratio 0.499, (0.488, 0.511), counts 3497, total 7002.\n", "chirp-crow-t1-d70_win_over_chirp-crow-t1-d175, win ratio 0.501, (0.489, 0.512), counts 3505, total 7002.\n", "chirp-crow-t1-d70_win_over_chirp-crow-t1-d70, win ratio 1.000, (1.000, 1.000), counts 5, total 5.\n", "chirp-crow-t1_cfg_steps_10_win_over_chirp-crow-t1, win ratio 0.495, (0.483, 0.507), counts 3151, total 6363.\n", "chirp-crow-t1_cfg_steps_10_win_over_chirp-crow-t1_cfg_steps_10, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-crow-t1_cfg_steps_30_win_over_chirp-crow-t1, win ratio 0.493, (0.478, 0.509), counts 2084, total 4223.\n", "chirp-crow-t1_cfg_steps_30_win_over_chirp-crow-t1_cfg_steps_30, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-crow-t1_cfg_steps_480_win_over_chirp-crow-t1, win ratio 0.479, (0.458, 0.500), counts 1003, total 2094.\n", "chirp-crow-t1_cfg_steps_480_win_over_chirp-crow-t1_cfg_steps_480, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-crow-t1_mask_control_slider_win_over_chirp-crow-t1, win ratio 0.559, (0.542, 0.576), counts 1841, total 3296.\n", "chirp-crow-t1_text_cfg_12_win_over_chirp-crow-t1, win ratio 0.505, (0.493, 0.517), counts 3279, total 6496.\n", "chirp-crow-t1_text_cfg_12_win_over_chirp-crow-t1_text_cfg_12, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-crow-t1_text_cfg_15_win_over_chirp-crow-t1, win ratio 0.510, (0.498, 0.522), counts 3283, total 6440.\n", "chirp-crow-t1_text_cfg_15_win_over_chirp-crow-t1_text_cfg_15, win ratio 1.000, (1.000, 1.000), counts 5, total 5.\n", "chirp-crow-t1_win_over_chirp-crow-t1, win ratio 1.000, (1.000, 1.000), counts 25971, total 25971.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c1, win ratio 0.663, (0.641, 0.685), counts 1188, total 1792.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c2, win ratio 0.596, (0.574, 0.619), counts 1096, total 1838.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_10, win ratio 0.505, (0.493, 0.517), counts 3212, total 6363.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_30, win ratio 0.507, (0.491, 0.522), counts 2139, total 4223.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_480, win ratio 0.521, (0.500, 0.542), counts 1091, total 2094.\n", "chirp-crow-t1_win_over_chirp-crow-t1_mask_control_slider, win ratio 0.441, (0.424, 0.458), counts 1455, total 3296.\n", "chirp-crow-t1_win_over_chirp-crow-t1_text_cfg_12, win ratio 0.495, (0.483, 0.507), counts 3217, total 6496.\n", "chirp-crow-t1_win_over_chirp-crow-t1_text_cfg_15, win ratio 0.490, (0.478, 0.502), counts 3157, total 6440.\n", "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, (1.000, 1.000), counts 5, total 5.\n", "chirp-v3p5-engine-s-8_mask_control_slider_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v3p5-engine-s-8_min_p_005_win_over_chirp-v3p5-engine-s-8, win ratio 0.706, (0.553, 0.859), counts 24, total 34.\n", "chirp-v3p5-engine-s-8_onebox_lyrics_gpt51_s8_win_over_chirp-v3p5-engine-s-8_onebox_lyrics, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, (1.000, 1.000), counts 133, total 133.\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_min_p_005, win ratio 0.294, (0.141, 0.447), counts 10, total 34.\n", "chirp-v4-engine-b_onebox_lyrics_gpt51_s8_win_over_chirp-v4-engine-b_onebox_lyrics, win ratio 0.333, (-0.200, 0.867), counts 1, total 3.\n", "chirp-v4-engine-b_onebox_lyrics_win_over_chirp-v4-engine-b_onebox_lyrics_gpt51_s8, win ratio 0.667, (0.133, 1.200), counts 2, total 3.\n", "chirp-v4-engine-b_win_over_chirp-v4-engine-b, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-v4-h-s-32_mask_control_slider_win_over_chirp-v4-h-s-32, win ratio 0.250, (-0.174, 0.674), counts 1, total 4.\n", "chirp-v4-h-s-32_text_1_win_over_chirp-v4-h-s-32, win ratio 0.522, (0.318, 0.726), counts 12, total 23.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32, win ratio 1.000, (1.000, 1.000), counts 108, total 108.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_mask_control_slider, win ratio 0.750, (0.326, 1.174), counts 3, total 4.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_text_1, win ratio 0.478, (0.274, 0.682), counts 11, total 23.\n", "tournament players: ['chirp-auk-engine-b_onebox_lyrics', 'chirp-auk-engine-b_onebox_lyrics_gpt51_s8', 'chirp-auk-turbo-engine-b', 'chirp-auk-turbo-engine-b_mask_control_slider', 'chirp-auk-turbo-engine-b_onebox_lyrics', 'chirp-auk-turbo-engine-b_onebox_lyrics_gpt51_s8', 'chirp-auk-turbo-t2', 'chirp-auk-turbo-t2_mask_control_slider', 'chirp-auk-turbo-t2_step_1', 'chirp-bluejay-engine-b_onebox_lyrics', 'chirp-bluejay-engine-b_onebox_lyrics_gpt51_s8', 'chirp-crow-engine-b', 'chirp-crow-engine-b_mask_control_slider', 'chirp-crow-engine-b_onebox_lyrics', 'chirp-crow-engine-b_onebox_lyrics_gpt51_s8', 'chirp-crow-t1', 'chirp-crow-t1-c1', 'chirp-crow-t1-c2', 'chirp-crow-t1-d175', 'chirp-crow-t1-d70', 'chirp-crow-t1_cfg_steps_10', 'chirp-crow-t1_cfg_steps_30', 'chirp-crow-t1_cfg_steps_480', 'chirp-crow-t1_mask_control_slider', 'chirp-crow-t1_text_cfg_12', 'chirp-crow-t1_text_cfg_15', 'chirp-v3p5-engine-s-8', 'chirp-v3p5-engine-s-8_mask_control_slider', 'chirp-v3p5-engine-s-8_min_p_005', 'chirp-v3p5-engine-s-8_onebox_lyrics', 'chirp-v3p5-engine-s-8_onebox_lyrics_gpt51_s8', 'chirp-v4-engine-b_onebox_lyrics', 'chirp-v4-engine-b_onebox_lyrics_gpt51_s8', 'chirp-v4-h-s-32', 'chirp-v4-h-s-32_mask_control_slider', 'chirp-v4-h-s-32_text_1']\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-auk-engine-b_onebox_lyrics: 982.7, (-1331, 656)\n", "chirp-auk-engine-b_onebox_lyrics_gpt51_s8: 1017.4, (1344, 3383)\n", "chirp-auk-turbo-engine-b: 991.4, (-641, 1403)\n", "chirp-auk-turbo-engine-b_mask_control_slider: 1008.7, (603, 2646)\n", "chirp-auk-turbo-engine-b_onebox_lyrics: 955.8, (943, 965)\n", "chirp-auk-turbo-engine-b_onebox_lyrics_gpt51_s8: 1044.3, (1035, 1058)\n", "chirp-auk-turbo-t2: 993.5, (964, 1018)\n", "chirp-auk-turbo-t2_mask_control_slider: 1009.7, (962, 1066)\n", "chirp-auk-turbo-t2_step_1: 996.9, (968, 1021)\n", "chirp-bluejay-engine-b_onebox_lyrics: 983.3, (829, 1037)\n", "chirp-bluejay-engine-b_onebox_lyrics_gpt51_s8: 1016.8, (964, 1171)\n", "chirp-crow-engine-b: 980.9, (949, 1005)\n", "chirp-crow-engine-b_mask_control_slider: 1019.2, (995, 1051)\n", "chirp-crow-engine-b_onebox_lyrics: 971.7, (958, 983)\n", "chirp-crow-engine-b_onebox_lyrics_gpt51_s8: 1028.4, (1017, 1042)\n", "chirp-crow-t1: 1016.8, (1013, 1021)\n", "chirp-crow-t1-c1: 903.5, (884, 915)\n", "chirp-crow-t1-c2: 950.9, (935, 964)\n", "chirp-crow-t1-d175: 999.9, (996, 1004)\n", "chirp-crow-t1-d70: 1000.2, (996, 1004)\n", "chirp-crow-t1_cfg_steps_10: 1013.3, (1006, 1023)\n", "chirp-crow-t1_cfg_steps_30: 1012.1, (1004, 1023)\n", "chirp-crow-t1_cfg_steps_480: 1002.2, (989, 1016)\n", "chirp-crow-t1_mask_control_slider: 1056.4, (1047, 1070)\n", "chirp-crow-t1_text_cfg_12: 1019.9, (1013, 1029)\n", "chirp-crow-t1_text_cfg_15: 1023.4, (1016, 1032)\n", "chirp-v3p5-engine-s-8: 961.6, (384, 969)\n", "chirp-v3p5-engine-s-8_mask_control_slider: 1004.2, (1000, 2086)\n", "chirp-v3p5-engine-s-8_min_p_005: 1034.3, (502, 1131)\n", "chirp-v3p5-engine-s-8_onebox_lyrics: 995.4, (-255, 1000)\n", "chirp-v3p5-engine-s-8_onebox_lyrics_gpt51_s8: 1004.7, (1000, 2281)\n", "chirp-v4-engine-b_onebox_lyrics: 1004.5, (285, 2476)\n", "chirp-v4-engine-b_onebox_lyrics_gpt51_s8: 995.6, (-440, 1718)\n", "chirp-v4-h-s-32: 1004.3, (781, 1886)\n", "chirp-v4-h-s-32_mask_control_slider: 991.2, (-751, 1472)\n", "chirp-v4-h-s-32_text_1: 1004.7, (816, 1881)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Most common models in comparisons:\n", " chirp-crow-t1 (8 comparisons)\n", " chirp-auk-turbo-t2 (2 comparisons)\n", " chirp-v4-h-s-32 (2 comparisons)\n" ] }, { "data": { "image/png": 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ogL59+6JixYrQ0dHB58+f8fjxY1y7dg1xcXHfcjoFYrEYp0+fBgB06NBBiKNRo0YwMzPDu3fvcOLEiTyTfqGhoULCT01NDQMHDkTbtm2hq6uLp0+fYvv27fjjjz9Qt27dPGP53nMmj7Vr1yIoKAjt2rWDk5MTypcvj48fP2Lfvn24cuUKXr9+DVdXV6xZs0ZmvY8fP2L27NkQi8UwMjLC4MGDUa9ePZQpUwbJycl48+YN/P39cfHiRZn1tm/fDrFYjO7duwMABg4ciEGDBsnUkbcH6peMjIzg4OCAK1eu4MSJE9kSFmfOnEFqaioMDAzQsmVLBAUF5bm99PR0jB49WqjXqFEjDB48GBUqVMCHDx9w5MgRXLhwQUhIHD9+XCYJlJqaismTJyM+Ph6lSpXCwIED0bhxYxgZGUEsFiMsLAxBQUE4f/68zH6XL1+OpKQkuLi44MOHD2jbtm22pLG2trZc50b6W6Ojo4NGjRrJtW5Orly5gpkzZ0IikUBHRwfDhw9H06ZNoaamhqCgIGzduhXR0dFYs2YN9PT0sr3WWf3zzz+4f/8+7OzsMGTIEFSpUgXR0dHw9PQUenlv3boVBgYG2LNnD1q2bIm+ffvC3Nwc79+/h7u7O+7evYtr167h0KFDGDhwYK77CgkJwalTp1C5cmUMHz4clpaWSEhIwJEjR3Dy5Em8evUKK1euRIcOHfD777+jXr16GDJkCKpWrYro6Gjs2bMHV69exaNHj7B582ZMnTo12z6Cg4MxevRoiMViqKurY/DgwXB0dIS2tjaCg4Ph7u6OsLAw7N27F9ra2pg2bVqu8Rb273VR+wwBmW0f6WcBALp06QInJycYGRnh1atX2LlzJ44ePYqnT5/mGUtB/75v2LBB+Jy1adMG3bt3h5mZGTQ1NREVFYXg4GDOyUtEREQ/BCb9iIiIqESrV68e1NTUkJaWluO8ftIy6TBf1atXR5kyZRAdHY07d+7I9PwICgpCeno6gO+bz+/Ro0eoXbs2PD09ZYYnq1evHipVqoRp06YhPj4eJ0+exLBhw755P1+zdetW4XFuw8f17dsX48aNy3bhrXbt2mjXrh2cnZ3Rr18/REREYMuWLVi1apVQx8jICEZGRsLwY+rq6l/tdTRjxgzExcWhVq1a2L59e7aLqA4ODmjdujVGjRqFe/fu4dixY+jXr59cx/2tVFRUYG1tjdu3byMxMRGRkZEwMzMTlm/cuBGPHj1C6dKlsXPnTmFuJil7e3t0794d/fv3R2RkJNasWYPVq1fna98mJiYwMTERhtjT0dH56rl0dXVFlSpVspXXrVsXXbp0QZ8+feDi4oKXL1/i5MmT6Nu3r0y9M2fOCPU9PT2z9QZt1qwZfvnlF3z+/Dlfx5Ab6fxUQGbvPimRSIRu3brBw8MDly9fzpaEz2rFihVCD7+1a9eiXbt2wrI6deqgc+fOGDp0KO7du5dnLN97zuQRFBSESZMmYcyYMTLlLVu2xIgRI3D9+nX4+Pjg06dPMp+DK1euCMe6a9eubO+D+vXrw8nJCcnJyTLlVatWlXluZGRUIL0Af/rpJ1y5cgWXLl1CfHy8zHecdFjCLl26fHUoQQA4cOCAkKxwcnLCihUrIBKJhOWOjo74448/sGXLFrx58wabNm2SSeDcvn1bSFSsXr06W0++evXqoVu3bpg1a5bM+apYsSKA/xLppUuX/q5zFRERgU+fPgEArK2tv/mGESmxWIx58+YJCb99+/bJ9DyvV68eOnToIHzX/P777+jUqVOuSan79++jY8eO+OOPP2Ria9asGQYNGoS7d+9iz549SEtLw88//4zZs2cLdWrXro1mzZqha9euCA8Px/79+/NM+gUHB8POzg47d+6USZw2adIEKSkp8PHxgbe3N65du/bVmA4fPoxJkyZl+26aN28exGIxVFVVsWXLFjg4OAjLbG1t0alTJwwaNAjPnj3Djh074OTkBAsLixzjVcbvdVH6DAGZv23v3r0DAEyZMkWm56iNjQ06duyI0aNH4/r163nGUtC/79LfrI4dO+bYk69ly5YYNWrUd/9mERERERV1eY9jQURERFTMlSpVSrgYmjVpB2QOz/Xq1SsAmT2ZpKS9/b5MEuY1n5+8li9fnuN8RN27d4exsXGO+1eE2NhYBAUFYfTo0cId73Z2drkOTVahQoU877Q3NTWFi4sLAODSpUsyw7DJKzAwULg4uWLFilwvULds2VJIUn7vsJLyyjrHWkxMjPA4ISEBe/fuBQBMnDgxW8JPytzcHGPHjgUA+Pj4yAxFqWg5Ja+yatasmTCU5pe9woDMHmVA5vsjr/mV8pp3Lj+kQ3uampqicePGMsukw9elpqbC29s7x/UjIiKE93LHjh1lEn5S2traWLJkyVdj+d5zJo/atWtj9OjR2cpFIpGQPEhLS8vWk0f6uujr6+eZiNLS0oKWltZ3xfgt2rZtCz09PSQnJ8PHx0coDw0NFYYXzO+whNLPlKGhIebNmyeTrJAaP348qlWrBgA4fPiwzFCX0nMF5H2jhpqa2lfnh/se0dHRwmMjI6Pv3t758+eFZOaYMWNyHGra3Nwc06dPBwAkJSXl+V2pra2NxYsXZ0tGqqqqCkmXhIQEGBoa5tgrTltbG05OTgAy58rMq/evSCTCsmXLcuwpKe2NmJ6ejpSUlK/G9PnzZzx79kxm+f379/HgwQMAmTetZE34Senr62Px4sUAMofZ3bdvX67xAoX/e12UPkOpqak4cuQIgMw5IEeOHJltfXV1dSxbtizPtkJh/L5LP+9fa599728WERERUVHHpB8RERGVeNKLvQkJCQgODhbKpfP2lS1bVuZivzQB+OVFPOl8fpqamqhTp843x2NpaQlra+scl4lEItSqVQtA5gW+73Xs2DFYWVkJ/xo2bIgBAwbg8uXLUFdXR69evbBt27Z8D6EVHx+P0NBQPH36FE+ePMGTJ0+Ei7fx8fEICwv75lilSZSqVavCysoqz7rS1/Thw4dIS0v75n3KS9rTDsh8P0kFBAQIF7pz6zUpJY1dLBbj0aNHBRBlzj59+oRXr14Jr9uTJ0+EC6/SYWuzks4ld/nyZaGXkqJ9/vxZmJ+qW7du2S5IW1hYCAkNaQ+XL926dUtI5ud1Idza2jrXz11u5D1n8ujevXuOF+CBzISg1JffA9LXJSYmBhcuXPiuGAqCpqam8BnI+ppJH1epUiVf81lGREQIQxB37tw516ScmpoaevXqBSDznGT9TGWdD1GauFCGrN8V8g4LmhM/Pz8Amb8Xffr0ybVep06doKenJ7NOTpo1a5ZrIiTrZ6Z9+/a5/lZkrZfX74CVlVWu82Fm3UZ+Y/pyXzdu3BAe53VuGjRoIMSRdZ0vFebvtVRR+gw9evRIuMGlZ8+euX5nmZqaonnz5rnGUhi/79LPu7e3t8z8i0REREQ/Gg7vSURERCVegwYNsGPHDgCZiTxpLyxpUi9rLz/gv7vEHz16hOTkZGhpaSE1NRX3798HkDnUX36G1cqN9I56qbdv3+Lt27dISkqCoaGhcJE264XiglC5cmX8/PPPX+3hEh4ejh07duDy5csIDw/Ps250dLQwNJ68Hj58CAB4+fLlVy8KSonFYsTExCik90x+ZH1Nsp43aewAcuxZkpvIyEjFBJaL27dvY8+ePfDz88tzSLOsPZGknJycEBAQgNevX6NDhw5o3749mjdvDnt7e5iamiokvtOnT0MsFgOQHdozqx49eiA4OBhBQUF48+YNKlWqJLM86zxSufWwzLr8a8m67zln8vjyeyCrrMmOL78HHB0dUbp0acTGxmLcuHFo1KgRHB0dYW9vj5o1a3730JGK4OTkhL///hv+/v549+4dzMzMcPLkSQC5v85fyvq62tra5lk361yNT58+hZ2dHYDM7/aKFSsiNDQUy5cvh5eXF9q3bw97e3vUqVPnu77H5ZF1jjRFJCOk56ZChQp5ziOnoaGBmjVrwt/fH0+ePMm1Xl49XKXDM3+tnvR3C8j7t0sR+8paLz4+XmaZ9Nyoq6vn2AMyq7p16+L58+d4/fo1UlNTc3w/5PU5Bf6bB1PRv9dF5TOU9X3ztZud6tSpI9zE8aXC+H13cnLCpk2bEBQUhLZt26JTp05o2rQpGjRoUKDzIxMREREVNUz6ERERUYlnb28PkUgEiUSC27dvC0PnSXvuSYfzlKpVqxa0tbWRlJSEu3fvokmTJnjw4AFSUlKE7X0PbW1thIWFYf/+/fD29sb79+9lhsWU3kkfHx+PjIwMqKh8++AMbdu2xaRJkwBkDmP24cMHXLt2DQcPHsSzZ88wdOhQHDhwINcLm1evXsXEiRPzfaH6y3nE5PGtvckK847+rImerImZqKiob9re95yvr1m/fj02bNjwzXH06dMHoaGh2LZtG+Li4nD06FFhuLVKlSqhbdu2GDx48DcneYH/hvaU9kTNSbdu3eDm5ob09HQcP34cEyZMkFmedZjVMmXK5Lm/r134/d5zJo+8ht7M+pnPyMiQWVamTBls3rwZU6ZMQUREBG7duoVbt24ByExEN23aFL179842f11hsre3h7m5OcLDw+Hl5YWGDRvi9evXEIlE+U5YZH1dv3bRv2zZssLjrIladXV1bNmyBRMmTMDz58/x4MEDYehHLS0t2Nvbw8nJCV26dCnQZGnW92XWIUe/lfQY85MMydozNDd59T7M2rMrr3pZ37NZh9GWZ19Zt5HfmL78fEjPjYGBQZ7DEgP/vW8kEgliY2Nl3kf5iSNrzF/G8b2Kymco6za+9v2Z0/mTKozf97FjxyIiIgJHjx5FVFQU9u7dKwxvamFhgQ4dOmDQoEF5xklERERUEjDpR0RERCWegYEBLCws8OTJE6F3X3x8vNDj58uefurq6qhTpw78/f0RGBiIJk2aCAlCIO+5ofLj3r17+Omnn+Dg4ICJEyfC1tYWxsbG0NLSQkxMDKZNmwZfX1/ExcWhR48eWL58+Vfv0s9N6dKlZeb9sra2RsuWLeHo6IgRI0YgJiYGU6dOxeHDh7Nd9P706ROmTp2KpKQk6OjowMXFBQ4ODqhUqRJ0dXWFXhF+fn5CIvV75vSTXii2trbGqlWr8r2eiYnJN+9THhkZGXj8+DGAzORK1guHWS9yHzt27KsXm6UU1WPuS35+fkLyqmLFihg+fDgaNGiA8uXLQ1tbW4hv7dq12LRpU67bmTx5Mvr16wcvLy/4+fnh3r17SEpKwps3b7Bz50789ddfmDNnDgYOHCh3jC9evBB6zz5+/DhfvT9OnjyJ8ePH5zrE3PdQ1DkrDPb29jh//jx8fHxw9epVBAYG4v3794iPj8f58+dx/vx5ODg4YMOGDQoZTlJeIpEI3bt3x5YtW3DixAm8ffsWQOYNFt+SJP6e17tGjRrw8vLC5cuXcenSJQQGBuL169dITk7G9evXcf36dezcuRMeHh4F1mPYxMQEZcqUQXR0NB4/foz09HSFJBkL4nNARUNR+gwpYhuF8fuurq6O5cuXY/jw4Th16hRu3ryJhw8fQiwW4+nTp3j69Cl27tyJVatW5Tj3KxEREVFJwaQfERER/RDs7e3x5MkTfPr0Cc+fP0dYWBgyMjKgo6MjzMmTVYMGDYSkH/Df/H/q6ur5mksnL2pqarhw4UKOvZKMjIxgbGwMIPNi1/Tp0/H+/ftvTvrlpmnTphg6dCh27NiBR48e4ejRo+jbt69MHR8fH8TGxgIANm7ciGbNmuW4rbx6kMhD2nMuMTFRJlFZVAQFBSExMREAUK9ePZmL9llfS0NDwwJL5uXXoUOHAGQOPXfo0KFce2jk57UzNzfH6NGjMXr0aIjFYjx48ABnzpzBwYMHkZKSgkWLFqFu3bo5fo7yktscfXkJDQ3F7du3ZXrbSofXAzJ7YuZ1kTiv3iaKPGeFQVNTEz169BB6/YSGhuLq1avYs2cPXr16hevXr+OPP/7A7NmzlRKfk5MTtmzZgmfPngnznTk5OeV7/ayv69d6x2VdntM8cKqqqmjXrp1woV/a43nv3r149OgRHj16hPnz52Pjxo35jk9eDRs2xLlz55CYmAh/f380bdr0m7clPcb89BqUDiGc9XyWZNJz8/nzZ6SlpeV5A4b0/IlEIpkhQ4uKovAZynpeoqKiULVq1Xxt40uF+fteo0YNYYSDlJQU3L59G15eXjhx4gQSExPxv//9D+fPnxfaWkREREQlzbePFUVERERUjGRNEty+fVvoufdl8kZK2vvv3r17SE1NRVBQEIDMoT91dHS+K5batWt/dRhCqZYtW6JDhw7ftb/cjBo1SpiXbuPGjUhNTZVZ/uzZMwCZF+tyS/gBsvPZ5SS/vQOkSaPQ0NACn+vuW+zevVt43L59e5llWeeOunPnTqHFlBvpa9e4ceM8h2T72mv3JXV1ddSvXx9z5szB6tWrAWT27vTx8ZFrOxKJRJifysrKCmvWrMnz3+rVq6GpqQngvyFBpWrUqJHv48lreUGds8JSsWJFDBkyBEeOHBGSzmfOnFFaPFWrVhVuVkhJSYGGhgY6deqU7/UtLCyEx9IeobnJujzrerkxNjZG7969cfDgQdSuXRsAcOXKlQIdbrdXr17C46zfJd9CeoxhYWF5JrLFYjGCg4MBoEjeSFEQpOcm67HnRvq+qVy5cqHN7yiPovAZyvq+kQ6Nm5u8vhuV9fuuqamJZs2awdXVFdOnTweQOTRzbnMPEhEREZUETPoRERHRDyFr0i8gIEDouffl0J5SdnZ2UFVVRWJiIo4ePYq4uLhs21G0T58+4cqVK3j37l2B7SMrAwMDDB48GADw7t27bMmUtLQ0AJkXG3ObrygpKemrPbakF1O/TCp+ydHREUBmQsjT0/Or8Rem06dPC4mtcuXKyVzAB4BmzZoJwyh6enp+1zCneZEmvr52LqWvnbRnYk7+/fdf3Lt375tjydpTKetch/lx69YtYbg6JycndO3aNc9/3bp1g4ODAwDg7NmzwvyaQGaSTjqvVl7vxZCQEGFI35wUxjkrDLq6uqhTpw6AnF+X/L6HFMHJyQkaGhrQ0NBA+/bt5epNZWJigurVqwPITF4mJCTkWC89PR3Hjh0DkNmzSZrEyw91dXVhuOa0tDShZ7OUIs9V69atYW1tDQC4fPmyXD1dpT0EpaSfPYlEgiNHjuS6no+Pj/Db9T09C4uTrDeo5HVugoKChER/Xje1KJuyP0M2NjZCj8ETJ07k+tsWERGB69ev5xpLUfh9b9KkifBY3t8sIiIiouKEST8iIiL6IZiYmKBSpUoAMhMO0jvSc0v66erqCne4b9u2TSj/3vn8cuPj44MOHTpgw4YNQu+E3C7QKdKwYcOEZJW7u7vM3HRVqlQBkJnYy6nHUHp6OubOnYsPHz7kuY9y5coByBwaLD4+Ptd6Dg4OQq+G7du3w9vbO8/tPn78GJcuXcqzzvdKTU3Ftm3bhB4CqqqqWLZsWbZeIaVLlxYSqEFBQVi+fHmuiVIgcxi0w4cPyx2P9FyGhobmmVisXLkygMxeh69fv862/NOnT8Ix5ebEiRNCIiwnWS/wVqhQIc9t5bRtqfz2ZO3YsSMAIC4uDhcvXhTKTU1N0apVKwCZn6MLFy5kWzc5ORnz5s3Lc/uKOGeF4dq1a3l+5uLi4oReOzm9LtL30Js3bwomwCwGDx6MBw8e4MGDB1izZs03rQ9knvulS5fmWGfDhg1C8qZv374yn03p/H25SU1NFW4A0dHRydbDU5HnSiQSwc3NTfi+nT17Nvbu3Zvn94T0uCdMmCDzWWzXrp0wNOGWLVuEuUazevfuHVauXAkA0NbWznajQklla2sLGxsbAMDhw4fh5+eXrU5cXBzmz58PAFBRUfmmOUkLi7I/QxoaGsJ7Jzg4WKY9JJWWloa5c+dCLBbnGkdB/75//vwZly5dyvN30dfXV3gs728WERERUXHCOf2IiIjoh2Fvb483b94gIiICQObcennNz9egQQMEBwcLc+moqKjkmiSUV0JCAkqVKiU837BhAw4fPoyqVati5syZOHbsWLZeJwXB0NAQffv2haenJ0JDQ+Hl5SXMGdS5c2esWbMGqampmDVrFoKDg9G8eXPo6uri2bNn2LNnDx49eoT69evnOaRl/fr1AQAZGRlYsGABnJ2dZYY3lSZbAGD16tXo27cvPn/+jMmTJ+PkyZPo0qULqlSpAhUVFURFRSE4OBiXL1/G3bt3MXz4cKEHwbd68uSJ8DgjIwOxsbGIiIjA3bt34ePjIwxFpqGhgfnz5wsJpi9NnDgRAQEBuHfvHjw9PeHv749+/frB2toaOjo6iImJwbNnz3Djxg38888/sLS0zDaP4tfUr18fR48eRVRUFFxdXdGjRw/o6ekByHw/m5ubA8jsHXL58mUkJiZiyJAhGDlypNB7IygoCDt37sTHjx9hZ2cnDF37penTp+P3339H+/btYWdnh0qVKkFTUxMfP37EjRs3sH//fgCZyZLu3bvn+xiSkpKEXpO1a9fO98VXR0dHqKurQywW4/jx4+jSpYuwbNasWbh58yaSkpIwceJEDBw4EO3atYOuri6ePn2Kbdu24dmzZ6hTp06uQ9Qp4pwVhtOnT2PMmDFo1qwZmjdvDktLS+jr6yMhIQFPnjzB3r17he+4AQMGZFvfzs4OYWFhuHTpEg4cOID69esLPdp0dXVhZGRUqMeTlwEDBsDLywtBQUE4evQo3r59i0GDBqFChQqIjIzEkSNHcO7cOQBApUqVMHbsWJn1/fz8sGnTJtjb26NVq1awsrKCoaEhkpOT8erVKxw4cACPHj0CAPTp0yfb/G92dna4desWHjx4AHd3d7Rs2VJI2mlpaeU5f2ROLCwssHbtWkyaNAmJiYlYvHgxDhw4gM6dO6NOnTowNDREUlIS3r59C19fX1y4cCHHGyU0NDSwZMkSjB49GvHx8Rg4cCBcXFzQtGlTqKqqIigoCO7u7oiKigKQ+VnOa8jakmbp0qXo27cvxGIxfv31Vzg7O6NNmzbQ1tZGcHAw3N3dhd/14cOHl+ihT7/3MwQAv/32G86cOYP379/Dzc0NISEh+Omnn2BkZIRXr15h586dePDgAWxsbPIc4rMgf9/j4+MxZswYmJubo0OHDrC1tYW5uTlUVVURGRmJy5cvCzfamJiYoHXr1vKfTCIiIqJigkk/IiIi+mHY29vj6NGjwvOaNWsKF3Bz0qBBA/z111/Cc0tLS7mG1spLr169MG3aNLRr1w5AZsImKioKVatWFerkdy687+Xi4oL9+/dDLBbD3d0dPXr0gIqKCkxNTbFw4ULMnTsXKSkp8PDwgIeHh8y6Xbp0Qb9+/TBs2LBct9+kSRPUq1cPd+/exalTp3Dq1CmZ5Vl7qVSqVAkHDhzAhAkT8OTJE1y+fBmXL1/OddtZE6ff6msJK5FIhKZNm2LmzJmwsrLKtZ6GhgZ27NiBWbNm4dy5cwgJCcHixYtzrS+dT1EeXbp0wdatWxEaGordu3fLzA1mbm4u9Izo1KkTevXqhaNHj+LDhw/Zenioqqpi1qxZiI2NzTOB9fHjR+zfv19I8H1JT08Pa9asgZmZWb6P4fz580IvVnnmp9LT00OzZs1w9epV+Pr64uPHjyhbtiyAzMTxxo0bMW7cOCQmJmLPnj3Ys2ePzPrjxo1DRkYGHjx4ICS5slLUOSsMYrEYV69exdWrV3OtM2DAAAwdOjRbuYuLC3x8fJCamooFCxbILOvZsydWrFih8Hi/laqqKrZs2YIxY8bgzp07uHnzJm7evJmtXvXq1eHh4ZHj90FGRgb8/f3h7++f637atm2L//3vf9nKBw0ahAMHDuDz589YvXq1MI8lADRq1Cjbeyw/WrVqhf3792PRokW4c+cOnjx5InPjwZcMDAwwbty4bN8XrVu3hqurK+bPn4+EhASsW7cO69atk6mjqqqKiRMnYtCgQXLHWZzVrFkTW7ZswcSJExEfH48dO3Zgx44d2eoNHjw4x9e9JFHEZ0hPTw/btm3DL7/8gsjIyBx/x3v16oWGDRti1qxZucZSGL/v4eHh2LlzZ67Ly5Urh02bNimk7UBERERUVDHpR0RERD+ML4fm/FqvvS+XK3Joz+3bt2Px4sU4duwY5s+fjzlz5mDy5MnIyMhATEwMgMyLvYXB1NQUPXv2xKFDh/D8+XP4+Pigc+fOAIDevXujatWq2L59O+7cuYO4uDgYGBjA2toavXr1QpcuXXDr1q08t6+iooLt27dj27ZtuHz5Mt68eYOkpKRch+GqWrUqjh8/jjNnzuDcuXN48OABPn36hPT0dBgYGKBq1apo0KAB2rdvL9f8XfmhqakJPT096Ovrw9LSEnXq1EHbtm2FoU6/RldXF+vXr0dgYCCOHz+OwMBAfPjwASkpKdDV1UXFihVha2uLVq1aCXPUyaNUqVI4cOAAtm7dCl9fX7x9+xZJSUk51nV1dUWTJk1w6NAhBAcHQywWo1y5crC3t8eQIUNga2uL9evX57qvU6dO4cqVK7h9+zZCQ0Px8eNHxMXFoVSpUqhWrRocHBwwcOBAIfGWX98ytGfW+levXkVaWhpOnTolk2xu3rw5vLy84O7ujuvXr+PDhw/Q19eHjY0NhgwZghYtWmDZsmUAIPSO/NL3nrPCMGvWLDRr1gw3b97E48ePERkZiU+fPkFVVRWmpqaws7NDnz59cp1/tGbNmjh48KDwmf748WOhzO/3rQwMDLB3716cPHkSp06dQnBwMGJiYlCqVClYWlqiU6dO2YYklBo+fDisrKxw48YNBAcH48OHD0Lvt7Jly8LW1hZOTk659voxMTHB4cOHsXXrVgQEBOD9+/cy80l+K2tra+zfvx9+fn64ePGi8D0RExMDLS0tlCtXDjY2NmjdujXat2+fY5IayEzSNmzYELt374avry/evXuHjIwMGBsbo0mTJhgyZEieNyqUZA4ODjh//jx2796Nq1evIjQ0FKmpqShbtiwaNGiAAQMGFOgcvUXJ93yGpCwsLHDq1Cl4eHjgwoULePv2rbB+v3790K1bN5mbqnJTUL/v5ubmOHz4MP755x8EBQUhPDwcUVFRSExMhJ6eHmrUqIE2bdqgf//+33TDDREREVFxIpLkNeg5ERERERWoU6dOYd26dXB2dkbfvn3x+vVrZGRkoFq1arle6CWibzNs2DD4+fmhQYMG2Ldvn7LDISIiIiIiIlIo9vQjIiIiUqJu3bqhZcuWWLlyJZydnbFkyRLUrFlT2WERlTgREREIDAwEANStW1fJ0RARUUGJjY3F+fPnERgYiLdv3yI5ORllypRBrVq14ODgIMw1TERERFQSsacfERERkZJcvXoVz58/h7W1NZo1awZ/f38sXrwYLVq0wMSJE6GlpaXsEImKjdevX6Ny5co5LktOTsbYsWPh6+sLADh58uQPO+whEVFJFRERgXXr1sHLywvGxsawtbWFsbExNDU1ERMTg6dPn+LRo0coX748xo0bhy5duig7ZCIiIiKFY9KPiIiISAlWrFiBkydPonHjxnjw4AF69uyJ3377Dampqdi0aRPOnj2LWbNmoVWrVsoOlahYcHZ2RmJiIjp37ozatWvDwMAACQkJePjwIfbt24fXr18DAPr06SPM7UdERCVHs2bN4OTkhF69eqFGjRo51klOTsaFCxewZ88edOjQAS4uLoUcJREREVHBYtKPiIiISAkaN26M7du3w8bGBp8/f0b//v3h4+MjLH/27Bnmz5/PeceI8snZ2Rn+/v551mnfvj3c3NzYi5aIqASKjo5GmTJlCqw+ERERUXHAOf2IiIiIlEBbWxthYWGwsbHB+/fvoaGhIbO8Ro0aTPgRyWHmzJk4f/48bt68iYiICHz69AkSiQRGRkaoW7cuevbsyZ6zREQlmLwJPCb8iIiIqCRiTz8iIiIiJTh58iTmzZsHPT09JCcnY8WKFWjXrp2ywyIiIiIqMeLj47Fx40b4+/sjIyMD9evXx2+//QZDQ0Nlh0ZERERUIORO+qWmpuLevXsIDw9HcnIyDA0NUbNmTVSsWLGgYiQiIiIqkaKjoxEaGooqVaqgdOnSyg6HiIiIqESZPHkytLS00KlTJ4jFYhw6dAjp6enYvn27skMjIiIiKhD5Ht7z9u3b8PT0xOXLl5GWlgY9PT1oamoiJiYGqampqFixIvr164cBAwZAV1e3IGMmIiIiKhHKlCnDoaWIiIiIFGTXrl34+eefIRKJAAAPHjyAj48PVFVVAQBVq1ZF//79lRkiERERUYHKV9Jv9OjR+Pfff9GtWzfs2LEDNjY20NLSEpaHhoYiMDAQp06dwq5du7By5Uo0b968wIImIiIiKs7mz5+PsWPHwtTU9Kt1vb29kZaWhh49ehRCZERERETF15s3b9C3b18sXrwYtWrVQrNmzTBy5Ei0a9cOaWlpOHHiBBwcHJQdJhEREVGBydfwngcOHEDv3r2hrq7+1Q0+e/YMkZGRaNq0qUICJCIiIipp/vzzT+zZswf169dHmzZtYGNjAxMTE2hoaCA2NhbPnj3D7du34e3tDWNjYyxevBjW1tbKDpuIiIioyLt79y4WLlyIxo0bY+zYsTh58iT8/f2Rnp6O+vXrY8iQITI3shMRERGVJHLP6UdERERE3+/jx484fPgwvL298ezZM5llpUqVQrNmzdCnTx+0bNlSSRESERERFU9paWnw8PDAiRMnMH36dDg6Oio7JCIiIqJC8V1JvydPniAgIEC4W8rGxkaRsRERERH9EGJiYvDu3TskJyejTJkyqFSpkjAXDRERERF9m1evXmHBggXQ19fHvHnzUK5cOWWHRERERFSgVL51xb1792LYsGHw9/fHrVu38PPPP2Pz5s2KjI2IiIjoh6Cvrw9ra2vUq1cPlStXZsKPiIiI6BuEhISgd+/esLOzw4ABA5CRkYHdu3ejVatWGDBgAPbt26fsEImIiIgKVL57+r179w5mZmbC886dO2Pv3r0wNDQEAAQFBWHMmDG4efNmwURKRERERERERESUi169eqFhw4bo168frl27hosXL2LPnj0AgE+fPmH58uUIDQ3FwYMHlRwpERERUcHId0+/YcOGYffu3ZDmCA0MDHDt2jWkpqYiPj4eN27cEBKAREREREREREREhenly5cYNGgQqlevDmdnZ4SHhwvLDA0N4ebmhvHjxysxQiIiIqKCle+efvHx8XBzc8PDhw+xZMkSqKurY/r06fj3338hEolQvXp1LF++HLa2tgUdMxERERERERERkYzRo0cjMTERXbt2xc2bN6GiooLVq1crOywiIiKiQpPvpJ/UnTt3sGjRIjRp0gSTJk1Ceno6MjIyULp06YKKkYiIiIiIiIiIKE8xMTHYsmULnj9/Dmtra4wcORK6urrKDouIiIio0Mid9AOAtLQ0bN26FSdPnsSsWbPQunXrAgiNiIiIiIiIiIiIiIiIiPIj30m/tLQ0HDx4EC9evIC1tTV69eqFN2/eYMGCBTAwMMD8+fNRtmzZgo6XiIiIqMS4evUqzp07B319ffTu3RvVq1cXlsXExGD8+PHw9PRUYoRERERExcPbt29Rvnz5fNePiIiAiYlJAUZEREREVPhU8ltxzpw52Lt3L7S1tXHkyBG4urqiatWq8PT0RIsWLdC/f3/s27evIGMlIiIiKjG8vLwwZswYfPz4EXfv3kXPnj1x8uRJYblYLEZAQIASIyQiIiIqPvr06YP58+fj/v37udaJi4vDoUOH0K1bN/j4+BRidERERESFI989/ezt7XHw4EFUr14dSUlJ6N69Oy5cuCAsj4qKwvLlyzlBMhEREVE+ODk5oVevXhg6dCgAwNvbG3PmzMHs2bPRt29ffPz4ES1atEBwcLCSIyUiIiIq+qKjo7FlyxYcOXIEmpqaqF27NoyNjaGpqYmYmBg8f/4cT58+Re3atTF27Fi0atVK2SETERERKZxafisaGRnh+vXrqFixIm7evAkDA4Nsy5nwIyIiIsqf169fo02bNsLzLl26wNDQEGPGjEFaWhrat2+vxOiIiIiIipcyZcpg1qxZmDx5Mq5cuYLbt2/j7du3SE5ORpkyZdC9e3c4ODjA0tJS2aESERERFZh89/Tz9fXF1KlT8fnzZ5QrVw5//vkn6tevX9DxEREREZVIDg4O2LBhA+rVqydT7u/vj1GjRmHo0KFwd3dnTz8iIiIiIiIiIsqXfCf9AEAikSA6OhqGhoYFGRMRERFRiTd27FhYW1tjwoQJ2ZbdunULo0ePRnJyMpN+RERERERERESULyryVBaJREz4ERERESnAsGHDoKmpmeOyxo0bY/PmzXBycircoIiIiIiIiIiIqNjKV9LPxcUFd+/e/Wq9+Ph4uLu7Y+/evd8bFxEVUUePHoWVlRXCwsKUHUq+OTs7o1u3bl+tFxYWBisrKxw9erQQoiKiH12jRo0watSoXJc3adIErq6uhRgREeUH20JFW36PVRlu3boFKysrnD17VtmhEBERFWtsjxU/M2fOhJ2dnbLDIPoh5Cvp16lTJ4wfPx5dunTBqlWrcObMGdy+fRsPHz7EjRs34OnpiYkTJ6JFixb4999/0aZNm4KOm4gA7N27F1ZWVujbt6+yQ1GYq1evYv369coOg3KRlJSE9evX49atW9mWffjwAW5ubnB2doadnR2srKxyrEdEsmrWrImoqKhs5dHR0ahZs6YSIiIqPtgWIkXKq51T3Ny5cwfr169HbGysTHlSUhL27t2L4cOHw8HBAXZ2dnBycsK+ffuQnp6upGiJiKg4Y3vsxxMbG4umTZsWm5uZAgICMHr0aLRq1Qp16tRB8+bN4eLigtu3b8vUYzuJSop8Jf369u2LixcvYtSoUXj+/Dnmz5+PwYMHo0+fPnBxccHhw4dRvnx5/P333/jzzz9Rvnz5go6biAB4eXnB3Nwc9+/fx+vXrwtlnz/99BPu378Pc3PzAtn+1atXsWHDhgLZ9tdIz+VPP/2klP0XB0lJSdiwYQP8/f2zLXv58iU8PDzw4cMHWFlZKSE6ouIpt+mVU1NToa6uXsjREBUvbAsp1o/eFsqrnVPcBAUFYcOGDdmSfqGhoViyZAkkEgmGDRuGGTNmoEKFCli0aBFmz56tpGiJiKg4Y3tMsYpDe2zdunVITk5Wdhj59urVK6ioqGDAgAGYP38+hg8fjo8fP2LIkCH4559/hHpsJ1FJoZbfihoaGvjpp5+EL5y4uDgkJyfDwMCAF6SIlCA0NFT4Y37+/Pnw8vLCuHHjCny/qqqqUFVVLfD9KINIJMp1fq2sEhMToaOjUwgR5SwlJQXq6upQUZFrWtYCV7t2bdy6dQsGBgY4e/YsgoKClB0SUZHm6ekJIPO75/DhwzLfKxkZGQgICEC1atWUFR5Rkce2kOIVl7ZQcZOWloaMjAxlhwEAKFu2LLy8vGBhYSGUDRgwALNmzcLRo0cxduxYVK5cWYkREinG+/fvoaenh1KlSsmUi8Vi3L17Fw0bNlRSZEQlC9tjilfU22NPnjzB/v37MXbsWKxbt67Q9/8t+vbtm60n6qBBg9CuXTvs3r0bLVu2BMB2EpUc33zFWE9PD+XKlWPCj0hJvLy8oK+vj1atWqFjx47w8vLKsV50dDSmTZuG+vXrw97eHjNmzEBISEi28cFDQkIwc+ZMtG3bVujqPmvWLERHR8tsL6dx0x0dHTFq1CgEBgaiT58+qFOnDtq2bYvjx4/LrCsWi7FhwwZ06NABderUQePGjTFw4ED4+voCyBzfWzonqJWVlfDva65evYohQ4bAzs4O9evXR+/evXM8H8+ePYOzszPq1q2LFi1awMPDQ2Z5TuOmS8ccf/PmDX799VfY2dlh6tSpAP4bj/3hw4cYMGAAbG1t4ejoiP379381ZqnY2FgsX74cjo6OsLGxQcuWLTF9+nR8+vQJwH9zv5w+fRp//PEHWrRogbp16yI+Ph4AcObMGfTq1Qu2trZo3Lgxpk6dioiICGH7Fy9ehJWVFUJCQoQyHx8fWFlZZWuId+7cGZMmTco11rCwMDRt2hQAsGHDBuH1kQ55oaurCwMDg3wfO9GPbteuXdi1axckEgkOHDggPN+1axf279+P5ORkLFq0SNlhEhVZbAv9p7i2hT5//oyVK1eie/fuQuwjRoyQabcAuc/bI20nfW04zuvXr6Nu3bqYMmUK0tLScqzztXaOs7MznJ2ds603c+ZMODo6ymzHysoK27dvx65du9CuXTvUqVMHz58/F+pkZGRgzZo1aN68OerVq4fRo0fj3bt32bb9tXZebtavX4/ff/8dANC2bVvhWMLCwmBoaChzIUuqffv2ACATJ1Fx9OHDB/Tp0wdt2rRBw4YNMX36dCQkJAjLY2JiMHToUCVGSFSysD32n+LYHhs1ahTatm2b47L+/fujV69e2cqXLVuGdu3awd7e/qvbz0lERATGjh0LOzs7NGnSBCtXrsz30Jl79uxB165dUbduXTRs2BC9evXK9T33Ndra2jA0NERcXJxQxnYSlRT57ulHREWLl5cX2rdvDw0NDXTr1g379+/H/fv3YWtrK9TJyMjAmDFjcP/+fQwcOBDVqlXDxYsXMWPGjGzbu3HjBkJDQ9GrVy+UK1cOT58+xaFDh/Ds2TMcOnQIIpEoz3hev36NiRMnok+fPujZsyeOHDmCmTNnonbt2sIP5oYNG7B161b07dsXtra2iI+Px8OHD/Ho0SM0b94c/fv3x4cPH+Dr6ytcqPiao0ePYvbs2bCwsMCoUaOgp6eH4OBgXLt2Dd27dxfqxcTEYMSIEWjfvj06d+4MHx8fuLm5wdLSEq1atcpzH2lpaXBxcUGDBg0wY8YMaGlpyWx35MiR6Ny5M7p27YozZ85g4cKFUFdXR58+ffLcbkJCAgYPHoznz5+jd+/eqFWrFqKjo3Hp0iVERETA0NBQqLtp0yaoq6vDxcVFGPLv6NGjmDVrFurUqYMpU6YgKioKnp6euHPnDo4fP47SpUujQYMGEIlECAwMhLW1NQAgMDAQKioqMmOXf/r0CS9evMCQIUNyjdfQ0BALFy7EwoUL0b59e6HRw6E8ib7NpUuXAGT+kbZhwwbo6+srOSKi4oVtoUzFuS0UGhqKCxcuoFOnTqhQoQI+fvyIgwcPYsiQITh9+jRMTEzydQ7ycvnyZUyYMAFdunTB8uXLc+0VoOh2ztGjR5GSkoJ+/fpBQ0MD+vr6wlCbmzdvhkgkwq+//oqoqCjs3r0bw4YNw4kTJ4Rzm592Xm7at2+PV69e4dSpU5g1axbKlCkjHGNuPn78CABCXaLiavXq1VBRUcGhQ4cQFxcHNzc3DB06FDt27BDaWrkNrU5E8mN7LFNxbY917twZM2bMyPaahYeH4+7du5g+fbpM/TNnziAoKAje3t4IDw/P17nJKj09HS4uLrC1tcX06dPh5+eHHTt2oGLFihg0aFCe6x46dAhLly5Fx44dMXToUKSkpODx48e4d++ezDnOS3x8PFJTUxEdHY0TJ07gyZMnGD169FfXYzuJih0JERU7Dx48kFhaWkp8fX0lEolEkpGRIWnZsqVk6dKlMvV8fHwklpaWkl27dgll6enpkqFDh0osLS0lR44cEcqTkpKy7efUqVMSS0tLSUBAgFB25MgRiaWlpSQ0NFQoa9OmTbZ6UVFREhsbG8mKFSuEsh49ekhGjhyZ57EtWrRIYmlp+bVTIJFIJJLY2FiJnZ2dpG/fvpLk5GSZZRkZGcLjIUOGSCwtLSXHjh0TylJSUiTNmzeXjB8/XigLDQ3Ndl5mzJghsbS0lLi5uWXbv3S7O3bskNnuTz/9JGnatKkkNTU1z/jXrl0rsbS0lJw7dy7bMmn8N2/elFhaWkratm0r8xqlpqZKmjZtKunWrZvMsV++fFliaWkpWbt2rVDWtWtXycSJE4XnPXv2lEyYMEFiaWkpefbsmUQikUjOnTsnsbS0lAQHB+cZc1RUlMTS0lKybt26POudOXNGYmlpKbl582ae9YhIVmBgoCQlJUXZYRAVeWwLZSrubaGUlBRJenq6TFloaKjExsZGsmHDBqEsp3MukfzXTsra3hgyZIika9euEokk8/WvXbu2ZO7cudn2k5O82jlDhgyRDBkyJFv5jBkzJG3atJGJ39LSUlK/fn1JVFRUjvG2aNFCEhcXJ5R7e3tLLC0tJbt375ZIJPK183Kzbdu2HM9ZTlJSUiRdunSRODo6SsRi8VfrExVlDg4Oknv37gnPU1JSJKNGjZL89NNPkujoaElkZKTE2tpaiRESlRxsj2Uqzu2xuLi4bOdHIpFIPDw8JFZWVpLw8HChLCkpSdK6dWvJ6tWrJRLJf+2aM2fO5Lr9rKTHkLWNJ5FIJE5OTpKePXt+df0xY8YIbbxvNXz4cImlpaXE0tJSUrt2bcm8efOyvWZfYjuJiqOiNSEUEeWLl5cXypYti8aNGwPIHO+7S5cu8Pb2lukSf+3aNairq6Nfv35CmYqKCgYPHpxtm1nvEEpJScGnT59Qt25dAMCjR4++GlONGjVkuvYbGhqiatWqCA0NFcpKly6Np0+f4tWrV/k/2Dz4+voiISEBI0eOzDbe+Zd3f+no6MhMgqyhoYE6derIxJeXgQMH5liupqaG/v37y2y3f//+iIqK+up5O3fuHKytrYU7yfOK38nJSeY1evjwIaKiojBw4ECZY2/dujWqVauGK1euCGUNGjRAYGAggMy7mkJCQtC/f3+UKVNG6O0XGBiI0qVLw9LSMs+Yiahg/frrr/kauo3oR8e2UKbi3hbS0NAQ5ihOT09HdHQ0dHR0ULVqVfz777/5iis3p06dwuTJk9G/f38sXry40OdC7tChQ64965ycnKCrqys879SpE8qVK4erV68CkK+dpwhLlizBs2fPMH/+fKipcTAgKt7i4+NlesJqaGhgw4YNMDc3x9ChQxEVFaXE6IhKFrbHMhXn9piuri5atmyJM2fOyPSC9vb2Rr169VC+fHmhzN3dHWKxGKNGjcpXrPk9hgYNGmQbwj0npUuXxvv373H//v1v3vfUqVOxY8cOLFu2DPXq1YNYLM516HcptpOoOGLSj6iYSU9Px+nTp9G4cWOEhYXh9evXeP36NWxtbfHx40f4+fkJdd++fYty5cpBW1tbZhuVKlXKtt3Pnz9j6dKlaNasGWxtbdG0aVNhXO+s41vnxszMLFuZvr4+YmJihOcTJkxAXFwcOnbsiO7du2PlypXZ5myRx5s3bwAgx/G2v2RqapqtsfVlfLlRU1ODqalpjsuMjY2zTZxcpUoVABCGOoiMjJT5l5ycLMSfn9gBoEKFCjLP3759CwCoWrVqtrrVqlUTlgOAvb09IiMj8fr1awQFBUEkEqFevXqwt7cXkoGBgYGoX7++cEHs8+fPMjHn5z1ARN9PwuGmiL6KbaH/FPe2UEZGBnbt2iXMqdOkSRM0bdoUjx8//q62R1hYGKZNm4YOHTpg3rx52Y67MNo5X7bdsqpcubLMc5FIhMqVKwvnK7/tvPT09GznNjU1Va44t23bhkOHDmHixIlfHVaMqDioUKECHj9+LFOmpqaGtWvXomLFivkaxo2Ivo7tsf8U9/ZYly5d8O7dOwQFBQnH8+jRI3Tu3FnYVlhYGLZv347JkyejVKlSucaYmpqabT9ZE8CamprZbor68vg/ffoks750XtZff/0VOjo66Nu3Lzp06IBFixbJTFvztX0DQM2aNdG8eXP06dMHO3bswIMHDzBr1qxcj4ftJCqumJ4mKmZu3ryJyMhInD59GqdPn8623MvLCw4ODnJvd9KkSQgKCoKLiwtq1qwJHR0dZGRkYMSIEfm6CJ3b/ChZNWzYEOfPn8fFixfh6+uLv//+G7t378aiRYvQt29fuWOWR37iy03Wu9C/xZevh6ura46TIecl691u8mrQoAEAICAgAKGhoahVqxZ0dHRgb28PT09PJCQkIDg4GJMmTRLWGT9+PPz9/YXnPXv2xIoVK745BiIiIkVhW+jbFMW20JYtW7B27Vr07t0bEydOhL6+PlRUVLB8+XKZc57b/D0ZGRk5lpcrV07oOffgwQPUqVNHZrki2zlfXkyS+p62W369e/dOuBAq5enpKfS4+JqjR4/Czc0NAwYMwNixYwsiRKJC17JlSxw6dAgdO3aUKZcm/saPH4/3798rKTqikoPtsW9TFNtjbdq0gba2Ns6cOYP69evjzJkzUFFRQadOnYS669atg4mJCRo1aiT0ypPOc/fp0yeEhYWhfPnyCAoKwtChQ2X2c/HiReFmqPwcf58+fWTmCxw3bhzGjx+P6tWr4+zZs7hy5QquXbuGc+fOYd++ffjtt98wYcKEr+77SxoaGnB0dIS7uzuSk5Oztd3YTqLiTGFJv5CQEPTs2RPBwcGK2iQR5cDLywtGRkaYP39+tmXnz5/H+fPnsWjRImhpaaF8+fK4desWkpKSZO6okt6FJBUTEwM/Pz+MHz8e48aNE8oVNdRBVgYGBujduzd69+6NhIQEDBkyBOvXrxcaVl+blDkr6V1hT58+zXbHdGH58OEDEhMTZe6okp43c3NzAMDOnTtl1qlRowaAzPifPn36TfuVDrHw8uVLNG3aVGbZy5cvZYZgKF++PMqXL4/bt28jNDRUGOrC3t4erq6uOHv2LNLT09GwYUNhnRkzZiA2NlZ4bmxsDEC+14eI5Ld48WIYGRkpOwyiIo1tof8U97aQj48PGjdujOXLl8ssj42NRZkyZYTn0qH6vrzDP+sFoaw0NTWxdetW/PzzzxgxYgT++usvmbvvv6Wdo6+vn+PQW1lHV8iv169fyzyXSCR4/fo1rKysAOS/nVeuXLls59ba2hrA199HFy5cwNy5c9GhQwcsWLBA7mMgKqomT54s9F75kpqaGtavX8+h1IkUgO2x/xT39piOjg5at26Ns2fPYtasWfD29oa9vT1MTEyEuu/evcPr16/Rrl27bPtetGgRgMwbza2trbPtp1y5cnIdy6pVq5CSkiI8r1ixovBYR0cHXbp0QZcuXZCamorx48djy5YtGDVq1DftOzk5GRKJBAkJCTJJP7aTqLhTaE8/DklFVLCSk5Nx7tw5dOrUSeaOGyljY2OcOnUKly5dQpcuXeDg4IBDhw7h0KFD+PnnnwFk3hG9d+9emfVyu9Nm9+7dCo0/Ojpa5gJOqVKlUKlSJbx7904okzYAY2NjZeZiyImDgwNKlSqFrVu3okWLFjJjp0skkkJJUKWlpeHgwYP45ZdfAGQOJ3Dw4EEYGhqidu3aAIBmzZrluG6HDh2wceNGnD9/Ptu8fl+L38bGBkZGRjhw4AD69OkDDQ0NAMDVq1fx/Plz/PbbbzL1GzRogJs3byIqKgrDhg0DkDmsQalSpeDu7g4tLS0hXun2c5L19SEixevevbuyQyAq0tgWklXc20KqqqrZ/oY8c+YMIiIiZC6aSS+mBQQEoGbNmgAye9gdOnQo17j09PSwbds2DBkyBL/88gv27dsnbOdb2jkVK1bE1atX8enTJ2FYqpCQENy5cyfHocTycvz4cYwcOVKY1+/s2bOIjIzEr7/+KsSXn3aepqZmrudWeiw5DYUWEBCAKVOmwN7eHm5uboU+3yFRQVJTU5OZMzOn5dIL4ET0bdgek1Xc22NA5hCfZ86cweHDhxESEpIt0TVx4kR8/vxZpuzJkydYu3YtRowYATs7O2hra0NdXT3P/eSHdLSqL335umloaKB69er4559/IBaLoa+vn+u+o6Kist1cGxsbi3PnzsHMzExmGdtJVBLkO+mX9Q6LnMTFxbEHCFEBu3TpEhISEuDo6Jjj8nr16sHQ0BAnT55Ely5d0K5dO9ja2mLlypV48+YNqlWrhkuXLgljZUs/s7q6umjYsCG2bdsGsVgMExMT+Pr65msiXXl07doVjRo1Qu3atWFgYIAHDx7Ax8cHQ4YMEepIGyNLly6Fg4MDVFVV0bVr1xy3p6uri1mzZmHu3Lno06cPunXrhtKlSyMkJATJyclYuXKlQuPPibGxMTw8PBAeHo4qVarA29sbwcHBWLJkCdTV1fNc18XFBT4+Ppg4cSJ69+6N2rVrIyYmBpcuXcKiRYuEO7Vzoq6ujqlTp2LWrFkYMmQIunbtiqioKHh6esLc3FxI7EnZ29vDy8sLIpFIaECpqqrCzs4O169fR6NGjYQLSnnR0tJCjRo1cObMGVSpUgUGBgawsLCApaUlAGDTpk0AgGfPngEATpw4IYyxzuEQiHLn7++PHTt24Pnz5wCA6tWrY8SIETKT0BMR20JfKu5todatW2Pjxo2YNWsW7Ozs8OTJE3h5ecnc0Q1kzpFTr149rFmzBjExMdDX14e3tzfS0tLy3L6hoSF27tyJgQMHYtiwYdi/f7/MXetfyqud06dPH+zatQsuLi7o06cPoqKicODAAdSoUUOYaya/9PX1MWjQIPTq1QtRUVHYvXs3KleujH79+gGQv52XE+n76I8//kCXLl2grq6ONm3aIDo6GmPGjIFIJELHjh1x5swZmfWsrKzybIMSFQe+vr64ffs2GjZsiKZNmyIgIABbt25FamoqfvrpJ/Tu3VvZIRIVa2yPySru7TEAaNWqFUqVKoWVK1dCVVU12xDJOf1dqqenBwCoU6dOjj0AFc3FxQVly5ZF/fr1YWRkhBcvXuCvv/5Cq1at8rzZA8icD9DExAR169aFkZER3r59i6NHj+LDhw/4448/hHrh4eFsJ1GJkO+k3+XLl9GsWTOULVs2x+W5zWVARIpz8uRJaGpqonnz5jkuV1FRQevWreHl5SXcAbN161YsW7YMx44dg4qKCtq3b4/ffvsNAwcOlLn7aPXq1ViyZAn27dsHiUSC5s2bw8PDAy1atFBY/M7Ozrh06RJ8fX2RmpqK8uXLY9KkSXBxcRHqdOjQAc7Ozjh9+jROnjwJiUSSa8MKAPr27QsjIyO4u7tj06ZNUFNTQ7Vq1fJ1MUQR9PX1sWLFCixduhSHDh1C2bJlMX/+fOGiTV5KlSqFvXv3Yv369Th//jyOHTsGIyMjNG3aNM8LUlK9evWClpYWPDw84ObmBh0dHbRr1w7Tpk3LdieatIFWrVo1mTuj7O3tcf36dbkSC0uXLsWSJUvg6uoKsViMcePGCUm/tWvXytQ9cuSI8JhJP6KcnThxArNnz0b79u3h7OwMALhz5w6GDRsGV1dX9v4jyoJtoeyKc1to9OjRSEpKgpeXF7y9vVGrVi1s3boVq1evzlbXzc0N8+fPh7u7O0qXLo0+ffqgcePGwh3tuTExMcGuXbswaNAg/PLLL/jrr7+Enno5ya2dU716daxcuRLr1q2Dq6sratSogd9//x2nTp2SmR8wP0aPHo3Hjx/D3d0dCQkJaNq0KRYsWCAz5Jk87byc2NraYuLEiThw4ACuXbuGjIwMXLx4EeHh4ULvv8WLF2dbb9y4cbyYRcWatF1lZWWFnTt3Yt68eXB1dUXHjh2RkZGBBQsWoFSpUjn2TiKi/GF7LLvi3B4DMkcPcHR0hJeXF5o1a1Ykp5zo378/vLy8sHPnTiQmJsLU1BTOzs75utbUu3dvnD59Grt27UJcXBxKly6NunXrYvXq1TLXw8LCwthOohJBJMnnmJzdu3fH0KFDc53QNDg4GL169eKcfkTFwIULF/Dbb79h3759uXabp69zdnZGdHQ0Tp06pexQiKgY69y5M/r375/tD8KdO3fi0KFD2e4uJKLvx7aQYrAtRERFjZOTE3r16oWhQ4fCz88Po0ePxuTJk4V21o4dO3D+/Hns379fuYESEdtjCsL2GBF9Kd+D0trY2ODff//NdbmGhobccxkQUcH7chLz9PR07NmzB7q6ujJzuBERkXKEhoaiTZs22codHR0VPpQN0Y+IbSEioh/H69evhXZV06ZNkZ6ejiZNmgjLW7VqhRcvXigrPKIfFttjRESFJ9/Dey5atCjPITyrV6+OS5cuKSQoIlKcJUuWIDk5GXZ2dkhNTcW5c+cQFBSEKVOmQEtLS9nhERH98MzMzODn54fKlSvLlN+4cYM3VBEpANtCREQ/DjU1NYjFYuG5uro6SpUqJTzX0NBASkqKMkIj+qGxPUZEVHjynfTT0NAoyDiIqIA0adIEO3fuxJUrV5CSkoLKlStj3rx5MhMUExGR8vzyyy9YunQpgoODYWdnByBzTr9jx45hzpw5So6OqPhjW4iI6MdRqVIlvHjxAtWqVQMAXLt2TSbpFxoamq/504lIsdgeIyIqPPme00+qZs2auH79erYJPaOjo9GsWTPO6UdEREQkp/Pnz2PHjh3CcFPVqlWDi4sL2rVrp+TIiIiIiIqP8+fPw8DAAA0bNsxxubu7OxITEzFp0qTCDYyIiIiokMid9LO2toavr2+2pF9ERATat2+P+/fvKzRAIiIiIiIiIiIiIiIiIspbvof39PT0BACIRCIcPnwYOjo6wrKMjAwEBAQIwycQERERkXwePHiA58+fAwBq1KgBGxsbJUdEREREVPy5u7tjwIABKF26tLJDISIiIipw+e7p5+joCAB4+/YtTE1NoaKiIixTV1dHhQoVMGHCBNStW7dgIiUiIiIqgd6/f48pU6bgzp07wsWo2NhY2NnZ4Y8//oCpqamSIyQiIiIqvurXr48TJ06gYsWKyg6FiIiIqMDlu6ffpUuXAADOzs7YsGED9PX1CywoIiIioh/FnDlzkJaWBm9vb2HUhBcvXmD27NmYM2cOtm/fruQIiYiIiIovOWe1ISIiIirWVL5eRdaePXuEhN/t27eRmpqq8KCIiIiIfhQBAQFYuHChzDDp1apVw9y5cxEYGKjEyIiIiIiIiIiIqDiRO+mX1a+//oqIiAhFxUJERET0wzEzM0NaWlq28oyMDBgbGyshIiIiIqKSw9vbG+bm5soOg4iIiKhQfFfSj0MkEBEREX2fadOmYcmSJXjw4IFQ9uDBAyxbtgwzZsxQYmRERERExdO7d+/w/v17AJk3WD18+BDLli3DwYMHlRwZERERUcESSb4jc2dnZ4eTJ09yMmQiIiIiOTRs2BAikUh4npiYiPT0dKiqqgKA8FhHRwf+/v7KCpOIiIioWBo0aBD69esHJycnREZGolOnTrCwsMCrV68wZMgQjBs3TtkhEhERERUIte9ZefHixTAyMlJULEREREQ/hNmzZys7BCIiIqIS6+nTp7C1tQUAnDlzBhYWFjhw4ACuX7+OBQsWMOlHREREJZbcST8/Pz/Ur18fmpqa6N69e0HERERERFSi9ezZEwCQlpaGU6dOwcHBAWXLllVyVEREREQlQ1paGjQ0NAAAN27cgKOjIwCgWrVqiIyMVGZoRERERAVK7jn9xo4dC3t7ewwaNAh//vknbty4geTk5IKIjYiIiKhEU1NTw4IFC5CSkqLsUIiIiIhKjBo1auDAgQMIDAzEjRs30LJlSwDAhw8fYGBgoNzgiIiIiAqQ3D39/P39cf/+fQQEBCAgIAC7d++GWCyGjY0NGjdujMmTJxdEnEREREQlkq2tLYKDg2Fubq7sUIiIiIhKhKlTp2LcuHHYvn07nJycYG1tDQC4dOmSMOwnERERUUkkkkgkku/ZwNOnT7F9+3Z4eXkhIyMDwcHBioqNiIiIqMTz9vbGmjVrMGzYMNSuXRva2toyy6UXqYiIiIgo/9LT0xEfHw99fX2hLCwsDNra2jAyMlJiZEREREQFR+6k38uXL+Hv7y/8S01Nhb29PRo1aoTGjRvzwhQRERGRHHJqO4lEIkgkEohEIt5QRURERPQd3N3dMWDAAJQuXVrZoRAREREVOLmTftbW1jA0NMTQoUPRunVrWFlZQSQSFVR8gq1bt+LcuXN48eIFtLS0YGdnh6lTp6JatWpCnZSUFKxYsQLe3t5ITU2Fg4MDFixYgLJlyxZ4fERERETfIjw8PM/lHPaTiqK9e/fiwIEDUFFRQXp6Ovr164ehQ4fmWDc1NRUrVqzA9evXoampCSsrK7i5uUEsFmPixIkICwtDpUqV8Oeff0JNTQ0pKSkYPnw4Nm3aJNM7g4iI6FvUr18fJ06cQMWKFZUdChEREVGBk3tOP2dnZwQGBmLjxo24cuUKGjVqhEaNGqFBgwbZhqNSJH9/fwwePBh16tRBeno61qxZAxcXF5w+fRo6OjoAgOXLl+Pq1av4888/oaenhyVLlmDcuHE4cOBAgcVFRERE9D2Y1KOiztnZGa6urqhQoYJQ1qNHDwwePBgAEB8fj27dusHe3h61atXKtr6bmxtEIhF8fHwgEokQGRkJALh+/Tr09fWxadMmzJo1C9euXUObNm2wadMmDB48mAk/IiJSiO+c1YaIiIioWJE76TdnzhwAQGxsLAIDAxEQEIA//vgDz549Q82aNQsswbZ9+3aZ5ytWrEDTpk3x6NEjNGzYEHFxcThy5Ajc3NzQtGlTAJlJwC5duuDu3buoV69evvcVFRUHtgmJiIh+HCIRYGSkp5R9Hz9+PM/lTk5OhRJHQWP7qvgSi9MQHZ0ALa04mfKUlMznHz9+RGpqKj5/TsDHj7J1kpKScPjw3zh+/DSiouIBACKRFj5+jENiohgxMXH4+DEOMTFxSExMw82bdxAc/BjOziOybYuIiIoPZbatfhRsWxEREf1Y8tu+kjvpJ5Weno60tDSkpqYK/16+fPmtm5NbXFzmRQDpHcAPHz6EWCxGs2bNhDrVq1dH+fLl5U76SSRgw4mIiIgKxbJly2Sep6WlISkpCerq6tDW1i7QpF9AQAC2b9+Ohw8fIjIyEhs3bkS7du2E5RKJBOvWrcPhw4cRGxuL+vXrY+HChahSpYrc+2L7qviSvnZfvn6XL1/A9u3uCA8PxciRv8HCwjpbnbCwMJQuXRq7d+9EYKA/NDU1MXz4SNjbN4K9fWNcvnwRQ4cORO3aNqhf3x7/+98EzJmzgO8VIiJSGG9vbxgbGys7DIVj24qIiIhyInfSb+nSpbh16xaeP3+O0qVLo2HDhujbty8aNWoEKyurgogxm4yMDCxfvhz169eHpaUlgMw7jNXV1bNNzGxkZCQMIZRf6uqqwuP0dAnS0zOgqqoCVVVRlvIMpKdLoKamAhWV/8rT0jKQkSGBuroqsk51KBZnQCKRQEPjv21nlqdDIkG28tTUdIhEsrH8Vy6CurqKUCaRZG5HRUUENbX/yjMyJEhLy4Cqqgiqqv+V85h4TDwmHhOPicfEY8p+TMoSEBCQrezVq1dYuHAhXFxcCnTfiYmJsLKyQu/evTFu3Lhsyz08PLBnzx6sWLECFSpUwNq1a+Hi4gJvb29oamoWaGykXEuWzMfz588AAOHhoZg2bSLU1NQBAK6ubjAzK482bdqhTZt2ePfuLWbPnormzR1QqVIVme2kp6fj/ft3qFKlKsaMGY8nT0IwefJv2LPnEAwNjTBjxlyh7qFD+9CyZSukp6dj4cI5EItT0atXPzRo0LDQjpuIiEqW1NRUiEQiREREyJSXL19eSRERERERFSy5k34fPnxA//790ahRIyHhVtgWLVqEp0+fYt++fQWyfelFwawyLzhmr5uWlpHrNnKSmpr/cokkt3JJjuUZGTmXZ15Ezamcx8Rj4jHxmHhMAI8J4DEVtbukq1Spgv/973+YNm0azp49W2D7adWqFVq1apXjMolEAk9PT4wZM0bo/ff777+jWbNmuHDhArp27VpgcZHyzZu3WHg8btxIzJmzEGZmOV8gNTMrj1q1bODrez1b0s/ExBQqKiro0KEzAMDS0hpmZuZ4/vwZDA2NhHrv37+Dn58vVq9ej2XLFqBHj56wtq6JkSN/wV9/HVL8ARIRUYn26tUrzJ49G0FBQTLlEokEIpEIwcHBBbLf9evXY8OGDTJlVatWFdpzKSkpWLFiBby9vZGamgoHBwcsWLAAZcuWLZB4iIiI6Mcjd9Jv3bp1BRFHvi1evBhXrlzBX3/9BVNTU6G8bNmyEIvFiI2NlentFxUVhXLlyikjVCIiIqJvpqamhg8fPiht/2FhYYiMjJQZOl1PTw9169ZFUFCQ3Ek/jqRQfI8pczuqwr7T0zPw7NlzWFjUgIqKCNHRn3DnTiDatGkLADLHZGxshAYNGsLf3w+tWrVCeHg43r17CwuLGhCJIBzTunWrMWXKNGhpqSMpKRkqKiJoaqojJSVJ2C9fJx4Tj4nHxGMqPseU201ZhWXmzJlQU1PDli1bYGxsDFEhDutgYWGBnTt3Cs9VVf87N8uXL8fVq1fx559/Qk9PD0uWLMG4ceNw4MCBQouPiIiISrZvmtPvzZs32L17N54/fw4AqFGjBoYOHYpKlSopNLisJBIJlixZgvPnz2PPnj2oWLGizHIbGxuoq6vDz88PHTt2BAC8ePECb9++lWs+PyIiIqLCdPHiRZnnEokEkZGR2Lt3L+rXr6+kqCAMj25kZCRTbmRkhI8fP8q9PY6kUHyPSSKRQCxOl1nn8OH9uH//LtTU1CGRSNC370DY2zcGAFy+fAnXr/+DmTPnAQCmTp2FFSuWYPPm9RCJVDBt2iwYGBgJ74dTp06jenULVKxYBamp6Rgy5GesXLkMaWli/Pyzi8x++TrxmAAeE8Bj4jEV/WNS5tDpABASEoIjR46gevXqhb5vVVXVHG8+j4uLw5EjR+Dm5oamTZsCyEwCdunSBXfv3uW1KyIiIlIIuZN+165dw5gxY1CzZk3hQtSdO3fQtWtXbNmyBc2bN1d4kEDmkJ6nTp3Cpk2bUKpUKeFClJ6eHrS0tKCnp4fevXtjxYoV0NfXh66uLpYuXQo7Ozs2nIiIiKjI+u2332Sei0QiGBoaokmTJpgxY4aSoiL6z4YN7tnKpk+fk2t9B4dWcHD4b9hYc/MKWL9+a671O3ToJPO8Vi0b7N69/xsiJSIiylS9enVER0crZd+vX7+Gg4MDNDU1Ua9ePfzvf/9D+fLl8fDhQ4jFYplRFKpXr47y5ct/U9KPoyjwmHhMPCYeE4+Jx/TjHVN+yJ30W716NYYNG4apU6fKlLu5ucHNza3Akn7792f+4e/s7CxT7urqil69egEAZs+eDRUVFUyYMEFmbHQiIiKioiokJETZIeRIeod6VFQUjI2NhfKoqChYW1srKywiIiKiHMXHxwuPp06dCjc3N0yePBmWlpZQV1eXqaurq1sgMdja2sLV1RVVq1ZFZGQkNm7ciMGDB8PLywsfP36Eurq6zJQ0QOYoCtIb2+XBURR4TDwmHhOPiccE8JhyKy+px5Qfcif9nj9/jj///DNbee/evbF79255N5dvjx8//modTU1NLFiwgIk+IiIiKjY2bNgAFxcXaGtry5QnJydj27ZtGDdunFLiqlChAsqVKwc/Pz/UrFkTQObFtHv37mHgwIFKiYmIiIgoN/b29jJz90kkEgwbNkymjkQigUgkQnBwcIHE0KrVfz3dra2tUbduXbRp0wZnzpyBlpZWgeyTiIiIKCu5k36GhoYIDg5GlSpVZMqDg4OzzflCRERERHnbuHEjBg4cmC3pl5SUhI0bNxZo0i8hIQFv3rwRnoeFhSE4OBj6+vooX748hg4dis2bN6Ny5cqoUKEC1q5dC2NjY7Rr167AYqLiLSLiPSIi3ue63MTEFCYmpoUYERER/Sg8PT2VHUI2pUuXRpUqVfDmzRs0a9YMYrEYsbGxMr39oqKicpwDkIiIiOhbyJ3069u3L+bPn4/Q0FCZOf08PDyy3UFFRERERHmT3nH+pZCQEOjr6xfovh8+fIihQ4cKz11dXQEAPXv2xIoVK/Drr78iKSkJ8+fPR2xsLBo0aIBt27ZBU1OzQOOi4mv37h1wc1uR6/KpU2di+vTZhRgRERH9KBo1aqTsELJJSEhAaGgoypUrBxsbG6irq8PPzw8dO3YEALx48QJv376Vez4/IiIiotyIJJL8jgSaSSKRYPfu3dixYwc+fPgAADA2NoaLiwuGDh2a40Wr4ubjx7h8j49KRERExZ9IBJQtq1eo+2zYsCFEIhHi4uKgq6sr04ZKT09HYmIiBgwYUGKGLWf76seQtaff06ePMWbMr9i82QMWFlYA2NOPiOhHoYy2VW66d+8Od3d3mJmZFfi+Vq5ciTZt2qB8+fL48OED1q9fj+DgYHh7e8PQ0BALFizAP//8A1dXV+jq6mLp0qUAgAMHDsi9L7atiIiIfiz5bV/J1dMvLS0Np06dQrdu3TBs2DBhkuSCmgCZiIiIqKSaPXs2JBIJZs+ejfHjx0NP77+Gm7q6OszNzWFnZ6fECInkl1NSz8LCCra29ZQTEBER/fDCwsKQlpZWKPt6//49pkyZgs+fP8PQ0BANGjTAoUOHYGhoCCCz/aeiooIJEyYgNTUVDg4OJeYGLyIiIioa5O7pV7duXXh7e8Pc3LygYlI63i1FRET0Y1Hm3ej+/v6oX78+1NTkHnW9WGH76sdz//5dtGvXEhcu/MOkHxHRD6Yo9fSzs7PDyZMnUbFiRWWHolBsWxEREf1Y8tu+UpF3w7a2tggODv6moIiIiIhIVqNGjYSE38iRI4Xh04mIiIjo+9nb23M+YiIiIvphyH1L+cCBA7FixQq8f/8etWvXhra2tsxya2trhQVHRERE9CMJCAhASkqKssMgIiIiKjE8PDyUHQIRERFRoZE76TdlyhQAECYbBgCRSASJRAKRSMRegEREREREREREVGS0bdsW27dvR5UqVZQdChEREVGBkjvpd/HixYKIg4iIiOiHZ25uXuLn9iMiIiIqKJ6enjmWv3v3DkePHkXZsmUBAEOHDi3MsIiIiIgKjdxXlczNzQsiDiIiIqIfklgshrq6OgDg1KlTMss+ffoEQ0NDZYRFREREVOwsX74cJiYmUFVVlSnPyMjA8ePHoaamBpFIxKQfERERlVgq8q6wdetW/P3339nK//77b7i7uyskKCIiIqIfxZQpUyCRSLKVf/z4kRekiIiIiOTQr18/lClTBh4eHrh06ZLwT1VVFTt27MClS5c4ghURERGVaHIn/Q4ePIhq1aplK7ewsMCBAwcUEhQRERHRj+Lt27eYM2eOTFlkZCScnZ1zbHMRERERUc4WL16M3377DS4uLvjrr7+UHQ4RERFRoZM76RcZGYly5cplKzc0NERkZKRCgiIiIiL6UXh4eCAoKAiurq4AgIiICAwZMgSWlpb4888/lRscERERUTHTvn17HDx4EOfPn8eIESN4rYqIiIh+KHLP6WdmZoY7d+6gYsWKMuW3b9+GsbGxwgIjIiIi+hEYGhpix44dGDRoEADgypUrqFWrFtzc3KCiIvf9WUREREQ/PBMTE+zatQvu7u7o2bNnjkOpExEREZVEcif9+vbti+XLlyMtLQ1NmjQBAPj5+WHVqlUYPny4wgMkIiIiKunMzMywY8cODB48GM2aNcOqVasgEomUHRYRERFRsSUSiTBq1Cg0b94ct2/fznHUKiIiIqKSRu6k34gRI/D582csWrQIYrEYAKCpqYkRI0Zg1KhRCg+QiIiIqKRp2LBhjkm9pKQkXL58GY0bNxbK/P39CzM0IiIiomIvMDAQ9vb2AAAbGxvY2NgoOSIiIiKiwiF30k8kEmHatGkYO3Ysnj9/Di0tLVSpUgUaGhoFER8RERFRiTN79mxlh0BERERUYg0bNgzGxsbo1q0bevTogRo1aig7JCIiIqJCIXfST6pUqVJ48+YNHB0dmfAjIiIikkPPnj2VHQIRERFRifXPP//A29sbp06dgru7O6ysrNC9e3d069YNpqamyg6PiIiIqMB8c9IPAObPn4+6detCR0dHUfEQERER/VDevn2b5/Ly5csXUiREREREJYOhoSGGDBmCIUOGIDQ0FKdOncLx48exZs0a2Nvbw9PTU9khEhERERWI70r6SSQSRcVBRERE9ENydHTMcX4/qeDg4EKMhoiIiKhkqVixIkaOHAlra2usXbsWAQEByg6JiIiIqMB8V9KPiIiIiL7P8ePHZZ6LxWIEBwdj586dmDx5snKCIiIiIioBbt++DS8vL/j4+CAlJQVt27bFlClTlB0WERERUYH5rqSfh4cHTExMFBULERER0Q/H2to6W1mdOnVgbGyM7du3o0OHDkqIioiIiKj4Wr16NU6fPo0PHz6gefPmmDNnDtq2bQttbW1lh0ZERERUoL456RcVFQUAuH//PqpWrQojIyOFBUVERET0o6tatSoePHig7DCIiIiIip2AgAC4uLigc+fOMDQ0VHY4RERERIVG7qRffHw8Fi1aBG9vb6SnpwMAVFVV0blzZyxYsAB6enoKD5KIiIiopIqPj5d5LpFI8OHDB2zYsAGVK1dWUlRERERExdeBAweEx6dOnYKjoyN0dHSUGBERERFR4ZA76Td37lwEBwdjy5YtsLOzAwAEBQVh2bJlmD9/Pv744w+FB0lERERUUtnb20MkEsmUSSQSmJmZYc2aNUqKioiIiKhkmD9/PurWrcukHxEREf0Q5E76XblyBdu2bYO9vb1Q1qJFCyxduhQjRoxQaHBEREREJZ2np6fMcxUVFZQpUwaVK1eGmtp3Tb9MRERE9MOTSCTKDoGIiIio0Mh9JcnAwCDHITx1dXVRunRphQRF2W3fvhXHjh1G2bLGAICqVathwYKlOda9efMGPDw2Iy1NDE1NLUybNhsWFpYAgN9/X4aHD+/DwKAMli93g66uLiQSCaZOnYgpU6bD3LxCoR0TERERAY0aNVJ2CEREREREREREVALInfQbM2YMVqxYgd9//x3lypUDAERGRmLVqlUYO3aswgP8EY0bNxJz5iyEmVl5mfL27Ttj4sT/5blubGwsFi+ehw0b3FGtWnXcuxeExYvnYs+eQ3jx4hnCwkLh6XkQO3d6wMfnNHr37g8vr+OoX78BE35ERERK9OzZM7x9+xZisVimvG3btkqKiIiIiKj48/DwgImJibLDICIiIioUcif99u/fj9evX6NNmzYwMzMDALx79w7q6ur49OkTDh48KNQ9duyY4iKlfHn7NgylS+ujWrXqAIC6de0QERGBx49DoK2tBbE4FRkZGUhKSoKhoRE+fvyICxd8sGbNBiVHTkRE9GMKDQ3Fb7/9hidPnkAkEglDUEnn+QsODlZmeERERETFVlRUFADg/v37qFq1KoyMjJQcEREREVHBkjvp165du4KIg/Lh8uULuHMnEPr6+hg2bATq17fPVqdChUqIjY3Bgwf3UKdOXVy/fhWJiQl4//4tWrVyhJ2dPYYPH4IKFSpi+PCRcHVdhLFjJ3LOICIiIiVZtmwZKlSogF27dqFt27b4+++/ER0djZUrV2LGjBnKDo+IiIio2ImPj8eiRYvg7e2N9PR0AICqqio6d+6MBQsW5DhtDREREVFJIFemJz09HY0bN4aVlRXn71OwJUvm4/nzZwCA8PBQTJs2EWpq6gAAV1c3ODn1xs8/u0BNTQ3379/F7NnTsG2bJ0xNzWS2o6uri6VLV2Lr1o1ITEyEjU0dVKlSDaqqqgCAkSPHYuTIzGFYr127AmNjU5iZmWH58kVISIiHo2N7tG3bodCOm4iI6EcXFBSE3bt3w9DQECoqKhCJRLC3t8eUKVOwdOlSHD9+XNkhEhERERUrc+fORXBwMLZs2QI7OzsAmW2uZcuWYf78+fjjjz+UHCERERFRwZAr6aeqqorhw4fD29ubST8FmzdvsfA4tzn9pGxt68HS0gohIf9mS/oBQP369kIvwNTUVPTo0RFVqlSTqZOQEI/9+//CmjUbsGfPTtSrVx8dOnTGsGGD4ODQEpqaWgo8OiIiIspNRkYGSpUqBQAoU6YMPnz4gGrVqsHc3BwvX75UcnRERERExc+VK1ewbds22Nv/N0JSixYtsHTpUowYMUKJkREREREVLBV5V7CwsEBYWFhBxEJ5+PAhQngcGvoGT58+QbVqNXKs+/HjR+Hxrl3b0KCBPSpUqChTZ/PmDfjllxHQ0tJCcnISRCIRRCIR0tLSIBanFcxBEBERUTYWFhZ4/PgxAKBu3brYtm0bbt++jY0bN6JixYpfWZuIiIiIvmRgYJDjEJ66urq8iZ2IiIhKNLkncps0aRJWrlyJiRMnonbt2tDR0ZFZrqurq7Dg6D/u7pvw+HEwVFXVoKKigilTpqNSpcoAgOvXr+L69X8wc+Y8AMD27Vtw714Q0tPTYWNTBzNnzpfZ1v37d5GamoKGDZsAAHr16oeFC2dj797d6NSpC19DIiKiQjRmzBgkJSUBACZMmIBRo0Zh8ODBMDAw4NBTRERERN9gzJgxWLFiBX7//XeUK1cOABAZGYlVq1Zh7NixSo6OiIiIqOCIJBKJRJ4VrK2t/1tZJBIeSyQSiEQiBAcHKy46Jfn4MQ7ynRUiIiIqzkQioGzZ7HeDK8vnz5+hr68v09Yq7ti++vHcv38X7dq1xIUL/8DWtp6ywyEiokKk7LaVk5MTXr9+DbFYDDOzzGlR3r17B3V1dVSpUkWm7rFjx5QQ4fdj26pkOXz4AE6ePCqMxDVo0FB07Nglx7rLly/C/fv3oKmpCR0dbUyY8D/UrFkbQOaIXxcunIOOjg4WL3YVpgVatmwhund3YpuMiKgYy2/7Su6efp6ent8UEBERERHl7dSpU3B0dISBgYGyQyk2Mi+MKDsKyok0aS0SiaCiwhepqJFIMm/cJCIqidq1a6fsEIhyNW7cSMyZsxBmZuWFsqpVq2Hz5h3Q1dVFRMR7DB8+GDY2tjA3r5Bt/ZYtW2P69DlQU1ODr+81zJs3E3//7YWEhHj4+Hjjr78O49y5M/j774MYN24SAgJuQlNTiwk/IqIfhNxJv0aNGhVEHPSNIiLeIyLifa7LTUxMYWJiWogRERER0beaP38+6tatm234dMqZSCSCRCMF8WkJyg6FcpAoihH+jxN9UnI09KVS6qUgStVk4o+ISpz09HQ0btwYVlZWnL+Pig17+/+ut5qYmMLQ0AgREe9zTPo5OLQSHteuXQeRkR+QlpYGFRVVZGRkIC0tDcnJyVBXV0dycjJ27dqO33/ntAFERD+KfCX9QkJCYGlpCRUVFYSEhORZN+vwn1Twdu/eATe3Fbkunzp1JqZPn12IEREREdG34sV3+YhEQHxaAjb6b0Bkwkdlh0NfiHqR+ZpsDdwKo09llRwNZVWuVFn81mgc9ESaHBqOiEocVVVVDB8+HN7e3kz6UbEUEHALcXFxwpCdeTl8eD+aNm0ONTU1qKmpoX//wRg16hcYGhph7tyF2LZtCwYMGIxSpXQLIXIiIioK8pX0c3Jygq+vL4yMjODk5JR5V3UOfx2WlDn9ipOffx6OTp0yx/h++vQxxoz5FZs3e8DCwgoA2MuPiIiISrzIhI94F/dO2WHQF2ITMnv6fUz4iNQ4sZKjISKiH4mFhQXCwsJQsWJFZYdCBABYsmQ+nj9/BgAIDw/FtGkToaamDgBwdXUThvp8/vwZXF0XY9EiV2hra+e5TR8fb1y6dB4bN3oIZb169UWvXn0BACEhwYiMjEDjxs2wevVKREd/Qt26dujbd0BBHCIRERUR+Ur6Xbx4EYaGhsJj+naKnnfGzMxMmJRaOm+KpaU16tatp7idZMG5P4iIiAqOh4cHTExMlB0GERERUbE2adIkrFy5EhMnTkTt2rWzDZ2uq8teT1S45s1bLDzOaU4/AHj58gWmT5+EWbPmffW63sWL57Bzpwf+/HMzDA2Nsi1PS0vDxo1/YuHCZTh3zhsGBgb43/9mYPz4UWjWzCHHYUOJiKhkyFfSz9zcPMfHJJ+CnnemMOZN4dwfREREBSMqKgoAcP/+fVStWhVGRtn/eCciIipKMjIysHatG/z8fCESidCv30D07t0/x7p9+nSHuro6NDW1AADOzsPQtm0HpKWlYd68GXj79i3MzStg8WJXqKmpISUlBVOmjIOr62oO0UhyGzlyJABgzJgxwg3SQOZNzBylioqiV69eYtq0iZg+fQ4aNmySZ92LF8/Dw2Mz/vxzE0xNcx7h68CBv9C+fScYGZVFUlKy8DkQiURITk5WePxERFR05Cvp96VXr17h1q1biIqKQkZGhsyycePGKSSwkqgg5p1JjE5EUnQiACAm7DMA4PfjK6EfaAAA0C6jA50yOrmsLR/O/UFERKR48fHxWLRoEby9vZGeng4gcy6azp07Y8GCBdDT01NyhERERDn3TPHx8carVy+xf/9RJCTE45dfBsPOzh7VqlXPcRuLF7sKU1FI3brlBz290ti9ezWWL1+EW7f80Lx5C+zatQ29evVjwo++iaenp7JDIJLLn3+uQnx8PDZvXo/Nm9cDAMaMGY/GjZsiJORfbNu2BW5u6wAAixfPhZFRWcyc+T9h/bVrN0Ff3wAAEB4ehqCgO3BzWwsA6NixM2bPnobLly+gTp26qF69RuEeHBERFSq5k36HDh3CwoULUaZMGZQtW1bmjimRSMSkXz4oct6ZZ6ee4sWJ5zJl19ZdEx5X+6k6ajhZKGRfREREpHhz585FcHAwtmzZAjs7OwBAUFAQli1bhvnz5+OPP/5QcoREREQ5u3TpPLp3d4KqqipKl9ZH27btceGCD0aOHJvvbWT26svsdZKSkgx1dXU8e/YUb968wqhRvxVU6FTCNWrUSNkhEOVqwwb3bGV//rkpx7oREe+RmpqKoUOH4/79uwCA9eu3CstNTExhYiLb28/cvAJWr14nPC9dWj/HfRIRUckkd9Jv8+bNmDRpkjBUAilXxdYVYVzPONflmgaahRiN4ty4cR3btm3By5fP4eTUBxMn/i/XuqGhb7Bs2UJ8/vwZurq6mD17AapVq85hYoiIqFi4cuUKtm3bBnt7e6GsRYsWWLp0KUaMGKHEyIiIiPIWEfEepqZmwnNT0/J49OhBrvWXLl0AiUSCmjVrY/To8ShTpgwaNmyMK1cu4uefB6J2bRvUr2+P//1vAubMWVAYh0AlSEhICCwtLaGiooKQkJA861pbWxdSVETfZ/fuHXBzW5Hr8qlTZ2L69NmFGBERERV1cif9YmJi0Llz54KIhb6BpoEWNA20lB3Gd8lpmJgKFSpi1qz5uHz5ApKSkvJcf9Wq5ejRoye6dOmOy5cvYPnyRdi2zZPDxBARUbFgYGCQ4xCeurq6/K0iIiKlWrJkPp4/fwYACA8PxbRpE6Gmpg4AcHV1k2tbGzZ4wNTUFGlpaXB334RlyxbAzW0dVFRUMGPGXKHeoUP70LJlK6Snp2PhwjkQi1PRq1c/NGjQUHEHRiWSk5MTfH19YWRkBCcnJ4hEIkhymJuEc/pRcfLzz8PRqVMXAMDTp48xZsyv2LzZQxgq+ctefkRERHIn/Tp16oTr169j4MCBBREPEQCgUqXKAIB//rmcZ73o6E8ICQnGmjUbAACtW7fFH3+sQlhYaLEaJiYjIwNr17rBz88XIpEI/foNRO/e/XOs26dPd6irq0NTMzPZ6+w8DG3bdmDPRiKiYmrMmDFYsWIFfv/9d5QrVw4AEBkZiVWrVmHs2PwPj0ZERKRo8+YtFh7ndLOmiYkp3r9/BxsbWwDA+/dvc70AbWqaWa6mpoZ+/QZh4MBe2eq8f/8Ofn6+WL16PZYtW4AePXrC2romRo78BX/9dUiRh0Yl0MWLF2FoaCg8JioJchq+08LCCra29ZQTEBERFXn5SvplnQC5cuXKWLt2Le7duwdLS0uoqcluYujQoYqNkCgPERERMDIyEt6HIpEIJiYmiIh4X2SHicnpj2UfH2+8evUS+/cfRUJCPH75ZTDs7OxRrVr1HLexeLGrcFeXFHs2EhEVT/v378fr16/Rpk0bmJllDpH27t07qKur49OnTzh48KBQ99ixY8oKk4iIKJs2bdrBy+s42rRph4SEeFy8eB6///5ntnpJSUlIS0sTerZfuHAWlpZW2eqtXeuG8eOnQEVFBUlJyRCJRBCJVJCcnPfoL0QAYG5unuNjIiIioh9JvpJ+u3btknmuo6MDf39/+Pv7y5SLRCIm/ShfvjZMTNaE2LcqTsPEXLp0Ht27O0FVVRWlS+ujbdv2uHDBByNH5r+HR3Hq2UhERP9p166dskMgIiL6Jh07dkFw8L8YMKAXRCKgf//BqF69BgDg+vWruH79H8ycOQ+fPkVh7tzpyMjIgEQiQfny5pg7d5HMts6dO4saNSyFGx+HDPkZK1cuQ1qaGMOGuRT6sVHx9+rVK9y6dQtRUVHIyMiQWTZu3DglRUVERERUsPKV9Lt06VJBx0E/mK8NE5NfJiYmiIqKQlpaGtTU1CCRSBAREZFt6IOiPkxMRMR7mJqaCc9NTcvj0aMHudZfunQBJBIJatasjdGjx6NMmTJFtmcjERHlLj09HY0bN4aVlRV7ZBMRUZG2YYN7tjJVVVX8738zcqzv4NAKDg6tAADm5hWwc+e+PLffoUMnmee1atlg9+793xgt/egOHTqEhQsXokyZMihbtixEIpGwTCQSMelHREREJZbcc/oRFSVlyhjC0tIK586dQZcu3XHlykWUK2eMChUqytRT9jAxX+vZKI8NGzxgamqKtLQ0uLtvwrJlC+Dmtq5Y9WwkIqJMqqqqGD58OLy9vZn0IyIiIlKQzZs3Y9KkSRg5cqSyQyEiIiIqVHIn/caPH486depkazh5eHjgwYMHWLduncKCox9XYKA/li1biISEBEgkEly5chH/+98MODi0khkmBgCmT5+NZcsWwdNzJ0qVKoXZs2V7thWFYWK+1rPRxMQU79+/g42NLQDg/fu32XorSpmaZparqamhX79BGDiwV7Y6Rb1nIxER/cfCwgJhYWGoWLHi1ysTERER0VfFxMSgc+fOyg6DiIiIqNDJnfQLCAjIcRiEli1bYufOnQoJin4sOQ0TY2/fCMeOeedYP+swMQBQqVIVbN2a+3uvOAwT06ZNO3h5HUebNu2QkBCPixfP4/ff/8xWLykpCWlpadDT0wMAXLhwFpaWVtnqKbtnIxER5d+kSZOwcuVKTJw4EbVr14aOjo7Mcl1dXSVFRkRERFQ8derUCdevX8fAgQOVHQoRERFRoZI76ZeYmAh1dfXsG1JTQ3x8vEKCIvrRdOzYBcHB/2LAgF4QiYD+/QejevUaACDTs/HTpyjMnTsdGRkZkEgkKF/eHHPnLpLZVlHo2UhERPknHT1hzJgxMvPNSCQSiEQiBAcHKys0IiKibxIR8R4REe9zXW5iYprryCZE38rT01N4XLlyZaxduxb37t2DpaUl1NRkL38NHTq0sMMjIiIiKhRyJ/0sLS3h7e2drbeft7c3atSoobDAiL5UUv5wzKlno6qqKv73vxk51s/as9HcvAJ27tyX5/aLQ89GIiL6T9YLVERERCXB7t074Oa2ItflU6fOxPTpswsxIvoR7Nq1S+a5jo4O/P394e/vL1MuEomY9CMiIqISS+6k39ixYzF+/HiEhoaiSZMmAAA/Pz+cPn0aa9euVXiARFI/2h+OJSXJSUREeWvUqJGyQyAiIlKon38ejk6dugAAnj59jDFjfsXmzR6wsMicmoB/x1BBuHTpkrJDICIiIlI6uZN+jo6O2LhxI7Zs2QIfHx9oamrCysoKO3fuLDIXrfbu3Yvt27cjMjIS1tbWmDdvHmxtbZUd1g8ncx45xW1v2DAXdO7cFQDw5MljjBkzAps3bxPmtDMxMYWKiuJ2KJFkDq2mLD9akpOI6EcSEhICS0tLqKioICQkJM+61tbWhRRV7ti2IqKiTtF/e9D3MTMzg5mZGQAIQ1dbWlqjbt16SoyKcqLsv3t/ZEW1fcXv06JL+n0qEokUev2LFIffqURUFMid9AOA1q1bo3Xr1goORTG8vb3h6uqKRYsWoW7duti9ezdcXFxw9uxZGBkZKTu8H4ZIJIJEIwXxaQkK22YpMw1UM6sEAEgUxQAAKliZolrdSkKdOHxS3P7US0GUqpnvH2smOYmIKL+cnJzg6+sLIyMjODk5Zf5u5vAdXBTm9GPbioiKuoL424MUR/q3W6IoBnEixf29Rooh79+9xcX48eNRp04dYe5kKQ8PDzx48ADr1q1TUmSZimr7it+nRRu/T4u+kvqdSkTFyzcl/YqynTt3ol+/fujduzcAYNGiRbhy5QqOHDmSrbGXm9RUcYF8OauoiJAqSkW6OB0ZaRkK335BSxenIzU1FamSVGRk5H1+VFREiEuLxpaAzYhM+KiQ/Sd9TkRSdBIAICb8MwBgxRFX6N80AABol9GGtoGOQvZVrlRZjG44BnoSw68eK/BfwzhBrLiGsboRUMEoc9ibmLTMc2hSzQgVav03FE6UOPfhP+VVSq0URGLlNUw+fHiPiIiIXJebmJjA2JjDABFRwRAV8u3MFy9ehKGhofC4KFNE2woomPZVcW9blXQZ6RnC/3x9ihZ52vXFQUH87UGK8+llFABg883NMIzgzSJFibx/98qjsNtWXwoICMC4ceOylbds2RI7d+5UQkSyiuq1K36fFm38Pi3aCvI7lYgIyH/7qkQl/VJTU/Ho0SOMGjVKKFNRUUGzZs0QFBSU7+1s2rQOKSkpCo9PJBIhVZSE5+HPkJiaqPDtF7QEjXhsCtoIDYn2VxuW0mP1D/dX2LG+f/QOEf/KJoV8N/oKj01qmcC0tplC9qWjoYOM6xn5Olbgv+N9+OEhktOSFRJDamIqUpNSAQBJsZnncObiGdAunZnY1NDWgIaOhkL2paWmBRtjm3wfL6D4P+J8fa/hxo3ruS5v1swBzZu3UOg+5fkDSdHHGx8fj4SE+FyXlyqlC11dXYXuU1mvrTIo87VVBh7v99PU1MTSpQsVvt3cmJub5/i4qFFU2woomPZVcW9blXSJ0ZmvSfTNaKQ8Vnzbmr6dPO364qAg/vag7yNOFkOcJAYApMRm/n308PgDaJbWAgCoa6tDXUtdafFRJnn/7pVHYbetvpSYmAh19ezvMTU1NcTH5/53WGEoyteu+H1atEnbVk8vPYVOmXAlR0NfKsjvVGUoCdcOiJRJmdeuSlTSLzo6Gunp6dmGQjAyMsKLFy/yvR1VVRWoqqoAyHxxMjIkUFERyXzZ5VaekSGBRCIR1s9aDgAaqhpobP7f3IfSl/7Lr1F5yrO+fQq6XENVA6oSESQSUR7HmiHU/dZjzSmW+HLxSGiYkOsKpXRLoZSurkKOVQRAXeZYMyCRINuxpqdnQCQCVFVF0BBpoI6xjVzHlFe533U/3LtxV2Z/T3yfCI8bN2uMhg72ch0T8iiXHm9amgQiUeYfHVllHqvo/9/zgFp6GkSpqZBIt/HFTuUtb1TL+v/Yu/OwqMr3DeD3gWFHUQFZTTEXNJdUNndzXwBx3zVFFBW3csMVd80lNU1yScXczRUzv2YuWQiC5JJraS4IKFIoizAD8/uDH5MTYFAzc5g59+e6uoT3HIf7iYIz53nP+6Ju1SoAgJTUVBw5dQoBnTrB7v+fhClnZQVzeZb66xRRVFHjSmXhr6k0MUW2YAwAhZZJfbNW/P/ryXIVQE6ORmpVAoi+EoML0dEoTitvb7Ru2rRUNRU7rgSUJibIMZL9488xbdT6X75Pb62puK9ZwloLxk3zFBDk8rJd01vGYWoKhUyGgmuJt/1+AgAz5EKQ55Tpmt42rnyj3rf9zi3u99PbfpaL6ffff0d0dDRevHih+j1aoKhZ6rqiqWsrQHvXVyZGJmrXG4D+XV/9m9/b/2Zc1zUlWybjHu7Cw7kJKjs6GERN/yZjacd1lf3N63rg3//sfNs14z+Nl/ZnwdvGTYxM4OXiZXDfp+LGy3pNly5GIfon9WvdRzGPVB97N/NG0xZNNZa9uHF+n0rws8DIFMYoyc+C0v2MEFutWrXwzTffFLqO+uabb1CjRg2RUuUr6/eueG1V8nFeW/H79Pfxkt431Ydrq7feKyniX3xZvH9QqnHWxJo0OC72vSuDavppyujRIVqbkaHvGyKXZt83KdUKaL7e5AH/vNylg4PmlrssTb1GRgLKv0oFDuyHMu2lZgKYmgEV89/0/CwzxREAH1d2xPuOml/SU7ApD/Tpi5flSrbkgjbqHdrYA8m13AEAd1JfYOSJSGzp5ovalfL/HThYW8PJxEwjX6s09RbUqgzfCOVz/VvORbC3gxA0qtTfW72ud2QQ69XEa4v4C2v//v0ICwtDxYoVYWdnp5ZFEARRm36apK3rK32/3jBk165dxZ4dezBsYBAaNGgodhz6G0Pbz5k/C8oWXb+XoX9PWz8LxH5CZOzYsRg/fjweP34MHx8fAEBUVBROnDiBtWvXippNU3htJT28tir7DOX6St/vHRCJqSzcu/rPTb/c3FzcvXsXzs7OsLGx+a8v959UrFgRxsbGePHihdr4ixcvYGdnV+LXMTU1gQH8fCY95+JSBS4uVcSOUSRBEGBSsSKEQYO18vqmN64DO3fAtG8fmNWrr5WvobSygolgWuLlWzVdb7X//wf4/3pPRKJ+cDAaiVyvkZEAU1NT5KX+ATx7ppGvnZj9GklvWXbG0cwMTmbmGvlaMDaGkalpfg0lbIJpul6dYr0aI+aNjY0bN2LSpEml2h9PVzR1bQXw+kqKZDKZ6k+ZjMv4EUlJWX4vQ7ohdtOobdu22LBhA8LDw3Hq1CmYmZmhdu3a2LZtG7y8vP75BbSI967o3+K1FemK3t87IBJTGbh3Veqm3+LFi1GrVi306dMHubm5GDx4MOLj42FhYYHw8HB4e3uX9iU1xtTUFO+99x6ioqLQvn17APmPQ0ZFRWHwYO00J4ikSKlU4qVgBqGcZp5EA4CkpCQkJycBAO4+yf/zypMkpFvmTyZwcHCEowaf+ivN7Ctt1PumghrTLW3wslwlrXwNMWebbXn8GIvv/1bs8VnV38WcGjV1mIiobElLS0OXLl3EjlEkXlsRERGRvmrTpg3atGkjdoxCeH1FRESlpdMJ9aT3St30O3XqFPz9/QEAZ8+exZMnT3Dy5EkcPXoUn376Kfbu3avxkKUxfPhwTJ8+HfXq1UODBg2wY8cOZGVloWfPnqLmIjI0SqVSo7MKt2/fipUrl6mNjRkzUvXxlCkzMG3aTM19wVLSdL3JyX81Oe/duwMAuHv3tqox5+DgaDBLHo2sUgW+lSsDAO5kpOPD69exvX591LayBpB/YUIkZZ07d8bFixcxYMAAsaMUiddWRERERJrF6ysiIioNTqin0ih10++PP/6Avb09AOD8+fPo3Lkz3Nzc0KtXL0RERGg8YGl17doVqampWLduHZ4/f446depgy5YtpV6Cioh0a9iwEejcuWuxxw2lAVZgx44vi2hyBqk+FrvJqUlOZuaFZhvVtrJGo/LiLglNJKY3r5mqVq2KtWvX4urVq6hVq5Zq2Z4CQ4cO1XU8Nby2IiIiItIsXl8REVFpcEI9lUapm352dnb49ddfYW9vjx9++AFhYWEAgNevX8PY2FjT+f6VwYMHc0kEojLm8eNHWLw4DH/++Sesra0xc+Y8VK/+rup4wZNtV67EYsqUiXjnnaqqY1988SXMzMxx+/ZNLFu2CAqFHIMGDUOXLr4AgLi4yzhz5n+YNm2Wzuv6t8p6k1Owt4NWFgM1/f99B+zsAFvNv6EV7PkmmfTD9u3b1T63tLRETEwMYmJi1MYFQRC96Qfw2oqIiIhI03h9RUREJcUJ9VQapW769ezZE5MmTYK9vT0EQUCzZs0AAFevXkX16tU1HpCIDMOKFUvg798DXbv64ezZ77BkyXxs2VL008HvvFMV27fvLjT+1VfbMWnSFNSuXQdDh/ZHly6+yM5+jS+/3IRly1Zru4RSKWmT88SJYzhw4K9lkZ8/T0bDho2xZMkKPH2agHnzZiIrKwsdO3bG0KEjAAC///4AGzeuw/Lln2o8t1IJKK2sIIwLQQn3hi0VoxvXgcjjMBo9Gkb16mvhK+Tn54b2VNZ9//33YkcgIiIiIiIiIiIDU+qm3/jx41GzZk0kJSWhc+fOMDU1BQAYGxsjKCjoH/42EUnRH3+k4vbtW1i9ej0AoE2bdvj00xV48uQxXF2rlPh1jI1leP36NXJysmFsbAQA2Lp1E/r06Y9y5cppJfu/VdImZ7du/ujWzV/1+ZAhfdGxY2cAwKFDB9CzZx907NgFgwf3Qe/e/WBhYYl161ZhypRQreRWKpV4KZhBKKedZQHSLW1Uf74sV0krX0OphGpvRCIiIiIiotzcXNy9exfOzs6wseFTEURERGS4St30S0xMROfOnQuN9+jRQyOBiMjwJCcnw9bWVrVPlSAIcHBwQHJyUpFNv4SEJxgxYhCMjIzRtasfevbsAwAYPjwIK1YsQVZWFsaOnYh79+7g6dMEjB07Qaf1/JN/2+T85Zcb+OOPP9CiRWsAgEwmQ3b2aygUCiiVSgiCEY4c+Rqenj5wdnbRWn6lUqnRJ+WSk5OQnJwEALh37w4A4O7d26rGXMFTj0RSNX78eNSvXx+jRo1SG9+8eTOuX7+OdevWiZSMiIiISD8tXrwYtWrVQp8+fZCbm4vBgwcjPj4eFhYWCA8Ph7e3t9gRiUqkqPfTBX8CfD9NRESFlbrp17ZtWzRp0gT+/v7o1KkTZ0gRkUbVru2Ow4e/gbW1NZ49S8bUqRNhY1MB7dp1QLVqbtiwYTOA/JmaH30UgjlzFuD06W9x7twZWFlZIyRkMsqXLy9qDaVtchaIjDyKTp26qv5e7979sWRJGI4ePYT+/QcjIyMd586dUTUT9cWOHV9i5cplamNjxvz1ZPiUKTMwbdpMXcciKjMuX76MkJCQQuOtWrXCtm3bREhEREREpN9OnToFf//8FVXOnj2LJ0+e4OTJkzh69Cg+/fRT7N279x9egahs4PtpIiIqrVI3/b7++mscP34cGzZswMKFC9GyZUv4+/ujbdu2qqU+iYhOnozEvn35+/K1b98RL168gEKhgEwmg1KpRHJycpGz0aysrFUfV67sgPbtO+HatXi0a9dB7bz9+/fggw/awdq6HHbs2Irt2/fg1KlvcODAHgQGjtZucVqQlZWFM2f+hy+++OsGv52dnVqDb/bs6QgJmYQrV2Jx5MhBmJiYIjg4BI6OTmJELrFhw0agc+euxR7nrESSuszMTJiYmBQal8lkSE9PFyER0b/H2ehERFQW/PHHH7C3twcAnD9/Hp07d4abmxt69eqFiIii95YnKov4fpqIiEqr1E2/unXrom7dupg2bRqio6MRGRmJuXPnYvbs2ejQoQOWLl2qjZxEpGe6dPFFly6+qs8vXfoJ//vfSXTt6odz587A3r5ykU+9paSkoFKlSjAyMkJmZgZ++ukHdOvWXe2cp08TcPlyNFatWoeMjAwoFLkQBOH//06m1msryr9tchY4e/Y7uLlVh5tb9SKPnzt3Bi4urqhZszYGDeqNzZt34PbtW9iyJRyzZ8/XSk2awhu8RG9Xq1YtfPPNN4We9vvmm29Qo0YNkVIR/TucjU5ERGWBnZ0dfv31V9jb2+OHH35AWFgYAOD169cwNjYWNxxRKfD9NBERlVapm34FBEGAj48PfHx8MGDAAMyaNQtHjhxh04+IijRt2kwsXjwfERHbYGVlhZkz56mOLVu2EC1atEKLFq1x/vwZHD78NYyNjZGbm4sPPmiHbt381V5r7dqVmDjxYwiCAGtra3To0AnDhvWHhYUF5s8X52fQv21yFoiMPApf3+5FHnv16hUOHNiL1as/A5D/RlUQjCAIArKyxGlyvik7OxthYTPx4MEDmJmZoWLFipgyJbTIejMzMzF79jTcuXMLubm5+Pbbc6pjT58mYN68mcjKykLHjp0xdOgIAMDvvz/Axo3rsHz5p7oqiUinxo4di/Hjx+Px48fw8fEBAERFReHEiRNYu3atyOmISoez0YmIqCzo2bMnJk2aBHt7ewiCgGbNmgEArl69iurVi55oSURERGQI/nXTLykpCcePH0dkZCTu3buH999/H3PnztVkNiIyIO+8U01t6co3zZgxR/Vxr1790KtXv7e+1t+bP4GBo8vckp4lbXICwKNHv+PevbtYubJDka+1ceM6jBgxCmZm5gCAYcMCMXLkEMhkJggNnVPk39E1f/8e8PFpDkEQ8PXX+7Bs2UKsX7+p0HkymQyDBg1D+fLlMX68+vfs0KED6NmzDzp27ILBg/ugd+9+sLCwxLp1qzBlSqiuSiHSubZt22LDhg0IDw/HqVOnYGZmhtq1a2Pbtm3w8vISOx5RqXA2OhERlQXjx49HzZo1kZSUhM6dO6u2ozE2NkZQUNA//G0iIiIi/VXqpt/evXsRGRmJK1euoHr16vDz84Ovry9cXFy0kY+ISC+VtMlZcO7p0xeKfa1p02apfe7v3wP+/j3+e0gNMTMzQ9OmLVSfv/defezZ81WR55qamqJJE08kJj4tdEwmkyE7+zUUCgWUSiUEwQhHjnwNT08fODvzdwwZtjZt2qBNmzZixyAiIiIyCImJiejcuXOh8R49ys77KCIiIiJtKHXTb+PGjejWrRtmz54Nd3d3bWQiIiI9duDAHtVTjKXRu3d/LFkShqNHD6F//8HIyEjHuXNnsHr1ei2kJCIiIiIiQ9W2bVs0adIE/v7+6NSpE2xsbMSORERERKQTpW76nTt3DoIgaCMLERHpuYiIL/HkyROsXTvrn0/+Gzs7O7UG3+zZ0xESMglXrsTiyJGDMDExRXBwCBwdnTQZmYiIiIiIDMzXX3+N48ePY8OGDVi4cCFatmwJf39/tG3bVrXUJxEREZEhMirtX2DDj4iITp6MxIcfDsSHHw7EiRPHAAC7d+/E+fNnsXLlOpibm/+n1z937gxcXFxRs2ZtrFmzArNmhcHfvwe2bAnXRHwiIiIiIjJgdevWxfTp03Hu3Dls3rwZlSpVwty5c9GsWTOEhnK/cCIiIjJcpX7Sj4iIqEsXX3Tp4qv6fO/er/Ddd6ewZs3nKFeu3H967VevXuHAgb1YvfozAMDr168hCEYQBAFZWZn/6bWJiIiIiEg6BEGAj48PfHx8MGDAAMyaNQtHjhzB0qVLxY5GREREpBVs+hER0X/y7Fky1q9fA2dnF0yYEAwAMDExwebNOwAAW7aEw87ODgEBvQEAw4b1x59//oGMjAz06NEVjRs3wZw5C1Wvt3HjOowYMQpmZub/f34gRo4cApnMBKGhc3RcHZHu5ebm4u7du3B2dub+M0RERET/QVJSEo4fP47IyEjcu3cP77//PubOnSt2LCIiIiKtYdOPiIj+k8qVHXDxYmyxx0eODFb7fMeOvW99vWnT1PcD9PfvAX//Hv8+IFEZt3jxYtSqVQt9+vRBbm4uBg8ejPj4eFhYWCA8PBze3t5iRyQiIiLSK3v37kVkZCSuXLmC6tWrw8/PD76+vnBxcRE7GhEREZFWlXpPPyIiIiLSnFOnTsHd3R0AcPbsWTx58gQnT57EsGHD8Omnn4qcjoiIiEj/bNy4EQ0aNMChQ4cQGRmJ0aNHs+FHREREkvCvnvT79ttvcfLkSSQmJkIul6sdO3z4sEaCEREREUnBH3/8AXt7ewDA+fPn0blzZ7i5uaFXr16IiIgQOR0RERGR/jl37hwEQRA7BhEREZHOlfpJv4iICISGhsLOzg43b95E/fr1UaFCBTx+/BitWrXSRkYiIiIig2VnZ4dff/0Vubm5+OGHH9C8eXMAwOvXr2FsbCxyOiIiIiL9w4YfERERSVWpn/TbvXs3Fi5cCF9fXxw6dAhBQUGoUqUK1q5di7S0NG1kJCIiIjJYPXv2xKRJk2Bvbw9BENCsWTMAwNWrV1G9enWR0xERERERERERkb4oddMvMTERjRo1AgCYm5sjIyMDANC9e3f069cPc+fO1WxCIiIiIgM2fvx41KxZE0lJSejcuTNMTU0BAMbGxggKChI5HRERERERERER6YtSN/3s7OyQlpYGFxcXODk54eeff4a7uzuePHkCpVKpjYxERER6IzH7NZKys4s97mhmBiczcx0morIuMTERnTt3LjTeo0cPEdIQEREREREREZG+KnXTz8fHB99//z3q1q2LXr16YenSpTh16hRu3LiBDh06aCMjERGR3tjy+DEW3/+t2OOzqr+LOTVq6jARlXVt27ZFkyZN4O/vj06dOsHGxkbsSEREREREREREpIdK3fRbuHAh8vLyAACDBg1ChQoVEB8fj7Zt26Jfv34aD0hERKRPRlapAt/KlQEAdzLS8eH169hevz5qW1kDyH/Sj+hNX3/9NY4fP44NGzZg4cKFaNmyJfz9/dG2bVvVUp9EREREVDrffvstTp48icTERMjlcrVjhw8fFikVERERkXaVuumXlJQEJycn1efdunVDt27doFQqkZiYCGdnZ40GJCIi0idOZuaFlu+sbWWNRuX59BYVrW7duqhbty6mTZuG6OhoREZGYu7cuZg9ezY6dOiApUuXih2RiIiISK9ERETg008/Rc+ePXHmzBn07NkTjx8/xvXr1zFo0CCx4xER6QXB3g7czKsMMjXJ/9PODrC1EzcLFSLYi/89KXXTr127drh48SJsbW3Vxv/880+0a9cOt27d0lg4IiIiXdDahayWL8TKwoUEaY4gCPDx8YGPjw8GDBiAWbNm4ciRI2z6EREREZXS7t27sXDhQvj6+uLQoUMICgpClSpVsHbtWqSlpYkdj4ioTFMqAaWVFYRxIRDEDkOFGN24DkQeh9Ho0TCqV1/sOFQEpZUVlCJ2zEvd9FMqlRCEwv+7Z2ZmwoxLlhERkR7R9oWsLi7ExL6QIM1JSkrC8ePHERkZiXv37uH999/H3LlzxY5FREREpHcSExPRqFEjAIC5uTkyMjIAAN27d0e/fv14jUVE9BZKpRIvBTMI5XivvyxKt7RR/fmyXCWR01BRlMr8/4/EUuKmX8Esc0EQsGbNGlhYWKiO5ebm4tq1a3B3d9d8QiIiIi3R9oWsLi7ExL6QoP9u7969iIyMxJUrV1C9enX4+fnB19cXLi4uYkcjIiIi0kt2dnZIS0uDi4sLnJyc8PPPP8Pd3R1PnjzhtTMRUQkolUpOMC6jCn6PKZVK5OXxm0SFlbjpd/PmTQD5/zHdvXsXJiYmqmOmpqZwd3fHiBEjNJ+QiIhIi7R5IcsLMSqJjRs3olu3bpg9ezYnUBERERFpgI+PD77//nvUrVsXvXr1wtKlS3Hq1CncuHEDHTp0EDseERERkdaUuOm3c+dOAEBoaChmzZoFa2trrYUiIiLSV8nJSUhOTgIA3Lt3R+1PAHBwcISDg6Mo2ahsOnfuXJFLpxMRERHRv7Nw4ULk5eUBAAYNGoQKFSogPj4ebdu2Rb9+/UROR0RERKQ9pd7Tr2CZTyIiIipsx44vsXLlMrWxMWOCVB9PmTID06bN1HUsKsPY8CMiIiLSrKSkJDg5Oak+79atG7p16walUonExEQ4OzuLmI6IiIhIe0rU9AsJCSnxC65fv/5fhyEiItJ3w4aNQOfOXYs9zqf8iIiIiIi0q127drh48SJsbW3Vxv/880+0a9cOt27dEikZERERkXaVqOlXrlw5becgIiLSG5cu/YTNmzdCoZDDzMwcU6fORM2atQAUXr4zKSkJq1cvx+PHD2FsbIyAgF7o3bs/nj5NwLx5M5GVlYWOHTtj6ND8fXF///0BNm5ch+XLPxWlNiIiIiIifadUKotcTSEzMxNmZmYiJCIiIiLSjRI1/bikJxERUb6XL19iwYI5WL9+E6pXfxdXr8ZjwYLZ2Llzf6FzlUolZs6cgsGDP0Tbtu0BAKmpLwAAhw4dQM+efdCxYxcMHtwHvXv3g4WFJdatW4UpU0J1WhMRERERkSEouH8lCALWrFkDCwsL1bHc3Fxcu3YN7u7uYsUjIiIi0rpS7+kHAAqFAjExMXj06BF8fX1hbW2N5ORkWFtbw8rKStMZiYiIyoynT5+gfHkbVK/+LgCgYcNGSE5Oxp07t1G7tvoNhNjYGJiamqoafgBQqVL+EkMymQzZ2a+hUCj+fyayEY4c+Rqenj5wdnbRXUFERERERAbi5s2bAPIn3929excmJiaqY6ampnB3d8eIESPEikdERESkdaVu+iUkJGDkyJFITExETk4OmjdvDmtra2zevBk5OTlYsGCBNnISERGVCa6u7+DlyzRcv34V9es3xMWL55GZmYGkpKeFmn6///4AFSpUwLx5oXj06CEcHZ0REjIJLi6u6N27P5YsCcPRo4fQv/9gZGSk49y5M1i9mnvjStG3336LkydPIjExEXK5XO3Y4cOHRUpFREREpF927twJAAgNDcWsWbNgbW0tciIiIiIi3TIq7V9YvHgx6tWrh5iYGLV10Dt06IBLly5pNBwREVFZY21tjUWLluOLLzZgxIjBiIm5hGrVqsPY2LjQubm5CsTFxWLYsJHYtm03vL19MHdu/tKddnZ2WL16PbZt242AgF5Ys2YlQkIm4cqVWMyaNRVhYbOQlJSo6/JIBBEREQgNDYWdnR1u3ryJ+vXro0KFCnj8+DFatWoldjwiIiIivbN06VI2/IiIiEiSSv2kX1xcHPbs2QNTU1O1cRcXFyQnJ2ssGBERUVlx8mQk9u3bDQDo06c/unXzR+PGHgCAnJwc+Pt3QrVq1Qv9PQcHR9SqVVu1FGinTt2watVyKBQKyGR//Qo+d+4MXFxcUbNmbQwa1BubN+/A7du3sGVLOGbPnq+DCklMu3fvxsKFC+Hr64tDhw4hKCgIVapUwdq1a5GWliZ2PCIiIiK9EBISUuJz16/n6hpERERkmErd9MvLy0NeXl6h8aSkJO7nR0REBqlLF1906eKr+jwlJQV2dnYAgO3bt6BJEw+4ulYp9Pd8fJrj888/w/Pnz2BvXxlRUT+ialU3tYbfq1evcODAXqxe/RkA4PXr1xAEIwiCgKysTC1XRmVBYmIiGjVqBAAwNzdHRkYGAKB79+7o168f5s6dK2Y8IiIiIr1Qrlw5sSMQERERia7UTb/mzZtjx44dWLhwoWosIyMDn332GVq3bq3RcERERGXR1q3huHo1Hrm5uahXrz5mzPirKbNlSzjs7OwQENAbFhYWmDo1FFOnToJSqYS1tTXmz1+i9lobN67DiBGjYGZmDgAYNiwQI0cOgUxmgtDQOTqti8RhZ2eHtLQ0uLi4wMnJCT///DPc3d3x5MkTKJVKseMRERER6YWlS5eKHYGIiIhIdIKylHeTkpKSEBgYCKVSiYcPH6JevXr4/fffUbFiRezatQu2trbayqozKSmvwHtsRERkaIyMBJR/lYq8sDAgUQ/3C3RyglFYGF6Wq4S8PM3+ohYEwM5OnNnhs2bNgpOTE0JCQrBr1y588sknaNy4MW7cuIEOHTpgyZIl//wieoDXV0RERNIh5rVVAYVCgZiYGDx69Ai+vr6wtrZGcnIyrK2tDWKlKl5bERFJ07VrP6N9+1b47rsLaNDgfbHjkA6V9Pqq1E/6OTo64ujRozhx4gTu3LmDzMxM9O7dG35+fjA3N/9XYYmIiIikauHChaql0wcNGoQKFSogPj4ebdu2Rb9+/UROR0RERKR/EhISMHLkSCQmJiInJwfNmzeHtbU1Nm/ejJycHCxYsEDsiERERERaUeqmHwDIZDJ0795d01mIiIiIJCcpKQlOTk6qz7t164Zu3bpBqVQiMTERzs7OIqYjIiIi0j+LFy9GvXr1cPToUXh7e6vGO3TogDlzuIQ+ERERGa5SN/2ioqJw+vRpJCQkQBAEuLq6olOnTvD09NRGPiIiIirDErNfIyk7u9jjjmZmcDLjSgBv065dO1y8eLHQEul//vkn2rVrh1u3bomUjIiIiEg/xcXFYc+ePTA1NVUbd3FxQXJyskipiIiIiLSvVE2/uXPnYv/+/bCxsUG1atWgVCoRHx+PXbt2YeDAgZwtRUREJDFbHj/G4vu/FXt8VvV3MadGTR0m0j9KpRKCIBQaz8zMhJmZmQiJiIiIiPRbXl6eavn0NyUlJRnEfn5ERERExSlx0+/06dM4dOgQlixZgh49eqhuTuXl5eHQoUMICwtDs2bN0K5dO62FJSIiorJlZJUq8K1cGQBwJyMdH16/ju3166O2lTWA/Cf9qGhLly4FAAiCgDVr1sDCwkJ1LDc3F9euXYO7u7tY8YiIiIj0VvPmzbFjxw4sXLhQNZaRkYHPPvsMrVu3FjEZERERkXaVuOn39ddfY/jw4ejZs6fauJGREXr37o0HDx7g4MGDbPoRERFJiJOZeaHlO2tbWaNReRuREumPmzdvAsh/0u/u3bswMTFRHTM1NYW7uztGjBghVjwiIiIivTVjxgwEBgaia9euyMnJwZQpU/D777+jYsWKWL16tdjxiIiIiLSmxE2/mzdvYuzYscUe79ixI8aPH6+RUERERKQ9gr0dlNp4YdP/b1rZ2QG2dhp/ecFe868ppp07dwIAQkNDMWvWLFhbW4uciIiIiMgwODo64ujRozhx4gTu3LmDzMxM9O7dG35+fjA3537TREREZLhK3PT7448/4ODgUOxxR0dH/Pnnn5rIRERERFqgVAJKKysI40JQeAe5/87oxnUg8jiMRo+GUb36WvgK+fmVWulYiqdgmU8iIiIi0hyZTIbu3buLHYOIiIhIp0rc9JPL5WrLTv2dsbEx5HK5RkIRERGR5imVSrwUzCCU084+e+mWNqo/X5arpJWvoVTm16HvQkJCSnzu+vXrtZiEiIiIyPBERUXh9OnTSEhIgCAIcHV1RadOneDp6Sl2NCIiIiKtKnHTDwDWrFkDCwuLIo9lZWVpJBARERFpj1Kp1NqTcgXNOKVSibw8/W/MaVO5cuXEjkBERERkkObOnYv9+/fDxsYG1apVg1KpRHx8PHbt2oWBAwdizpw5YkckIiIi0poSN/08PT3x4MGDt57j4eHxnwMRERGR/khOTkJychIA4N69O2p/AoCDgyMcHBxFyVaWcUlPIiIiIs07ffo0Dh06hCVLlqBHjx4QhPxF7fPy8nDo0CGEhYWhWbNmaNeunchJiYiISo73Xqg0BKUhrJGlYSkprwxuvyAiIiJt+OSTJVi5clmxx6dMmYFp02bqMNG/IwiAnZ14T98pFArExMTg0aNH8PX1hbW1NZKTk2FtbQ0rKyvRcmkSr6+IiIikQ6xrq+DgYNSsWRMff/xxkcdXrFiB+/fvY+PGjVr5+m3btkVCQoLa2Mcff4xRo0apPr99+zYWLFiA69evo1KlShg8eDCCgoJK/bV4bUVEJB2Gcu+F/puSXl+VanlPIiIiojcNGzYCnTt3LfY4Z5r9s4SEBIwcORKJiYnIyclB8+bNYW1tjc2bNyMnJwcLFiwQOyIRERGRXrh58ybGjh1b7PGOHTti/PjxWs0wYcIE9O3bV/X5mxO40tPTERgYiKZNm2L+/Pm4e/cuZs6cifLly6Nfv35azUVERGVHdnY2wsJm4sGDBzAzM0PFihUxZUooXF2rAABCQkYhOTkJVlbWAIAWLVrhu+8uFPla169fxdGjh9G/fw9Ur14Ds2bNg5WVNZ4+TcC8eTORlZWFjh07Y+jQEQCA339/gI0b12H58k91UyzpHJt+REREpGbNmhW4ePECkpISsW3bLtSsWVt1LCcnB+vXf4qYmEswNTVFjRq1MHfuwkKvcePGNdUsNIVCgQYNGmLSpKkwNTXF7ds3sWzZIigUcgwaNAxduvgCAOLiLuPMmf9h2rRZuim0jFi8eDHq1auHo0ePwtvbWzXeoUMHre45s3HjRpw/fx63bt2CiYkJYmNjC53z9OlThIWFITo6GpaWlggICMDHH38MmYyXkERERFT2/PHHH3BwcCj2uKOjI/7880+tZrCysoK9vX2Rx44dOwa5XI4lS5bA1NQUNWvWxK1bt7Bt2zY2/YiIJMbfvwd8fJpDEAR8/fU+LFu2EOvXb1IdHz/+I7Rq1eatr5GZmYlZs6Zh/fpNqFq1GlavXo7t27di3LiJOHToAHr27IOOHbtg8OA+6N27HywsLLFu3SpMmRKq5epITEZiByAiIqKypU2bdvj88y1wdHQqdCw8/DMIgoA9ew4hImIfxo2bWORr1KhRC1u2RGD79t2IiNiLP/74A4cPHwAAfPXVdkyaNAWbN0fgyy83AwCys1/jyy83YcyYCdorrIyKi4vDmDFjYGpqqjbu4uKC5ORkrX1duVyOzp07Y8CAAUUez83NxejRoyGXy7F3714sW7YMhw8fxrp167SWiYiIiOi/kMvlMDExKfa4sbEx5HK5VjNs3rwZ3t7eCAgIwJYtW6BQKFTHfv75Z3h4eKhd97Vo0QIPHjxAWlqaVnMREVHZYWZmhqZNW6j2nn3vvfpISkos9etcuvQTatasjapVqwEAevTog+++OwUAkMlkyM5+DYVCAaVSCUEwwpEjX8PT0wfOzi4aq4XKHk7TJiIiIjXvv9+4yPGsrCxERh7D4cMnVBemtrZ2RZ5rbm6u+lgulyM7O1v1d4yNZXj9+jVycrJhbJw//2jr1k3o06c/ypUTb189seTl5SEvL6/QeFJSklb385swIb/BeujQoSKPX7x4Eb/++iu2bdsGOzs71KlTBxMnTsTKlSsREhJSqElJREREVBasWbMGFhYWRR7LysrS6tceMmQI6tatCxsbG8THx2P16tV4/vw5QkPzn6hISUmBq6ur2t+xs7NTHbOxsSnx1zIxMVZ9nJurRG5uHoyNjWBsLLwxnofcXCVkMiMYGf01rlDkIS9PCRMTYwh/DUMuz4NSqYSp6V+vnT+eC6UShcZzcnIhCOpZ/hoXYGLy17MGSmX+6xgZCZDJ/hrPy1NCociDsbGgem/AmlgTa2JNUqvp66/3qZ7qMzbOz/7FF+uxdWs4qlVzw6hR41C16juFakpOToKzs7MqZ9WqrnjxIgUKhQIDBw7E/PnzcOzYYQwePBQZGek4d+4M1q/fCGPjv/Lz+6RfNZWEXjT9njx5gs8//xyXLl1CSkoKKleuDH9/fwQHB6vdcNLUZshERERUWELCE5QvXx4REdsQGxsDMzMzjBgxCh4eXkWen5j4FDNmfIynT5+gadMW6NGjDwBg+PAgrFixBFlZWRg7diLu3buDp08TMHas9J7yA4DmzZtjx44dWLjwr2VSMzIy8Nlnn6F169ai5fr5559Rq1Yt1Y0oIH8melhYGH799VfUrVtXtGxERERERfH09MSDBw/eeo6Hh0epXnPlypXYvHnzW8/55ptv8O6772L48OGqMXd3d5iYmGDevHn4+OOPNT5hquCm4JvybzgWPlehKDzBrOA1ipKTU/JxpbK4cWWR43l5RY/n30Qtapw1sSbWxJoMu6aIiC/x6NEjrF278f/H8zBr1nw4ODhCqVTi0KH9mD59Mr766kCRGfPy8lSvn5PzV93ly1fCqlWfqT6fPXs6QkIm4dKlaBw5chAmJqYIDg6Bo6MTv0/Qn5pK4l81/WJjY7F37148fvwY69atg4ODA44cOQJXV9dSXzyVxP3796FUKrFgwQJUrVoVd+/exZw5c5CVlYXp06cD4GbIRERE2pabm4ukpERUq+aGMWPG4+7d25g8eRx27tyPSpVsC53v5OSMHTv2IDMzEwsXzsH589+jfftOqFbNDRs2bFa95kcfhWDOnAU4ffpbnDt3BlZW1ggJmYzy5cvrukRRzJgxA4GBgejatStycnIwZcoU/P7776hYsSJWr14tWq6UlBS1hh/w10z058+fl/r1OBudNbEm1sSaWBNrkk5Nxd3Y0radO3dq/DVHjBiBHj16vPWcKlWqFDnesGFDKBQKPHnyBNWrV4ednR1SUlLUzin4/O/XXUREZFhOnozEvn27AQB9+vRHt27+2L17J86fP4s1az5XWzHJwcERACAIAnr16ocNG9YiLe1P2NhUUHtNBwdHXL4crfo8MfEpbG3tIJOpt33OnTsDFxdX1KxZG4MG9cbmzTtw+/YtbNkSjtmz52upYhJLqZt+p06dwrRp0+Dn54ebN28iJycHQH7T7YsvvtBK069Vq1Zo1aqV6vMqVargwYMH2LNnj6rpx82QiYiI/p2iLjyL4uDgCCMjI3Ts2AUAUKuWO5ycXPDbb78W2fQrYGlpiXbtOuJ///sW7dt3Uju2f/8efPBBO1hbl8OOHVuxffsenDr1DQ4c2IPAwNEaqrBsc3R0xNGjR3HixAncuXMHmZmZ6N27N/z8/NQu+kuiNDPRdY2z0VkTa2JNrIk1AaypuHFDq6mky0/pg0qVKqFSpUr/6u/eunULRkZGsLXNv1Z+//33sWbNGrW9B3/66Se4ubmVamlPIiLSP126+KJLF1/V53v3foXvvjuFNWs+V9vqRKFQ4OXLNNV9lnPnzqBixUqFGn4A4OPTFKtXL8fDh7+jatVqOHz4ANq166h2zqtXr3DgwF6sXp3/1N/r168hCEYQBAFZWZlaqJTEVuqm38aNGzF//nwEBATgxIkTqvHGjRtj48aNGg33Nq9evVK7ICpuM+TNmzcjLS2N66KXgZl+rIk1sSbWxJrKZk1duviie/fuhWoC8rMX1FW5si2aNPFETEwUWrdujYSEBCQmPkXNmjUAQK2mx48f/f8SEUbIzVXg4sXzqFWrFkxNjVU1JSc/RVxcDNauXY+MjHTk5ub/ezE2NkZ2dpbq65alddG1RSaTFfoe/Bv/ZSb639nZ2eHatWtqYwUz0e3t7f9dQCIiIiIDFR8fj6tXr8LHxwdWVlaIj4/H0qVL4e/vr7on5efnhw0bNmDWrFkICgrCvXv3EBERodrzj4iIpOHZs2SsX78Gzs4umDAhGABgYmKCzZt3QC6XY+rUSZDLcyAIRqhQoQKWLftrFaAtW8JhZ2eHgIDesLS0wowZsxEa+jFyc3NRvfq7mDVL/cm9jRvXYcSIUTAzy59UPGxYIEaOHAKZzAShoXN0VzTpjKBUlnQl0HwNGzbEiRMn4OrqikaNGuHYsWOoUqUKHj9+jK5du+L69evayqry8OFD9OzZE9OnT0ffvn0B5N/kcnV1xYIFC1Tn/frrr+jWrVupZ7SnpLwq8fqoREREhuaTTxYjKupHpKa+QPnyNrC0tMS+fUcA5O/rt2zZQqSl/QlBMMLw4SPRpk07AMCyZQvRokUrtGjRGkePHsLBg3thZGSM3NxceHh4YsyYCTAzM1N9nenTJ2Ps2ImoWrUaAGDr1i9w9ux3sLCwwPz5S+Hs7KKzmgUBsLMr988nakFUVBROnz6NhIQECIIAV1dXdOrUCZ6enjr5+ocOHcKSJUsQGxurNn7+/HkEBwfj4sWLqtnp+/btwyeffIKoqKhS70vD6ysiIiLpEPPaSiy//PIL5s+fj/v37yMnJweurq7o3r07hg8frnbddPv2bSxYsADXr19HxYoVMXjwYIwaNarUX4/XVkRERNJS0uurUj/pZ2dnh0ePHsHV1VVtPC4ursQzxwv8myWokpOTMXLkSHTu3FnV8NM0sWf7ExERiWn69FnFHnN1dcX69V8UeezNGWIBAT0RENDzrV/nk08+Vft85MjRGDlSnCU9xfrdP3fuXOzfvx82NjaoVq0alEol4uPjsWvXLgwcOBBz5mhv1t3Tp0+RlpaGp0+fIjc3F7du3QIAvPPOO7CyskKLFi1Qo0YNTJs2DVOnTsXz58+xZs0aDBo0qNQNP4DXV0RERFIixd/77733Hvbv3/+P57m7u2P37t3/+etJ8d8xERGRlJX0d3+pm359+/bF4sWLsWTJEgiCgOTkZMTHx2P58uUYO3ZsqV6rtEtQJScnY+jQoWjUqBEWLlyodp4mN0O2tZXWbDQiIiLSvdOnT6uesuvRoweE/796y8vLw6FDhxAWFoZmzZqhXbt2Wvn669atw+HDh1WfBwQEAAAiIiLg7e0NY2NjhIeHIywsDP369YOFhQV69OiBCRMm/Kuvx+srIiIiIs3htRUREREVpdTLeyqVSoSHh2PTpk3IysoCAJiammLEiBGYNGmSNjIC+Kvh995772HFihUwNlbfj2f37t1Ys2YNfvzxR9VmyKtXr8b//vc/fPvtt1rLRURERPRvBAcHo2bNmvj444+LPL5ixQrcv39fp3smExERERmK2NhY7N27F48fP8a6devg4OCAI0eOwNXVFR4eHmLHIyIiItIKo9L+BUEQMGbMGERHRyMyMhL79+9HVFSU1ht+Q4YMgZOTE6ZPn47U1FQ8f/4cz58/V53j5+cHExMTzJo1C/fu3cM333yDiIgIDB8+XGu5iIiIiP6tmzdvokOHDsUe79ixI3755RcdJiIiIiIyDKdOnUJgYCDMzc1x8+ZN5OTkAADS09PxxRdFL1VPREREZAhK3fQLDQ1Feno6TE1NUaNGDTRo0ABWVlbIzMxEaGioNjLixx9/xMOHDxEVFYVWrVqhRYsWqn8KlCtXDlu3bsWTJ0/Qs2dPLFu2DGPHjkW/fv20komIiIjov/jjjz/g4OBQ7HFHR0f8+eefugtEREREZCA2btyI+fPnY9GiRZDJ/trZpnHjxrh586aIyYiIiIi0q9R7+h05cgRTpkyBtbW12vjr169x9OhRLF26VGPhCvTs2RM9e/b8x/M0tRkyERERkbbJ5XLVkuRFMTY2hlwu12EiIiIiIsPw4MGDIpfwLFeuHF6+fClCIiIiIiLdKHHTLz09HUqlEkqlEhkZGTAzM1Mdy83NxYULF1CpUiWthCQiIiIyRGvWrIGFhUWRxwr2TiYiIiKi0rGzs8OjR4/g6uqqNh4XF4cqVaqIlIqIiIhI+0rc9PPw8IAgCBAEAZ06dSp0XBAEjB8/XqPhiIiIiAyVp6cnHjx48NZzipqhTkRERERv17dvXyxevBhLliyBIAhITk5GfHw8li9fjrFjx4odj4iIiEhrBKVSqSzJiTExMVAqlRg2bBg+++wz2NjYqI6ZmJjA2dn5rfvSEBERERERERERaZtSqUR4eDg2bdqkWj3B1NQUI0aMwKRJk8QNR0RERKRFJW76FUhISICTkxOMjIy0lYmIiIiIiIiIiOg/ycnJwaNHj5CZmYl3330XVlZWYkciIiIi0qpSN/0KZGVl4enTp5DL5Wrj7u7uGglGRERERERERERUWqGhoZg1axasra3VxjMzM7Fw4UIsXbpUpGRERERE2lXqpl9qaipCQ0Nx4cKFIo/funVLI8GIiIiIiIiIiIhKq06dOrh48SJsbW3VxlNTU9GiRQvcvHlTpGRERERE2lXqNToXL16Mly9fYv/+/TA3N8eWLVuwbNkyVK1aFRs3btRGRiIiIiIiIiIiordKT0/Hq1evoFQqkZGRgfT0dNU/aWlpuHDhAipVqiR2TCIiIiKtkZX2L0RHR+Pzzz9H/fr1IQgCnJ2d0bx5c1hbW+OLL75AmzZttBBT2jIzM2FpaSl2DCIiIiKSuNzcXPzwww9o1qwZTE1NxY5DRESkxsPDA4IgQBAEdOrUqdBxQRAwfvx4EZIRERG9nUKhwKpVqzBp0iSYmZmJHYf0WKmbfpmZmapZUTY2NkhNTYWbmxtq1arF5RG0IDc3Fz4+PoiLi4OJiYnYcXQqKSkJ58+fBwC0aNECLi4uIifSPKVSiYSEBDg7O8PISP3B27i4ODRp0kSkZNqRnp6O06dP486dO8jIyICVlRVq1aqFDh06oFy5cmLH0ygp1QpIr176y9OnT+Hs7Cx2DL0XGxuLvXv34vHjx1i3bh0cHBxw5MgRuLq6wsPDQ+x4RCrGxsaYPHky4uPjxY5CRGVQXl4ejh07hoCAALGjkERFRERAqVRi2LBh+Oyzz2BjY6M6ZmJiAmdnZzg4OIiYkKjklEolYmNj4enpKXYUItIBmUyGQ4cOYerUqWJHIT1X6uU93dzc8ODBAwBA7dq1sW/fPiQnJ2Pv3r2wt7fXeECpMzY2RtWqVZGWliZ2FK17843h1atX0a1bNxw8eBCHDh2Cv78/fv75Z9GyacNvv/2Gtm3bon379mjatCkOHz6sdjwoKEikZNrx888/o127dti6dStSUlJgYmKCFy9eYNu2bejQoQOuXr0qdkSNkVKtgPTqffXqFaZMmYK2bdsiODgYv/76q9rxxo0bi5RM93JyctCuXTuxY+i9U6dOITAwEObm5rh58yZycnIA5DfTv/jiC5HTERXWuHFj3LhxQ+wYRFQGKRQKhIaGih2DJMzLywve3t44c+YM2rVrBy8vL9U/jRo1YsOP9IpcLsfQoUPFjkFEOtSlSxccO3ZM7Bik50r9pN/QoUPx/PlzAEBISAhGjhyJ48ePw8TEBMuWLdN4QAL69++P8ePHIygoCE5OThAEQXXM3d1dxGSa9fDhQ9XHa9asQUhICIYPHw4gf7be6tWrERERIVY8jVu6dCkCAgIQGBiImJgYzJs3D8+fP8eoUaMA5M/oMiTz58/HlClT0KdPn0LHDhw4gHnz5uHIkSO6D6YFUqoVkF69y5Ytw8uXLzF79mzExMRgwIABWL9+Pby9vQEY3v+76enpxR7Lzs42uHrFsHHjRsyfPx8BAQE4ceKEarxx48bcL5nKJHd3d4wePRq+vr5wcnJSW62AN6aIDN+ZM2eKPaZQKHSYhKh4BSsFZWVl4enTp5DL5WrHDeleCum327dvF3vs7//dEpHhS0pKwuzZs7Fjx45C77XWr18vYjLSJ4LyP96ty8rKwv379+Hk5MTNkLWkuItRQRBw69YtHafRnsaNG+PKlSsAgGbNmuH777+Hubk5gPynSVq1aoVLly6JGVGjvL298eOPP0Imy++9P336FMOHD0f37t0xduxYNGrUyKCWznr//fdx+fLlIpeplcvl8PT0NJinOaVUKyC9elu2bIkTJ06gfPnyAIDz589j2rRp+PTTT9GsWTO1n2WGwN3dXW2yyZuUSqXB/S4SQ8OGDXHixAm4urqiUaNGOHbsGKpUqYLHjx+ja9euuH79utgRidQMGTKkyHFBEAxqghYRFc3d3b3QZNQ3JSYm8tqARJeamorQ0FBcuHChyOP8b5TKioL3W8XdnuX7LSJpeVtjLyQkRIdJSJ+V+km/v7OwsMB7772H7OxsbN26FYGBgZrIRW9426wfQ6JUKnHnzh0olUrIZDIYGxurjhkZGSE7O1vEdJonCAJev34Na2trAICzszN27NiBYcOGQS6XF/smWl9VrVoVR48eRe/evQsdO3bsGN555x0RUmmHlGoFpFdvVlaWakICALRu3Rpr1qzBpEmT8Mknn4iYTDsqVKiA5cuXo0aNGoWOZWdno1u3biKkMix2dnZ49OgRXF1d1cbj4uJQpUoVkVIRFW/nzp1iRyAiETk7O2PFihVF7j+enZ2N999/X/ehiP5m8eLFePnyJfbv34+hQ4di/fr1SElJwcaNGzFjxgyx4xGp2Nvb4/PPP0f9+vULHePPVCLpYWOPNKFUTb/U1FRcvXoVJiYmaNq0KYyNjSGXy7F7925s2rQJCoWCTT8tSk5ORmJiosH+ws/KykJAQIBqdlN8fDy8vLwAAHfu3IGTk5OY8TTuvffew4ULF9C1a1fVmKOjI3bs2IGhQ4ciKytLxHSaN3fuXIwZMwY7duxAnTp1UL58ebx69Qq3bt1CcnKyQS1hJ6VaAenV6+bmhqtXr6ptpt60aVOsWbMGEydONLgJCu+99x5SUlLQunXrQsdycnK4vKcG9O3bF4sXL8aSJUsgCAKSk5MRHx+P5cuXY+zYsWLHIypSWloazp8/j2fPnmHkyJFITk6GUqmEo6Oj2NGISMvq1auHX375pcimnyAIBve+jfRTdHS0qpEiCAKcnZ3RvHlzWFtb44svvkCbNm3EjkgEIP9n6o0bN4ps+r3tCUAiMlyXLl1CZGQkUlJSEB4ejuvXryMjIwM+Pj5iRyM9UeLlPWNjYxEcHIz09HQIgoB69eph6dKlGDduHIyNjTFkyBD06NFD7ekH0oxnz57ho48+wpUrV2BmZob4+Hh88803+Omnn7Bo0SKx4+nEvXv3kJqaqtozyxBcvXoVaWlpaNWqVaFjz549w/79+w1udkdaWhpOnz6NO3fuIDMzE5aWlqhduzY6dOgAGxsbseNplJRqBaRV75EjR/D69Wv079+/0LHo6Ghs2LDBoJa3u3fvHmQyGdzc3Io8npCQoNozhf4dpVKJ8PBwbNq0STXhw9TUFCNGjMCkSZPEDUdUhPj4eAQHB6N69eq4ffs24uPjERUVhYiICIOb6EFEhRXsMVXU0u5EZUXjxo1x7NgxuLq64oMPPsDKlSvRpEkTPH78GL6+vrh69arYEYkAAM+fP4eRkRFsbW3FjkJEZcCBAwfw2WefoUePHvjqq68QFxeH27dvY8GCBdi9e7fY8UhPlLjpN2TIEFSuXBmjR4/G4cOHsW3bNlStWhWTJ09G586dtZ1T0saOHYtq1aph4sSJaNGiBS5fvow//vgDvXv3fusm6kRERKQ/cnJy8OjRI2RmZuLdd9+FlZWV2JGIitSnTx+MHj0a7du3h6enJy5fvoysrCx06NABFy9eFDseEZUho0aNwqZNm8SOQRLUq1cvTJo0CS1btkRwcDDKly+Pjz/+GBERETh16hS+++47sSMSlVpYWBjCwsLEjkFEWtSpUyds2LABNWrUUL3XksvlaNGiBaKjo8WOR3rCqKQn3r17F2PGjEGtWrUwceJECIKAqVOnsuGnA1euXMFHH30EMzMz1T5vFStWxJ9//iluMB3Kzc1960amhkZq9ebl5eHIkSNix9CohIQExMTEIC8vDwBw/PhxrF+/HleuXBE5mXb89ttv+N///ofU1FQAwPnz57Fo0SIcOnRI5GTac+TIkUJ7rt66dQtHjx4VKZF2Sa1eXQoNDUV6ejpMTU1Ro0YNNGjQAFZWVsjMzERoaKjY8YgK+f3339G+fXsAUF2bWlhYICcnR8xYRFQGxcbGih2BJGro0KF4/vw5gPz9kS5cuIA2bdpg586d+Oijj0ROR/TvHDt2TOwIRKRlf/75J2rUqAHgr/dagiCoPiYqiRI3/dLS0lCxYkUAgLm5OczNzVGrVi2tBaO/lCtXDmlpaWpjSUlJsLOzEymR7uXm5mLDhg1ix9AZqdWrUCgM6sb2d999B19fXwQFBSEwMBDbtm1DZGQk4uPjMXToUIObVRoZGYkePXpg1apV8PX1RWRkJObNm4esrCysXbvWYBvY69atQ+XKldXGHBwcsHbtWpESaZfU6tWlI0eOFLkX5OvXr9lUpTLJycmp0CSAX375Ba6uriIlIiIiUte9e3f07NkTQP6eaWfPnsXBgwdx7tw5dO3aVeR0RP8O9/cjMny1a9fGqVOn1Ma+//57vPfeeyIlIn0kK83Jv/76q2qmFAA8ePAAmZmZaue4u7trJhmp+Pr6YsqUKZgxYwaUSiUePHiAZcuWoUePHmJH06i37YGVm5urwyS6IbV637YUrUKh0GES7duwYQO+/PJLCIKA/v3748MPP8Tw4cMBAIcOHcLmzZtVT0gYgs8//xxffPEFmjZtih9++AHjxo3DgQMHULt2bdy7dw+jR482uP0pgfzJMJUqVVIbM+SnsKVWry6kp6dDqVRCqVQiIyMDZmZmqmO5ubm4cOFCoX/nRGXB6NGjERwcjMDAQMjlcuzbtw9bt27Fxx9/LHY0IiKiIllYWOC9995DdnY2tm7disDAQLEjEZUan/QhMnzTp0/HiBEjEBkZiaysLHz88ce4dOkStm7dKnY00iOlavp9+OGHarNKRo8eDSD/l45SqYQgCLh165ZmExLGjRuH1atXo3///sjKykLPnj3Rv39/jBw5UuxoGrV06VI0bNiwyA3hDXE2k9TqHTduHJycnCRxkfrkyRM0atQIACCTydC8eXPVMT8/PyxfvlysaFqRnJyMpk2bAgBatGiB3Nxc1K5dGwBQs2ZNg20Kubq6IiYmBl5eXqqx2NhYuLi4iJhKe6RWry54eHioluno1KlToeOCIGD8+PEiJCN6u27dusHa2hq7d++Gi4sLTp8+jdDQUHzwwQdiRyMiIkJqaiquXr0KExMTNG3aFMbGxpDL5di9ezc2bdoEhULBph8REZVJ7733HiIjI3Hs2DHY29vD0dER06ZNg4ODg9jRSI+UuOn3tqd0SLtkMhmmTZuGadOmITU1FRUrVjTIxknVqlUxadIk+Pj4FDqWnZ2Nhg0bipBKe6RWr7OzM1asWIEmTZoUOpadnY33339f96G0xMjor5WTq1evDplM/UetoT3ZaGdnh8uXL8PT0xNRUVGQyWS4e/cuatWqhV9//dVgn1QKCgrC+PHjMWzYMFSrVg0PHz5EREQEZsyYIXY0rZBavboQEREBpVKJYcOG4bPPPoONjY3qmImJCZydnXlhT2VW69at0bp1a7FjEFEZZ4iTGalsi42NRXBwMNLT0yEIAurVq4elS5di3LhxMDY2RkhIiMGtmkRERIbF3t6ek1PoPylx048z+csGQ715DgBeXl64f/9+kU0wIyMjeHp6ipBKe6RWb7169fDLL78U2fQTBAFOTk4ipNIONzc3PHz4EFWrVi200fYvv/xicD9PR44cieHDh8PV1RVWVlaYPHkygoKC0KpVK1y8eBEDBgwQO6JW+Pr6wtLSEnv27MGJEyfg7OyMhQsXGtTSrW+SWr26UPDU5JkzZ+Dk5KQ2YYCorLl8+XKJzjO06xci+m88PDzEjkASs3btWrRu3RqjR4/G4cOHsW3bNowbNw6TJ09G586dxY5H9J84OzuLHYGItGD9+vUlOs8Qt84h7RCUnHpXJrm7u5foaT4up0r6Qi6XA0CRy5kamuTkZJQvXx4WFhaFjl2+fBmZmZkG93TErVu38OTJE7Ro0QIWFhY4cOAAbt++jffffx9+fn5ixyPSC1lZWXj69Knq52UB7pdMZcHfm3mZmZnIzc2FqakpcnJyYGxsDCsrK8TExIiUkIjEEBsbi6NHjyI5ORkODg7w9/dn859E5e3tjV27dqFGjRp4/fo1GjVqhM8++4wT1ajMa9y4Ma5cuVJo3MvLi9dXRAZu3Lhxqo9zc3Pxww8/oGrVqnB2dkZiYiJ+//13tGzZEuHh4SKmJH1Sqj39SHeOHDmi+vjy5cs4cuQIAgMD4eLigoSEBHz55ZcICAgQLZ/Y/Pz8cPz4cbFj6Iwh1FuaZt+oUaOwadMmLabRrrctx/f3myD6XmuBOnXqoE6dOqrP+/TpI2Ia3TOU72NJSa1ebUtNTUVoaCguXLhQ5HFO8KGy4M0n/Xbt2oUbN25gypQpsLW1xYsXL7B69WrUrVtXxIREpGu7d+/GqlWr4OfnBw8PDyQmJmLs2LGYPHkyBg4cKHY8kqi0tDRUrFgRAGBubg5zc3PUqlVL5FRE/6yoZzJyc3NFSEJEurZhwwbVx3PmzMGcOXPQv39/1dj+/ftx/fp1MaKRnmLTr4x6c1b/Rx99hB07dsDe3h4A0LBhQzRp0gTDhw/H4MGDxYooqidPnogdQaekVm9sbKzYEXTGkGvt27cvNm7cCFtbW7GjaJ0hfx+LIrV6tW3x4sV4+fIl9u/fj6FDh2L9+vVISUnBxo0buWcilUlffPEFTp8+DTMzMwCAra0t5syZgw4dOmDQoEEipyMiXdmyZQu2bt2qtjd3QEAAJk2axKYfierXX3/F8+fPVZ8/ePAAmZmZaudwJQUqKwqW65PL5YWW7nv69Clq164tRiwiEsm3336L+fPnq4316tULK1aswMKFC0VKRfqGTT898Pz580LLBFpaWuLZs2ciJRJfSZY+NSRSq5f0y9KlS4scv3PnDtasWQNLS0uEhobqOJVuSW2lbKnVq23R0dH4/PPPUb9+fQiCAGdnZzRv3hzW1tb44osv0KZNG7EjEqnJzc1FYmIiqlWrphpLTEzkbHQiicnIyEC9evXUxurWrVuouUKkax9++KHa9ero0aMB5L+vViqVEASBKylQmVHQgD537pxaM1oQBLRs2ZJ7URJJTMWKFfHDDz+obQt08eJFVKhQQbxQpHfY9NMDzZo1w8SJEzF58mQ4OzsjISEB69atQ7NmzcSORkSEHTt2oHHjxqhatarauFKpxKtXr6BQKERKpjvBwcFiR9ApqdWrbZmZmahUqRIAwMbGBqmpqXBzc0OtWrVw8+ZNkdMRFdanTx/VihPOzs54+vQpdu3ahb59+4odjYh0qH///tiwYQNCQkJgbGyM3NxchIeHqy1HRaRrZ86cETsCUakUPN3n7u7OvSeJCB9//DFCQkLQrFkz1XutqKgofPLJJ2JHIz1S6qZfSkoKli9fjqioKKSmphaa7c/ZUpq3aNEiLFy4EAMGDIBCoYBMJkOXLl0we/ZssaMREWHLli1YvHgxWrRogVGjRkEmy//VcvbsWYSGhr51j0NDUTB7WCqkVq+2ubm54cGDB3B1dUXt2rWxb98+uLq6Yu/evaqlvYnKkokTJ8LV1RWRkZF49uwZKleujDFjxqB3795iRyMiHTp//jzu3buHr776CpUrV8azZ8+QmZmJWrVqqe1Te/jwYRFTktS4uLiIHYHoX7lz5w7atWunttJTVlYWFi5ciCVLloiYjIh0qVOnTqhVqxZOnjyJZ8+eoWHDhpgxYwbc3NzEjkZ6pNRNvxkzZqg26K5cubI2MtHflCtXDp988gmWLVuGP/74AxUrVoSRkZHYsUQltaXlWK/hMoRaW7RogUOHDuHTTz9Fjx49EBYWhiZNmogdSxRyuRyBgYGIiIgQO4pOSK1ebRk6dKhq35mQkBCMHDkSx48fh4mJCZYtWyZyOqLCBEFA79692eQjkrhhw4aJHYGIyGCcOXMGly5dwsqVK+Hg4ICbN29i8uTJqFGjhtjRiEjH3NzcMHbsWLFjkB4rddMvLi4Ou3fvRp06dbSRh97CyMgItra2YscoE/z9/cWOoFNSq9fDw0PsCDpjKLVaWFhg5syZuHr1KubMmYOGDRtKcm8npVKJy5cvix1DZ6RWr7Z0795d9XG9evVw9uxZ3L9/H05OTqplP4nEdu/ePdSsWRMAcPv27WLPe3MvGiIybD169BA7AhGRwdi3bx9WrFiB7t27w9fXF0ePHsWkSZMwaNAgsaMRkZbt2bMHAwYMAIC3TqoeOnSoriKRnhOUpXzMpGvXrli5ciXq1q2rrUwEoE2bNjh37hwAwNPTU+3x/jfFxMToMJVuHDlypMhxU1NTODk5oX79+qrlAw2B1Oo9f/48qlWrhqpVq+LJkydYvHgxZDIZZs2aBUdHR7HjaZSUan2TQqHApk2bEBUVhXXr1qFixYpiR9Kogj0XipKXl4ezZ88a1FLXUqu3LMnOzsZXX32FwMBAsaMQoVGjRoiPjwdQfGNPEAT+PCCSmK+//hrHjx/HixcvcPz4ccTExCAlJQVdu3YVOxoRkd5JTU3Fhx9+iLt376JHjx5YunSp2JGISAeCgoKwefNmAMCQIUOKPEcQBK6yRCVW6qbfxYsXsW3bNsyfPx+urq7ayiV5sbGxqieA3tbY8/Ly0lUknQkICMCvv/4KCwsL2Nvb4/nz58jKyoKbmxsSEhJQsWJFhIeHq2ab6zup1du5c2ds374djo6OmDBhAkxMTGBpaYnnz58jPDxc7HgaJaVaS2rUqFHYtGmT2DH+k/r166Nfv36oUKFCoWNyuRybNm0yqJveUqtX11JTU3H16lWYmJigadOmMDY2hlwux+7du7Fp0yYoFApER0eLHZOIiKiQjRs34ptvvsHQoUOxfPlyxMbG4sGDB5gyZQq+/vprseMREemVqKgoTJs2DW3btsWAAQMwc+ZMWFlZqZb7JCIiKqlSN/08PT2RlZWF3NxcmJubw8TERO24IT55Rrq1Zs0aGBkZYezYsZDJZMjNzcXnn3+OvLw8jB07FitWrMCtW7ewc+dOsaNqhNTq9fDwQGxsLBQKBZo2bYqzZ8/C1NQULVu2NLgb21KqtaQaN26MK1euiB3jP+nVqxfGjh2Ldu3aFTqWnZ2Nhg0bvnXpO30jtXp1KTY2FsHBwUhPT4cgCKhXrx6WLl2KcePGwdjYGEOGDEGPHj1gbm4udlQiIqJC2rZti927d8PR0RGenp64fPky8vLy4OPjw/sCRESl5OPjgwULFqBjx44A8idYrly5EkePHsWlS5dETkdERPqk1GsGzpw5Uxs56G9K+riuIa7lu3fvXly8eFG1pKWxsTHGjBmDFi1aYOLEiZg0aRJat24tckrNkVq95ubmSElJwd27d1G9enVYW1tDLpdDoVCIHU3jpFSrlPTs2RPFzZeRyWRvXQ5TH0mtXl1au3YtWrdujdGjR+Pw4cPYtm0bxo0bh8mTJ6Nz585ixyNSM27cuGKXm3/T+vXrdZCGiMqCrKws2NvbA4Dq54NCoYCpqamYsYgAACkpKVi+fDmioqKQmppa6HqWK1VQWXPkyBG1bUBMTEwQGhqKFi1aiJiKiHThbVt7vYmTqqikSt3042bdunH69Ol/PEcQBINs+pmbm+P27duoV6+eauz27dswMzMDkN8UMyRSq7d79+7o3bs3cnJyMH78eADAjRs3UKVKFZGTaZ6UapWSt22kbmxsbHBNMKnVq0t3797FvHnzUKNGDUycOBHbt2/H1KlT0b59e7GjERVSp04dsSMQURnTsGFD7N69W23vmYMHD6Jx48YipiLKN2PGDCQmJmLs2LGoXLmy2HGI/pGjoyN+//13nDx5Es+ePcO8efNw//591eQKIjJcGzZsEDsCGZgSNf3S09NhbW2t+vhtCs6j/8ZQlnL8NwIDAzFixAj4+/vD0dERSUlJOH78uOrG8oULF+Dt7S1ySs2RWr1Tp05Fs2bNIJPJVHXJZDJMnz5d5GSaJ6Vapai4/QmDg4MNcs9GqdWrC2lpaahYsSKA/Akg5ubmqFWrlsipiIrGBj8R/d3MmTPx4Ycf4vDhw8jMzET//v2RkpKCbdu2iR2NCHFxcdi9ezcnrZDe+P777zFt2jS0adMG33//PebNm4eXL19i3bp1+PLLL8WOR0Ra5OXlJXYEMjAl2tOvTp06uHjxImxtbeHu7l7k46ZKpRKCIHCJBC1ITEyElZUVypcvj5ycHOzevRsymQz9+/dXLQlpaKKiohAZGYlnz56hcuXK8PX1RdOmTcWOpTVSqxcAkpOTkZycDAcHB4PflFpKtf6TRo0aIT4+XuwYGlHc/oReXl4GueSC1OrVBXd3d+zYsQM2NjYAgAEDBmDNmjWFfk64u7uLEY+oWOfPn0e1atVQtWpVJCQkYNGiRZDJZJg1a5baslREZPhev36Nc+fOISEhAU5OTmjTpg0sLS3FjkWErl27YuXKlahbt67YUYhKxM/PD/Pnz0fjxo1V+6Tm5OSgdevWiIqKEjseEenIxo0b0bJlS9SrVw/R0dEYN24cZDIZPvvsM3h6eoodj/REiTpGb96Q2rFjR4nWmCXNCQkJweLFi1G+fHmsWLECly5dgkwmw4MHDzBnzhyx42nEpEmTsGbNGgDA119/jV69ehl000tq9b7p2bNnmDp1KqKjo2Fqagq5XA5PT0+sWLHC4BpiUqq1pDw8PMSO8J8V7LmqUCgK7b/66NEj2NnZiRFLa6RWr659+OGHanvMjB49GkD+Et6cUEVl1dKlS7F9+3YAwPLly2FpaQlLS0uEhYXxyV8iCdm0aRNGjRpVaB/azZs3IygoSKRURPlmzpyJVatWYf78+XB1dRU7DtE/SkpKUi2PXHDfVSaTIS8vT8xYRKRje/fuVS2dvm7dOkyYMAFWVlZYvnw5Dh48KHI60hcletIPAB4/fsx9qETi6emJmJgYCIKAFi1aYN++fbC0tISfnx8uXrwodjyN8PDwQGxsLIDinyYxJFKr900jR46EnZ0dpk6dCltbW7x48QIrV67Es2fPsHXrVrHjaZSUagXUn/x48uQJFi9ebJBPfhRcfMXFxaFJkyaqcSMjI9jZ2WHYsGFo0KCBWPE0Tmr16lJCQkKJznNxcdFyEqLSKbiOUSgUaNq0Kc6ePQtTU1O0bNkS0dHRYscjIh0p7n2Mt7c3fxaQ6Dw9PZGVlYXc3FyYm5vDxMRE7ThXqqCypk+fPpg6dSq8vLxUq6lER0djzZo12LNnj9jxiEhHCq6v0tPT0aZNG0RHR8PY2FjtXjLRPynx2pAdOnSAs7MzvL294ePjA29vb4O6iVuWCYIAuVyO+/fvw9raGi4uLlAqlcjIyBA7msbUrVsXgYGBqFGjBnJycrB06dIizwsNDdVxMu2QWr1vio+Px08//QQzMzMAgK2tLebNm4cWLVqInEzzpFQroP7kxyeffGKwT34U7Lm6fPlySezPKLV6dYnNPNJX5ubmSElJwd27d1G9enVYW1tDLpdDoVCIHY2IdOD27dsA8rf4uHPnjtoT648fP1Zd+xKJaebMmWJHICqVyZMnIyQkBD179kROTg5Wr16NQ4cOYdWqVWJHIyIdsre3R1xcHH777Tc0btwYxsbGyMjIgJGRkdjRSI+UuOm3Y8cOxMTEICYmBnPmzIFcLkeVKlVUDUBvb28u8aUlXl5emDhxIv7880906NABAPDw4UPY2tqKnExz1qxZg3379uHJkycAgJcvX4qcSLukVu+bqlatisTERFSrVk01lpiYiHfeeUe8UFoipVoBICUlBY6OjlAoFIiKilJ78sMQvdkAK1jeypBJrV4iKl737t3Ru3dv5OTkYPz48QCAGzducFUQIokICAhQLT3XvXt31bggCLCzs8PEiRPFikak0qNHD7EjEJVKs2bNEBERgf3798Pb2xtpaWnYvHkz6tSpI3Y0ItKhcePGYdiwYTAxMcHGjRsBAFFRUahdu7bIyUiflHh5zzdlZ2fjypUrqibgtWvXoFAoUL16dZw4cUIbOSUtLS0NX375JWQyGUaOHAkLCwucO3cODx8+xLBhw8SOp3ETJ07E2rVrxY6hM1KrNzw8HAcPHsTAgQPh5OSEp0+fYt++fejVqxdq1KihOq9du3YiptQMKdUKAC1atMCRI0dw9+5drF27Fvv27YNcLoePjw/i4uLEjqdVUlumV2r1ElFhP/74I2QyGby9vQEA169fR3p6umT2KCai/KXoDhw4IHYMIpX09HRYW1urPn6bgvOIyoq/b6dQ4MqVK6q9/ohIGrKysgAAFhYWAIAXL14gLy8P9vb2AIr/eUFU4F81/Qrk5OTgypUruHDhAvbt24fMzEzcunVLk/mohEaNGoVNmzaJHUMjkpOTYWZmhgoVKqjG0tLS8Pr1azg4OIgXTEukVm/btm3/8RxBEHDmzBkdpNEuKdUKACtWrMCJEydUT34MGDAA8fHxmD9/Po4cOSJ2PK1q1KgR4uPjxY6hM1Krl4hKj5MDiKTn5s2bMDY25kx0Ek2dOnVw8eJF2Nrawt3dXfVE6puUSiUEQeC9Kypzirt2Ktjfj4ioAN9r0T8p8fKeQH6T7+rVq4iOjkZ0dDSuXbsGR0dHeHp6Ys6cOfDy8tJWTvoHhrSRZ0hICBYuXKjWBHv69CnCwsKwb98+8YJpidTq/f7778WOoDNSqhUApk6dimbNmqk9+SGTySSxD5yHh4fYEXRKavUSUen9h3mFRKQnxowZg8DAQHh4eGDXrl1Yvnw5jI2NMW3aNAwYMEDseCRBO3bsgI2Njerjopp+RGVVUddOqamp3MeLiArhey36JyVu+g0dOhTXrl2Dq6srPD090b9/f6xatQqVK1fWZj6SoPv378Pd3V1tzN3dHb/99ptIibRLavUCgEKhwNWrV5GcnIyuXbsiMzMTAGBpaSlyMs2TUq0A0Lx5cyQnJ+PatWtwcHBA/fr1xY6kNQWzhAFg8+bNIqfRPqnVS0T/DW+0Ehm+n3/+GQ0bNgQA7Nq1C9u2bUO5cuUQEhLCph+JwsvLC48fP0aVKlVUkxCJyjpPT08IgoDXr18XepgiIyMDvXr1EikZEZVVfK9F/6TETb+4uDjY29vDx8cHXl5e8PT0RMWKFbWZjSTKxsYGKSkpsLOzU42lpKQYbJNEavX+9ttvGDNmDF6/fo1Xr16ha9euiIqKwokTJ7B69Wqx42mUlGoFgGfPnmHq1KmIjo6Gqakp5HI5PD09sWLFCoNcqtbLywteXl7w8fFB06ZN1fZpNERSq1eXUlJSsHz5ckRFRSE1NbXQrD0uP0VERGVRTk4OTExMkJycjLS0NNXeMikpKSInIynr0KEDnJ2d4e3tDR8fH3h7e8PR0VHsWETF2rBhA5RKJUaNGoX169erxo2MjGBraws3NzcR0xERkT4q8Z5+mZmZiI2NRUxMDKKjo3Hr1i24ubnB09NTdSOwUqVK2s5LxTCktXwXLFiAx48fY9GiRXBwcEBycjLmzZsHR0dHhIWFiR1P46RW79ChQ9GxY0cMHjwYnp6euHz5MtLT09GtWzecP39e7HgaJaVaAWDkyJGws7PD1KlTYWtrixcvXmDlypV49uwZtm7dKnY8jbtz5w6io6Nx6dIlxMbGwsTEBF5eXmjatCn69u0rdjyNk1q9ujRy5EgkJiZi0KBBRa6g0L59exFSEf03hnRtSkRF69evH9q2bYuEhARkZ2dj+fLlePHiBbp3746LFy+KHY8kKjo6GjExMYiJicHVq1chl8tRpUoVVQPQ29tbbcItUVnx559/qm37UpRRo0Zh06ZNuglERGUW32vRPylx0+/v0tPTERcXp7qgun37NqpVq4bIyEhNZ6QSaNSoEeLj48WOoRHp6emYMWMGvvvuO5iZmSEnJwft2rXDsmXLYG1tLXY8jZNavV5eXrh06RKMjIzUNqT28PAwqL0pAWnVCgBNmjTBTz/9BDMzM9XY69ev0aJFC4Os900vX77Ejh07sGPHDmRkZBj8k1lSq1fbGjVqhN27d6NOnTpiRyHSGEO6NiWiot28eRMLFiyAiYkJlixZgipVquDIkSOIiorC8uXLxY5HhOzsbFy5ckXVBLx27RoUCgWqV6+OEydOiB2PqNR4o5+IAL7Xon9W4uU9/87S0hIVKlRAhQoVYGNjA5lMZtB7kJV1Hh4eYkfQGGtra6xfvx4vXrxAQkICXFxcYGtrq3ZOUlKSwSzRIbV6bW1tkZCQgCpVqqjGHjx4YDD1vUlKtQJA1apVkZiYiGrVqqnGEhMT8c4774gXSosuXryI6OhoREdHIyEhAY0bN8bkyZPh4+MjdjStkFq9uuTk5MSNuMngBAcHix2BiLSsbt262Lt3r9pYQEAAAgICVJ9v2rQJo0aN0nEyonxmZmZo2rQpmjRpAm9vb1y4cAH79u3D/fv3xY5GRET0r23evFnsCFTGlfhJv7y8PNy4cUN1w+/KlSvIysqCg4ODaokEb29vuLi4aDuzJNy+fbtE57m7u2s5SdkktdlNhlRvREQEDh06hAkTJmDq1KlYu3Yt1q5di549e2LAgAFix9MoKdUKAOHh4Th48CAGDhwIJycnPH36FPv27UOvXr3U9n9r166diCk1x93dHVWrVsW4cePg5+dn8BspS61eXbp48SK2bduG+fPnw9XVVew4REWKiIgo0XlDhw7VchIi0ieG9D6G9EdOTg6uXr2qun917do1ODo6wtPTEx4eHvDy8oKzs7PYMYlKjT9TiQzTuHHjSnSP5c19P4nepsRNv8aNGyMrKwt2dnZqTT5DfYJDbO7u7hAE4a0z/wVBkOySalJ7jNnQ6t21axf27NmDhIQEODk5YeDAgRg8eLDYsbRCSrW2bdv2H88RBAFnzpzRQRrt+/7771V73P3xxx/w9PSEj48PfHx81J7uNBRSq1eXPD09kZWVhdzcXJibm8PExETteMHSwERiGjJkyD+eIwhCiZuDRCQNhvY+hsq+oUOH4tq1a3B1dVU1+Tw9PYvcN5lI37DpR2SYStrMCwkJ0XISMhQlbvrt3bsX3t7ecHNz03Ymon8ktQsdqdVLpG9SU1Oxa9cuyexxJ7V6te3w4cNvPd6jRw8dJSEiItIsvo8hXXvvvfdgb2+P9u3bw8vLC56enqhYsaLYsYg0ghMpiIioJEq8p1///v21mYNK4Pnz50hKSoKTkxPs7OzEjkP0rxT3xt/Ly8vgnmaRUq0FFAoFrl69iuTkZHTt2hWZmZkA8veBNTQPHjxQLRkUExODnJwceHp6wtvbW+xoWiG1enWJTT3SR+np6Th//rzq2rRVq1awtrYWOxYREUnc5cuXERsbi5iYGGzevBkfffQR3Nzc4OnpCS8vL3h5eaFSpUpixyT6Vzw8PMSOQEQ6EB8fj8OHDyM5ORkODg7o0aMHGjVqJHYs0iMlbvqReFJTUzF16lT8+OOPMDU1hVwuR7NmzbBixQperJLeKerh4tzcXBGSaJ+UagWA3377DWPGjMHr16/x6tUrdO3aFVFRUThx4gRWr14tdjyN69Wrl+rmQWBgIOrWrQsjIyOxY2mN1OrVtvT0dFWDJD09/a3nspFCZc3NmzcxcuRIlC9fHq6urkhISMCiRYuwZcsW1K1bV+x4REQkYZaWlmjVqhVatWoFIP86Ky4uDtHR0diyZQumTJmCatWqITIyUuSkROry8vKKfH+VlJQER0dHAMDmzZt1HYuIdOzEiROYPXs2/Pz80KRJEyQkJGDkyJGYP38+fH19xY5HeoJNPz2waNEi2NjY4MKFC6hcuTKeP3+OZcuWYcGCBVizZo3Y8URRwlVpDYYh1Fuw7rRcLi+0BvXTp09Ru3ZtMWJphZRqfdP8+fMxdOhQDB48GJ6engAAb29vLFiwQORk2nH58mUYGxuLHUNnpFavtnl6euLixYuwtbWFh4dHkZt2K5VKSe/fS2XX4sWLMXr0aAwbNkw1tnPnTixatAi7d+8WMRkRlTWG8D6G9JulpSUqVKiAChUqwMbGBjKZDL/99pvYsYhUkpOTMXHiRFy/fh3Vq1fHzJkz0bRpU9Xxrl27cplkIgnZuHEjNm3apLqvBgB+fn6YN28em35UYmz66YFLly7hzJkzsLCwAADY29tjwYIFaN++vcjJtGPTpk0YNWpUofHNmzcjKCgIAAyqiSCVet3d3QEA586dU30MAIIgoGXLlujcubNY0TROSrW+6fbt29i+fTsAqBoY1tbWyMjIEDGV9hgbG0tqyQWp1attO3bsgI2Njerjopp+RGXVvXv3EBERoTY2cOBArFu3TqRERFRWce8p0rW8vDzcuHFDtSz9lStXkJWVBQcHB3h7e2Pu3Llcnp7KlCVLlqB69eqYP38+YmJiMGHCBLWb+5w8QSQtycnJaNy4sdpYo0aN8OzZM5ESkT5i008PmJmZ4eXLl6qmHwC8evUKpqamIqbSnvDw8CKbYFu2bFE1wfz8/HQdS2ukUm/BE2/u7u4G27AuIKVa32Rra4uEhARUqVJFNfbgwQPVUiSGRmpLLkitXm3z8vLC48ePUaVKFd54Ir1jZ2eHn3/+GU2aNFGNXbt2jXtOE0mEQqHAZ599hitXrqB27doIDg5W+//fz88Px48fFzEhSZmHhweysrJgZ2cHb29vhIaGwtvbG++8847Y0YiKFBsbizNnzsDc3By1a9dGkyZNMGrUKCgUCgQEBHByIJHE1KhRA3v37sWgQYNUY/v378e7774rYirSN2z66QFfX18EBQVh7NixcHZ2RkJCAr744guDaAS96fbt2wDyZzHduXNHbTbT48ePYWZmJlY0rZBavQVMTEzw8OFDVK1aVbUHkEwmw6xZswyuOSSlWgFgwIABGD9+PCZMmIDc3FxcvHgRa9euVbtQMSRSW3JBavXqQocOHeDs7Axvb2/4+PjA29vbIH82kOEZPXo0goKC0L17d7i4uCAhIQHHjx/H7NmzxY5GRDqwatUqxMTEICAgAJcvX0ZAQAC2bduGmjVrAgCePHkickKSsmnTpsHb2xtubm5iRyEqEblcrnY/qG7duti6dStGjBgBuVwuYjIiEsPMmTMRFBSE3bt3q95rvXjxgnt6UqkISj4nXuYpFAqEh4fj+PHjqg18/fz8MHr0aJiYmIgdT2Pc3d0hCEKhpQsEQYCdnR0mTJiAPn36iJRO86RWb4HOnTtj+/btcHR0xIQJE2BiYgJLS0s8f/4c4eHhYsfTKCnVWmDXrl3Ys2cPEhIS4OTkhIEDB2Lw4MFix9IKT09PXLp0SW2fu9zcXPj4+ODy5csiJtMOqdWrC9HR0YiJiUFMTAyuXr0KuVyOKlWqqBqA3t7efHKKyqzLly/j2LFjqmtTf39/tUkBRGS42rRpg3379sHBwQFA/uzzdevWYcuWLXB3d0fjxo25/xQRUQkNHjwYQUFBaN26tdr4nTt3MGLECPzxxx+4efOmSOmISNcyMzMhl8tx4cIF1Xut1q1bo3z58mJHIz3CJ/3KOIVCgVWrVmHSpEmqJQMNVcGTb3369MGBAwdETqN9Uqu3wPPnz+Ho6AiFQoGoqCicPXsWpqamaNmypdjRNE5KtRYYNGiQwT7Z93dSW3JBavXqQkFjDwCys7Nx5coVVRPw8OHDUCgUqF69Ok6cOCFyUqK/KBQKDBgwAF999RWbfEQS9erVK7VJKX379oW5uTlGjBjBWehERKUUFBSEV69eFRqvXbs2tm/fji+//FKEVEQkhoKJ1XFxcQa3wh/pFpt+ZZxMJsOhQ4cwdepUsaPozBdffFHk+P3791G9enUdp9E+qdVrYWGBlJQU3L17F9WrV4e1tTXkcjkUCoXY0TROSrUCKHZWt5eXF2JiYkRIpF1SW3JBavXqmpmZGZo2bYomTZrA29sbFy5cwL59+3D//n2xoxGpkclkSElJETsGEYnIxcUFt27dQr169VRj/v7+AIARI0YgJydHrGhERHrn70/4valmzZpYunSpDtMQkZiMjY1RtWpVpKWlcdUf+k/Y9NMDXbp0wbFjxxAQECB2FJ3w9/fHihUr0LRpU9XY/v37sXLlSoNsHEit3u7du6N3797IycnB+PHjAQA3btxAlSpVRE6meVKqFUChpWqB/FlKhurdd9/FqVOnVEsu+Pn5GfSSC1KrV1dycnJw9epVREdHIzo6GteuXYOjoyM8PT0xZ84ceHl5iR2RqJBRo0Zh6dKlmDJlCqytrcWOQ0Q6FhAQgEuXLqk1/YD89zVGRkb49NNPRUpGRKSfEhISkJCQAA8PDxgZGeH48eN4+PAhmjdvjkaNGokdj4h0qH///hg/fjyCgoLg5OQEQRBUx9zd3UVMRvqEe/rpgeDgYFy8eBE1a9aEk5MTjIyMVMfWr18vYjLt+PbbbzFv3jz06dMHI0aMQFhYGG7fvo2VK1eiQYMGYsfTOKnVCwA//vgjZDKZalm769evIz09Xa3xaSikUGvB0sPnzp1DmzZt1I49ffoUVlZW2LlzpwjJtCc3NxeNGjVCXFycQe2tWhyp1asrQ4cOxbVr1+Dq6gpPT094eHjA09MTlStXFjsa0Vt5enoiIyMDSqUSVlZWatemhjhhiYiIiEhbvvvuO0ydOhV5eXlo3LgxWrVqhUuXLkGhUCA6Ohpr1qxB+/btxY5JRDpSXGNPEATcunVLx2lIX/FJPz1Qr169QrMoDVnnzp3RoEEDjBo1Ctu3b0ebNm1w6NAhg51JLrV6AaB58+Zqn9evX1/t8+KWidRHUqi14ILk3LlzahcngiCgZcuW6Ny5s1jRtEZqSy5IrV5diYuLg729PXx8fODl5QVPT09UrFhR7FhE/2jDhg1iRyCiMkBqS7sTEWnDhg0b8OWXX0IQBPTv3x8ffvghhg8fDgA4dOgQNm/ezKYfkYTcvn1b7AhkANj00wO9e/eGo6NjofGkpCQR0ujGkSNH8OzZM7Rp0wZXr17F9evXDerJqL+TWr3/REoPIBtCrQVP+rm7u0vqzYjUllyQWr26cPnyZcTGxiImJgabN2/GRx99BDc3N3h6esLLywteXl6oVKmS2DGJCnn27Bl8fX0LjZ84cUKENEQkFqkt7U5EpA1PnjxRLeEpk8nUJg77+flh+fLlYkUjIhGEhYUhLCys0PiCBQswd+5c3QcivcTlPfWA1GZQDhkyBFlZWVi1ahWqVq2qWv6yd+/emDp1qtjxNE5q9ZaEITz9VlKGVOv58+dRrVo1VK1aFQkJCVi0aBFkMhlmzZpV5MQFfSe1JRekVq8Y0tPTERcXh+joaMTExOD27duoVq0aIiMjxY5GpEZq16ZEpE6KS7sTEWmLt7c3oqOjAeTvjXrs2DHVMblcDh8fH8TFxYkVj4h0jO+1SBP4pJ8eKKovm52drfaUhSGpX78+Jk+erNo3qmD5S0NtgEmtXjJcS5cuxfbt2wEAy5cvh6WlJSwtLREWFobw8HBxw2mB1JZckFq9YrC0tESFChVQoUIF2NjYQCaT4bfffhM7FpFKeno6gPxr04KPCzx69AgyGd9aEEmBFJd2JyLSFjc3Nzx8+BBVq1ZVa/gBwC+//AIXFxeRkhGRLp05cwYAkJeXh++//16tH/D48WOUK1dOrGikh/ikXxkWEBAAQRBw9+5d1KpVS+3Y8+fP0bBhQ4PeU0WpVOL58+eoXLkygPwfekZGRiKn0h6p1fs2hvT02z8xpFqbNGmCuLg4KBQKNG3aFGfPnoWpqSlatmypmrloSHJyciAIgqphD+TPxFQqlTA1NRUxmXZIrV5dyMvLw40bNxAdHY3o6GhcuXIFWVlZcHBwgLe3t+ofvtGnssLd3b3YSWdGRkYYN24cxo4dq+NURCSW7777TlJLuxMRaUNycjLKly8PCwuLQscuX76MzMxMtG7dWoRkRKRLbdu2BQAkJibCyclJNW5kZAQ7OzuMHj0aH3zwgVjxSM9wOm4ZNmzYMCiVSoSFhWHo0KGqcUEQYGdnBx8fHxHTaU96ejoWLFiAb775BjKZDD///DO+++47/PLLL5g4caLY8TROavWWhJTmIhhSrRYWFkhJScHdu3dRvXp1WFtbQy6XQ6FQiB1NKwIDAzF58mQ0btxYNXbt2jWsXbsWERERIibTDqnVqwseHh7IysqCnZ0dvL29ERoaCm9vb7zzzjtiRyMq0pkzZ6BUKtG3b18cOHBANW5kZIRKlSrBzMxMxHREpGtvNvxGjRqFTZs2iZiGiEg/OTg4FHvM09NTh0mISEzff/89AGDixIlYu3atyGlI37HpV4b16NEDAFCnTh3UqVNH5DS6s2jRIuTm5iIyMhJ9+vQBADRs2BArVqwwyCaY1OotieDgYLEj6Iwh1dq9e3f07t0bOTk5GD9+PADgxo0bqFKlisjJtOPOnTt4//331cbef/99g10GU2r16sK0adPg7e0NNzc3saMQlUjBU6c//fSTyEmIqKyJjY0VOwIRkcEwpBWBiKh02PAjTWDTTw/UqVMHly9fxi+//FJo/5SCTdQNyQ8//IAzZ87A3NxctYSUvb09Xrx4IXIy7ZBavevXry9y3NTUFM7OzmjZsiVGjx6t41TaIaVaAWDq1Klo1qwZZDIZvL29AQAymQzTp08XOZl2mJqaIjMzE9bW1qqxzMxMteUvDYnU6tWF/v37ix2B6F9JT0/H9u3b8csvvyAjI0PtGJ/8JZImQ1q9gohIbPyZSiRd9+7dw4IFC3Dz5k1kZmYCyP+ZIAgCbt26JXI60hds+umBFStWYPfu3WjUqJHaGt/F7ami70xNTQstB/jHH3/AxsZGpETaJbV6b9y4gYsXL6JatWpwcnJCYmIifv/9d/j4+ODJkycICwtDeHg4PDw8xI76n0mp1gLNmzdX+7x+/fpqnxvSjMWmTZtiyZIlCAsLg6mpKXJycrBs2TJVw9PQSK1eIire1KlTkZycjI4dOxa5/wwRSY8hrV5BREREJJbp06ejXr16mDx5MiwtLcWOQ3qKTT898PXXX+PgwYN49913xY6iEx988AHmz5+PuXPnAgBycnKwYsUKdOjQQeRk2iG1eu3t7TFv3jzVUqYAcPDgQVy7dg1btmzBl19+iWXLluHgwYMiptQMKdVaUoY0Y3H69OkYPXo0fHx84ODggOTkZLi5uSE8PFzsaFohtXqJqHiXL1/GuXPn1J78JSJpM6TVK4iIxLZ582axIxCRSH7//XccPHgQRkZGYkchPSYoDekOrIFq06YN/ve//8HU1FTsKDqRmZmJ0NBQnD59Gnl5eTA2Nka7du2wdOlSWFlZiR1P46RWr6enJ6Kjo9V+eeXm5sLHxweXL19GTk4OmjZtiri4OBFTaoaUai0pQ3rSD8hvYl6/fh0JCQlwcXFB/fr1DfYpbEB69RJR0fz8/BAREYGKFSuKHYWIRJSXl4ctW7bg0KFDSE5OhoODA3r27InAwEAYGxuLHY+ISK8kJibCysoK5cuXR3Z2Nvbs2QNjY2MMGDAAMhmf2SCSisDAQEyfPh21atUSOwrpMf7W0APjxo3Dp59+ismTJ0ui8WdpaYm1a9ciNTUVCQkJcHJygp2dndixtEZq9VasWBFRUVFqy0BGR0ejQoUKAAC5XG4wF7RSqlWqBEFAgwYNIJfL0aBBA7HjaJ3U6iWiog0aNAiTJ09GUFAQbG1t1Y65u7uLlIqIdG3t2rU4c+YMQkJCUKVKFTx58gTh4eHIyMjA5MmTxY5HRKRXQkJCsHjxYpQvXx6rVq1CVFQUZDIZfv/9d8yZM0fseESkI++99x5GjRoFf3//QveHhw4dKlIq0jd80k8PeHp6IiMjAwAKLaMUExMjRiStGjVqFDZt2lRoPDg42CCXkZNavd9++y2mT5+Opk2bqva5i4qKwrJly9ClSxecPXsWFy9eNIiLWinVWlKG9qRfAUOtqzhSq5eI1BXX2OPm8kTS0rZtW+zatQtOTk6qsadPn2LQoEE4e/asiMmIiPSPp6cnYmJiIAgCWrRogX379sHS0hJ+fn64ePGi2PGISEeGDBlS5LggCIiIiNBxGtJXfMRED2zYsEHsCDoVGxtb5Lih3mCWWr2dO3dG7dq1cfLkSTx79gwNGjTA9OnT4ebmBiB/j8MPPvhA5JSaIaVaS4rzTIiI9N/t27fFjkBEZUBWVlahZX4rVqyIrKwskRIREekvQRAgl8tx//59WFtbw8XFBUqlUvUQABFJw86dO8WOQAaATT894OXlJXYEnSiYraBQKArNXHj06JHBLXkppXr79u2L/fv3AwDWr1+PkJAQjB07VuRU2iGlWv+N4OBgsSNohdSamVKrl4iK9vz5cyQlJRn80uREVDRvb2/MmTMHoaGhqFSpElJTU7F8+XLJvH8lItIkLy8vTJw4EX/++Sc6dOgAAHj48GGhpdSJyPClp6fj/PnzqvdarVq1KrT6H9HbcHlPPSCVDdILHl+Oi4tDkyZNVONGRkaws7PDsGHDDGoPKSnV6+npqVqP3tCXBZRSrX+3fv36IsdNTU3h7OyMli1bwsbGRsepiIhI01JTUzF16lT8+OOPMDU1hVwuR7NmzbBixQpUqlRJ7HhEpCMvXrzARx99hOjoaJibmyM7Oxve3t5YtWoVb1ITEZVSWloavvzyS8hkMgQGBsLS0hLnzp3Dw4cPMWzYMLHjEZGO3Lx5EyNHjkT58uXh6uqKhIQEpKWlYcuWLahbt67Y8UhPsOmnBz799FOcOXMGwcHBahukt23b1iA3SF++fDmmT5/+1nP+3ijTZ1Kod9y4cXj48CGqVauGs2fPFrukZXFNI30ipVr/Ljg4GBcvXkS1atVUexj+/vvv8PHxwZMnT5CSkoLw8HB4eHiIHVVjYmNjcfToUdWEDH9/f3h6eoodS2ukVi8RFe2jjz4CAMyYMQOVK1fG8+fPsWzZMuTm5mLNmjXihiMinUtOTlZdGzg4OIgdh4iIiEhvDRo0CB07dlRr9u/cuRMnT57E7t27RUxG+oRNPz3ADdILk9oTVPpeb05ODr799ls8efIEn3/+ebFLPIaEhOg4meZJqda/mzNnDho0aIA+ffqoxg4ePIhr165hwYIF+PLLL/HNN9/g4MGDIqbUnN27d2PVqlXw8/ODs7MzEhMTERkZicmTJ2PgwIFix9M4qdVLRMVr1qwZzpw5AwsLC9VYRkYG2rdvj6ioKBGTEZGu5eXl4eeff0ZycjIcHR3RsGFDGBkZiR2LiEiv6fs9ICL697y8vBAVFaW2ul9ubi58fHxw+fJlEZORPuGefnqAG6QXJrVetb7Xa2pqCn9/fwDAq1evDLLhVUBKtf7dt99+i/nz56uN9ejRA8uXL8eCBQswePBgbNiwQaR0mrdlyxZs3boV77//vmosICAAkyZNMsgmmNTqJaLimZmZ4eXLl2pNv1evXsHU1FTEVESka7/99hvGjh2LFy9ewN7eHs+fP4etrS02bNiAGjVqiB2PiEhv6fs9ICL69+zs7PDzzz+rrfh27do17qFOpcIpeHqgYIP01NRUAPn7qISFhUl6g3RBEMSOoFOGVK+/vz8SExPVxhITE3H79m2REmmPlGoF8icj/P0Jj+joaFSoUAEAIJfLIZMZzlyTjIwM1KtXT22sbt26yMzMFCmRdkmtXiIqnq+vL4KCgvDtt9/i2rVrOHnyJIKDg+Hn5yd2NCLSoVmzZqFz5864dOkSTp48iUuXLqFLly6YPXu22NGIiIiI9NLo0aMRFBSE+fPnY8uWLZg/fz6CgoIwevRosaORHmHTTw/MmTMHz549Q7NmzfD++++jefPmSE5Oxrx588SORlRq06dPR3Z2ttrY69ev/3FfQ30kpVqB/D2exo4di+DgYMyfPx/BwcEYM2aMau+nmJgY+Pr6ipxSc/r3748NGzYgNzcXQP5yC+Hh4ejfv7/IybRDavUSUfEmTpyIjh074tNPP8WQWd15tAAASCVJREFUIUOwZs0atG/fHhMnThQ7GhHp0N27dzF+/HjVpC6ZTIZx48bhzp07IicjItJvmzdvFjsCEYmke/fu+OKLL6BQKBAdHQ2FQoGNGzciICBA7GikR7innx7hBul/kdr65oZUb3G1NGnSBHFxcSIk0h4p1VrgwYMHOHnyJJ49e4bKlSujS5cucHNzEzuWVgQEBODevXuwtLRE5cqV8ezZM2RmZqJWrVpq5x0+fFikhJoltXqJiIjo7YYMGYKpU6eiQYMGqrFr165hxYoV2Llzp4jJiIj0V1paGjIyMtTGnJ2dRUpDRET6yHDWWTNgycnJMDMzU2v2paWl4fXr15Jt/kmtV21I9dra2uLx48eoUqWKauzRo0ewsbERMZV2SKHWvn37Yv/+/QCA9evXIyQkBGPHjhU5lW4MGzZM7Ag6JbV6iah4Fy9ehLOzM6pXr64a++2335CUlITmzZuLmIyItC0iIkL1cf369REUFIRu3brB2dkZT58+xTfffINevXqJmJCISD/FxMRgxowZaluEKJVKCIKAW7duiZiMiHRp06ZN8PHxUZtUdfXqVVy+fBkjR44UMRnpEz7ppwf69OmDhQsXwt3dXTV269YthIWFYd++fSImE09sbCw8PDzEjqEzhlTv2rVr8cMPPyA0NBRVq1bFw4cPsXz5cjRt2hSTJ08WO55GSaFWT09PREVFQSaTGdQTqf9EoVBg1apVmDRpEszMzMSOo3VSq5eI3q5Tp07YsWMHHB0dVWOJiYkYPnw4vv32WxGTEZG2DRky5B/PEQRBrTlIRET/rEuXLvD390fPnj1haWmpdqxcuXIipSIiXWvZsiVOnjwJa2tr1Vh6ejq6du2KCxcuiJiM9AmbfnrAw8MDsbGxamNKpRKenp6Fxg2VXC5HYGCgZN48GnK9crkcK1euxP79+/H69WuYm5ujT58+mDp1KkxMTMSOp1FSqHXcuHF4+PAhqlWrhrNnz+KDDz4o8rz169frOJn2eXt7IyoqCkZG0tgeV2r1ElHxipvk0ahRI8THx4uQiIh0LS8vD7/99huqVatmMNe1RERiaty4MeLi4iAIgthRiEhEnp6euHTpEoyNjVVjubm58PLyMtitgkjzeOdOD5QvXx4pKSlqYykpKYVm/hgypVKJy5cvix1DZwy5XhMTE4SGhiI+Ph4//vgj4uPjMXPmTLWbBYbyS0wKtX766acYNWoU6tatC0EQ4O7uXuQ/hqhLly44duyY2DF0Rmr1ElHxHBwcCi0zdfv2bVSuXFmkRESka0ZGRujTpw9kMu4YQkSkCW3atNH7+wNE9N+5ubnh7NmzamNnz55FtWrVxAlEeolX6HqgTZs2CA0NxaJFi+Dg4IDk5GTMmzcPbdu2FTuaRoWEhBR7LC8vT4dJdENq9RalUqVKRY4HBQUZ3DKRhlqrqakp/P39AQCvXr1663/XhiYpKQmzZ8/Gjh074OTkpPYEnCE+2Si1eomoeAMGDMCECRMwfvx41fLVGzZswIABA8SORkQ6VLt2bTx69AhVq1YVOwoRkV5aunSp6mMrKysEBwejdevWsLOzUzsvNDRU19GISCQTJ07EuHHj0K1bN1StWhWPHj3CiRMnsG7dOrGjkR5h008PfPTRR5gxYwZat24NMzMz5OTkoF27dpgyZYrY0TTq/Pnz6NevHypUqFDomFwuLzTLQd9Jrd7SkNKqw4ZUq7+/PxITE+Hk5KQaS0xMRFpamkE+7VevXj3Uq1dP7Bg6I7V6iah4BXt6hYeH4+nTp3BxccHAgQMxdOhQkZMRkS61a9cOwcHBGDhwIJycnNSWpGvXrp2IyYiI9MPLly/VPu/QoUOR40QkHc2bN8fu3buxf/9+xMbGwtnZGbt27ULdunXFjkZ6hHv66ZEXL14gISEBLi4usLW1VTuWlJQER0dHkZJpRq9evTB27Ngi3yBmZ2ejYcOGuH37tgjJtENq9ZZGcXsFGSJDqtXf3x/r1q1TW3LgwYMHmDRpEo4ePSpeMCIi0rnIyEj4+vqKHYOItKi4lWcEQcCZM2d0nIaIiIhIGsLCwhAWFiZ2DCrD+KSfHrG1tS3U7CvQtWtXvW8c9OzZs9innmQymcEtGyi1esnwPXnypNAa425ubnjy5Ik4gbTg3r17qFmzJgC8tSlvKE82Sq1eItKcuXPnsulHZOC+//57sSMQERkk3tAnorc5duwYf0bQW7HpZyAM4YHNQYMGFXvM2NjY4JpgUquXDJ+trS0eP36MKlWqqMYePXoEGxsbEVNpVt++fREfHw8ACAgIKPIcQRBw69YtHabSHqnVS0SaYwjXpkRERERi4A19Inobvteif8Kmn4F4c/8EfTdq1Chs2rSp0HhwcDDCw8NFSKRdUqu3JKT0y8uQavX19cXkyZMRGhqKqlWr4uHDh1i+fDn8/PzEjqYxBQ0w4O1PvhkKqdVLRJpjSNemRFS0tm3bFvv/Opf3JCL69wzpPgERaR7fa9E/YdOPypzY2Ngix/V9+dLiSK3ekti8ebPYEXTGkGodO3YsMjMzMXLkSLx+/Rrm5ubo06cPn1olIiIiMkAzZ85U+/zZs2fYs2dPsasDEBFRyfj7+4sdgYiI9BibflRmREREAAAUCoXq4wKPHj2CnZ2dGLG0Rmr1vo1cLkdgYKDq34OHh4fIibTHkGs1MTFBaGgoQkNDkZqaikqVKhU6Jy4uDk2aNBEhneYlJydjzZo1+OWXX5CRkaF2zBBnt0utXiIiInq79u3bFxpr2bIlpk6disDAQBESEREZhvnz5yMlJQW2trZ8ooeIiEqNTT8DYQiP/p8+fRpAfhOs4GMAMDIygp2dHZYtWyZWNK2QWr1vo1QqcfnyZbFj6IRUai2q4QcAQUFBBvMU65QpU2BhYYGgoCBYWFiIHUfrpFYvEf03hnBtSkSl5+DggHv37okdg4hI7/n5+eHo0aOoXLmy2FGIqAyQy+UwMTEBADg7O4uchso6Nv30wIMHD+Dm5lZo/KeffkKzZs0AAAsWLNB1LI3buXMnAGD58uWYPn26yGm0T2r1vm2Jx7y8PB0m0T4p1VpahnQT+JdffsGlS5dgamoqdhSdkFq9RFS87777rsgnfDZu3IgxY8YAAL755htdxyIiHfv7k/6vX79GZGQk3N3dRUpERKR/evToUeT4y5cvERgYCJlMhsOHD+s4FRGJZeXKlZgyZYramFwux/jx4xEeHg4AiIyMFCMa6RE2/fTAqFGjsHv3btjb26vGoqKi8PHHHyMqKgpA/gwgQ/FmA2zTpk0YNWqUiGm0Tyr1nj9/Hv369UOFChUKHZPL5Th79qzuQ2mJlGotLUNamqRmzZpISUmRzAwrqdVLRMVbsGABKlSooLZE9aZNm3DkyBFV08/JyUmseESkI4sXL1b73MrKCnXr1sXcuXNFSkREpH8SEhLw3nvvoXv37qpJskqlEosWLUKvXr1gY2MjckIi0qWffvoJERERGDp0KID8FeImTJhgUPfTSPsEpSE9dmGg9uzZgz179mD37t2wtrZGTEwMJk6ciNWrV6Np06Zix9Oqxo0bG8xSgCVhyPX26tULY8eORbt27Qody87ORsOGDXH79m0RkmmelGotLX3/b/zNGe0PHjzA8ePHMWjQINja2qqdV9T3Xh9JrV4iKpmff/4ZEyZMwNatW1GzZk1s3boVe/bswVdffQVHR0ex4xERERHpjRcvXmDBggV4+fIl5s+fj3feeQcA4OPjg6NHj8LBwUHkhESkSykpKRg0aBAmTpyIzp07Y8KECcjJycH69eu58hKVGJ/00wMDBgzA8+fPERwcjLFjx+Kjjz7CypUrDb7hBxjWUoAlYcj19uzZs9j6ZDLZW5fE1DdSqlVq/j6jHYBqeYUCgiAYTBNMavUSUcm8//77WLBgAUaPHg0/Pz8cP36cDT8iCSr4///vunfvjqNHj4qQiIhI/9ja2mLt2rX47rvvEBgYiF69emHkyJFixyIikdjZ2WHTpk0YOnQo9uzZAzMzM3z++eds+FGp8Ek/PTJ37lwcPXoU69evR8uWLcWOoxNBQUHYvHmz2DF0Rmr1kvQ0atQI8fHxYsfQiKSkJJiZmaFixYqqsT///BPZ2dkGORtTavUSkbr09PRCYwcPHsSWLVuwZcsWuLq6AgCsra11HY2IRFLcdZ2XlxdiYmJESEREpN9evXqFFStWID4+Hk+ePMG3337L91pEEvD3fZIB4Pr16zh48CBmzpwJMzMzAFxliUqOTb8yKiAgoNBavQqFAklJSaqbKgAMcjNfpVIpqXWKpVbvqFGjsGnTpkLjwcHBhZ4g0ndSqrWkYmNj1faA0md9+vTBwoUL4e7urhq7desWwsLCsG/fPhGTaYfU6iUide7u7oWuVwreRgiCoLqeuXXrlhjxiEiHli5dCgDYvXs3Bg4cqHbs8ePHSEpKwqFDh8SIRkRkEGJjY3Hp0iUMHz4cVlZWYschIi1r27btP54jCEKRzUGionB5zzJq2LBhYkcQjZeXF7y8vODj44OmTZuiRo0aYkfSKqnVGxsbW+S4Pu/zVhwp1VocuVyOwMBAREREAIDBNPwA4P79+2oNMCD/pvhvv/0mUiLtklq9RKSObzCJqMDLly8B5Df+Cz4G8m9G1ahRA6GhoWJFIyLSW9988w3at28PU1NTeHh4GNR7ZyJ6u++//17sCGRg2PQro3r06CF2BNF89dVXiI6ORlRUFD777DOYmJjAy8sLTZs2Rd++fcWOp3FSqbeg6aNQKFQfF3j06BHs7OzEiKUVUqr1nyiVSly+fFnsGFphY2ODlJQUte9nSkoKLC0tRUylPVKrl4jUubi4FHssNTUVxsbGsLGx0WEiIhJLwZN+devWxZAhQ0ROQ0RkGDZs2IB58+ahU6dOCAgIYNOPSKKys7NhbGwMmSy/bXP69GnIZDJ88MEHIicjfcLlPfXAwYMH0aBBA9SqVQu3b9/GtGnTIJPJsHTpUtSuXVvseFr18uVL7NixAzt27EBGRobBLxllyPUW3BCIi4tDkyZNVONGRkaws7PDsGHD0KBBA7HiaZSUagWAkJCQYo/l5eXh7NmzBvXfcoEFCxbg8ePHWLRoERwcHJCcnIx58+bB0dERYWH/1969R0ddnfsf/0yuJKQgBogQLEchEBEwGZhcTlU4Ca4WTWLQo41QpBUCEYEGGhXPT01QtNAjtxptCq2KlluPBbmprYCtRUlCQlQODZpi1BphMAgiic2N/P7wMGWIKGpmNt/5vl9rudZkz/zxedbSmD3Pdz+7yHS8Tme3egGc3bx583T99dcrISFBL7zwggoKCuRwOLRo0SJ9//vfNx0PgAFFRUX8PQAA39LevXu1adMmbd26VREREcrKylJ2drb69+9vOhoAPxk/frzuuusuJSQkqLi4WGvXrlVwcLBuuummL/3+DTgdTT8LSE9P1//8z//owgsv1OTJkzV48GBFRkaqrKxMzzzzjOl4nW7nzp0qKytTWVmZ6urq5HQ6lZKSopSUFA0YMMB0vE5nt3oXLlyou+++23QMv7BLrcOGDdMPf/hDXXDBBR3ea2lp0fLlywOy6XfixAnNnTtX27ZtU3h4uJqbm5Wenq4FCxYoKirKdLxOZ7d6AZzdlVdeqW3btqlLly664YYbdPvttysqKkoPP/ywNm/ebDoeAAOcTqetRtgDgC+1tbXpr3/9q5566imVlZUF5H4awBdLTk7Wa6+9puDgYKWnp6ukpERRUVG65ZZb9Oc//9l0PFgE4z0t4OjRo7rwwgvV1NSk119/Xb/61a8UHBzcYWxgoJgyZYr69++vO+64Q5mZmXI4HKYj+ZTd6j29CbZ8+XJNnTrVYBrfskutgwYNUmpqqtLT0zu819TUpF//+tcGUvleVFSUiouLdeTIEdXV1Sk2NlbR0dGmY/mM3eoFcHaNjY3q0qWLPv74Y9XV1emaa66RJH344YeGkwEwhWeJAaBzNDc3a8eOHXruuedUWVkpl8tlOhIAP2pra5PD4dB7772n9vZ2xcXFSZI++eQTw8lgJTT9LKB79+569913VVNTo8svv1xhYWFqamrSyZMnTUfziccff1xlZWX67W9/q0ceeUQul8tz8u3iiy82Ha/T2a3e05WUlARsI+xMgVzrDTfccNYvekJCQgJ+/EB0dLStml92qxdAR/369dPmzZv13nvvKTk5WdLnI8pDQ0MNJwNgSlZWlukIAGBpFRUV2rRpk1544QX17NlT119/vQoLC9WnTx/T0QD40bBhw/TAAw/oo48+0qhRoyRJBw8eVLdu3Qwng5Uw3tMCnnzySS1btkyStGDBAv3gBz/Qa6+9pmXLlmndunWG0/nWxx9/rFWrVgXkHXdfxG71JiYmqqqqynQMv7BTrQCAwPbqq69q7ty5Cg0N1WOPPabLLrtMGzdu1JYtW7RixQrT8QD4SW1trS655JIO66+99pr+/d//3UAiALCulJQUZWRkKCsrS8OHDzcdB4AhH3zwgZYsWaLQ0FDddddduvDCC/XCCy9o3759KigoMB0PFkHTzyLeffddBQcHe05+1dbWqqWlRYMGDTKcrPPV1tZ67rgrLy9Xc3OzRo4cqeTkZP34xz82Ha/T2a3e0+Xm5trmy0E71Dp16lQtX768w3peXp5KSkoMJAIA+EtLS4skcdoPsJFrrrlGq1evVq9evTxru3bt0pw5c7Rr1y6DyQDAelpbWxUS8vlAtsrKSo0YMcJwIgCAVdH0w3nH6XTK5XIpKSlJycnJGjJkiIKCgkzH8hm71dve3h7w9xaeYqdapc//Xd6zZ0+H9aSkJJWXlxtIBADwtRMnTnj9HBUVZSgJAH9bs2aN1qxZo9WrVysqKkrl5eX66U9/qsWLFys1NdV0PACwrLPtrQHYQ2Njo9566y0dPXrU6zqd9PR0g6lgJdzpZwHNzc168sknVV5e3uE/9g0bNhhM5hu7d+9WcHCw6Rh+Y7d6k5KSlJSUpJSUFKWmpmrgwIGmI/mMXWp9+umnJX3+ZOKp16e8//776tmzp4lYAAAfqaur03333afKyko1Nzd7vRfoo8kB/Mstt9yijz76SHl5eZo+fbrmzJmjRx55hIYfAADAN1RWVqZZs2apvb1dJ06cUFRUlBobGxUTE0PTD+eMpp8F/PznP1d5ebluvvlmLV26VPn5+VqzZo0yMjJMR/OJ4OBgVVVVacOGDXK73YqJidG4ceOUmJhoOppP2K3e3/3udyorK9OuXbv06KOPKjQ0VElJSUpNTdXNN99sOl6nskutL730kqTPm36nXktSUFCQevbsqQULFpiKBgDwgQceeEDdunXT2rVr9aMf/UirVq3So48+qtGjR5uOBsDPZs2apfvvv1+33367iouLdeWVV5qOBACWx1A2wL5+8YtfaNq0abrtttvkcrlUXl6u4uJiRUZGmo4GC2G8pwVcddVVWrNmjfr166eRI0eqoqJCBw4cUFFRkZ555hnT8Trd1q1bde+99yozM1P9+vVTXV2dtmzZonnz5gVko9Nu9Z7u+PHjWrlypVauXKmGhoaAPh1gh1oXLlyou+++23QMAICPJScna8eOHeratavnb9OjR49qwoQJev75503HA+BD2dnZHcbXt7a26tChQ+rXr59nLRAn0gAAAPjaiBEjVF5eruDgYM9eq7m5Wddcc43+8pe/mI4Hi+CknwV89tlnng1UeHi4mpqaNGDAAO3bt89wMt/41a9+peXLl8vlcnnWMjMzVVhYGJBNMLvVu3PnTpWVlamsrEx1dXVyOp2aPXu2UlJSTEfrdHaqVZJXw2/58uWaOnWqwTQAAF8JCgpSWFiYpM/v8Dt27Ji+853v6ODBg4aTAfC1SZMmmY4AAAGroqJCGzdu9EyBysrK8vquCEDgi4yM1D//+U917dpV0dHRev/999W9e3d9+umnpqPBQmj6WUD//v21f/9+xcfHa9CgQXrqqaf0ne98Rz169DAdzSfcbrecTqfXWmJiog4fPmwokW/Zrd4pU6aof//+uuOOO5SZmdnhSeFAYqdaz1RSUkLTDwAC1GWXXabS0lJdddVVGjFihO6991516dIlYO+uBfAv48aNMx0BAALS6tWrtWjRImVmZmrkyJE6ePCgpk+frtmzZ2v8+PGm4wHwk5SUFP3pT3/SuHHj9IMf/EC33XabQkND9b3vfc90NFgI4z0t4NVXX1WXLl00YsQIvfnmmyooKFBDQ4PmzZunMWPGmI7X6W655RZlZGRowoQJnrU1a9Zo48aNWrt2rcFkvmG3enfs2KGysjKVlpbq6NGjcrlcSklJUUpKii6++GLT8TqVnWo9U2JioqqqqkzHAAD4wMGDB3Xy5EnFxsbq448/1qJFi9TQ0KCZM2dqwIABpuMB8JPnnnvurO9lZ2f7LQcABIK0tDQtXrxYCQkJnrU33nhD+fn5evnll80FA2BMe3u7Nm3apIaGBo0bN04RERGmI8EiaPrhvLN3717l5uYqOjpasbGxqqur05EjR7RixQoNGzbMdLxOZ7d6T/fxxx9r1apVAX3P3Sl2qlWScnNztWLFCtMxAAAA4CNnNvbq6+t17NgxxcXFcacfAHxNycnJevXVVxUS8q+hbC0tLbryyitVVlZmMBkAwGpo+llEW1ubPvzwQzU0NHitx8fHG0rkO42NjWppadErr7yiQ4cO6aKLLtKoUaPUrVs309F8wm711tbWeu65Ky8vV3Nzs0aOHKnk5GT9+Mc/Nh2vU9mpVunzJ5DsNMIUAOysurpa+/btU2Njo9f6rbfeaigRgPPBihUr1Nraqttvv910FACwlCVLligoKEgzZsxQcHCw2tra9Pjjj6u1tVWzZ882HQ+An/zzn//U2rVr9be//a3DXqu4uNhQKlgNTT8L2LZtm+69914dO3bMa93hcATcaaG2tjYlJiaqsrJSoaGhpuP4nN3qlSSn0ymXy6WkpCQlJydryJAhCgoKMh3LJ+xUqyRPrSkpKUpNTeVuJwAIUEuWLNGTTz6pwYMHq0uXLp51h8Ohp59+2mAyAKa1tbXpqquu0muvvWY6CgBYSnZ2tmpqahQZGanevXvr8OHDamxs1KBBg7w+x0lqILDNmDFD7733nq6++uoO4zxnzJhhKBWsJuSrPwLT5s+fr4KCAmVkZHh9sRKIgoOD1b9/f33yySfq2bOn6Tg+Z7d6JWn37t0KDg42HcMv7FSrJP3ud79TWVmZdu3apUcffVShoaFKSkpSamqqbr75ZtPxAACdZO3atdqwYQP39wHo4PXXX2fyAwB8A5MmTTIdAcB5oLS0VH/+858VFRVlOgosjKafBTQ1NemGG24I6BNCp8vJydHMmTOVm5urPn36eG0aA3Gcqd3qDQ4OVlVVlTZs2CC3262YmBiNGzdOiYmJpqN1OjvVKkmDBw/W4MGDdeutt+r48eNauXKlVq5cqRdffJGmHwAEkO7du6tfv36mYwAwLDs722vv8tlnn+mDDz5QQUGBwVQAYD2tra16++23lZ+fr/DwcNNxABh06aWXqqGhgaYfvhXGe1pAcXGxLrjgAv3oRz8yHcUvztboCsRxppL96t26davuvfdeZWZmql+/fqqrq9OWLVs0b948ZWRkmI7XqexUqyTt3LnTc4dhXV2dnE6nUlJSlJKSwmkQAAgg27Zt044dOzRt2jRFR0d7vcfmFLCPM0fMRUZG6rLLLtN3v/tdQ4kAwLqSk5O1a9cu2zzwD+CLvfPOO/rFL36htLS0Dnut9PR0Q6lgNTT9LMDtdmvixIn67LPPOoyAZJY3rCYjI0OFhYVyuVyetYqKChUWFmrr1q0Gk3U+O9Uqfd7A7t+/v+644w5lZmYy2gkAAlR5ebnuvPNOHT582LPW3t4esA8sAQAA+FpRUZESEhKUnZ1tOgoAg1auXKlf/OIX6t69e4f707dv324wGayEpp8F5OTkKDIyUmPGjOlwgee4ceMMpfKd5uZmORwOhYaGetZaWlrU3t6usLAwg8l8w271ulwulZaWet1119bWppSUFO3evdtgss5np1olaceOHSorK1NpaamOHj0ql8vlOel38cUXm44HAOgkY8aMUVZWlq677roO903HxsYaSgXAhLq6OlVVVeno0aM6/auFW2+91WAqALCevLw87dy5U3FxcerTp4/Xib/i4mKDyQD4U3JyspYuXarU1FTTUWBh3OlnAW+99ZbKy8u9mkKBbPLkyZo9e7acTqdn7c0339SyZcv09NNPG0zmG3ard+DAgVq7dq0mTJjgWfv9738fkOMf7VSrJKWlpSktLU2S9PHHH2vVqlVauHChGhoaOPkBAAHk2LFjmjlzJie6AZt78cUXddddd+nSSy/V3//+dw0cOFA1NTVyOp00/QDgaxo6dKiGDh1qOgYAw8LDw70mhgHfBE0/C7jiiiv0/vvvB2yj4ExvvfWWEhISvNYSEhK0f/9+M4F8zG71/td//Zdyc3O1evVqxcbGqq6uTkeOHNGKFStMR+t0dqpVkmpraz13+pWXl6u5uVkul0vJycmmowEAOtG1116r7du3a8yYMaajADCouLhYCxYs0LXXXiuXy6XnnntOzz77rA4cOGA6GgBYzowZM0xHAHAeyMvL07JlyzRz5syAnAAH/6DpZwGXX365pkyZoqysrA4XeAbiE5RhYWFqbGxUVFSUZ62xsTFgTzrard4BAwboj3/8o1555RUdOnRImZmZGjVqlLp162Y6WqezU62SdOONN8rlcikpKUmTJ0/WkCFDuIQcAALQ4cOHNXv2bF1++eUd7ptm/BRgHx9++KHGjh3rtZadna1Ro0bp7rvvNpQKAKyjpqZGcXFxkvSlD37Hx8f7KxIAw5YsWaKGhgY98cQT6tq1q9d75eXlhlLBamj6WcCbb76pfv36ac+ePV7rDocjIJt+qampevjhh1VUVKSwsDA1NzdrwYIFAXtayE71nrrPrrKyUpmZmabj+JSdaj1l9+7dXvcXAgACE+OnAEjSBRdcoGPHjqlHjx6KiYlRdXW1LrjgAjU1NZmOBgCWcPPNN6uqqkrS5w9NfBGHw8F1GYCNPPbYY6YjIAA42k+/bRuWVVlZqREjRpiO0Snq6+s1bdo01dbWKiYmRm63W5dccolKSkrUq1cv0/E6nd3qzczM1JNPPtnhZEAgslOtp1RVVWnDhg1yu92KiYnRuHHjlJiYaDoWAMDPli9frqlTp5qOAcCH/vu//1uXXXaZMjIy9NRTT6m4uFjBwcH6/ve/rwceeMB0PAAAgIA0depULV++3HQMnMdo+gUIp9PZ4SSglbW3t2vv3r2qq6tTbGyshg0bJofDYTqWz9ip3lWrVmnLli3Kzc1Vnz59vOoMtJEVdqpVkrZu3ap7771XmZmZ6tevn+rq6rRlyxbNmzdPGRkZpuMBAPwo0P42BfDVKisrdeLECV199dUBu5cBAAAwjb0WvgpNvwCRmJjoGQkQSALpBOO5sEO9Z2t2BeLICjvVKkkZGRkqLCyUy+XyrFVUVKiwsFBbt241mAwA4G+B+rcpgC9mh30MAPiS2+3W0qVLtW/fPjU0NHi9t337dkOpAJyPaPrhq3CnX4AI1Ccpc3NzbfVLzA71ftnl1IHGTrVKn29SnE6n11piYqIOHz5sKBEAwJRA/dsUwBezwz4GAHypoKBAERERys3NVUREhOk4AAALo+kHwK+am5vlcDgUGhrqWWtpaVF7e7vCwsIMJut8dqpVkgYOHKi1a9dqwoQJnrXf//73GjBggMFUAAAAAACc3/bt26fS0tKA/K4AAOBfQaYDAF/GbtNn7VDv5MmTtXfvXq+1N998U1OmTDGUyHfsVKsk/dd//ZceffRRXXfddZo6daquu+46LVu2TP/v//0/09EAAADgQ3bYxwCAL8XFxam+vt50DAAWwN9d+Cqc9AsQgfofu93ugrFDvW+99ZYSEhK81hISEgJyFKadapWkAQMG6I9//KNeeeUVHTp0SJmZmRo1apS6detmOhoAwM8C9W9TAF/MDvsYAOhsp9/Vd8011+j222/XhAkTFB0d7fW59PR0f0cDcB4bOXKk6Qg4z9H0CxArVqwwHaFTVVRUaOPGjXK73YqJiVFWVpZcLpfpWD5jp3rDwsLU2NioqKgoz1pjY6PXCMxAYada29ralJKSosrKSmVmZpqOAwAwjAYAYA922scAQGd76KGHOqyVlJR4/exwOGj6ATZy8uRJBQV1HM546NAhXXTRRZICrw+Azsd4T4tqaWnRrbfe6vk5kDr8q1ev1rRp0xQcHKyRI0cqJCRE06dP1+rVq01H8wm71ZuamqqHH35Yzc3Nkj6/927BggVKTk42nKzz2anW4OBg9e/fX5988onpKAAAH2ltbdWSJUs0ceJEzZ8/v8MIKh76AOzFbvsYAOhsO3bs8PyzevVq/eEPf/BaW79+Pb9TAZtwu93KycnRsGHDlJmZqV27dnm9f+211xpKBitytDN7x5Kam5t1xRVXqLq62nSUTpeWlqbFixd7jUV84403lJ+fr5dfftlcMB+xW7319fWaNm2aamtrFRMTI7fbrUsuuUQlJSXq1auX6Xidyk61StKqVau0ZcsW5ebmqk+fPnI4HJ734uPjDSYDAHSGhQsXqry8XNnZ2dq9e7f27NmjJ598UnFxcZKkxMRETvgBNmK3fQwA+NJNN92kBx980GvvXF1draKiIq1bt85gMgD+8NOf/lRdu3bVpEmTVF5erl/+8pcqLCxURkaGJPZa+HoY73kemzFjxlnfO3nypB+T+FdDQ4OGDh3qtTZkyBA1NjYaSuRbdqu3Z8+eevbZZ7V3717V1dUpNjZWw4YN82oQBQo71SpJDz74oCRp+vTpXusOhyMgH1AAALt54YUXtG7dOsXExGjixIn6/e9/r5/85Cf6zW9+o/j4+ID9/xuAL2a3fQwA+NI777zT4WHZ+Ph4HThwwFAiAP5UUVGh7du3q0uXLho8eLBGjBihqVOnqrW1VdnZ2ey18LXQ9DuP/eUvf9EPf/hDXXDBBR3ea2lpCdinJ3NycvTYY49pxowZCg4OVltbm0pKSpSTk2M6mk/YrV7p8ybQ8OHD1dLSouHDh5uO41N2qnX//v2mIwAAfOjTTz9Vz549PT/ffPPN6tKli2677TbulQBsyI77GADwle7du6u+vt7rb636+npFRkYaTAXAX1paWnT6QMYhQ4bot7/9rW677Ta1tLQYTAYrYrzneezGG2/U9OnTv/DC3qamJl1xxRUB+SV7dna2ampqFBkZqd69e+vw4cNqbGzUoEGDvD63YcMGQwk7l93qPZ3T6dSePXtMx/ALO9Ta3Nwsh8Oh0NBQz9qpP1rCwsIMJgMAdIasrCw9/PDDHU72bNq0SQ899JAaGhr0v//7v4bSAfA3O+9jAKCzPfDAA/rHP/6h+fPne64HKSws1EUXXaSioiLT8QD42I9+9CPl5uZq1KhRXutvvfWWbrvtNh09elR/+9vfDKWD1XDS7zx2ww036Gw92ZCQkC8d/2llkyZNMh3Br+xWLwLX5MmTNXv2bDmdTs/am2++qWXLlunpp582mAwA0Bmys7NVWlraoemXlZWloKAgLVmyxFAyACawjwGAzjNnzhzNnTtXo0aNUnh4uJqbm5Wenq6CggLT0QD4QW5urj799NMO64MHD9ZTTz2lJ554wkAqWBUn/XBeaW1t1aJFi5Sfn6/w8HDTcXzObvWeyU6X0Nqh1qSkJJWWliooKMiz1tbWptTUVJWXlxtMBgAAgM5k930MAPjKkSNHVFdXp9jYWEVHR5uOAwCwoKCv/ghMmzp16heu5+Xl+TmJ74WEhGj9+vVe4wEDmd3qPVOgN8FOZ4daw8LC1NjY6LXW2Nho23+/ASBQnX6i+3RJSUl+TgLAFLvvYwDAV6KjozV8+HAafoAN1dXVqby8XCdPnpQkbd68WcXFxbb4ThGdi/GeFlBRUfGF64F6P9jYsWO1adMmZWdnm47iF3arV/r83+mNGzfK7XYrJiZGWVlZcrlcpmP5hJ1qTU1N1cMPP6yioiKFhYWpublZCxYsUHJysuloAIBO9EWDQtra2gwkAWCSHfcxAAAAvrBt2zbdeeedOnnypJxOp66++mqVlpaqtbVVJSUlWrp0qcaMGWM6JiyC8Z7nsVN3YD3yyCMdZni///77eu211/T888+biOZTeXl52rlzp+Li4tSnTx+vUYHFxcUGk/mG3epdvXq1Fi1apMzMTPXt21cHDx7Uli1bNHv2bI0fP950vE5lp1olqb6+XtOmTVNtba3n4vFLLrlEJSUl6tWrl+l4AIBv6dR90n/+8581evRor/c+/PBDde3aVc8884yBZABMsNs+BgAAwFfGjRun+++/Xw6HQzk5Ofr1r3+tUaNGSZLWr1+vdevWad26dYZTwio46Xcee+mllyR9fl/CqdeSFBQUpJ49e2rBggWmovnU0KFDNXToUNMx/MZu9f7mN7/Rb3/7WyUkJHjWsrOzlZ+fH3CNMDvVKkk9e/bUs88+q71793ruIBg2bJgcDofpaACAThAfHy/p86bfqdeS5HA4dNVVV+kHP/iBqWgADLDbPgYAAMBXPvjgAyUmJkr6fIz69773Pc97mZmZWrhwoalosCCafuexU09KL1y4UHfffbfhNP5z6ilyu7BbvQ0NDR2+HBgyZEiHu+ACgZ1qPcXhcGj48OFqaWnR8OHDTccBAHSiU3+zxMfHM1oGgO32MQAAAL5y+sSESy+9VCEh3m2b1tZWf0eChTHe02KWL1+uqVOnmo7R6WpqahQXFydJ2r9//1k/d/pT5VZmt3pPt2TJEgUFBWnGjBkKDg5WW1ubHn/8cbW2tmr27Nmm43UqO9V6JqfTGbD3jgIA/mXq1Klavny56RgA/MTO+xgAAABfycnJ0cKFC9W/f/8O773++uu6//77tWnTJgPJYEU0/SwmUL9IT0xMVFVVlaSzbxAdDoeqq6v9Gctn7Fbv6bKzs1VTU6PIyEj17t1bhw8fVmNjowYNGuT1uQ0bNhhK2HnsVOuZAvV3FQDAG7/vAXux8z4GAADAV9xut7p166aIiIgO7+3evVuNjY2eO/6Ar8J4T4sJ1B7tqY2j9OVPjAYKu9V7ukmTJpmO4Dd2qvVMgfq7CgDgjd/3gL3YeR8DAADgKzExMWd9z+Vy+TEJAgFNP4sZOXKk6QjAN9ba2qq3335b+fn5Cg8PNx3Hp+xU6xc5/QshAEDgysvLMx0BAAAAAAIOU1XwTTHe0wLa29vlcDhMx/Abt9utpUuXat++fWpoaPB6b/v27YZS+Y7d6k1OTtauXbu8LqgNVHaq9ZSKigpt3LhRbrdbMTExysrK4okkAACAAGS3fQwAAIA/nT5WHfg6OOlnAUlJSUpKSlJKSopSU1M1cOBA05F8qqCgQBEREcrNzf3COcaBxm71jh07Vps2bVJ2drbpKD5np1olafXq1Vq0aJEyMzM1cuRIHTx4UNOnT9fs2bM1fvx40/EAAJ3k5MmT+s1vfqP169d7HvK44YYbNHnyZAUHB5uOB8BP7LaPAQAAAKyAk34W8NZbb6msrEylpaWqqKhQaGiokpKSlJqaqptvvtl0vE7ndDpVWlqqsLAw01H8wm715uXlaefOnYqLi1OfPn28TsEVFxcbTNb57FSrJKWlpWnx4sVKSEjwrL3xxhvKz8/Xyy+/bC4YAKBTLVmyRNu3b1deXp4uvvhiffDBByopKVFaWppmz55tOh4AP7HbPgYAAMCfKioquOoL3wgn/Sxg8ODBGjx4sG699VYdP35cK1eu1MqVK/Xiiy8GZNMvLi5O9fX16tu3r+kofmG3eocOHaqhQ4eajuEXdqpVkhoaGjrUO2TIEDU2NhpKBADwhc2bN2vVqlXq06ePJOmKK65QYmKiJkyYQNMPsBG77WMAAAB87eDBg+ratau6deumYcOG6amnnlJwcLBuueUWhYTQysG54aSfBezcuVNlZWUqKytTXV2dnE6nUlJSlJKSogEDBpiO1ylOv/OhtrZWmzdv1oQJExQdHe31ufT0dH9H8wm71Qt7WLJkiYKCgjRjxgwFBwerra1Njz/+uFpbW/kSGAACSGpqql5++WV16dLFs/bZZ5/pP/7jP1RaWmowGQBfYx8DAADgOzfeeKMeeughxcfH6+GHH9auXbsUEhIip9Op++67z3Q8WARNPwuIj49X//79dccddygzM1MOh8N0pE6Xlpb2lZ9xOBwBcyG83eqtqalRXFycJGn//v1n/Vx8fLy/IvmMnWo9U3Z2tmpqahQZGanevXvr8OHDamxs1KBBg7w+t2HDBkMJAQCdIT8/X6Ghobrnnnt04YUX6uOPP9bChQv12Wef6Ze//KXpeAB8yG77GAAAAH9yuVwqLy+Xw+HQlVdeqXXr1ikyMlKZmZnauXOn6XiwCJp+FrBjxw7PnX5Hjx6Vy+XynPS7+OKLTcfrdIcOHVJ4eLh69OjhWTt27JiampoUExNjMJlv2KHexMREVVVVSTp7s8vhcKi6utqfsXzCTrWe6VybeePGjfNxEgCALx05ckRz5sxRWVmZunTpoqamJiUnJ2vRokUdTvsACFx22McAAAD4U1JSknbu3Kl33nlH+fn5evHFF9Xe3i6n0+n5vhH4KjT9LObjjz/WqlWrtHLlSjU0NARk4+Cmm27Sgw8+6NUwqa6uVlFRkdatW2cwmW/YrV4EptbWVi1atEj5+fkKDw83HQcA4Adut1tut1sxMTF8wQ/YEPsYAACAzjVjxgy1tbXp2LFjGjlypH72s5/p3Xff1ZQpU7Rt2zbT8WAR3P5oAbW1tZ47/crLy9Xc3CyXy6Xk5GTT0XzinXfe6XBCKj4+XgcOHDCUyLfsVi8CU0hIiNavX68777zTdBQAgB+cPHlSdXV1crvdamtrU69evRQUFGQ6FgA/Yh8DAADQuR566CE98cQTCgkJ0eTJkyVJ7777riZOnGg4GayEpp8F3HjjjXK5XEpKStLkyZM1ZMiQgP5SpXv37qqvr1fPnj09a/X19YqMjDSYynfsVq/b7dbSpUu1b98+NTQ0eL0XaHd/2KlWSRo7dqw2bdqk7Oxs01EAAD504MABTZ8+XUeOHFGvXr300UcfKTo6Wo899pgGDhxoOh4AP7HbPgYAAMDXunfvrtmzZ3utjR492kwYWBbjPS2gra1NwcHBpmP4zQMPPKB//OMfmj9/vmJiYuR2u1VYWKiLLrpIRUVFpuN1OrvVO3HiREVERCgzM1MRERFe740ZM8ZQKt+wU62SlJeXp507dyouLk59+vTxejihuLjYYDIAQGfKyclRcnKyZs6cqZCQELW2tqq4uFilpaVau3at6XgA/MRu+xgAAAB/cjqd2rNnj+kYsCCafhZRVVWlDRs2eO5NGTdunBITE03H8okTJ05o7ty52rZtm8LDw9Xc3Kz09HQtWLBAUVFRpuN1OrvV63Q6VVpaqrCwMNNRfM5OtUpf3tibMWOGH5MAAHzJ6XSqvLxcISH/GhrS0tKipKQkLpcHbMRu+xgAAAB/SkxMZH+Fb4TxnhawdetW3XvvvcrMzNSIESNUV1enKVOmaN68ecrIyDAdr9NFRUWpuLhYR44cUV1dnWJjYxUdHW06ls/Yrd64uDjV19erb9++pqP4nJ1qlWjsAYBdXH755frb3/6m4cOHe9aqq6s1dOhQg6kA+Jvd9jEAAACAFXDSzwIyMjJUWFgol8vlWauoqFBhYaG2bt1qMBlwbk6/v662tlabN2/WhAkTOnwpkJ6e7u9onc5OtUpSTU2N4uLiJEn79+8/6+fi4+P9FQkA4ANPP/205/WhQ4f0hz/8Qdddd5369u2rDz/8UM8//7xuvPFG3XnnnQZTAgAAAEBgqKio0MiRI03HgAXR9LMAl8ul0tJSr3v92tralJKSot27dxtMBpybtLS0r/yMw+HwaphZlZ1qlbxHDZytsedwOFRdXe3PWACATjZx4sSv/IzD4fBqDgIAAAAAvr5PPvlEDQ0NXmt2mSSGb4+mnwXccsstysjI0IQJEzxra9as0caNG7V27VqDyYCv79ChQwoPD1ePHj08a8eOHVNTU5NiYmIMJut8dqoVAGAPJ0+e1IEDB/Rv//ZvCg0NNR0HAAAAAAJGeXm55s6dq4MHD3rW2tvbeaAeXwtNPwvYu3evcnNzFR0drdjYWNXV1enIkSNasWKFhg0bZjoe8LXcdNNNevDBB71OhVVXV6uoqEjr1q0zmKzz2alWAIB9JCQkqKqqSg6Hw3QUAAAAAAgYY8eOVVZWlm644QZFRkZ6vfed73zHUCpYTYjpAPhqAwYM0B//+Ee98sorOnTokDIzMzVq1Ch169bNdDTga3vnnXc6jIGMj4/XgQMHDCXyHTvVKklut1tLly7Vvn37OowgCJRxpgAAafDgwXr//ffVv39/01EAAAAAIGC43W7l5eXxgCW+FZp+57lTd/dVVlYqMzPTdBzgW+vevbvq6+vVs2dPz1p9fX2Hp1cCgZ1qlaSCggJFREQoNzdXERERpuMAAHwkPT1deXl5Gj9+vPr06eO1IU1PTzeYDAAAAACsa/To0aqsrNTIkSNNR4GF0fQ7zwUHB6t///765JNPvBoHgFWNHj1a99xzj+bPn6+YmBi53W4VFhYqLS3NdLROZ6daJWnfvn0qLS1VWFiY6SgAAB86daf0k08+6bXucDho+gEAAADA1/Dzn//c87pr167Ky8vTqFGjOvQC7rnnHn9Hg0XR9LOAnJwczZw5U7m5uR2epj5zdCBwvpszZ47mzp2rUaNGKTw8XM3NzUpPT1dBQYHpaJ3OTrVKUlxcnOrr69W3b1/TUQAAPrRjxw7TEQAAAAAgIBw/ftzr52uuueYL14Fz5Whvb283HQJf7myNPYfDoerqaj+nATrHkSNHVFdXp9jYWEVHR5uO41OBXOvpd/XV1tZq8+bNmjBhQoc6OfkBAAAAAAAAAL5F0w8A8I2dy6hSh8Ph1RwEAFhbWlraWS+W5/c9AAAAAHx7RUVFKioqMh0DFkTTzwKam5vlcDgUGhrqWWtpaVF7ezt3ZwE4bxw6dEjh4eHq0aOHZ+3YsWNqampSTEyMwWQAgM60bds2r58PHz6sNWvWKDs7W5MnTzaUCgAAAAACh9Pp1J49e0zHgAUFmQ6ArzZ58mTt3bvXa+3NN9/UlClTDCUCgI5mzpwpt9vttXbw4EHNmjXLUCIAgC+MGTPG65/x48fr8ccf10svvWQ6GgAAAAAEBM5q4Zui6WcBb731lhISErzWEhIStH//fjOBAOALvPPOOx3uII2Pj9eBAwcMJQIA+EtMTIxqampMxwAAAACAgJCVlWU6AiwqxHQAfLWwsDA1NjYqKirKs9bY2Og17hMATOvevbvq6+vVs2dPz1p9fb0iIyMNpgIAdLYz7+375z//qS1btnR48AMAAAAA8M3MmzdP9fX1io6OPuud6sAXoelnAampqXr44YdVVFSksLAwNTc3a8GCBUpOTjYdDQA8Ro8erXvuuUfz589XTEyM3G63CgsLlZaWZjoaAKATPfTQQ14/d+3aVUOGDNH9999vKBEAAAAABJ7MzExt3LhRvXv3Nh0FFuJoZzjsea++vl7Tpk1TbW2t54v0Sy65RCUlJerVq5fpeAAgSTpx4oTmzp2rbdu2KTw8XM3NzUpPT9eCBQu8TioDAAAAAAAA+Ny4ceO+cP3tt9/WpZdeqpCQEG3YsMHPqWBVNP0sor29XXv37lVdXZ1iY2M1bNgwjvUCOC8dOXLE87sqOjradBwAQCfLzMzU5s2bO6xff/312rhxo4FEAAAAAGBdSUlJuvzyy3X99dfrVLumvb1d8+fP16xZs9S9e/ezNgaBM9H0s5jKykqNGDHCdAwAAADYVGJioqqqqjqsJyUlqby83EAiAAAAALCuI0eO6IEHHtDx48c1b948ffe735UkpaSkaOPGjYqJiTGcEFbCnX4Wk5ubqz179piOAQAAAJv5+c9/LklqbW31vD7lH//4h/r162ciFgAAAABYWnR0tJYtW6Zt27Zp8uTJuvHGGzVlyhTTsWBRQaYDAAAAADj/HT9+XMePH1d7e7vn9fHjx/Xpp59q4MCBWrZsmemIAAAAAGBZY8aM0fr16/Xhhx9q3LhxampqMh0JFsR4T4s52zglAAAAwB+eeeYZTZw40XQMAAAAAAhYFRUVKi0t1U9+8hN17drVdBxYCE0/AAAAAN9IUVGRioqKTMcAAAAAAMt7/vnnNWbMGIWFhZmOAguj6WcRFRUV2rhxo9xut2JiYpSVlSWXy2U6FgAAAGzM6XRy3zQAAAAAdILrrrtOhw8f1ve//31lZ2dr5MiRpiPBgrjTzwJWr16tadOmKTg4WCNHjlRISIimT5+u1atXm44GAAAAG+P5QQAAAADoHFu3btUTTzyhiIgIzZo1S+np6Vq2bJnee+8909FgIZz0s4C0tDQtXrxYCQkJnrU33nhD+fn5evnll80FAwAAgK0VFhZq3rx5pmMAAAAAQEBpa2vTX//6Vz311FMqKytTdXW16UiwCE76WUBDQ4OGDh3qtTZkyBA1NjYaSgQAAAC7qq2t9bw+veH32muvmYgDAAAAAAGlublZL730ktauXavKykqu+cLXQtPPAnJycvTYY4+pra1N0udd/pKSEuXk5BhOBgAAALuZOnWqPvroI6+1Xbt26Wc/+5mhRAAAAABgfRUVFbr//vv1ve99T8uWLVNCQoL+9Kc/6emnnzYdDRbCeE8LyM7OVk1NjSIjI9W7d28dPnxYjY2NGjRokNfnNmzYYCghAAAA7GLNmjVas2aNVq9eraioKJWXl+unP/2pFi9erNTUVNPxAAAAAMCSUlJSlJGRoaysLA0fPtx0HFgUTT8LONdm3rhx43ycBAAAAJB++ctfqry8XNOnT9ecOXP0yCOP6MorrzQdCwAAAAAsq7W1VSEhIZKkyspKjRgxwnAiWBFNv/Nca2urFi1apPz8fIWHh5uOAwAAAEiS7r//fm3cuFHFxcW66qqrTMcBAAAAgIDhdDq1Z88e0zFgQTT9LCA5OVm7du1SUBBXMAIAAMD/srOz5XA4vNZaW1t16NAh9evXz7PGuHkAAAAA+PZo+uGbCjEdAF9t7Nix2rRpk7Kzs01HAQAAgA1NmjTJdAQAAAAAsA3OauGb4qSfBeTl5Wnnzp2Ki4tTnz59vE78FRcXG0wGAAAAAAAAAACA8wEn/Sxg6NChGjp0qOkYAAAAgJ577rmzvsdkCgAAAAD45ioqKrRx40a53W7FxMQoKytLLpfLdCxYCCf9AAAAAJyzMxt79fX1OnbsmOLi4rjTDwAAAAC+odWrV2vRokXKzMxU3759dfDgQW3ZskWzZ8/W+PHjTceDRdD0O0/V1NQoLi5OkrR///6zfi4+Pt5fkQAAAIAvtGLFCrW2tur22283HQUAAAAALCktLU2LFy9WQkKCZ+2NN95Qfn6+Xn75ZXPBYCk0/c5TiYmJqqqqknT2xp7D4VB1dbU/YwEAAAAdtLW16aqrrtJrr71mOgoAAAAAWFJycrJeffVVhYT861a2lpYWXXnllSorKzOYDFbCnX7nqVMNP+nLT/oBAAAApr3++utyOBymYwAAAACAZeXk5Oixxx7TjBkzFBwcrLa2NpWUlCgnJ8d0NFgIJ/0AAAAAnLPs7GyvBt9nn32mDz74QAUFBfrxj39sLhgAAAAAWFh2drZqamoUGRmp3r176/Dhw2psbNSgQYO8Psdd6vgynPSzALfbraVLl2rfvn1qaGjwem/79u2GUgEAAMCOJk2a5PVzZGSkLrvsMn33u981lAgAAAAArO/MvRbwTdD0s4CCggJFREQoNzdXERERpuMAAADAxsaNG2c6AgAAAAAElNbWVr399tvKz89XeHi46TiwMMZ7WoDT6VRpaanCwsJMRwEAAABUV1enqqoqHT16VKdvJ2699VaDqQAAAADAupKTk7Vr1y4FBQWZjgIL46SfBcTFxam+vl59+/Y1HQUAAAA29+KLL+quu+7SpZdeqr///e8aOHCgampq5HQ6afoBAAAAwDc0duxYbdq0SdnZ2aajwMI46XeeOv2uvtraWm3evFkTJkxQdHS01+fS09P9HQ0AAAA2lpGRoenTp+vaa6+Vy+XS7t279eyzz+rAgQO6++67TccDAAAAAEvKy8vTzp07FRcXpz59+nid+CsuLjaYDFZC0+88lZaW9pWfcTgcXs1BAAAAwNecTqcqKyvlcDg8Tb/W1laNGjVKr776qul4AAAAAGBJX9bYmzFjhh+TwMoY73me2rFjh+f1oUOHFB4erh49enjWjh07pqamJhPRAAAAYGMXXHCBjh07ph49eigmJkbV1dW64IIL+NsUAAAAAL4FGnvoDNwIaQEzZ86U2+32Wjt48KBmzZplKBEAAADsauzYsZ4Tff/5n/+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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"first gen\")\n", "first_gen_slice_df = user_intersting_clips_3p5[\n", " (user_intersting_clips_3p5[\"continued_parent\"].isna())\n", " & (user_intersting_clips_3p5[\"task\"] == \"\")\n", "].copy()\n", "if first_gen_slice_df.shape[0] > 0:\n", " get_preference_counts(\n", " first_gen_slice_df,\n", " title_name=\"first generation\",\n", " )" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:02.574659Z", "start_time": "2024-05-26T00:25:02.334214Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:29:31.171299Z", "iopub.status.busy": "2025-11-23T23:29:31.171129Z", "iopub.status.idle": "2025-11-23T23:29:37.576697Z", "shell.execute_reply": "2025-11-23T23:29:37.576161Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "is continue\n", "len pos models: 2947\n", "differing counts: 1412\n", "chirp-auk-engine-b_win_over_chirp-auk-engine-b, win ratio 1.000, (1.000, 1.000), counts 12, total 12.\n", "chirp-auk-t1_win_over_chirp-auk-t1, win ratio 1.000, (1.000, 1.000), counts 30, total 30.\n", "chirp-auk-turbo-engine-b_mask_control_slider_win_over_chirp-auk-turbo-engine-b, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-auk-turbo-engine-b_onebox_lyrics_gpt51_s8_win_over_chirp-auk-turbo-engine-b_onebox_lyrics, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-auk-turbo-engine-b_win_over_chirp-auk-turbo-engine-b, win ratio 1.000, (1.000, 1.000), counts 16, total 16.\n", "chirp-auk-turbo-t2_step_1_win_over_chirp-auk-turbo-t2, win ratio 0.560, (0.458, 0.662), counts 51, total 91.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2, win ratio 1.000, (1.000, 1.000), counts 368, total 368.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2_mask_control_slider, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2_step_1, win ratio 0.440, (0.338, 0.542), counts 40, total 91.\n", "chirp-bluejay-engine-b_win_over_chirp-bluejay-engine-b, win ratio 1.000, (1.000, 1.000), counts 16, total 16.\n", "chirp-bluejay-t2_win_over_chirp-bluejay-t2, win ratio 1.000, (1.000, 1.000), counts 126, total 126.\n", "chirp-crow-engine-b_mask_control_slider_win_over_chirp-crow-engine-b, win ratio 0.429, (0.062, 0.795), counts 3, total 7.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b, win ratio 1.000, (1.000, 1.000), counts 103, total 103.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b_mask_control_slider, win ratio 0.571, (0.205, 0.938), counts 4, total 7.\n", "chirp-crow-t1-c1_win_over_chirp-crow-t1, win ratio 0.464, (0.334, 0.595), counts 26, total 56.\n", "chirp-crow-t1-c2_win_over_chirp-crow-t1, win ratio 0.625, (0.506, 0.744), counts 40, total 64.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d175, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d70, win ratio 0.530, (0.464, 0.597), counts 114, total 215.\n", "chirp-crow-t1-d70_win_over_chirp-crow-t1-d175, win ratio 0.470, (0.403, 0.536), counts 101, total 215.\n", "chirp-crow-t1_cfg_steps_10_win_over_chirp-crow-t1, win ratio 0.516, (0.450, 0.583), counts 112, total 217.\n", "chirp-crow-t1_cfg_steps_30_win_over_chirp-crow-t1, win ratio 0.439, (0.365, 0.513), counts 76, total 173.\n", "chirp-crow-t1_cfg_steps_30_win_over_chirp-crow-t1_cfg_steps_30, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-crow-t1_cfg_steps_480_win_over_chirp-crow-t1, win ratio 0.579, (0.451, 0.707), counts 33, total 57.\n", "chirp-crow-t1_mask_control_slider_win_over_chirp-crow-t1, win ratio 0.712, (0.624, 0.799), counts 74, total 104.\n", "chirp-crow-t1_text_cfg_12_win_over_chirp-crow-t1, win ratio 0.507, (0.439, 0.576), counts 104, total 205.\n", "chirp-crow-t1_text_cfg_15_win_over_chirp-crow-t1, win ratio 0.444, (0.377, 0.510), counts 95, total 214.\n", "chirp-crow-t1_text_cfg_15_win_over_chirp-crow-t1_text_cfg_15, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-crow-t1_win_over_chirp-crow-t1, win ratio 1.000, (1.000, 1.000), counts 830, total 830.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c1, win ratio 0.536, (0.405, 0.666), counts 30, total 56.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c2, win ratio 0.375, (0.256, 0.494), counts 24, total 64.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_10, win ratio 0.484, (0.417, 0.550), counts 105, total 217.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_30, win ratio 0.561, (0.487, 0.635), counts 97, total 173.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_480, win ratio 0.421, (0.293, 0.549), counts 24, total 57.\n", "chirp-crow-t1_win_over_chirp-crow-t1_mask_control_slider, win ratio 0.288, (0.201, 0.376), counts 30, total 104.\n", "chirp-crow-t1_win_over_chirp-crow-t1_text_cfg_12, win ratio 0.493, (0.424, 0.561), counts 101, total 205.\n", "chirp-crow-t1_win_over_chirp-crow-t1_text_cfg_15, win ratio 0.556, (0.490, 0.623), counts 119, total 214.\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, (1.000, 1.000), counts 11, total 11.\n", "chirp-v4-h-s-32_text_1_win_over_chirp-v4-h-s-32, win ratio 0.200, (-0.151, 0.551), counts 1, total 5.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32, win ratio 1.000, (1.000, 1.000), counts 19, total 19.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_text_1, win ratio 0.800, (0.449, 1.151), counts 4, total 5.\n", "tournament players: ['chirp-auk-turbo-engine-b', 'chirp-auk-turbo-engine-b_mask_control_slider', 'chirp-auk-turbo-engine-b_onebox_lyrics', 'chirp-auk-turbo-engine-b_onebox_lyrics_gpt51_s8', 'chirp-auk-turbo-t2', 'chirp-auk-turbo-t2_mask_control_slider', 'chirp-auk-turbo-t2_step_1', 'chirp-crow-engine-b', 'chirp-crow-engine-b_mask_control_slider', 'chirp-crow-t1', 'chirp-crow-t1-c1', 'chirp-crow-t1-c2', 'chirp-crow-t1-d175', 'chirp-crow-t1-d70', 'chirp-crow-t1_cfg_steps_10', 'chirp-crow-t1_cfg_steps_30', 'chirp-crow-t1_cfg_steps_480', 'chirp-crow-t1_mask_control_slider', 'chirp-crow-t1_text_cfg_12', 'chirp-crow-t1_text_cfg_15', 'chirp-v4-h-s-32', 'chirp-v4-h-s-32_text_1']\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-auk-turbo-engine-b: 985.3, (-2130, 1000)\n", "chirp-auk-turbo-engine-b_mask_control_slider: 1014.5, (1000, 4132)\n", "chirp-auk-turbo-engine-b_onebox_lyrics: 992.3, (-1299, 1000)\n", "chirp-auk-turbo-engine-b_onebox_lyrics_gpt51_s8: 1007.5, (1000, 3305)\n", "chirp-auk-turbo-t2: 987.8, (951, 2266)\n", "chirp-auk-turbo-t2_mask_control_slider: 991.9, (-1572, 1000)\n", "chirp-auk-turbo-t2_step_1: 1020.1, (993, 2298)\n", "chirp-crow-engine-b: 1005.9, (844, 3135)\n", "chirp-crow-engine-b_mask_control_slider: 993.9, (-1132, 1156)\n", "chirp-crow-t1: 981.8, (953, 999)\n", "chirp-crow-t1-c1: 975.8, (861, 1040)\n", "chirp-crow-t1-c2: 1041.2, (987, 1148)\n", "chirp-crow-t1-d175: 1009.5, (987, 1034)\n", "chirp-crow-t1-d70: 990.4, (966, 1013)\n", "chirp-crow-t1_cfg_steps_10: 994.2, (945, 1032)\n", "chirp-crow-t1_cfg_steps_30: 951.7, (881, 983)\n", "chirp-crow-t1_cfg_steps_480: 1020.8, (953, 1125)\n", "chirp-crow-t1_mask_control_slider: 1094.0, (1063, 1208)\n", "chirp-crow-t1_text_cfg_12: 989.2, (936, 1028)\n", "chirp-crow-t1_text_cfg_15: 952.4, (890, 986)\n", "chirp-v4-h-s-32: 1019.4, (940, 4886)\n", "chirp-v4-h-s-32_text_1: 980.5, (-2855, 1060)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Most common models in comparisons:\n", " chirp-crow-t1 (8 comparisons)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"is continue\")\n", "get_preference_counts(\n", " user_intersting_clips_3p5[(user_intersting_clips_3p5[\"task\"] == \"extend\")],\n", " \"is extend\",\n", ")" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:29:37.578277Z", "iopub.status.busy": "2025-11-23T23:29:37.578117Z", "iopub.status.idle": "2025-11-23T23:29:46.577002Z", "shell.execute_reply": "2025-11-23T23:29:46.576446Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "is cover\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "len pos models: 43721\n", "differing counts: 20161\n", "chirp-auk-engine-b_win_over_chirp-auk-engine-b, win ratio 1.000, (1.000, 1.000), counts 9, total 9.\n", "chirp-auk-t1_win_over_chirp-auk-t1, win ratio 1.000, (1.000, 1.000), counts 271, total 271.\n", "chirp-auk-turbo-engine-b_mask_control_slider_win_over_chirp-auk-turbo-engine-b, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-auk-turbo-engine-b_onebox_lyrics_gpt51_s8_win_over_chirp-auk-turbo-engine-b_onebox_lyrics, win ratio 0.750, (0.326, 1.174), counts 3, total 4.\n", "chirp-auk-turbo-engine-b_onebox_lyrics_win_over_chirp-auk-turbo-engine-b_onebox_lyrics_gpt51_s8, win ratio 0.250, (-0.174, 0.674), counts 1, total 4.\n", "chirp-auk-turbo-engine-b_win_over_chirp-auk-turbo-engine-b, win ratio 1.000, (1.000, 1.000), counts 257, total 257.\n", "chirp-auk-turbo-t2_mask_control_slider_win_over_chirp-auk-turbo-t2, win ratio 0.643, (0.498, 0.788), counts 27, total 42.\n", "chirp-auk-turbo-t2_step_1_win_over_chirp-auk-turbo-t2, win ratio 0.520, (0.494, 0.546), counts 730, total 1404.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2, win ratio 1.000, (1.000, 1.000), counts 5753, total 5753.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2_mask_control_slider, win ratio 0.357, (0.212, 0.502), counts 15, total 42.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2_step_1, win ratio 0.480, (0.454, 0.506), counts 674, total 1404.\n", "chirp-bluejay-engine-b_win_over_chirp-bluejay-engine-b, win ratio 1.000, (1.000, 1.000), counts 51, total 51.\n", "chirp-bluejay-t2_win_over_chirp-bluejay-t2, win ratio 1.000, (1.000, 1.000), counts 875, total 875.\n", "chirp-crow-engine-b_mask_control_slider_win_over_chirp-crow-engine-b, win ratio 0.603, (0.526, 0.679), counts 94, total 156.\n", "chirp-crow-engine-b_onebox_lyrics_gpt51_s8_win_over_chirp-crow-engine-b_onebox_lyrics, win ratio 0.471, (0.233, 0.708), counts 8, total 17.\n", "chirp-crow-engine-b_onebox_lyrics_win_over_chirp-crow-engine-b_onebox_lyrics_gpt51_s8, win ratio 0.529, (0.292, 0.767), counts 9, total 17.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b, win ratio 1.000, (1.000, 1.000), counts 1155, total 1155.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b_mask_control_slider, win ratio 0.397, (0.321, 0.474), counts 62, total 156.\n", "chirp-crow-t1-c1_win_over_chirp-crow-t1, win ratio 0.348, (0.317, 0.380), counts 308, total 884.\n", "chirp-crow-t1-c2_win_over_chirp-crow-t1, win ratio 0.445, (0.412, 0.477), counts 393, total 884.\n", "chirp-crow-t1-c2_win_over_chirp-crow-t1-c2, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d175, win ratio 1.000, (1.000, 1.000), counts 7, total 7.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d70, win ratio 0.500, (0.484, 0.516), counts 1834, total 3667.\n", "chirp-crow-t1-d70_win_over_chirp-crow-t1-d175, win ratio 0.500, (0.484, 0.516), counts 1833, total 3667.\n", "chirp-crow-t1-d70_win_over_chirp-crow-t1-d70, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-crow-t1_cfg_steps_10_win_over_chirp-crow-t1, win ratio 0.507, (0.487, 0.527), counts 1239, total 2443.\n", "chirp-crow-t1_cfg_steps_10_win_over_chirp-crow-t1_cfg_steps_10, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-crow-t1_cfg_steps_30_win_over_chirp-crow-t1, win ratio 0.515, (0.490, 0.540), counts 797, total 1548.\n", "chirp-crow-t1_cfg_steps_30_win_over_chirp-crow-t1_cfg_steps_30, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-crow-t1_cfg_steps_480_win_over_chirp-crow-t1, win ratio 0.506, (0.472, 0.541), counts 411, total 812.\n", "chirp-crow-t1_mask_control_slider_win_over_chirp-crow-t1, win ratio 0.647, (0.631, 0.663), counts 2215, total 3422.\n", "chirp-crow-t1_text_cfg_12_win_over_chirp-crow-t1, win ratio 0.495, (0.475, 0.515), counts 1185, total 2395.\n", "chirp-crow-t1_text_cfg_12_win_over_chirp-crow-t1_text_cfg_12, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-crow-t1_text_cfg_15_win_over_chirp-crow-t1, win ratio 0.502, (0.483, 0.522), counts 1246, total 2481.\n", "chirp-crow-t1_text_cfg_15_win_over_chirp-crow-t1_text_cfg_15, win ratio 1.000, (1.000, 1.000), counts 5, total 5.\n", "chirp-crow-t1_win_over_chirp-crow-t1, win ratio 1.000, (1.000, 1.000), counts 15059, total 15059.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c1, win ratio 0.652, (0.620, 0.683), counts 576, total 884.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c2, win ratio 0.555, (0.523, 0.588), counts 491, total 884.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_10, win ratio 0.493, (0.473, 0.513), counts 1204, total 2443.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_30, win ratio 0.485, (0.460, 0.510), counts 751, total 1548.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_480, win ratio 0.494, (0.459, 0.528), counts 401, total 812.\n", "chirp-crow-t1_win_over_chirp-crow-t1_mask_control_slider, win ratio 0.353, (0.337, 0.369), counts 1207, total 3422.\n", "chirp-crow-t1_win_over_chirp-crow-t1_text_cfg_12, win ratio 0.505, (0.485, 0.525), counts 1210, total 2395.\n", "chirp-crow-t1_win_over_chirp-crow-t1_text_cfg_15, win ratio 0.498, (0.478, 0.517), counts 1235, total 2481.\n", "chirp-v3p5-engine-b-tau_win_over_chirp-v3p5-engine-b-tau, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-v3p5-engine-t-6_win_over_chirp-v3p5-engine-t-6, win ratio 1.000, (1.000, 1.000), counts 39, total 39.\n", "chirp-v4-engine-b-tau_win_over_chirp-v4-engine-b-tau, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6, win ratio 1.000, (1.000, 1.000), counts 55, total 55.\n", "tournament players: ['chirp-auk-turbo-engine-b', 'chirp-auk-turbo-engine-b_mask_control_slider', 'chirp-auk-turbo-engine-b_onebox_lyrics', 'chirp-auk-turbo-engine-b_onebox_lyrics_gpt51_s8', 'chirp-auk-turbo-t2', 'chirp-auk-turbo-t2_mask_control_slider', 'chirp-auk-turbo-t2_step_1', 'chirp-crow-engine-b', 'chirp-crow-engine-b_mask_control_slider', 'chirp-crow-engine-b_onebox_lyrics', 'chirp-crow-engine-b_onebox_lyrics_gpt51_s8', 'chirp-crow-t1', 'chirp-crow-t1-c1', 'chirp-crow-t1-c2', 'chirp-crow-t1-d175', 'chirp-crow-t1-d70', 'chirp-crow-t1_cfg_steps_10', 'chirp-crow-t1_cfg_steps_30', 'chirp-crow-t1_cfg_steps_480', 'chirp-crow-t1_mask_control_slider', 'chirp-crow-t1_text_cfg_12', 'chirp-crow-t1_text_cfg_15']\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-auk-turbo-engine-b: 985.6, (-975, 1000)\n", "chirp-auk-turbo-engine-b_mask_control_slider: 1014.4, (1000, 2985)\n", "chirp-auk-turbo-engine-b_onebox_lyrics: 986.4, (-1253, 1805)\n", "chirp-auk-turbo-engine-b_onebox_lyrics_gpt51_s8: 1013.6, (203, 3265)\n", "chirp-auk-turbo-t2: 974.6, (917, 998)\n", "chirp-auk-turbo-t2_mask_control_slider: 1036.6, (991, 1153)\n", "chirp-auk-turbo-t2_step_1: 988.8, (929, 1015)\n", "chirp-crow-engine-b: 968.4, (934, 991)\n", "chirp-crow-engine-b_mask_control_slider: 1031.6, (1009, 1066)\n", "chirp-crow-engine-b_onebox_lyrics: 1004.7, (915, 1113)\n", "chirp-crow-engine-b_onebox_lyrics_gpt51_s8: 995.2, (888, 1086)\n", "chirp-crow-t1: 1002.2, (997, 1008)\n", "chirp-crow-t1-c1: 898.8, (871, 916)\n", "chirp-crow-t1-c2: 965.2, (943, 985)\n", "chirp-crow-t1-d175: 1000.0, (995, 1005)\n", "chirp-crow-t1-d70: 999.9, (995, 1005)\n", "chirp-crow-t1_cfg_steps_10: 1007.1, (994, 1022)\n", "chirp-crow-t1_cfg_steps_30: 1012.2, (998, 1030)\n", "chirp-crow-t1_cfg_steps_480: 1006.1, (986, 1030)\n", "chirp-crow-t1_mask_control_slider: 1106.2, (1096, 1122)\n", "chirp-crow-t1_text_cfg_12: 998.6, (985, 1013)\n", "chirp-crow-t1_text_cfg_15: 1003.7, (990, 1018)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Most common models in comparisons:\n", " chirp-crow-t1 (8 comparisons)\n", " chirp-auk-turbo-t2 (2 comparisons)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"is cover\")\n", "get_preference_counts(\n", " user_intersting_clips_3p5[(user_intersting_clips_3p5[\"task\"] == \"cover\")],\n", " \"is cover\",\n", ")" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:29:46.578665Z", "iopub.status.busy": "2025-11-23T23:29:46.578493Z", "iopub.status.idle": "2025-11-23T23:29:49.041386Z", "shell.execute_reply": "2025-11-23T23:29:49.040849Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "is infill\n", "len pos models: 1565\n", "differing counts: 948\n", "chirp-bluejay-engine-b_win_over_chirp-bluejay-engine-b, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-bluejay-t2_win_over_chirp-bluejay-t2, win ratio 1.000, (1.000, 1.000), counts 50, total 50.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b, win ratio 1.000, (1.000, 1.000), counts 57, total 57.\n", "chirp-crow-t1-c1_win_over_chirp-crow-t1, win ratio 0.340, (0.212, 0.467), counts 18, total 53.\n", "chirp-crow-t1-c2_win_over_chirp-crow-t1, win ratio 0.477, (0.330, 0.625), counts 21, total 44.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d70, win ratio 0.564, (0.480, 0.648), counts 75, total 133.\n", "chirp-crow-t1-d70_win_over_chirp-crow-t1-d175, win ratio 0.436, (0.352, 0.520), counts 58, total 133.\n", "chirp-crow-t1_cfg_steps_10_win_over_chirp-crow-t1, win ratio 0.505, (0.433, 0.578), counts 92, total 182.\n", "chirp-crow-t1_cfg_steps_10_win_over_chirp-crow-t1_cfg_steps_10, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-crow-t1_cfg_steps_30_win_over_chirp-crow-t1, win ratio 0.487, (0.398, 0.577), counts 58, total 119.\n", "chirp-crow-t1_cfg_steps_480_win_over_chirp-crow-t1, win ratio 0.500, (0.371, 0.629), counts 29, total 58.\n", "chirp-crow-t1_text_cfg_12_win_over_chirp-crow-t1, win ratio 0.484, (0.407, 0.562), counts 77, total 159.\n", "chirp-crow-t1_text_cfg_15_win_over_chirp-crow-t1, win ratio 0.470, (0.401, 0.539), counts 94, total 200.\n", "chirp-crow-t1_win_over_chirp-crow-t1, win ratio 1.000, (1.000, 1.000), counts 490, total 490.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c1, win ratio 0.660, (0.533, 0.788), counts 35, total 53.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c2, win ratio 0.523, (0.375, 0.670), counts 23, total 44.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_10, win ratio 0.495, (0.422, 0.567), counts 90, total 182.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_30, win ratio 0.513, (0.423, 0.602), counts 61, total 119.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_480, win ratio 0.500, (0.371, 0.629), counts 29, total 58.\n", "chirp-crow-t1_win_over_chirp-crow-t1_text_cfg_12, win ratio 0.516, (0.438, 0.593), counts 82, total 159.\n", "chirp-crow-t1_win_over_chirp-crow-t1_text_cfg_15, win ratio 0.530, (0.461, 0.599), counts 106, total 200.\n", "chirp-v3p5-engine-t-6_win_over_chirp-v3p5-engine-t-6, win ratio 1.000, (1.000, 1.000), counts 10, total 10.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6, win ratio 1.000, (1.000, 1.000), counts 6, total 6.\n", "tournament players: ['chirp-crow-t1', 'chirp-crow-t1-c1', 'chirp-crow-t1-c2', 'chirp-crow-t1-d175', 'chirp-crow-t1-d70', 'chirp-crow-t1_cfg_steps_10', 'chirp-crow-t1_cfg_steps_30', 'chirp-crow-t1_cfg_steps_480', 'chirp-crow-t1_text_cfg_12', 'chirp-crow-t1_text_cfg_15']\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-crow-t1: 1018.8, (998, 1048)\n", "chirp-crow-t1-c1: 931.1, (808, 992)\n", "chirp-crow-t1-c2: 1002.1, (916, 1106)\n", "chirp-crow-t1-d175: 1020.8, (993, 1053)\n", "chirp-crow-t1-d70: 979.3, (947, 1008)\n", "chirp-crow-t1_cfg_steps_10: 1020.4, (974, 1076)\n", "chirp-crow-t1_cfg_steps_30: 1008.6, (951, 1076)\n", "chirp-crow-t1_cfg_steps_480: 1014.0, (939, 1096)\n", "chirp-crow-t1_text_cfg_12: 1007.0, (959, 1065)\n", "chirp-crow-t1_text_cfg_15: 998.1, (951, 1044)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Most common models in comparisons:\n", " chirp-crow-t1 (6 comparisons)\n" ] }, { "data": { "image/png": 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fH2XKlEFiYiKePHkCf39/nD592uB569evh0ajQefOnQEAffv2TTMVXE574t9la2uLJk2a4Ny5czh48GCag+bx48ehVqthbW2Npk2bIjAwMNPtabVajB49WlzP09MT/fv3R8WKFfHixQvs3bsXp06dEg+KBw4cMEhE1Go1Pv/8c8TGxqJkyZLo27cvvLy8YGtrC41Gg9DQUAQGBuLkyZMGrzt//nwkJCRg2LBhePHiRZqLNAHkeIoj/bGmRIkS8PT0zNFz03Pu3DlMmzYNgiCgRIkSGDp0KBo2bAgzMzMEBgZizZo1ePnyJX788UdYWVllOu3fhQsXcOPGDbi6umLAgAGoUqUKXr58ic2bN4tnu9asWQNra2ts2bIFTZs2Rc+ePeHo6Ijnz59j7dq1+Oeff/DXX39h9+7d6Nu3b4avFRwcjCNHjqBy5coYOnQoVCoV4uLisHfvXhw6dAj//fcfFi1ahLZt2+L7779H/fr1MWDAAFStWhUvX77Eli1bcP78edy+fRurVq3C5MmT07xGUFAQRo8eDY1GA6VSif79+6Nly5YoXrw4goKCsHbtWoSGhmLbtm0oXrw4vvzyywzjNfbxuqB9hoCU3Ef/WQCADh06wMfHB7a2tvjvv/+wceNG7Nu3D/fu3cs0lvw+vq9YsUL8nLVo0QKdO3dG+fLlYWFhgaioKAQFBb3fNRpCDsXGxgoffvihoFKphKFDh6ZZ3rZtW0GlUgl79uwRy7y8vASVSiWcOXPGYN0LFy4IKpVKUKlUwurVq9Nsa/ny5eLy9LRo0UJc3rVrV+HNmzdp1jl48KC4zsaNG3O4tylCQkLEbUydOjXD9UaNGiWud+DAgQy3pVarM9zGs2fPhI8++khQqVTC5MmT011n6tSpgkqlElq0aJFl7L179xZUKpXg4+MjREVFpbvO+fPnBWdnZ0GlUgm7du3KcpvpGTBgQKbvVUb69u0rPu/p06cGy3788UdBpVIJ7u7uws2bN9N9fmhoqNC4cWNBpVIJX3zxRZrlWbUhfdwDBgzIMtZHjx5luvzSpUtiPe7evTvN8n79+gkqlUro2bOnoNFoMtzOy5cvs4wlMydPnhT32dfX12DZ4sWLBZVKJdSpU0d49epVhtsYO3asuI2TJ0+mWR4fHy/06NFDXCej+s1tnQnC2895ep+9y5cvG8SwcuXKNOvodDph6NChgkqlEj788MM0n4Pff/9dfP6dO3cyjDUhIUFISEhIU65/7vLlyzPd1+xI/V2j397Ro0cFlUoluLi4pPmO69Onj6BSqYTZs2cLgmBYH3v37k2z/a1bt4rLp0yZIuh0ujTr6D93KpVK+P777w2W/f333+Kyd7/PU9NoNOl+H2f2XubE8+fPxTj69OmTq20JgiCo1WqhSZMmgkqlEurXry/8+++/adZJ/V1Tr169dL9PU7fF8ePHC8nJyQbLk5OThV69egkqlUpwdXUV6tatK8ybNy/NduLj48W66ty5c7oxpz7+9e7dW4iPj0+zzvjx4wWVSiXUqlVL8PT0zDImT0/PdL+bunfvLm7nr7/+SrP81atXQocOHQSVSiU4OzsLd+/ezTReYx2vC+JnSBAEYeHChZnmPmq1WvzO0v8LCQlJs15eHN8zOwY2a9ZMbMuZyekxK8d3LipZsqR4SjwwMBBarVZc9u4V6nr6Xs93u2szG9+ZU/Pnz093fErnzp1Rrly5dF8/L7x+/RqBgYEYPXq0mPm7urpmeJqgYsWKmf7icHBwwLBhwwCkTCMjpDolklMBAQHir7KFCxdm+OuxadOm4pin3J7izanUY+5iYmLEx3Fxcdi2bRsAYOLEieIA8Xc5Ojpi7NixAIATJ04YnBbOa1WqVMl0eaNGjcTT2u/2jgEpPWtASvvIbLxNZuMQs0N/mt3BwQFeXl4Gy/SnktRqtXgV57vCw8PFtvzxxx+jdevWadYpXrw45s6dm2Usua2znKhdu3a6U6YoFAoMGTIEQEoP7Ls9Gvr3RX8jiIwUK1YMxYoVy1WM76NVq1awsrJCYmIiTpw4IZaHhISIp/qye4pQ/5mysbHBjBkz0p1FZPz48ahWrRoA4Pfffzc47ayvKyDzi0HNzMzydTq5ly9fio9tbW1zvb2TJ0+KvU9jxoxJd9iXo6MjpkyZAgBISEjI9LuyePHi+Pbbb9OcxTM1NUWvXr0ApHzH2djYpNs7WLx4cfj4+ABIGTud2VkQhUKBefPmpdtjrO+V1Wq1SEpKyjKmV69e4f79+wbLb9y4IV4R3rNnTzRp0iTN65QuXRrffvstgJQhL9u3b88wXsD4x+uC9BlSq9XYu3cvgJQxwelNb6dUKjFv3rxMcwVjHN/1n/es8rOcHrPe65aZ+i+cuLg4BAUFieX6cZx2dnYGBxx9EvpuQ9KP77SwsEDdunXfJxQAKRf1ODs7p7tMoVDgww8/BJDSyHJr//794oTRTk5O8PDwQJ8+fXD27FkolUp069YNv/76a7a7s2NjYxESEoJ79+7h7t27uHv3rvgFEhsbm6vbZOkP5FWrVs3ylpH69/TWrVtITk5+79fMqdQD7OPi4sTHV65cEb9sM7sQAHgbu0ajyffJ+1OLjo7Gf//9J75vd+/eFT/86U2Orx9bePbsWURHR+dLTK9evRLHK3Xq1CnNl2LNmjXFg2pGV3n6+fmJPygz+zJ2dnbO8HOXkZzWWU507tw5w+nYateuLT5+93tA/77ExMTg1KlTuYohP+gvDAMM3zP94ypVqmRrfHN4eLg4HKh9+/YZJoZmZmbi3VpiYmIMPlOpx8fqD55SSP1dkRd3IfL19QWQcrzI7C577dq1E2eH0D8nPY0aNcrwYJz6M9OmTZsMjxWp18vsOODk5JTh+OjU28huTO++VuoZWjKrGzc3NzGOzGZ1MebxWq8gfYZu374tdrJ07do1w+8sBwcHNG7cOMNYjHF813/ejx07ZjAeN7fe6zInNzc3bNiwAUBKMqnvjdInlql7O4G32fLt27eRmJiIYsWKQa1W48aNGwBSxvpldfVXZvS/LDKiH2eV+ssqP1SuXBmDBw/O8pd+WFgYNmzYgLNnz6YZEPyuly9folKlSu8Vz61btwCkXK2b3XuVazQaxMTE5EkvQnakfk9S15s+dgDp/sLOSERERN4EloGrV69iy5Yt8PX1Nbg717tS98jo+fj44MqVK3j8+DHatm2LNm3aoHHjxnB3d8+z21gePXpUvMCgS5cu6a7TpUsXBAUFITAwEE+ePBGnPNNLPa4oo57m1MuzShhzU2c5kdn3QOoD7rvfAy1btkSpUqXw+vVrjBs3TpxZwN3dHbVq1Xrvsed5ycfHB3v27IG/vz+ePXuG8uXLixdRZfQ+vyv1+5rVrAmpx+7eu3dPvGudm5sbKlWqhJCQEMyfPx+HDx9GmzZt4O7ujrp16+bqezwnUo+Zy4sDor5uKlasmOm4QnNzc9SqVQv+/v64e/duhutl1tOf+qrpzNbTJ7hA5seuvHit1Ou9e/GQvm6USmWWFwDXq1cPDx48wOPHj9Od9QaQ7nhdUD5DqdtNVh1udevWFTsS3mWM47uPjw9WrlyJwMBAtGrVCu3atUPDhg3h5uaWq/G375V4uru7Q6FQQBAEXL16VTyNpe/B1J9a1/vwww9RvHhxJCQk4J9//oG3tzdu3rwpzt2Y29PsWf3i1V9hlxe3SEs9KF6n0+HFixf466+/sGvXLty/fx+DBg3Czp07M/xwnT9/HhMnTsz2l2ViYuJ7x/q+vWp5+csmK6mTjdTJQVRU1HttLzf1lZV3p7PKaRw9evQQryB98+YN9u3bJ576+OCDD9CqVSv079//vX9oAG9Ps+t75NPTqVMnLFmyBFqtFgcOHMCECRMMlqce8lCmTJlMXy+rL5/c1llOZHYaPPVVtu9+D5QpUwarVq3CF198gfDwcPj5+cHPzw9Ayo+hhg0bonv37vl6hXZW3N3d4ejoiLCwMBw+fBgeHh54/PgxFApFtg+aqd/XrA48qa9+Tf1jQalUYvXq1ZgwYQIePHiAmzdviqdhixUrBnd3d/j4+KBDhw75mrCnbpepT/+/L/0+ZueAnLqHPCOZHZNS93Bltl7qNpt6SFtOXiv1NrIb07ufD33dWFtbZzklj77dCIKA169fp3sVtTGP16kVlM9Q6m1k9f2Z2VXoxji+jx07FuHh4di3bx+ioqKwbds2cahBzZo10bZtW/Tr1y/HV8u/V+JpbW2NmjVr4u7du2IvZ+or1N/t8VQqlahbty78/f0REBAAb29vgwnlC9PE8fo7F+k5OzujadOmaNmyJYYPH46YmBhMnjwZv//+e5ov3ujoaHHC4xIlSmDYsGFo0qQJPvjgA1haWoq/Dn19fcVkPjdjPPVfVs7Ozli8eHG2n2dvb//er5kTOp1OnPvR0tLSoPGm/qLdv39/tucgy6uew3f5+vqKCVSlSpUwdOhQuLm5oUKFCihevLgY37Jly7By5coMt/P555+jV69eOHz4MHx9fXH9+nUkJCTgyZMn2LhxI7Zu3Yqvv/4606tYM/Lw4UPxLMKdO3ey9Sv40KFDGD9+fL7cMSyv6swY3N3dcfLkSZw4cQLnz59HQEAAnj9/jtjYWJw8eRInT55EkyZNsGLFijw5tZtTCoUCnTt3xurVq3Hw4EE8ffoUQMqP/Pf5oZKb97tGjRo4fPgwzp49izNnziAgIACPHz9GYmIiLl68iIsXL2Ljxo1Yt25dvp05sbe3R5kyZfDy5UvcuXMHWq02TxLdgn7nPHp/BekzlBfbMMbxXalUYv78+Rg6dCiOHDmCy5cv49atW9BoNLh37x7u3buHjRs3YvHixeleC5CR954x3N3dHXfv3kV0dDQePHiA0NBQ6HQ6lChRQhyjkZqbm5uYeAJvx4MqlUqjTO6e3xo2bIhBgwZhw4YNuH37Nvbt24eePXsarHPixAm8fv0aQMp8no0aNUp3W5n9ks4JfQ9ifHy8UecezK7AwEDxYqD69esbHDhS92jY2NjkW0KZXbt37waQchpo9+7dGf5Szc575+joiNGjR4vTk9y8eRPHjx/Hrl27kJSUhDlz5qBevXrpfo4y8z53JAoJCcHVq1cNzjqkngJIPxF1RjL71Z2XdWYMFhYW6NKli9j7ERISgvPnz2PLli3477//cPHiRfz000/46quvJInPx8cHq1evxv3798Xxb/oLULIj9fuaVS9h6uXpjQs0NTVF69atxYON/szPtm3bxPl1Z86ciV9++SXb8eWUh4cH/vzzT8THx8Pf3x8NGzZ8723p9zE7vaf64Ty5nSqrsNDXzatXr9JMefcuff0pFIpsT8RuTAXhM5S6XqKiolC1atVsbeNdxjy+16hRQzzTm5SUhKtXr+Lw4cM4ePCgOP3jyZMnxQvDsvJeFxcBhqfHr169KvZgvptA6Ol7Qa9fvw61Wi1ejfXhhx8aXGBSmI0aNUocp/jLL7+kmYRYf7WgtbV1hkknYDi+MT3Z/ZWUepB2fo99fB+bNm0SH787WX7qsUTvTtIrBf175+Xllenpkazeu3cplUo0aNAAX3/9NX744QcAKb3cqa+8zA5BEMTxSk5OTvjxxx8z/ffDDz+Ic2bqT8/rpb4DRVb7k9ny/KozY6lUqRIGDBiAvXv3ij98jh8/Llk8VatWFceVJSUlwdzcHO3atcv282vWrCk+1veMZyT18tTPy0i5cuXQvXt37Nq1S7yQ69y5c/k69EV/8QZg+F3yPvT7GBoamumPKY1GI15QWxB/zOcHfd2k3veM6NtN5cqVjTbeNycKwmcodbvJ7P7xQObfjVId3y0sLNCoUSMsWLBAnOUhMTExw7Go6cmTxFN/BxIg7Wl2Pf0E8fHx8di3b594xXJux3cWJNbW1uLdd549e5bmgK6/miwpKSnD8SsJCQlZ9lzpP9DvJrbv0k9TIwgCNm/enGX8xnT06FExuSpbtqzBQQRIuQJTf0pz8+bNuRpykBl98pVVXerfu8yma/r3339x/fr1944ldY9NTi+08fPzE08d+fj4oGPHjpn+69Spk3jR1h9//CGOtwZSEkX9OKvM2qL+TlsZMUadGYOlpaV4EUB670t221Be8PHxgbm5OczNzdGmTZsc9SrZ29uLVx0fP348w4s3tFqteDvL0qVLG8wIkBWlUikOnUpOThbP8OjlZV01b95cvDr67NmzOerx1/eU6uk/e4IgZHq1/okTJ8RjV256WAuT1J0kmdVNYGCg+GMzs44VqUn9GapTp47Yc3rw4MEMj23h4eG4ePFihrEUhOO7t7e3+Dgnx6z3Tjzt7e3Fq2H9/PzEzDyjxNPS0lLM9H/99VexvDCN78yOIUOGiAnT2rVrDcYq6q8qTEhISLfnRKvV4ptvvjG4hVZ69IPbo6Ki0lyBmFqTJk3EX3fr16/PcN5GvTt37hjcmzw/qNVq/Prrr+IvJVNTU8ybNy/Nr+NSpUqJSXxgYCDmz5+f6WDzyMhI/P777zmOR1+XISEhmSa3lStXBpDS+/r48eM0y6Ojo8V9ysjBgwczncoi9ZdMxYoVM91WetvWa9u2bbaeo59e5M2bNwZzaDo4OKBZs2YAUg606U0xlJiYiBkzZmS6/byoM2P466+/Mv3MvXnzRuy9SO990behJ0+e5E+AqfTv31+8oOfdOzBl9/lASt1/99136a6zYsUKMYF4937T+vGcGVGr1WInRIkSJdL0dOdlXSkUCixZskT8vv3qq6+wbdu2TL8n9Ps9YcIEg89i69atxdOEq1evFseep/bs2TMsWrQIQMoFMu/+WJYrFxcXcXaL33//Pd1ppN68eYOZM2cCSLk46H3GqBuL1J8hc3Nzse0EBQUZ5EN6ycnJaW6B+q78Pr7r73yU2XHx0qVL4uOcHLPee4wnkNJb+eTJE4SHh6dszMws0/Gabm5uCAoKEsdWmJiYZJioFlY2Njbo2bMnNm/ejJCQEBw+fFgcQ9K+fXv8+OOPUKvVmD59OoKCgtC4cWNYWlri/v372LJlC27fvo0GDRpkenpZP2uATqfDrFmzMHDgQIMxkfoDPgD88MMP6NmzJ169eoXPP/8chw4dQocOHVClShWYmJgY3Pbqn3/+wdChQ8VfUu8r9XQROp0Or1+/Rnh4OP755x+cOHFCPC1gbm6OmTNniknOuyZOnIgrV67g+vXr2Lx5M/z9/dGrVy84OzujRIkSiImJwf379/H333/jwoULUKlUacbVZqVBgwbiFXsLFixAly5dxGlMzMzMxFtw+vj44OzZs4iPj8eAAQMwcuRI8VdsYGAgNm7ciMjISLi6umZ4y7UpU6bg+++/R5s2beDq6ooPPvgAFhYWiIyMxN9//40dO3YASDlg62/DmB0JCQli73Ht2rWz/QXQsmVLKJVKaDQaHDhwwOCmB9OnT8fly5eRkJCAiRMnom/fvmjdurV4y8xff/0V9+/fR926dTM8XZQXdWYMR48exZgxY9CoUSM0btwYKpUKpUuXRlxcHO7evYtt27aJ33F9+vRJ83xXV1eEhobizJkz2LlzJxo0aCD27FlaWhptarLs6NOnDw4fPozAwEDs27cPT58+Rb9+/VCxYkVERERg7969+PPPPwGkzLSgvzmDnq+vL1auXAl3d3c0a9YMTk5OsLGxQWJiIv777z/s3LlTnLOwR48eacYDurq6ws/PDzdv3sTatWvRtGlTMXEsVqxYji9srFmzJpYtW4ZJkyYhPj4e3377LXbu3In27dujbt26sLGxQUJCAp4+fYpLly7h1KlT6f5YNzc3x9y5czF69GjExsaib9++GDZsGBo2bAhTU1MEBgZi7dq14mwbU6ZMydfbLxc03333HXr27AmNRoMRI0Zg4MCBaNGihcEtM/XHdf1tO+Uqt58hAPjss89w/PhxPH/+HEuWLEFwcDA++eQTg1tm3rx5E3Xq1Mn0dHt+Ht9jY2MxZswYODo6om3btnBxcYGjoyNMTU0RERGBs2fPip099vb2aW5FmplcJ56pZ8KvVatWpld8urm5YevWreLfKpWqQA5Azq1hw4Zhx44d0Gg0WLt2Lbp06QITExM4ODhg9uzZ+Oabb5CUlIR169Zh3bp1Bs/t0KEDevXqJV7Vnh5vb2/Ur18f//zzD44cOYIjR44YLE/9a/2DDz7Azp07MWHCBNy9exdnz57N9N6q795T9n1klTQpFAo0bNgQ06ZNy/TKa3Nzc2zYsAHTp0/Hn3/+ieDgYPHuGOl5nzuldOjQAWvWrEFISAg2bdpkMFbM0dFR/IXYrl07dOvWDfv27cOLFy/S/NI1NTXF9OnTxTtZZSQyMhI7duwQk8x3WVlZ4ccff0T58uWzvQ8nT54UT/nkZLySlZUVGjVqhPPnz+PSpUuIjIwUZxaoXLkyfvnlF4wbNw7x8fHYsmULtmzZYvD8cePGQafT4ebNm+neYz2v6swYNBoNzp8/j/Pnz2e4Tp8+fTBo0KA05cOGDcOJEyegVqsxa9Ysg2Vdu3bFwoUL8zze92VqaorVq1djzJgxuHbtGi5fvozLly+nWa969epYt25dut8HOp0O/v7+8Pf3z/B1WrVqhf/9739pyvv164edO3fi1atX+OGHH8RxzUDKPa/fbWPZ0axZM+zYsQNz5szBtWvXxBsTZMTa2hrjxo1L833RvHlzLFiwADNnzkRcXByWL1+O5cuXG6xjamqKiRMnZnqfdjmqVasWVq9ejYkTJyI2NhYbNmwQ5/JOrX///um+73KSF58hKysr/Prrr/j0008RERGR7nG8W7du8PDwwPTp0zOMxRjH97CwMGzcuDHD5WXLlsXKlStztO1cJZ7vnibPqvfy3eVyO82u5+DggK5du2L37t148OABTpw4gfbt2wMAunfvjqpVq2L9+vW4du0a3rx5A2trazg7O6Nbt27o0KGDOIdgRkxMTLB+/Xr8+uuvOHv2LJ48eYKEhIQMu8SrVq2KAwcO4Pjx4/jzzz9x8+ZNREdHQ6vVwtraGlWrVoWbmxvatGmTo/Fc2WFhYQErKyvxdoR169ZFq1atsryVop6lpSV+/vlnBAQE4MCBAwgICMCLFy+QlJQES0tLVKpUCS4uLmjWrFmOJprXK1myJHbu3Ik1a9bg0qVLePr0aYbznC1YsADe3t7YvXs3goKCoNFoULZsWbi7u2PAgAFwcXHBzz//nOFrHTlyBOfOncPVq1cREhKCyMhIvHnzBiVLlkS1atXQpEkT9O3bN8dzor3PafbU658/fx7Jyck4cuSIwQ+exo0b4/Dhw1i7di0uXryIFy9eoHTp0qhTpw4GDBiAjz76CPPmzQNgONl1armtM2OYPn06GjVqhMuXL+POnTuIiIhAdHQ0TE1N4eDgAFdXV/To0SPD8ei1atXCrl27xM90ZGSkUcZ7vi9ra2ts27YNhw4dwpEjRxAUFISYmBiULFkSKpUK7dq1S3N6UG/o0KFwcnLC33//jaCgILx48ULsBbSzs4OLiwt8fHwy7P2wt7fH77//jjVr1uDKlSt4/vy5wfji9+Xs7IwdO3bA19cXp0+fFr8nYmJiUKxYMZQtWxZ16tRB8+bN0aZNm3R/KAEpPxQ8PDywadMmXLp0Cc+ePYNOp0O5cuXg7e2NAQMGZHuybrlp0qQJTp48iU2bNuH8+fMICQmBWq2GnZ0d3Nzc0KdPH1lds5GZ3HyG9GrWrIkjR45g3bp1OHXqFJ4+fSo+v1evXujUqVO2bnGZX8d3R0dH/P7777hw4QICAwMRFhaGqKgoxMfHw8rKCjVq1ECLFi3Qu3fvHHf6KIT8umqDiGRvyJAh8PX1hZubW5b3ZyYiInrvi4uIqGgLDw8X5+VNfXs4IiKijDDxJKJ0ZXb1cmJiIqZPny5edZmTSZiJiKjoytUYTyKSr2+++Qbx8fFo3749ateuDWtra8TFxeHWrVvYvn27mJj26NGjyI57IyKinGHiSUQZunXrVqbTebRp0ybL+TyJiIj0eHEREaXr9u3bOHnyJC5fvozw8HBER0dDEATY2tqiXr166Nq1a4ZzsBIREaWHiScRERERGQUvLiIiIiIio2DiSURERERGwcSTiIiIiIyCiScRERERGQUTTyIiIiIyCiaeRERERGQUTDyJiIiIyCiYeBIRERGRUTDxJCIiIiKjYOJJREREREbBxJOIiIiIjIKJJxEREREZBRNPIiIiIjIKJp5EREREZBRMPImIiIjIKJh4EhEREZFRMPEkIiIiIqNg4klERERERsHEk4iIiIiMgoknEcnKvn374OTkhNDQUKlDybaBAweiU6dOWa4XGhoKJycn7Nu3zwhRERHlPSaeRJRvtm3bBicnJ/Ts2VPqUPLM+fPn8fPPP0sdBmUgISEBP//8M/z8/NIse/HiBZYsWYKBAwfC1dUVTk5O6a5HRPmHiScR5ZvDhw/D0dERN27cwOPHj43ymp988glu3LgBR0fHfNn++fPnsWLFinzZdlb0dfnJJ59I8vqFQUJCAlasWAF/f/80yx49eoR169bhxYsXcHJykiA6ImLiSUT5IiQkBIGBgZg+fTpsbGxw+PBho7yuqakpLCwsoFAojPJ6xqRQKGBhYQFTU9NM14uPjzdSROlLSkqCTqeTNIb01K5dG35+fjhx4gSGDBkidThERRITTyLKF4cPH0bp0qXRrFkzfPzxxxkmni9fvsSXX36JBg0awN3dHVOnTkVwcHCasYzBwcGYNm0aWrVqhbp166Jx48aYPn06Xr58abC99MZ4tmzZEqNGjUJAQAB69OiBunXrolWrVjhw4IDBczUaDVasWIG2bduibt268PLyQt++fXHp0iUAwLRp07Bt2zYAgJOTk/gvK+fPn8eAAQPg6uqKBg0aoHv37unWx/379zFw4EDUq1cPH330EdatW2ewPL0xntOmTYOrqyuePHmCESNGwNXVFZMnTwbwduzorVu30KdPH7i4uKBly5bYsWNHljHrvX79GvPnz0fLli1Rp04dNG3aFFOmTEF0dDQAwM/PD05OTjh69Ch++uknfPTRR6hXrx5iY2MBAMePH0e3bt3g4uICLy8vTJ48GeHh4eL2T58+DScnJwQHB4tlJ06cgJOTE8aNG2cQS/v27TFp0qQMYw0NDUXDhg0BACtWrBDfH/3QCEtLS1hbW2d734ko75lJHQARydPhw4fRpk0bmJubo1OnTtixYwdu3LgBFxcXcR2dTocxY8bgxo0b6Nu3L6pVq4bTp09j6tSpabb3999/IyQkBN26dUPZsmVx79497N69G/fv38fu3buz7OF8/PgxJk6ciB49eqBr167Yu3cvpk2bhtq1a6NmzZoAUpKVNWvWoGfPnnBxcUFsbCxu3bqF27dvo3HjxujduzdevHiBS5cu4fvvv89WPezbtw9fffUVatasiVGjRsHKygpBQUH466+/0LlzZ3G9mJgYDB8+HG3atEH79u1x4sQJLFmyBCqVCs2aNcv0NZKTkzFs2DC4ublh6tSpKFasmMF2R44cifbt26Njx444fvw4Zs+eDaVSiR49emS63bi4OPTv3x8PHjxA9+7d8eGHH+Lly5c4c+YMwsPDYWNjI667cuVKKJVKDBs2DGq1GkqlEvv27cP06dNRt25dfPHFF4iKisLmzZtx7do1HDhwAKVKlYKbmxsUCgUCAgLg7OwMAAgICICJiQmuXr0qbj86OhoPHz7EgAEDMozXxsYGs2fPxuzZs9GmTRu0adMGAHhanaggEYiI8tjNmzcFlUolXLp0SRAEQdDpdELTpk2F7777zmC9EydOCCqVSvjtt9/EMq1WKwwaNEhQqVTC3r17xfKEhIQ0r3PkyBFBpVIJV65cEcv27t0rqFQqISQkRCxr0aJFmvWioqKEOnXqCAsXLhTLunTpIowcOTLTfZszZ46gUqmyqgJBEATh9evXgqurq9CzZ08hMTHRYJlOpxMfDxgwQFCpVML+/fvFsqSkJKFx48bC+PHjxbKQkJA09TJ16lRBpVIJS5YsSfP6+u1u2LDBYLuffPKJ0LBhQ0GtVmca/7JlywSVSiX8+eefaZbp4798+bKgUqmEVq1aGbxHarVaaNiwodCpUyeDfT979qygUqmEZcuWiWUdO3YUJk6cKP7dtWtXYcKECYJKpRLu378vCIIg/Pnnn4JKpRKCgoIyjTkqKkpQqVTC8uXLM13v+PHjgkqlEi5fvpzpekSUt3iqnYjy3OHDh2FnZwcvLy8AKWMTO3TogGPHjkGr1Yrr/fXXX1AqlejVq5dYZmJigv79+6fZZupevKSkJERHR6NevXoAgNu3b2cZU40aNeDu7i7+bWNjg6pVqyIkJEQsK1WqFO7du4f//vsv+zubiUuXLiEuLg4jR46EhYWFwbJ3e2hLlChhcNGQubk56tataxBfZvr27ZtuuZmZGXr37m2w3d69eyMqKirLevvzzz/h7Ows9hxmFr+Pj4/Be3Tr1i1ERUWhb9++BvvevHlzVKtWDefOnRPL3NzcEBAQAACIjY1FcHAwevfujTJlyoi9ngEBAShVqhRUKlWmMRNRwcbEk4jylFarxdGjR+Hl5YXQ0FA8fvwYjx8/houLCyIjI+Hr6yuu+/TpU5QtWxbFixc32MYHH3yQZruvXr3Cd999h0aNGsHFxQUNGzZEq1atAABv3rzJMq7y5cunKStdujRiYmLEvydMmIA3b97g448/RufOnbFo0SKDsYc59eTJEwAQT+VnxsHBIU0y9258GTEzM4ODg0O6y8qVK4cSJUoYlFWpUgUAEBYWBgCIiIgw+JeYmCjGn53YAaBixYoGfz99+hQAULVq1TTrVqtWTVwOAO7u7oiIiMDjx48RGBgIhUKB+vXrw93dXUxIAwIC0KBBA5iYpBy2Xr16ZRBzdtoAEUmPYzyJKE9dvnwZEREROHr0KI4ePZpm+eHDh9GkSZMcb3fSpEkIDAzEsGHDUKtWLZQoUQI6nQ7Dhw+HIAhZPj+rK8EBwMPDAydPnsTp06dx6dIl7NmzB5s2bcKcOXPyfS7S7MSXEXNzczEhex/vvh8LFixAt27dcrSN1L2dOeXm5gYAuHLlCkJCQvDhhx+iRIkScHd3x+bNmxEXF4egoCCDC4vGjx9vMGVS165dsXDhwveOgYiMg4knEeWpw4cPw9bWFjNnzkyz7OTJkzh58iTmzJmDYsWKoUKFCvDz80NCQoJBr6e+p1AvJiYGvr6+GD9+vMGVznl1Sjw1a2trdO/eHd27d0dcXBwGDBiAn3/+WUw8czJNk77n9t69e6hcuXKex5odL168QHx8vEGvp77e9HOdbty40eA5NWrUAJAS/717997rdStUqAAgZe5M/ZXmeo8ePRKX69etUKECrl69ipCQEHFIhLu7OxYsWIA//vgDWq0WHh4e4nOmTp2K169fi3+XK1cOQM7eHyIyPp5qJ6I8k5iYiD///BPNmzdHu3bt0vzr378/4uLicObMGQApPW0ajQa7d+8Wt6HT6cQpi/Qy6g3ctGlTnsb/7tRMJUuWxAcffAC1Wi2W6RPk1ElPRpo0aYKSJUtizZo1SEpKMliWnV7avJCcnIxdu3aJf6vVauzatQs2NjaoXbs2AKBRo0YG//RJXNu2bREcHIyTJ0+m2W5W8depUwe2trbYuXOnQf2dP38eDx48QPPmzQ3Wd3Nzw+XLl3Hjxg2xB7RWrVooWbIk1q5di2LFionx6refOmZ9spyT94eIjI89nkSUZ86cOYO4uDi0bNky3eX169eHjY0NDh06hA4dOqB169ZwcXHBokWL8OTJE1SrVg1nzpwRxzXqe68sLS3h4eGBX3/9FRqNBvb29rh06VKe34+9Y8eO8PT0RO3atWFtbY2bN2/ixIkTBlP46JOf7777Dk2aNIGpqSk6duyY7vYsLS0xffp0fPPNN+jRowc6deqEUqVKITg4GImJiVi0aFGexp+ecuXKYd26dQgLC0OVKlVw7NgxBAUFYe7cuVAqlZk+d9iwYThx4gQmTpyI7t27o3bt2oiJicGZM2cwZ84ccfqj9CiVSkyePBnTp0/HgAED0LFjR3E6JUdHxzQTuLu7u+Pw4cNQKBRi4mlqagpXV1dcvHgRnp6eMDc3z3J/ixUrhho1auD48eOoUqUKrK2tUbNmTfGipJUrVwJImTMVAA4ePChewDR27Ngst09EucPEk4jyzKFDh2BhYYHGjRunu9zExATNmzfH4cOH8fLlS5QpUwZr1qzBvHnzsH//fpiYmKBNmzb47LPP0lwN/cMPP2Du3LnYvn07BEFA48aNsW7dOnz00Ud5Fv/AgQNx5swZXLp0CWq1GhUqVMCkSZMwbNgwcZ22bdti4MCBOHr0KA4dOgRBEDJMPAGgZ8+esLW1xdq1a7Fy5UqYmZmhWrVqRrtzTunSpbFw4UJ899132L17N+zs7DBz5kyDmQQyUrJkSWzbtg0///wzTp48if3798PW1hYNGzaEvb19ls/v1q0bihUrhnXr1mHJkiUoUaIEWrdujS+//BKlSpUyWFd/er1atWooU6aMQfnFixcNZiTIynfffYe5c+diwYIF0Gg0GDdunJh4Llu2zGDdvXv3io+ZeBLlP4VgrPM9RETZdOrUKXz22WfYvn272PtFOTdw4EC8fPkSR44ckToUIiIAHONJRBLTT92jp9VqsWXLFlhaWhqM6SMiosKPp9qJSFJz585FYmIiXF1doVar8eeffyIwMBBffPFFrqboISKigoeJJxFJytvbGxs3bsS5c+eQlJSEypUrY8aMGZnek5uIiAon2Y3xVKvVuH79OsLCwpCYmAgbGxvUqlULlSpVkjo0IiIioiJNNj2eV69exebNm3H27FkkJyfDysoKFhYWiImJgVqtRqVKldCrVy/06dMHlpaWUodLREREVOTIosdz9OjR+Pfff9GpUye0bNkSderUMRgbFhISgoCAABw5cgR37tzBokWLMpzuhYiIiIjyhywSz507d6J79+5ZToYMpEwaHBERkeYWbkRERESUv2SReBIRERFRwSebMZ7puXv3Lq5cuQKtVosGDRqgTp06UodEREREVGTJdgL5bdu2YciQIfD394efnx8GDx6MVatWSR0WERERUZElm1Ptz549Q/ny5cW/27dvj23btsHGxgYAEBgYiDFjxuDy5ctShUhERERUpMmmx3PIkCHYtGkT9Hm0tbU1/vrrL6jVasTGxuLvv/8Wk1AiIiIiMj7Z9HjGxsZiyZIluHXrFubOnQulUokpU6bg33//hUKhQPXq1TF//ny4uLhIHSoRERFRkSSbxFPv2rVrmDNnDry9vTFp0iRotVrodDqUKlVK6tCIiIiIijTZnGrXa9CgAfbu3YtSpUrBx8cHAQEBTDqJiIiICgDZ9HgmJydj165dePjwIZydndGtWzc8efIEs2bNgrW1NWbOnAk7OzupwyQiIiIqsmTT4/n1119j27ZtKF68OPbu3YsFCxagatWq2Lx5Mz766CP07t0b27dvlzpMIiIioiJLNj2e7u7u2LVrF6pXr46EhAR07twZp06dEpdHRUVh/vz5+OGHHySMkoiIiKjokk2Pp62tLS5evAi1Wo3Lly/D2to6zXImnURERETSkU2P56VLlzB58mS8evUKZcuWxdKlS9GgQQOpwyIiIiKi/yebxBMABEHAy5cvOVE8ERERUQEkq8SzKImKegO+c0RERPKnUAC2tlZSh5EnzKQOIC8MGzYM48ePR/369TNdLzY2Ftu3b0fJkiXRv39/4wSXTwQBTDyJiIioUJFF4tmuXTuMHz8eVlZWaNGiBerUqYNy5crBwsICr1+/xv3793H16lVcuHABzZo1w5QpU6QOmYiIiKjIkc2pdrVajePHj+P48eO4evUq3rx5AwBQKBSoUaMGmjRpgh49eqB69eoSR5o3IiN5qp2IiKgoUCgAOzt5nGqXTeL5rjdv3iAxMRHW1tZQKpVSh5PnmHgSEREVDXJKPGVxqj09VlZWsLKSx5tEREREJAeymUCeiIiIiAo2Jp5EREREZBRMPImIiIjIKJh4EhEREZFRMPEkIiIiIqMoMolncHAwatWqJXUYREREREVWkUk8AUCmU5YSERERFQqymcdz3LhxmS5/8+YNFAqFkaIhIiIionfJJvE8e/YsGjVqBDs7u3SXa7VaI0dERERERKnJJvGsVq0a2rZti549e6a7PCgoCOfOnTNuUEREREQkks0Yzzp16uDff//NcLm5uTnKly9vxIiIiIiIKDWFIJMrbtRqNbRaLYoXLy51KEYRGfkG8njniIiIKDMKBWBnZyV1GHlCNqfazc3NpQ6BiIiIiDIhm1PterVq1UJUVFSa8pcvX3IeTyIiIiIJyS7xzGjkgFqthlKpNHI0RERERKQnm1PtmzdvBgAoFAr8/vvvKFGihLhMp9PhypUrqFatmlThERERERV5srm4qGXLlgCAp0+fwsHBASYmbztzlUolKlasiAkTJqBevXr5FsOaNWvw559/4uHDhyhWrBhcXV0xefJkg4Q3KSkJCxcuxLFjx6BWq9GkSRPMmjUrw/lHM8KLi4iIiIoGOV1cJJvEU2/gwIFYsWIFSpcubfTXHjZsGDp27Ii6detCq9Xixx9/xL1793D06FGxB3bWrFk4f/48FixYACsrK8ydOxcKhQI7d+7M0Wsx8SQiIioamHgWElevXkXdunUlu+I9OjoaDRs2xNatW+Hh4YE3b96gYcOGWLJkCdq1awcAePDgATp06IBdu3ahfv362d42E08iIqKiQU6Jp+wuLkptxIgRCA8Pl+z137x5AwBi7+utW7eg0WjQqFEjcZ3q1aujQoUK+Oeff6QIkYiIiMhoZHNxUXqk7MzV6XSYP38+GjRoAJVKBQCIjIyEUqlEqVKlDNa1tbVFREREjravVJqKj7VaAVqtDqamJjA1VaQq10GrFWBmZgITk7flyck66HQClEpTKN4WQ6PRQRAEmJu/3XZKuRaCgDTlarUWCoVhLG/LFVAq3/6uEYSU7ZiYKGBm9rZcpxOQnKyDqakCpqZvy7lP3CfuE/eJ+8R94j7Jj6wTTynNmTMH9+7dw/bt2/Nl+/qGmVpKo0+7bnKyLsNtpEetzn65IGRULqRbrtOlX57yQU6vnPvEfeI+cZ+4TwD3CSi6+5Q6YS3sZH2q/dtvv4Wtra0kr3vu3Dls2rQJDg4OYrmdnR00Gg1ev35tsH5UVBTKli1r7DCJiIiIjEp2iaevry+SkpIAAJ07dzaYzzO/CYKAb7/9FidPnsSmTZtQqVIlg+V16tSBUqmEr6+vWPbw4UM8ffo0RxcWERERERVGsjvVPnbsWCQnJ6Nu3brw9PSEp6cnGjRogGLFiuX7a8+ZMwdHjhzBypUrUbJkSXHcppWVFYoVKwYrKyt0794dCxcuROnSpWFpaYnvvvsOrq6uTDyJiIhI9mQ3nZJGo8GNGzdw5coVXLlyBdeuXYNGo0GdOnXg5eWFzz//PN9e28nJKd3yBQsWoFu3bgDeTiB/9OhRgwnkc3qqndMpERERFQ1ymk5Jdonnu+7du4f169fj8OHD0Ol0CAoKkjqkPMHEk4iIqGiQU+Ipu1Ptjx49gr+/v/hPrVbD3d0dU6ZMgZeXl9ThERERERVZsuvxdHZ2ho2NDQYNGoTmzZvDyckJCjnNQ/D/2ONJRERUNMipx1N2iee8efMQEBCA+/fvo3bt2uIFRm5ubihevLjU4eUZJp5ERERFAxPPQuD169cICAjAlStX4O/vj/v376NWrVrYuXOn1KHlCSaeRERERYOcEk/ZzeOpp9VqkZycDLVaLf579OiR1GERERERFVmyu7jou+++g5+fHx48eIBSpUrBw8MDPXv2hKenZ4bTHRERERFR/pNd4vnixQv07t0bnp6eUKlUUodDRERERP9PtmM85Y5jPImIiIoGOY3xlF2PJwA8efIEmzZtwoMHDwAANWrUwKBBg/DBBx9IHBkRERFR0SW7i4v++usvdOjQATdu3ICTkxOcnJxw/fp1dOzYEZcuXZI6PCIiIqIiS3an2n18fNCkSRNMnjzZoHzJkiW4dOkS9u/fL1FkeYun2omIiIoGOZ1ql12P54MHD9CjR4805d27d8f9+/cliIiIiIiIABkmnjY2NggKCkpTHhQUBFtbWwkiIiIiIiJAhhcX9ezZEzNnzkRISAgaNGgAALh27RrWrVuHIUOGSBscERERUREmuzGegiBg06ZN2LBhA168eAEAKFeuHIYNG4ZBgwZBoVBIHGHe4BhPIiKiokFOYzxllXgmJyfjyJEjaNKkCezs7BAbGwsAsLS0lDiyvMfEk4iIqGiQU+IpqzGeZmZmmDVrFpKSkgCkJJxyTDqJiIiICiNZJZ4A4OLiku7FRUREREQkLdldXNS3b18sXLgQz58/R+3atVG8eHGD5c7OzhJFRkRERFS0yWqMJ5B+YqlQKCAIAhQKhWx6QznGk4iIqGiQ0xhP2fV4nj59WuoQiIiIiCgdsks8HR0dpQ6BiIiIiNIhu4uL1qxZgz179qQp37NnD9auXStBREREREQEyDDx3LVrF6pVq5amvGbNmti5c6cEERERERERIMPEMyIiAmXLlk1TbmNjg4iICAkiIiIiIiJAholn+fLlce3atTTlV69eRbly5SSIiIiIiIgAGV5c1LNnT8yfPx/Jycnw9vYGAPj6+mLx4sUYOnSoxNERERERFV2ySzyHDx+OV69eYc6cOdBoNAAACwsLDB8+HKNGjZI4OiIiIqKiS3YTyOvFxcXhwYMHKFasGKpUqQJzc/N8f80rV65g/fr1uHXrFiIiIvDLL7+gdevW4nJBELB8+XL8/vvveP36NRo0aIDZs2ejSpUqOX4tTiBPRERUNMhpAnnZjfHUK1myJJ48eYKKFSsaJekEgPj4eDg5OWHWrFnpLl+3bh22bNmC2bNnY/fu3ShevDiGDRuGpKQko8RHREREJCXZnWpPbebMmahXrx5KlChhlNdr1qwZmjVrlu4yQRCwefNmjBkzRuwF/f7779GoUSOcOnUKHTt2NEqMRERERFKRbY8nkJLsFRShoaGIiIhAo0aNxDIrKyvUq1cPgYGBEkZGREREZByyTjwLEv0cora2tgbltra2iIyMlCIkIiIiIqOS9an2devWwd7eXuow8oVSaSo+1moFaLU6mJqawNRUkapcB61WgJmZCUxM3pYnJ+ug0wlQKk2heFsMjUYHQRBgbv522ynlWggC0pSr1VooFIaxvC1XQKl8+7tGEFK2Y2KigJnZ23KdTkBysg6mpgqYmr4t5z5xn7hP3CfuE/eJ+yQ/sk08o6KiAAA3btxA1apV0/Q0Gpv+bkpRUVEGE9lHRUXB2dk5x9vTN8zUUhp92nWTk3UZbiM9anX2ywUho3Ih3XKdLv3ylA9yeuXcJ+4T94n7xH0CuE9A0d2n1AlrYSe7xDM2NhZz5szBsWPHxIZiamqK9u3bY9asWbCykmY6gooVK6Js2bLw9fVFrVq1xFivX7+Ovn37ShITERERkTHJLvH85ptvEBQUhNWrV8PV1RUAEBgYiHnz5mHmzJn46aef8u214+Li8OTJE/Hv0NBQBAUFoXTp0qhQoQIGDRqEVatWoXLlyqhYsSKWLVuGcuXKGcz1SURERCRXsptAvn79+vj111/h7u5uUB4QEIDhw4fjn3/+ybfX9vPzw6BBg9KUd+3aFQsXLhQnkN+9ezdev34NNzc3zJo1C1WrVs3xa3ECeSIioqJBThPIy67H09raOt3T6ZaWlihVqlS+vraXlxfu3LmT4XKFQoGJEydi4sSJ+RoHERERUUEku+mUxowZg4ULF4rTFwEpUxktXrwYY8eOlTAyIiIioqJNdqfafXx88PjxY2g0GpQvXx4A8OzZMyiVyjT3RN+/f78EEeYNnmonIiIqGniqvQDjhTpEREREBZOsEk+tVgsvLy84OTnl+3hOIiIiIsoZ2Z1qr1u3Lo4dO4ZKlSpJHUq+Koyn2nU6HZYtWwJf30tQKBTo1asvunfvne66PXp0hlKphIVFMQDAwIFD0KpVWyQnJ2PGjKl4+vQpHB0r4ttvF8DMzAxJSUn44otxWLDgB/7oICIiWZHTqXbZXVxUs2ZNhIaGSh1GkTdu3Eg8e/bUoOzEiWP4779H2LFjH9at24Tt27fg4cMHGW7j228X4LfftuO337ajVau2AAA/P19YWZXCpk07YGlpCT8/XwDAb7/9im7dejHpJCIiKsBkl3hOmjQJixYtwtmzZ/HixQvExsYa/CPpnDlzEp07+8DU1BSlSpVGq1ZtcOrUiRxtI6V3MxEAkJSUCKVSifv37+HJk//QqlWb/AibiIiI8oisxngCwMiRIwGkTKukSHVzU0EQoFAoEBQUJFVoRV54+HM4OJQX/3ZwqIDbt29muP53382CIAioVas2Ro8ejzJlysDDwwvnzp3G4MF9Ubt2HTRo4I7//W8Cvv56ljF2gYiIiHJBdonn5s2bpQ6hyJo7dyYePLgPAAgLC8GXX06EmZkSALBgwZIcbWvFinVwcHBAcnIy1q5diXnzZmHJkuUwMTHB1KnfiOvt3r0dTZs2g1arxezZX0OjUaNbt15wc/PIux0jIiKiPCG7xNPT01PqEIqsGTO+FR+PGzcSX389G+XLVxDL7O0d8Pz5M9Sp4wIAeP78KeztHdLdloNDSrmZmRl69eqHvn27pVnn+fNn8PW9hB9++Bnz5s1Cly5d4excCyNHfoqtW3fn5a4RERFRHpBF4hkcHAyVSgUTExMEBwdnuq6zs7ORoqJ3tWjRGocPH0CLFq0RFxeL06dP4vvvl6ZZLyEhAcnJyeKtT0+d+gMqlVOa9ZYtW4Lx47+AiYkJEhISoVAooFCYIDExIb93hYiIiN6DLBJPHx8fXLp0Cba2tvDx8YFCoUB6s0RxjKe0Pv64A4KC/kWfPt2gUAC9e/dH9eo1AAAXL57HxYsXMG3aDERHR+Gbb6ZAp9NBEARUqOCIb76ZY7CtP//8AzVqqFCtWnUAwIABg7Fo0TwkJ2swZMgwo+8bUVEVHv4c4eHPM1xub++Q4ZkNIip6ZDGPZ1hYGCpUqACFQoGwsLBM13V0dDRSVPmrMM7jSUTy8/3387FkycIMl0+ePA1TpnxlxIiI5EdO83jKIvEsiph4ElFBkLrH8969OxgzZgRWrVqHmjVThsewx5Mo9+SUeMriVPu7/vvvP/j5+SEqKgo6nc5g2bhx4ySKiohIftJLLGvWdIKLS31pAiKiAk12iefu3bsxe/ZslClTBnZ2dgZzeSoUCiaeBQzHhxERERUdsks8V61ahUmTJokTyVPBtmnTBo4PIyIiKiJkl3jGxMSgffv2UodB2TR48FC0a9cBQMbjw4iIiEgeZJd4tmvXDhcvXkTfvn2lDoWygePDiIiIig5ZJJ6pb5NZuXJlLFu2DNevX4dKpYKZmeEuDho0yNjhEeUbjpElIqLCRBaJ52+//Wbwd4kSJeDv7w9/f3+DcoVCwcSTZIVjZImIqDCRReJ55swZqUMgkgTHyBIRUWEii8STqKjiGNnc43AFIiLjkV3iOX78eNStWzfNdErr1q3DzZs3sXz5cokiI6KCiMMViIiMR3aJ55UrV9KdJL5p06bYuHGjBBERUUHG4QpERMYju8QzPj4eSqUyTbmZmRliY2MliIiICjIOVyAiMh4TqQPIayqVCseOHUtTfuzYMdSoUUOCiIiIiIgIkGGP59ixYzF+/HiEhITA29sbAODr64ujR49i2bJlEkdHREREVHTJLvFs2bIlfvnlF6xevRonTpyAhYUFnJycsHHjRnh6ekodHgBg27ZtWL9+PSIiIuDs7IwZM2bAxcVF6rCIiIiI8pXsEk8AaN68OZo3by51GOk6duwYFixYgDlz5qBevXrYtGkThg0bhj/++AO2trZSh0dERESUb2SZeBZkGzduRK9evdC9e3cAwJw5c3Du3Dns3bs3zRRQUlAoFFAopHtt/f8mJtIEIQiAIAiSvDYRFT2cR5aKGiaeRqRWq3H79m2MGjVKLDMxMUGjRo0QGBiYw21p8jxBUigUEMyTEKeJy9PtZldMcqT4f5Qm4y/i/FTSrCQUGotCmXxqNBrxf7VaLXE0hRPrMHdYfzm3YcM6/PTT4gyXf/75l/jf/6YaMSIqiBRS9QjlAyaeRvTy5Utotdo0p9RtbW3x8OHDHG1r5crlSEpKysvwoFAooFYk4NaLW0hMTszTbWdHbFTKdFdzls6Bpa2l0V+/mFkx1ClXB+ZC8fdOPKX8ctD3muzYsRVnzpySLA4gd73GrEPWX24VpvpLTEzEoEGfAgCioiJx9OhhdOzYGba2duLyZct+MGpMhan+CqL86LiwsLDAd9/NzvPtSoGJZyFlamoCU9OU2bAEQYBOJ8DERGHwoc+oXKcTIAiC+PzU5UoTJeqWq2NQrv8Ivft1kpPy1B/DjMpfmIbjOv7Bh+VqoZy9fZbr56Q8u7GbmSgBLdLUjVarS3cIQOpyhQIw0yZDoVZD0G/7nWDytPyd4M01ieL/xTQJb1cX0tlGRuV5EKOgNIfaxDTHbU8QBJiZmaTUoUad6b7m1z4Z1KE6IV/ep6z2STA3R7KZGfTHruy0vdQbV2qTodBojNr29OXvtkFjtz0gpf0lKUyhUCBHbc/U1OTtZ1ijNlrbK2ZhCjuL0gDe1l/5UpYob1P67frqBKO0PShS6k/f/nLS9gRBgCAAFtC+/fxmsw7ye5+yLM/LGJVKaEzNDBZkp+0ZlusgCIbHoXfXKcxkn3hqtVrcvXsXFSpUQOnSpbN+Qj4qU6YMTE1NERUVZVAeFRUFOzu7HG1r1Khx+fKrSsoxnjduXMeOTTswuO8IuLjUkySG3IzxNDFRoNSbaAirV0GIiMzjyLL2T8xr/ApgUMxr1DdNexMFY1CUtYNi+Ai8trKBTpfzeizqdcj6y508rb9I1l9OSd3+pKYoawfFiJHvXX+ZbltGPcmySzznzZsHlUqFnj17QqvVYsCAAQgMDETx4sWxevVqeHl5SRabubk5ateuDV9fX7Ru3RpAyi8bX19fDBgwIIfbUiIf8k5JmZmZif+bmUmTOOWGiYkC5ubm0EW/BF68MPrrK1/HpPwfHQ3zZK3RXx8AYGoKE3PzlHp4zwNXka5D1l/usP5yp5DXn+RyWX+ZkVHeKb87F504cQLOzs4AgLNnzyI0NBTHjx/H4MGD8dNPP0kcHfDpp59i9+7d2L9/Px48eIDZs2cjISEB3bp1kzo0IiIionwlux7Ply9fomzZsgCA8+fPo127dqhatSq6d++OzZs3Sxwd0KFDB0RHR2P58uWIiIhArVq18Ouvv+b4VDsVXIqydpCkM9r8/3uJ7ewAW2nak6Is2zEREWVMdomnnZ0d7t+/j7Jly+Kvv/7C7NmzAaRcGWhqaiptcP9vwIABOT61TgWfIABCyZJQfDYuzUVLxmBy6yZw5DBMRo2CSZ26EkSQQihZMtfDQIpq8s7EnYjkTnaJZ7du3TBp0iSULVsWCoUCjRo1AgBcv34d1apVkzg6kjNBEPBaYQGFlYUkrx9borT4/2srG0liAHJ3gRaT97xJ3ImICirZJZ7jx49HzZo18fz5c7Rr1w7m5uYAAFNTU4wYMULi6Eju9FOKSPXa+v/zemC7sTB5592ziEjeZJd4Pnv2DO3atUtT3rVrVwmiIaKcYvKeexyqQEQFlewSz5YtW8LNzQ1dunTBxx9/LPncnURExsKhChyqQFTQyS7x3Lt3Lw4fPoxffvkFc+fOxUcffYQuXbqgZcuW4ml3IiI54lAFDlUgKuhkl3h++OGH+PDDDzFlyhT4+fnhyJEjmDlzJr755hu0adMGCxYskDpESiU8/Ll4f+d79+4Y/A8A9vYOsLd3kCQ2osKIQxVyj0MViPKP7BJPPYVCAW9vb3h7e6Nv3774+uuvceDAASaeBcymTRuwZMlCg7IxY95eBDZ58jRMmfKVscMioiKIQxU4VIHyn2wTz+fPn+Pw4cM4cuQI7t27h/r162PmzJlSh0XvGDx4KNq165DhcvZ2EpGxcKgChypQ/pNd4rlz504cOXIE165dQ7Vq1dC5c2d06tQJjo6OUodG6eCpdCIqSDhUgSh/yS7xXLVqFTp27IhvvvlGvGc7EREREUlPdonnuXPnoFBIMTqHiIiIiDJjInUAeY1JJxEREVHBJLvEk4iIiIgKJiaeRERERGQUshvjSUSUE7yJARGR8TDxJKIijTcxICIyHlkmnn/88QeOHz+OZ8+eQaPRGCzbv3+/RFER5T321uUeb2JARGQ8shvjuXnzZkyfPh12dnb4999/UbduXVhbWyMkJARNmzaVOjyiPLVp0wa0bt0UrVs3FXvpxowZIZZt2rRB4gilt3TpYvTo0RlNmrgbJOV69vYOcHGpDxeX+ihZ0hJr167EokXfYdGi7/DyZTTs7R0QHPwvhgzphwEDeuL48SPic69evYLvv59nzN0hIirUZNfjuX37dsydOxedOnXCvn37MGLECFSqVAnLli1DTEyM1OER5Sn21mWtefNW6NdvEMaOHZ7peomJiZg27X/45ps5qFevPrRaLV6/fg0A2Lr1N0yaNBlOTrUwaFAftG/fCUlJidiwYS0WLvzRGLtBMsWzFlTUyC7xfPbsGVxdXQEAxYoVQ1xcHADgk08+Qe/evXm/dip0li5djIsXL+D582fYuHEbatZ0EpelPijdunVDHKuYnJwMF5d6mDTpSwBAcPC/WLjwOyQna9C//2C0b98JQEqP3enTf2LKlK+NvFfGU79+g2ytd/LkH6hduw7q1asPADA1NUWZMmX+/7EZEhMToVYnwdQ05UTR+vVr0bNnH1hZWeVL3FQ0cIwxFTWySzzt7OwQExMDR0dHlC9fHv/88w+cnZ0RGhoq3geXqDDJbo9djRoq/PrrZpiZmUGn0+Hrr6dg//7f0bt3f/bYZcN//z2Eubk5pkyZhBcvXqB69RoYN+5zlClTBp9+OgKLF89HQkICxo6diHv37uDp0zCMHTtB6rCpkONZCypqZJd4ent748yZM/jwww/RvXt3LFiwACdOnMCtW7fQpk0bqcMjyrHs9tgVK1ZMfKzRaJCUlCTeyYs9dlnTarUICPDHmjUbYWdXFmvW/IIffliA7777HlWqVMUvv6wT1/vii3GYMeNbnDz5B86dO42SJS0xbtznKFWqlMR7QQXN559/hujoKCgUJihRogQmTZoMlcpZXJ76rMWRIwewdesm6HQ6uLl54H//mwYzM7MifcaC5Ed2iefcuXOh0+kAAP3794e1tTUCAwPRsmVL9O7dW+LoiPLXs2dPMW3a//D0aSgaNmyCrl17AkCR6rE7fvwIdu3aDgDo2bMPOnbskq3nlSvnAFdXN5QtWw4A0LZte/zvf+PTrLd79w60aNEKlpZW2LRpPX77bQdOnDiG33/fgWHDRuXdjpAsfPvtQvHH3fnzZzFv3hxs2rQjzXpPn4Zh3brV2LBhK2xsbDFt2hc4eHAfunfvxTMWJCuySzyfP3+O8uXLi3937NgRHTt2hCAIePbsGSpUqCBhdET5q3z5Cti0aQfi4+Mxd+4MnD9/Bq1bf1ykeuzat+8k9gjlRMuWbXD06EHExcWiZElLXL58CTVq1DRY5+nTMFy54ocffliOuLg4JCdroVAoYGJigvj4+LzaBZKR1GcU4uJixbMQ7zp37jSaNGkKW1s7AICPT3ds3rwR3bv34hkLkhXZJZ6tWrXCxYsXYWtra1D+6tUrtGrVCkFBQRJFRpQ979tjl1qJEiXQqlVb/PnnH2jd+mODZUWtx+777+fB1/cSoqOj8MUX41GiRAns2nUAALBw4Vw0adIUTZo0g4ODAwYO/BSjRw+FiYkJ7OzKpbmoY9myJZg48X9QKBSwtLREmzYfY/DgPihevDjmzFkgwd5RYTB37kwEBl4FACxevCzddcLDn8PB4W2niYNDBfFq96J0xoLkT3aJpyAI6f6ijI+Ph4WFhQQREeXM+/bYhYaGwMGhPMzMzKDRaHDhwjlUr17DYJ2i2GOX2fi3adNmGPzdrl1HtGvXMcP1Fy36yeDvYcNGyTJZp7w1Y8a3AFJ+VK5atRxLlizP0fOL0hkLkj/ZJJ4LFqT0NigUCixduhTFixcXl2m1Wty4cQPOzs4ZPZ2owMpuj93Vq1ewZ89OmJiYQqvVwt3dA0OGGF4Jzx47ovyV2RmL9u07YfHiBYiJeYXSpa0Nnmdv74CwsFDx7+fPn6Z7RXtRO2NB8iObxPPff/8FkNLjeffuXSiVSnGZubk5nJ2dMXToUKnCI3pv2e2x++STbvjkk26Zbos9dkT5K/UZizdv3iAyMgJ2dmUBABcunEPp0qVRqlTpNM9r1qwlxo4djqFDR8LGxhYHDuxF69ZtDdYpimcsSH5kk3hu2bIFADB9+nR8/fXXsLS0NOrrr1q1CufPn0dQUBCUSiUCAgLSrPP06VPMnj0bfn5+KFGiBHx8fPC///0PZmayeRuIiOj/xcXFYsaMqf8/tZkJrK3L4PvvfxKHg6U+Y+HoWBHDho3CmDHDAACurm745JPuBtvjGQuSA4XAWdXzxPLly1GqVCk8f/4ce/bsSZN4arVa+Pj4wM7ODlOmTMGLFy8wdepU9OrVC1988UWOXy8y8g34zhFRQXLjxj9o3bopTp26ABeX+lKHQ0ZmYqJAqTfR0M2eDTx7JnU4xle+PExmz8ZrKxvodHl7gFYoADs7ecxgIIuutnHjxmV73RUrVuRLDBMmpFxduG/fvnSXX7x4Effv38fGjRthZ2eHWrVqYeLEiViyZAnGjRsHc3PzfImLiIhIrp4lJeJ5UlKGyx0sLFDeoliGy8n4ZJF4FoZ5zP755x+oVCrY2dmJZU2aNMHs2bNx//59fPjhhxJGR0T0fsLDn4vT/ty7d8fgf8DwzjxEee3XkBDMe/ggw+VfV6uOGe/Mx0vSkkXiqb+ivSCLjIw0SDoBiH9HRERIERIRUa5t2rQBS5YsNCgbM2aE+Hjy5Glp5kMlyivDK1VCp3Ipdxu7ExeLITdv4re6deFUMuU6DwdOo1jgyCLxfFdycjL8/f3x5MkTdOrUCZaWlggPD4elpSVKliyZ7e0sWbIE69aty3SdY8eOoXr16rkNOceUSlPxsVYrQKvVwdTUBKamilTlOmi1AszMTGBi8rY8OVkHnU6AUmmK1FOeajQ6CIIAc/O3204p10IQkKZcrdZCoTCM5W25AkqliVgmCCnbMTFRwMzsbblOJyA5WQdTU4V4Rw7uE/eJ+1R49mn48OFo164DABjEot+Ovb1DBvtacPcppVxe75Mx9kmnE6BQACYKQB+QgLfza6eeYVuAAEFA2nJBgADA5J35uDMqr2BRDOUtisFEoRCX1bK0Qj2rUkgJw3B9nSBku/xt7EDqKDPcp///I73PQV68T3Ihu8QzLCwMw4cPx7Nnz6BWq9G4cWNYWlpi3bp1UKvV+Pbbb7O9raFDh6Jr166ZrlOpUqVsbcvOzg43btwwKIuMjAQAlC1bNtsx6ekbZmopX05p101O1mW4jfSo1dkvF4SMyoV0y3W69MtTvnDTK+c+cZ+4T1LtU2xsPGbP/gqPHj2ChYUFypQpg8mTp6NixbffezY25WBjUw5Pn4bhm2+mQqfTQatNRuXKVTFlytcoVaoU/vvvCWbN+goJCQlo27YdBg0a+v9T393HqlXLDab54vtUePfJxEQBQQB0wv9v8J3tpHe5TUblugyuns2sXL9M/78+QUzzmjktF1IS5SxjFwAF3iaa78rN+5TBnVYLJZOsVylc5s2bhzp16sDf39/gTkVt2rTB5cuXc7QtGxsbVK9ePdN/2b0oqH79+rh79y6ioqLEsr///huWlpaoUaNGJs8kIpJOly5dsWPHXmzatAMffdQMCxfOTXc9O7uyWLXqV/z223Zs2bIbdnZlsWHDWgDAvn2/o1u3nti0aQeOHz+C+Pg4CIKA5ct/wMSJk425O0QkMdklnlevXsWYMWPSJISOjo4IDw/Pt9d9+vQpgoKC8PTpU2i1WgQFBSEoKAhxcXEAUi4kqlGjBqZMmYLg4GD89ddfWLp0Kfr3788r2omoQLKwsEDDhk3E04+1a9fF8+fpT5Njbm4Oi/+/elir1SIxMUF8npmZGZKSEpGcnPz/pyhNcODAXnh4eKNCBUfj7AwRFQiyO9Wu0+mg06U9HfH8+fMcje/MqeXLl2P//v3i3z4+PgCAzZs3w8vLC6ampli9ejVmz56N3r17o3jx4ujatas4DRMRUUH3++870KRJswyXazQajBgxGM+fP0ONGjWxcOGPAIAePfpg/vzZOHhwH/r0GYC4uFicO3caP/6YP9PbEVHBJbsJ5CdNmgQrKyvMnTsXrq6uOHToEGxsbDB27FhUqFChUFwBnx2cQJ6IjGnz5g24dOkvLFu2CsWKZT4vokajwU8/fQ9Hx4ro339wmuXffDMVgwcPxatXr3DgwB4oleYYPXocHBzK51f4ZARSTyAf+DoGDS/7wte7IVzTuS1pvuME8tkiu1Pt06ZNw7Vr19ChQweo1WpMnjwZLVu2RHh4OCZP5lgiIqLMHD9+BEOG9MOQIf1w9OghAMD27Vtw/vxZLFmyPMukEwCUSiU6dOiCEyeOpVl27txpODpWRM2aTli6dDG+/no2unTpil9/XZ3n+0JEBY/sTrU7ODjg4MGDOHr0KO7cuYP4+Hj06NEDnTt3ztYXJhFRUda+fSe0b99J/Hvnzq04deoEli5dmenNOp4/fwZr6zIoVqwYdDodzp49herVDSfufvPmDX7/fSd+/PFnAEBiYiIUChMoFAokJMTnzw4RUYEiu8QTSBnI/sknn0gdBhFRofbiRThWrFiKChUcMWHCaAApvZnr1m0CAPz662rY2dnBx6cH7t+/h3XrVgJIGWuvUjlj0iTDs0yrVi3H0KEjxYuQBg8ehuHDB8LMTInp02cYcc+ISCqyG+Pp6+uLkydPIiwsDAqFAhUrVsTHH38MDw8PqUPLUxzjSUREBQnHeHKMZ3bIqsdz5syZ2L17N0qXLo0qVapAEAQEBgZi27Zt6NevH2bM4C9qIiIiIqnIJvE8efIk9u3bh/nz56Nr167i/HE6nQ779u3D7Nmz0ahRI7Rq1UriSImIiIiKJtlc1b537158+umn6Natm8G9Vk1MTNCjRw8MHjwYe/bskTBCIiIioqJNNonnv//+izZt2mS4vG3btrh9+7YRIyIiIiKi1GSTeL58+RL29vYZLndwcMCrV6+MFxARERERGZBN4qnRaKBUKjNcbmpqCo1GY8SIiIiIiCg12VxcBABLly5F8eLF012WkJBg5GiIiIiIKDXZJJ4eHh549OhRpuu4u7sbKRoiIiIiepdsEs8tW7ZIHQIRERERZUI2YzyJiIiIqGBj4klERERERsHEk4iIiIiMgoknERERERmFbC4uIiIiIukpytpBkOKFzf9/Lm87O8DWzugvryhr/NcsjGSZeAYEBGDnzp0ICQnB8uXLYW9vjwMHDqBixYqcUomIiCgfCAIglCwJxWfjoJDg9U1u3QSOHIbJqFEwqVNXgghS9l+QJOsuPGSXeJ44cQJTpkxB586d8e+//0KtVgMAYmNjsWbNGiaeRERE+UAQBLxWWEBhZSHJ68eWKC3+/9rKRpIYBCGlHihjsks8V61ahTlz5sDHxwdHjx4Vyxs0aIBVq1ZJGBkREZG8CYIgWY+fPuETBAE6HZO/gkp2Fxc9evQo3V5NKysrvH79WoKIiIiIiAiQYeJpZ2eHJ0+epCm/evUqKlWqJEFERERERATIMPHs1asX5s2bh+vXr0OhUCA8PByHDh3CokWL0LdvX6nDIyIiIiqyZDfGc+TIkdDpdBgyZAgSEhIwYMAAmJubY+jQoRg4cKDU4REREREVWbJLPBUKBcaMGYNhw4bhyZMniI+PR/Xq1VGyZEmpQyMiIiIq0mR3qn369OmIjY2Fubk5atSoARcXF5QsWRLx8fGYPn261OERERERFVmySzwPHDiApKSkNOWJiYk4ePCgBBERERERESCjU+2xsbH/P3+YgLi4OFhYvJ3AVqvV4sKFC7CxkWZCWSIiIiKSUeLp7u4OhUIBhUKBjz/+OM1yhUKB8ePH59vrh4aGYuXKlbh8+TIiIyNRrlw5dOnSBaNHj4a5ubm4XnBwML799lvcvHkTNjY2GDBgAEaMGJFvcREREREVFLJJPDdv3gxBEDB48GD8/PPPKF26tLhMqVSiQoUKsLe3z7fXf/jwIQRBwLfffovKlSvj7t27mDFjBhISEjB16lQAKb2yw4YNQ8OGDTFnzhzcvXsXX331FUqVKoXevXvnW2xEREREBYFsEk9PT08AwOnTp1G+fHmYmBh3+GrTpk3RtGlT8e9KlSrh0aNH2LFjh5h4Hjp0CBqNBvPnz4e5uTlq1qyJoKAgbNy4kYknERERyZ5sEk89R0dHAEBCQgKePn0KjUZjsNzZ2dlosbx588ag5/Wff/6Bu7u7wan3Jk2aYN26dYiJiTFYl4iIiEhuZJd4RkdHY/r06bhw4UK6y4OCgowSx+PHj7F161axtxMAIiMjUbFiRYP17OzsxGU5STyVSlPxsVYrQKvVwdTUBKamilTlOmi1AszMTGBi8rY8OVkHnU6AUmkKxdtiaDQ6CIIAc/O3204p10IQkKZcrdZCoTCM5W25Akrl215nQUjZjomJAmZmb8t1OgHJyTqYmipgavq2nPvEfeI+cZ+4T9ynnOyTPh79/3LYJzmSXeI5b948vH79Grt378agQYOwYsUKREZGYtWqVZg2bVqOt7dkyRKsW7cu03WOHTuG6tWri3+Hh4dj+PDhaNeuHXr16pXj18wOfcNMLaXRp103OVmX4TbSo1Znv1wQMioX0i3X6dIvT/kgp1fOfeI+cZ+4T9wngPsEZL5P+m3p/5fDPumlTlgLO9klnn5+fli5ciXq1q0LhUKBChUqoHHjxrC0tMSaNWvQvHnzHG1v6NCh6Nq1a6brVKpUSXwcHh6OQYMGwdXVFXPnzjVYz87ODpGRkQZl+r/1PZ9EREREciW7xDM+Pl6cr7N06dKIjo5G1apVoVKp8O+//+Z4ezY2Ntme/1OfdNauXRsLFixIc4FT/fr1sXTpUmg0GiiVSgDA33//japVq3J8JxEREcme7O5cVLVqVTx69AgA4OTkhF27diE8PBw7d+5E2bJl8+11w8PDMXDgQJQvXx5Tp05FdHQ0IiIiEBERIa7TuXNnKJVKfP3117h37x6OHTuGzZs349NPP823uIiIiIgKCtn1eA4aNEhM9saNG4fhw4fj8OHDUCqVWLhwYb697qVLl/D48WM8fvzYYFolALhz5w4AwMrKCuvXr8e3336Lbt26oUyZMhg7diynUiIiIqIiQSEI716iIi8JCQl4+PAhypcvL6tbZkZGvklzcREREVFRdePGP2jduilOnboAF5f6UoeTpxQKwM7OSuow8oTsTrW/q3jx4qhduzZKliyJ9evXSx0OERERUZElq8QzOjoaZ8+excWLF8WpDzQaDTZt2oSWLVti7dq1EkdIREREVHTJZoxnQEAARo8ejdjYWCgUCtSpUwcLFizAZ599BlNTU4wbNy7LaZGIiIio8AgPf47w8OcAgHv37hj8DwD29g6wt3eQJDZKn2zGeA4cOBDlypXDqFGjsH//fmzcuBGVK1fG559/jnbt2kkdXp7jGE8iIirqvv9+PpYsyfjC4cmTp2HKlK+MGFH+kNMYT9kknl5eXti2bRtq1KiBxMREuLq64ueff0br1q2lDi1fMPEkIqKiLnWPZ3rk0uMpp8RTNqfaY2JiUKZMGQBAsWLFUKxYMahUKomjIiIiopxYunQxLl68gOfPn2Hjxm2oWdNJXKZWq7FixU/w978Mc3Nz1KihwsyZc9PdzpEjBzB//hzodDq4uXngf/+bBjMzMwQH/4uFC79DcrIG/fsPRvv2nQAAV69ewenTf2LKlK+Nsp9FlWwSTwC4f/++wYTtjx49Qnx8vME6zs7Oxg6LiIiIsql581bo128Qxo4dnmbZ6tU/Q6FQYMeOfVAoFIiKikxnC8DTp2FYt241NmzYChsbW0yb9gUOHtyH7t17YevW3zBp0mQ4OdXCoEF90L59JyQlJWLDhrVYuPDH/N69Ik9WieeQIUOQeuTAqFGjAAAKhQKCIEChUCAoKEiq8IiIiCgL9es3SLc8ISEBR44cwv79R6FQKAAAtrZ26a577txpNGnSVFzu49MdmzdvRPfuvWBqaobExESo1UkwNU2Z3Gf9+rXo2bMPrKzkcTq7IJNN4nn69GmpQyAiIqJ8EhYWilKlSmHz5o0ICPCHhYUFhg4dCXd3zzTrhoc/h4NDefFvB4cK4ljQTz8dgcWL5yMhIQFjx07EvXt38PRpGMaOnWC0fSnKZJN4Ojo6Sh0CERER5ROtVovnz5+hSpWqGDNmPO7eDcbnn3+GLVt2w8bGNtvbqVKlKn75ZZ24zS++GIcZM77FyZN/4Ny50yhZ0hLjxn2OUqVK5deuFGmymkCeiIiICpfjx49gyJB+GDKkH44ePZThevb2DjAxMUHbtu0BACqVM8qXd8SDB/fTXff582fi38+fP0336vbdu3egRYtWsLS0wqZN6zFnzgLUq+eK33/fkQd7Rulh4klERESSad++E377bTt++207OnbskuF61tbWcHPzgL+/L4CUC4iePQtDlSpV06zbrFlLXLx4AVFRkRAEAQcO7EXr1m0N1nn6NAxXrvjhk0+6Izk5GcnJWigUCpiYmKS5MJnyjmzm8SxqOI8nERHJ0fffz4Ov7yVER0ehVKnSKFGiBHbtOgAgZZznwoVzERPzCgqFCT79dDiaN28FAFi4cC6aNGmKJk2aAQAOHdqPrVt/AwC4urrhyy+/gpnZ2xGGU6d+jrFjJ6Jy5SoAgPXr1+Ds2VMoXrw45sxZgAoVCs4QPjnN48nEs5Bi4klERFQ0yCnx5Kl2IiIiIjIK2VzVrhcZGYlFixbB19cX0dHReLdDl/N4EhEREUlDdonntGnT8OzZM4wdOxblypWTOhwiIiIi+n+ySzyvXr2K7du3o1atWlKHQkRERESpyG6MZ/ny5dOcXiciIiIi6cku8fzqq6/www8/IDQ0VOpQiIiIiCgV2U2n5OHhgYSEBGi1WhQrVgxKpdJgub+/v0SR5a2oKE6nREREVBQoFICtrTymU5LdGM+vvvpK6hCMQi4NkIiIiIoO2fV4EhEREVHBJIsez9jYWFhaWoqPM6Nfj4iIiIiMSxY9nrVq1cLFixdha2sLZ2dnKBSKNOsIggCFQsEJ5ImIiIgkIosez02bNqF06dLi4/QSTyIiIiKSlix6PAEgJCQElSpVkjoMIiIiIsqAbBJPZ2dnVKhQAV5eXvD29oaXlxccHBykDouIiIiI/p9sEk8/Pz/4+/vD398f169fh0ajQaVKlcQk1MvLC3Z2dlKHSURERFRkySbxTC0pKQnXrl0TE9EbN24gOTkZ1apVw9GjR6UOj4iIiKhIkmXiqadWq3Ht2jVcuHABu3btQnx8PK9qJyIiIpKIrBJPtVqN69evw8/PD35+frhx4wYcHBzg4eEBd3d3eHp6okKFClKHSURERFQkySbxHDRoEG7cuIGKFSuKiaaHhwfKlSsndWhEREREBJnM4wkAV69eRdmyZeHt7Q1PT094eHigTJkyUodFSLmb1MmTJ3Hnzh3ExcWhZMmSUKlUaNOmDayseM/5rLD+ckcQBISFhaFChQowMTExWHb16lW4ublJFBkVRc+fP8f58+cBAE2aNIGjo6PEERVuT58+5ZnMQkY2PZ7x8fEICAiAv78//Pz8EBQUhKpVq8LDwwOenp7w9PSEjY2N1GEWOf/88w9GjRqFsmXLwtnZGaVKlcKbN28QHByMiIgIrFmzBvXq1ZM6zAKL9Zc7Dx48wPDhw/Hs2TOULl0a06ZNQ9euXcXlDRo0wLVr1ySMsOB78+YN5syZg2vXrkGlUmHy5MmoUaOGuJx1mDkfHx8cOHAAAHD9+nUMHToU1apVg4mJCe7fv4/169ejfv36ksZYWKnVatSrV4/XbhQyskk83xUbG4urV6+K0ywFBwejSpUqOHLkiNShFSldu3ZFv3790LNnzzTLfv/9d2zbtk38Uqa0WH+5M3z4cNStWxfDhg2Dv78/Zs2ahYEDB2LkyJEAAFdXVwQGBkocZcH29ddfIyIiAn369IG/vz/27t2LFStWwMvLCwDrMCup6+fTTz9F06ZN8emnnwIANm/ejFOnTmHz5s1ShligxcbGZrgsKSkJjRs3RnBwsBEjotySzan2d5UoUQLW1tawtrZG6dKlYWZmhgcPHkgdVpHz6NEj+Pj4pLvMx8cH8+bNM25AhQzrL3du3ryJ1atXw8zMDC1btoSzszM+/fRTJCcnY+zYsVKHVyhcuHABR48eRalSpdCyZUs0bNgQEyZMwE8//YRGjRrxFsVZSF0/d+7cwapVq8S/+/Tpg5UrV0oRVqHh7u6eYRsTBIHtrxCSTeKp0+lw69Yt8Yr2a9euISEhAfb29vDy8sLMmTPFX+hkPJUrV8bBgwfRo0ePNMsOHTqEDz74QIKoCg/WX+4oFAokJibC0tISAFChQgVs2rQJgwcPhkaj4UErGxISElCsWDHx72bNmmHp0qWYNGkSvv/+ewkjKxwEQcCdO3cgCALMzMxgamoqLjMxMUFSUpKE0RV81tbWWLRokcHwDr2kpCR07NhRgqgoN2STeLq7uyMhIQF2dnbw8vLC9OnT4eXlxQOzxGbOnIkxY8Zg06ZNqFWrljhGMSgoCOHh4Qa//ikt1l/u1K5dGxcuXECHDh3EMgcHB2zatAmDBg1CQkKChNEVDlWrVsX169fh4eEhljVs2BBLly7FxIkTmThlISEhAT4+PtCPagsMDISnpyeAlB7Q8uXLSxlegVe7dm1ERkaiWbNmaZap1WrIdLSgrMlmjOfOnTvh5eWFqlWrSh0KvSMmJka8Kjs+Ph4lSpSAk5MT2rRpg9KlS0sdXoHH+nt/169fR0xMDJo2bZpm2YsXL7B7926MGzdOgsgKjwMHDiAxMRF9+vRJs8zPzw+//PILxyi+p3v37iE6Oppn4zJx7949mJmZZXhsDwsL48wAhYxsEk8iIiIiKthMsl6FKH/odDpekZ0NYWFh8Pf3h06nAwAcPnwYK1as4BQ2uaTVarFixQqpwyg0Dhw4kObq4aCgIBw8eFCiiAo/tsHsY/uTD/Z4kmQ4B1vWTp06hS+//BI6nQ4NGjRA06ZNcfnyZSQnJ8PPzw9Lly5F69atpQ6zUGL7y5mWLVtiz549BvMhR0dHo0ePHjhz5oyEkRVebIPZx/YnH7K5uIgKptOnT2e4LDk52YiRFE6//PILNmzYAIVCgT59+mDIkCHiHID79u3DunXrmHhmIrOxh1qt1oiRFH4xMTFpbsJRpkwZvHr1SpqACgm2wbzB9icfTDwpX3322WcoX748p615T6GhoXB1dQUAmJmZoXHjxuKyzp07Y9GiRVKFVigsWLAA9erVg1KpTLOMJ3typmLFivD39xevyAaAgIAAXtiRBbbBvMH2Jx9MPClfVahQAYsXL073fthJSUm8VVwWUt9bvFq1ajAzM/zIstc4c5UrV8akSZPg7e2dZllSUhJvN5oDI0aMwPjx4zF48GBUqVIFjx8/xubNmzFt2jSpQyvQ2AbzBtuffDDxpHxVp04d3L59O93EU6FQcA67LFStWhWPHz9G5cqVcejQIYNlt2/f5q/9LHh6euLhw4fpHvRNTEwM5qakzHXq1AklSpTAjh07cPToUVSoUAFz587lUI8ssA3mDbY/+eDFRZSvNBoNAKR7momyFh4ejlKlSqF48eJpll25cgXx8fHpTqxMRERUEHE6JcpXSqUy20nnyJEj8zmawsfe3j7dpBMAPDw8DJJO1l/udO7cWeoQCg22tfzBNpg9bH+FGxNPKjACAgKkDqFQY/3lTmhoqNQhFBpsa/mDbTB72P4KNyaeREQAZ17IAY7Qyh9sg9nD9le4MfEkIqIcGT16tNQhUBHG9le4MfEkIqIcGTVqlNQhUBHG9le4MfGkAoOnT3KH9Zc7rL+c02g0GDRokNRhyAbbYM6w/RVOTDypwHB3d5c6hEKN9Zc7Xbp0kTqEQkcQBFy5ckXqMGSDbTBn2P4KJ87jSUZx/vx5VKlSBZUrV0ZoaCjmzZsHMzMzfP3113BwcJA6vAKP9Zc7Bw4cSLfc3Nwc5cuXR926ddPcFYpSjBs3LsNlOp0OZ8+eRVBQkBEjKpzYBt8P25/8MPEko2jXrh1+++03ODg4YMKECVAqlShRogQiIiKwevVqqcMr8Fh/uePj44P79++jePHiKFu2LCIiIpCQkICqVasiLCwMZcqUwerVq1GzZk2pQy1w6tati969e8Pa2jrNMo1Gg7Vr1/LAnw1sg++H7U9++POKjCIyMhIODg5ITk6Gr68vzp49C3Nzc3z00UdSh1YosP5yp3nz5mjZsiXGjh0LMzMzaLVarFy5EjqdDmPHjsXixYvx7bffYsuWLVKHWuCoVCo0bNgQrVq1SrMsKSkJa9askSCqwodt8P2w/ckPx3iSURQrVgyRkZHw9/dHtWrVYGlpCYVCgeTkZKlDKxRYf7mzc+dO8YAPAKamphgzZgx27NgBpVKJSZMmITg4WOIoC6Zu3bpleNGLmZlZpqdC6S22wffD9ic/7PEko/jkk0/Qo0cPqNVqjB8/HgBw69YtVKpUSeLICgfWX+4UK1YMwcHBqFOnjlgWHBwMCwsLAClJAKWvf//+GS4zNTXlgT+b2AbfD9uf/DDxJKP48ssv0ahRI5iZmcHLywtAyq/VqVOnShxZ4cD6y51hw4Zh6NCh6NKlCxwcHPD8+XMcPnxYPGhduHBBrFdK38iRI7F27do05aNHj+Y442xgG8wdtj/54MVFZFTh4eEIDw+Hvb097O3tpQ6n0GH9vT9fX18cOXIEL168QLly5dCpUyc0bNhQ6rAKjQYNGuDatWtpyj09PeHv7y9BRIUP2+D7Y/uTD/Z4klG8ePECX375Jfz8/GBubg6NRgMPDw8sXryYCVQ2sP5ybtKkSVi6dCkAYO/evejevTsP8u9h8+bNAIDk5GTxsd6TJ09gZ2cnRViFAttg7rH9yQ97PMkohg8fDjs7O3z55ZewtbVFVFQUlixZghcvXmD9+vVSh1fgsf5yzt3dHQEBAQAy7i2hrA0cOBAAcPXqVbi5uYnlJiYmsLOzw+DBg+Hi4iJVeAUa22Dusf3JDxNPMgo3Nzf8/fff4kB6AEhMTESTJk3EL2bKGOsv5wYNGgSlUokaNWpg27ZtGV6kMH36dCNHVjgtWrSIY4pziG0w77D9yQenUyKjqFy5Mp49e2ZQ9uzZM3zwwQcSRVS4sP5ybunSpXB3d0dsbCwA4PXr1+n+o+xJfdBP7yIPSottMO+w/ckHezzJKFavXo09e/agX79+KF++PJ4+fYpdu3ahe/fuqFGjhrheepMEE+svtyZOnIhly5ZJHYZs8LRxzrEN5h22v8KNiScZRcuWLbNcR6FQ4PTp00aIpvBh/eVOeHg4LCwsDG67FxMTg8TERF6c9R5cXV0RGBgodRiFCttg3mH7K9x4VTsZxZkzZ6QOoVBj/eXOuHHjMHfuXIOD/tOnTzF79mzs2rVLusAKKXd3d6lDKHTYBvMO21/hxh5PMprk5GRcv34d4eHh6NChA+Lj4wEAJUqUkDiywoH19/7c3Nxw9epVgzJBEODh4cGLs7JJEAQoFAqpwyi02AZzh+1PPtjjSUbx4MEDjBkzBomJiXjz5g06dOgAX19fHD16FD/++KPU4RV4rL/cKV26NCIjIw3m/IuMjGTSngOenp7w9PSEt7c3GjZsaDC2mLLGNpg7bH/ywavaySjmzJmDQYMG4cKFCzAzS/m94+XllaYHgNLH+sud5s2bY/r06QgPDweQMt5uxowZ2Ro7Sym2bt0KLy8v+Pr6ol+/fmjcuDE+//xz7N69W+rQCgW2wdxh+5MPnmono/D09MTly5dhYmJicIuz1BMsU8ZYf7kTGxuLadOm4dSpU7CwsIBarUarVq2wcOFCWFpaSh1eofP69Wts2rQJmzZtQlxcHIKCgqQOqcBjG8w7bH+FG0+1k1HY2toiLCwMlSpVEssePXoEBwcHCaMqPFh/uWNpaYkVK1YgKioKYWFhcHR0hK2trcE6z58/Z31m4uLFi/Dz84Ofnx/CwsLQoEEDfP755/D29pY6tEKBbTB32P7kg4knGUXfvn0xfvx4TJgwAVqtFhcvXsSyZcsyvJMHGWL95Q1bW9s0B3u9Dh06cG7ATAwfPhyVK1fGZ599hs6dO/NCj/fENvh+2P7kg6fayWi2bduGHTt2ICwsDOXLl0e/fv0wYMAAqcMqNFh/+YtzA2buzJkz8PPzw+XLl/Hy5Ut4eHjA29sb3t7eBj3x9P7YBjPG9icfTDyJiMC7oeREdHQ0tm3bxjF2eYxtMHvY/go3nmono8joCzX1hTKUMdYfSe3Ro0fiGDt/f3+o1Wp4eHjAy8tL6tCoCGD7kw8mnmQU6XWsa7VaCSIpnFh/JLXu3bvDw8MDnp6eGDZsGD788EOYmHBGPjIOtj/5YOJJ+WrcuHEAAI1GIz7We/r0KZycnKQIq9Bg/RkPRx1l7sqVKzA1NZU6DFljG8wY2598MPGkfOXs7AwAOHfunPgYABQKBT766CO0a9dOqtAKBdZf3li7di1GjhyZpnzdunUYMWIEAODbb781dliFiqmpKQIDA7F//36Eh4fD3t4eXbt2haurq9ShFQpsg7nD9icfvLiIjOLUqVNo3bq11GEUWqy/3MlojKyXlxf8/PwkiKjwOXr0KL755ht07twZFStWRFhYGI4cOYI5c+agU6dOUodX4LEN5g7bn3ywx5OMQqlU4vHjx6hcuTLCwsLw3XffwczMDF9//TUnTM4G1t/7CQ4OBpByCvPOnTsGpzJDQkJgYWEhVWiFzqpVq7B27Vp4eHiIZZ07d8asWbN44M8E22DeYPuTD/Z4klG0a9cOv/32GxwcHDBhwgQolUqUKFECERERWL16tdThFXisv/fj7OwMhUKRZuycQqGAnZ0dJkyYgJ49e0oUXeHi4eGBy5cvG4yz02q18Pb2xpUrVySMrGBjG8wbbH/ywR5PMoqIiAg4ODggOTkZvr6+OHv2LMzNzfHRRx9JHVqhwPp7P/repp49e+L333+XOJrCrUaNGti5c6fB3bJ2796N6tWrSxhVwcc2mDfY/uSDiScZRfHixREZGYm7d++iWrVqsLS0hEajQXJystShFQqsv9xZs2ZNuuUPHz5EtWrVjBxN4fTVV19hxIgR2L59OxwdHREWFoaoqCisW7dO6tAKBbbB3GH7kw8mnmQUn3zyCXr06AG1Wo3x48cDAG7dusVbnWUT6y93unTpgsWLF6Nhw4Zi2e7du7FkyRJOwJ9N1atXx4kTJ3DhwgU8f/4cnTt3RrNmzVCqVCmpQysU2AZzh+1PPjjGk4zm0qVLMDMzE+80cfPmTcTGxhp8EVPGWH/v748//sCsWbPQs2dPDB06FLNnz0ZwcDCWLFkCFxcXqcMr8LRaLVxdXXH16lUolUqpwymU2AbfH9ufvDDxpAKD9ynOHdZf5p4+fYqRI0fiv//+Q/PmzbFw4UJYWlpKHVah0blzZ2zcuBF2dnZSh1JosQ2+P7Y/+eCpdiow+Bsod1h/mTtw4ABevHiB5s2b4/r167h58yZ7i3OgT58+GD9+PEaMGIHy5ctDoVCIy1Lf3IAyxjb4/tj+5IM9nlRgsMcud1h/GRs4cCASEhLwww8/oHLlyuJpzx49euDLL7+UOrxCIaODu0KhQFBQkJGjKXzYBnOH7U8+2ONJRLJXt25dfP755+L4sHbt2sHFxYUH/BzQTwtE74dtMHfY/uSDPZ5UYLDHLndYf1kTBAEREREoV64cAECn08HExETiqAoHtVoNhUJhcHGHRqOBIAgwNzeXMLLChW3w/bD9yQdbOxUY/A2UO6y/jMXGxmLKlCmoW7cu2rZtCwA4deoUfv75Z4kjKzyGDRuGmzdvGpTduHEDw4cPlyiiwoVtMHfY/uSDiScVGKNHj5Y6hEKN9Zex7777DlqtFkeOHBF7TOrVq4djx45JHFnhcefOHdSvX9+grH79+jwFmk1sg7nD9icfHONJRrFixYp0y83NzVGhQgV89NFHGDVqlJGjKjxYf7nz119/4fTp0yhWrJh4NWzZsmURFRUlcWSFh7m5OeLj4w2m/4mPj+e8itnENpg7bH/ywcSTjOLWrVu4ePEiqlSpgvLly+PZs2f477//4O3tjdDQUMyePRurV6+Gu7u71KEWSKy/3DE3N09ze9GXL1+idOnSEkVU+DRs2BDz58/H7NmzYW5uDrVajYULF4o3NKDMsQ3mDtuffDDxJKMoW7aseNcOvT179uDGjRv49ddfsWHDBixcuBB79uyRMMqCi/WXOy1atMCcOXMwc+ZMACkXKixevBht2rSROLLCY+rUqRg1ahS8vb1hb2+P8PBwVK1aFatXr5Y6tEKBbTB32P7kg1e1k1F4eHjAz8/P4OpNrVYLb29vXLlyBWq1Gg0bNsTVq1cljLLgYv3lTnx8PKZPn46TJ09Cp9PB1NQUrVq1woIFC1CyZEmpwys0BEHAzZs3ERYWBkdHR9StW9dgIm/KGNtg7rH9yQN7PMkoypQpA19fXzRu3Fgs8/Pzg7W1NYCUaTHMzNgcM8L6y50SJUpg2bJliI6ORlhYGMqXL89b770HhUIBFxcXaDQa3l88h9gGc4/tTx54pCKj+OKLLzB27Fg0bNhQHKPo6+uLhQsXAgD8/f3RqVMniaMsuFh/uTNy5EisXbsWNjY2sLGxEctHjx7NU3XvYcSIEZwzNofYBvMO21/hxlPtZDSPHj3C8ePH8eLFC5QrVw7t27dH1apVpQ6r0GD9vb+MJtf39PSEv7+/BBEVbrxZQc6xDeYdtr/CjT2elG969eqF3bt3A0iZDmjcuHEYO3asxFEVHqy/3Nu8eTMAIDk5WXys9+TJE57qfE/sr8g+tsG8x/ZXuLHHk/KNh4cHfH19YWZmxl+o74H1l3sDBw4EAFy9ehVubm5iuYmJCezs7DB48GCOFaN8xTZIZIiJJ+Wbzz77DI8fP0aVKlVw9uxZtGjRIt31Mpocvahj/eWdRYsWYerUqZmu825iQGkFBATg4MGDCA8Ph729Pbp06QIPDw+pwyoU2AZzj+1PHph4Ur5Rq9X4448/EBoaipUrV2Z4S8dx48YZObLCgfVnXOxVztz27dvxww8/oHPnzqhQoQKePXuGI0eO4PPPP0e/fv2kDk8W2AYzxvYnHxzjSfnG3NwcXbp0AQC8efOGCVIOsf6Mi7/BM/frr79i/fr1BvfL9vHxwaRJk3jgzyNsgxlj+5MPk6xXIcq9Ll264NmzZwZlz549Q3BwsEQRFS6sv/zHiagzFxcXhzp16hiUffjhh4iPj5coIvlhG8wY2598MPEko5g6dSqSkpIMyhITE7Mc80QpWH8ktT59+uCXX36BVqsFkHLnrNWrV6NPnz4SR0ZFAduffPBUOxlFaGgoqlSpYlBWtWpVhIaGShNQIcP6I6mdP38e9+7dw9atW1GuXDm8ePEC8fHxUKlUuHDhgrje/v37JYyS5IrtTz6YeJJR2NraIiQkBJUqVRLLnjx5gtKlS0sYVeHB+st/HF+XucGDB0sdguyxDWaM7U8+mHiSUXTq1Amff/45pk+fjsqVK+Px48dYtGgROnfuLHVohQLrL/+tW7dO6hAKrOTkZNy9exeTJk2ChYWF1OHIFttg+tj+5IXTKZFRaDQaLFmyBLt370ZiYiKKFSuGnj174ssvv4RSqZQ6vAKP9Zf3NBoNhg0bluZuMpQ+Ly8v+Pr6wsSElwbkFbbB7GP7kw8mnmR00dHRsLGxSVPOyZOzh/WXN9RqNerVq4egoCCpQykUZs+ejfr168PHx0fqUGSDbTD72P7kg4knFRicPDl3WH9pZTb3qU6nw9mzZ3nQz6bRo0fj4sWLqFmzJsqXL2/Q88S7Z2WMbTBvsP3JB8d4UoHB30C5w/pL6/z58+jduzesra3TLNNoNDh79qzxgyqk6tSpk2YeRcoa22DeYPuTDyaeVGBw8uTcYf2lpVKp0LBhQ7Rq1SrNsqSkJKxZs0aCqAon3jnr/bAN5g22P/lg4klEstWtW7cMe4LNzMx4MMvCvXv3ULNmTQDI9C5Zzs7Oxgqp0GEbfH9sf/LEMZ5UYHCMYu6w/iivubq6IjAwEEDGB3eFQsExipQv2P7kiT2eVGDwN1DusP4yNnLkSKxduzZN+ejRo7F69WoJIioc9Ad9IPMeJ8oa22DOsf3JEyfEogKDkyfnDusvYwEBAemWs4eYjIVtkCgFezxJMu9Onuzu7i5xRIUL6y9r+rpJTk5OM0n3kydPYGdnJ0VYhVJ4eDiWLl2K27dvIy4uzmDZ6dOnJYqq4GMbzBtsf/LBxJMkIwgCrly5InUYhRbrL2snT54EkHLQ1z8GABMTE9jZ2WHhwoVShVboTJ48GcWLF8eIESNQvHhxqcMpNNgG8wbbn3ww8aR8ldXkyZQ51l/ubNmyBQCwaNEiTJ06VeJoCrfbt2/j8uXLMDc3lzqUQoVtMG+w/ckHx3hSvjp//jwcHBzg7Oyc5p9+mgzKGOsvb6Q+4Kd3gQdlrWbNmoiMjJQ6jEKLbTB32P7kg9MpUb7q3r07xo4dm+HkyfXq1ePViplg/eU9TjuVfanHzj169AiHDx9G//79YWtra7Beeu2TMsY2mD1sf/LEU+2Urzh5cu6w/vIef2tn37x589KUvTv1j0Kh4IE/h9gGs4ftT57Y40lERcqIESM49dR7eP78OSwsLFCmTBmx7NWrV0hKSoK9vb2EkRU+bIM5x/YnHxzjSUYxcuTIdMtHjx5t5EgKJ9Zf7qT+fc0D/vsZP348wsPDDcqePXuGCRMmSBRR4cI2mDtsf/LBU+1kFJw8OXdYf7nj6ekJT09PeHt7o2HDhqhRo4bUIRU6Dx8+THPbQmdnZzx48ECiiAoXtsHcYfuTDyaelK84eXLusP7yxtatW+Hn5wdfX1/8/PPPUCqV8PT0RMOGDdGrVy+pwysUSpcujcjISIM2FxkZiRIlSkgYVeHBNpg7bH/ywTGelK8GDhwIALh69Src3NzEcv3kyYMHD4aLi4tU4RV4rL+89/r1a2zatAmbNm1CXFwcgoKCpA6pUPj2228REhKC7777Dvb29ggPD8esWbPg4OCA2bNnSx1eocI2mHNsf/LBxJOMgpMn5w7rL3cuXrwIPz8/+Pn5ISwsDA0aNIC3tze8vb1RvXp1qcMrFGJjYzFt2jScOnUKFhYWUKvVaNWqFRYuXAhLS0upwyvw2AZzh+1PPph4ktGtXbs2w4tlKGusv5xzdnZG5cqV8dlnn6Fz585QKBRSh1RoRUVFISwsDI6OjmnmU6SMsQ3mDba/wo+JJxkdJ0/OHdZfzp05cwZ+fn64fPkyXr58CQ8PD7G3qVKlSlKHR0UA2yBRCiaeZHSurq4IDAyUOoxCi/WXO9HR0di2bRvH15Fk2AapKONV7WR07u7uUodQqLH+cu7Ro0fi+Dp/f3+o1Wp4eHjAy8tL6tCoiGAbJErBHk/6v/buN7Tm94/j+Ovs2Ja1SGbHTElMa422w3a4RXZLbZobanGDYk1CWwhFI5I7/txgrXDT8q+EuaFISVmM5bvkX+yGTpx1FGVHznbyvfHJfE/76We77Lo4n+fj5uXcePfuHe+uz+fzYsW3b994p8kA/TMTDodVVVWl6upqRSIRlZWVKSuL/z8D9jCDgIfFE1Z8/wuX8OSxoX9mUqmUgsGg6zLgY8wg4GHxhBUvXrwYfrG+u7ub8ORRon/menp6dOXKFcViMYVCIa1atUqVlZWuy4KPMIMAiyccIDzZDP0bvRs3bmjv3r2qq6vTzJkzFY1G1dnZqQMHDqi2ttZ1efABZhDwsHjCCsKTzdA/M7W1tWptbVVVVdXwWXd3t1pbW3Xjxg2HlcEvmEHAw1ftsGLjxo2EJxugf2ZisZjC4XDaWWVlpfr7+x1VBL9hBgEPn9TBira2Ni1btkxnz57V0qVLtX37dl26dElv3751Xdpfgf6ZmTt3rs6fP592dvHiRW6LYQ0zCHh41A7rCE82Q/9Gr7e3V42NjZo6daqKi4sVjUb14cMHnT59WvPnz3ddHnyAGQQ8LJ6w4n+FJy9atEiRSETr1693Xd4fj/6ZSSQSGhwc1N27d/X+/XtNnz5dS5cu1aRJk1yXBp9gBgEPiyesIDzZDP0bu1QqpcrKSj169EjZ2dmuy4EPMYPAD3xcBCsePnxIeLIB+jd2wWBQs2bN0qdPn1RQUOC6HPgQMwj8wI0nrCE82Qz9G7tz586ps7NTjY2NKioqSksFKC0tdVgZ/IIZBDwsnrCC8GQz9M/Mz/5hDwQCfJwFK5hBwMPiCSsITzZD/wAAmYCvE2AF4clm6J+ZZDKpwcHBtLPBwUElk0lHFcFvmEHAw+IJKwhPNkP/zGzYsEG9vb1pZ//88482btzoqCL4DTMIeHjUDisITzZD/8xUV1erq6srLYIqlUppyZIlevDggcPK4BfMIOAhTglWzJkzRzdv3hwOT66rqyM8eRTon5mcnBwlEgnl5+cPnyUSCTIVYQ0zCHi48cS4IzzZDP0zt3PnTmVnZ2v//v3KyclRMpnUgQMH9OXLFx07dsx1efABZhDwcOOJcUd4shn6Z27Xrl1qamrS4sWLFQqFFIvFNHv2bLW3t7suDT7BDAIebjxhBeHJZuifuW/fvqm3t1fRaFTFxcWaP39+Wh+B8cYMAiyesITwZDP07/d59OiRFi5c6LoM+BgzCD9j8QTgK+FwWI8fP3ZdBnyMGYSfkeMJKwhPNkP/AACZgMUTVhCebIb+/T485IFrzCD8jMUTVrx48UIVFRVpZxUVFXr+/Lmbgv4y9O/36enpcV0CfI4ZhJ8RpwQrCE82Q//MdXd36+rVq4rFYgqFQlq5cqWqqqpclwUfYQYBbjxhyZIlS3T48OHhdxKTyaSOHDmiSCTiuLK/A/0z09HRoaamJgWDQS1atEgTJkzQ5s2b1dHR4bo0+AQzCHj4qh1WxONxNTU1qa+vb0R48rRp01yX98ejf2aWL1+uY8eOpb2u8OTJEzU3N+vOnTvuCoNvMIOAh0ftsKKgoECXL18mPHmM6J+ZgYEBlZeXp52VlZUpkUg4qgh+wwwCHh61w5pAIKAFCxaosLBQCxYsYGkaJfo3dg0NDTp16pRSqZQkKZVKqb29XQ0NDY4rg18wg4CHR+2wjvBkM/Rv9Orr6/Xq1Svl5eWpsLBQ/f39SiQSmjdvXtrvrly54qhCZDpmEPDwqB1Axlu3bp3rEuBzzCDgYfGEdVyym6F/ozM0NKSXL1+qublZubm5rsuBDzGDwA88ageQ8SKRiO7fv6+sLF5rhxvMIODhxhPWEJ5shv6N3YoVK3Tt2jXV19e7LgU+xQwCHm48YUVHR4eOHj2quro6zZgxQ+/evVNnZ6daWlq0Zs0a1+X98eifmU2bNunevXsqKSlRUVFR2q3TyZMnHVYGv2AGAQ83nrDizJkzOnv2bFp4cn19vZqbm1mcfgH9M1NeXj4iQxGwiRkEPCyesILwZDP0z8yWLVtclwCfYwYBD4/aYcXx48eVlZWlLVu2KBgMKpVKqa2tTUNDQ2ppaXFd3h+P/o3eq1evVFJSIkl6/vz5T39XWlpqqyT4DDMIjMTiCSsITzZD/0avsrJSPT09kn7+D3sgENCzZ89slgUfYQaBkVg8YcWvLkSrVq0a50r+TvQPAJAJeMcT447wZDP0DwCQKbjxhBWEJ5uhf2ZisZhOnDihp0+famBgIO3Pbt++7agq+AkzCHi48YQVhCeboX9mduzYoYkTJ6qxsVETJ050XQ58iBkEPNx4wgrCk83QPzPhcFhdXV3KyclxXQp8ihkEPNx4wgrCk83QPzMlJSWKx+OaMWOG61LgU8wg4OHGE0BG+u97c319fbp+/brWrl2rqVOnpv2upqbGdmnwCWYQGInFE+OG8GQz9M/M8uXL/+9vAoEAH3Zg3DCDwEgsnhg3hCeboX+/z/v375Wbm6spU6YMn338+FFfv35VKBRyWBn8ghkEPCyeADLe6tWrdfDgwbQF/tmzZ9q/f78uXLjgsDL4BTMIeAgFBJDx3rx5M+LWuLS0VK9fv3ZUEfyGGQQ8fNUOKwhPNkP/zEyePFnxeFwFBQXDZ/F4XHl5eQ6rgp8wg4CHxRNWEJ5shv6ZWbZsmfbs2aNDhw4pFAopFouptbX1lz7+AH4HZhDw8I4nrCA82Qz9M/P582ft3r1bt27dUm5urpLJpGpqanTkyBHl5+e7Lg8+wAwCHm48YQXhyWbon5n8/HydPHlSHz58UDQaVXFx8YgsRWA8MYOAhxtPjBvCk83QPwBApmHxxLghPNkM/QMAZBoWT1hBeLIZ+gcAyATkeMKKrVu3KhaLpZ29e/dO27Ztc1TR34X+AQAyAYsnrCA82Qz9AwBkAhZPWPE9PPm/CE/+dfQPAJAJWDxhxffw5O+Pi2OxmPbt20d48i+ifwCATMDHRbCC8GQz9A8AkAlYPGEV4clm6B8A4G/G4gkAAAAreMcTAAAAVrB4AgAAwAoWTwAAAFjB4gkAAAArWDwBAABgBYsnAAAArGDxBAAAgBUsngAAALDiX8dtVcKtZ8UQAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"is infill\")\n", "get_preference_counts(\n", " user_intersting_clips_3p5[(user_intersting_clips_3p5[\"task\"] == \"infill\")],\n", " \"is infill\",\n", ")" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:29:49.043021Z", "iopub.status.busy": "2025-11-23T23:29:49.042861Z", "iopub.status.idle": "2025-11-23T23:29:52.994932Z", "shell.execute_reply": "2025-11-23T23:29:52.994398Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "is artist\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "len pos models: 6204\n", "differing counts: 3035\n", "chirp-auk-t1_win_over_chirp-auk-t1, win ratio 1.000, (1.000, 1.000), counts 36, total 36.\n", "chirp-auk-turbo-engine-b_win_over_chirp-auk-turbo-engine-b, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-auk-turbo-t2_mask_control_slider_win_over_chirp-auk-turbo-t2, win ratio 0.375, (0.040, 0.710), counts 3, total 8.\n", "chirp-auk-turbo-t2_step_1_win_over_chirp-auk-turbo-t2, win ratio 0.429, (0.062, 0.795), counts 3, total 7.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2, win ratio 1.000, (1.000, 1.000), counts 55, total 55.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2_mask_control_slider, win ratio 0.625, (0.290, 0.960), counts 5, total 8.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2_step_1, win ratio 0.571, (0.205, 0.938), counts 4, total 7.\n", "chirp-bluejay-engine-b_win_over_chirp-bluejay-engine-b, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-bluejay-t2_win_over_chirp-bluejay-t2, win ratio 1.000, (1.000, 1.000), counts 206, total 206.\n", "chirp-crow-engine-b_mask_control_slider_win_over_chirp-crow-engine-b, win ratio 0.500, (0.269, 0.731), counts 9, total 18.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b, win ratio 1.000, (1.000, 1.000), counts 140, total 140.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b_mask_control_slider, win ratio 0.500, (0.269, 0.731), counts 9, total 18.\n", "chirp-crow-t1-c1_win_over_chirp-crow-t1, win ratio 0.344, (0.269, 0.419), counts 53, total 154.\n", "chirp-crow-t1-c2_win_over_chirp-crow-t1, win ratio 0.507, (0.424, 0.591), counts 70, total 138.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d175, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d70, win ratio 0.534, (0.494, 0.573), counts 326, total 611.\n", "chirp-crow-t1-d70_win_over_chirp-crow-t1-d175, win ratio 0.466, (0.427, 0.506), counts 285, total 611.\n", "chirp-crow-t1-d70_win_over_chirp-crow-t1-d70, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-crow-t1_cfg_steps_10_win_over_chirp-crow-t1, win ratio 0.500, (0.448, 0.552), counts 177, total 354.\n", "chirp-crow-t1_cfg_steps_30_win_over_chirp-crow-t1, win ratio 0.510, (0.448, 0.571), counts 130, total 255.\n", "chirp-crow-t1_cfg_steps_480_win_over_chirp-crow-t1, win ratio 0.441, (0.349, 0.534), counts 49, total 111.\n", "chirp-crow-t1_mask_control_slider_win_over_chirp-crow-t1, win ratio 0.564, (0.525, 0.602), counts 358, total 635.\n", "chirp-crow-t1_text_cfg_12_win_over_chirp-crow-t1, win ratio 0.484, (0.433, 0.535), counts 179, total 370.\n", "chirp-crow-t1_text_cfg_12_win_over_chirp-crow-t1_text_cfg_12, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-crow-t1_text_cfg_15_win_over_chirp-crow-t1, win ratio 0.529, (0.479, 0.580), counts 198, total 374.\n", "chirp-crow-t1_text_cfg_15_win_over_chirp-crow-t1_text_cfg_15, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-crow-t1_win_over_chirp-crow-t1, win ratio 1.000, (1.000, 1.000), counts 2690, total 2690.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c1, win ratio 0.656, (0.581, 0.731), counts 101, total 154.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c2, win ratio 0.493, (0.409, 0.576), counts 68, total 138.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_10, win ratio 0.500, (0.448, 0.552), counts 177, total 354.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_30, win ratio 0.490, (0.429, 0.552), counts 125, total 255.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_480, win ratio 0.559, (0.466, 0.651), counts 62, total 111.\n", "chirp-crow-t1_win_over_chirp-crow-t1_mask_control_slider, win ratio 0.436, (0.398, 0.475), counts 277, total 635.\n", "chirp-crow-t1_win_over_chirp-crow-t1_text_cfg_12, win ratio 0.516, (0.465, 0.567), counts 191, total 370.\n", "chirp-crow-t1_win_over_chirp-crow-t1_text_cfg_15, win ratio 0.471, (0.420, 0.521), counts 176, total 374.\n", "chirp-v3p5-engine-t-6_win_over_chirp-v3p5-engine-t-6, win ratio 1.000, (1.000, 1.000), counts 9, total 9.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6, win ratio 1.000, (1.000, 1.000), counts 21, total 21.\n", "tournament players: ['chirp-auk-turbo-t2', 'chirp-auk-turbo-t2_mask_control_slider', 'chirp-auk-turbo-t2_step_1', 'chirp-crow-engine-b', 'chirp-crow-engine-b_mask_control_slider', 'chirp-crow-t1', 'chirp-crow-t1-c1', 'chirp-crow-t1-c2', 'chirp-crow-t1-d175', 'chirp-crow-t1-d70', 'chirp-crow-t1_cfg_steps_10', 'chirp-crow-t1_cfg_steps_30', 'chirp-crow-t1_cfg_steps_480', 'chirp-crow-t1_mask_control_slider', 'chirp-crow-t1_text_cfg_12', 'chirp-crow-t1_text_cfg_15']\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-auk-turbo-t2: 1019.3, (895, 1840)\n", "chirp-auk-turbo-t2_mask_control_slider: 986.7, (-543, 1707)\n", "chirp-auk-turbo-t2_step_1: 994.3, (-432, 1809)\n", "chirp-crow-engine-b: 1000.1, (912, 1088)\n", "chirp-crow-engine-b_mask_control_slider: 1000.1, (912, 1088)\n", "chirp-crow-t1: 1007.7, (995, 1025)\n", "chirp-crow-t1-c1: 914.6, (841, 953)\n", "chirp-crow-t1-c2: 1010.4, (962, 1066)\n", "chirp-crow-t1-d175: 1011.4, (997, 1025)\n", "chirp-crow-t1-d70: 988.7, (975, 1003)\n", "chirp-crow-t1_cfg_steps_10: 1007.1, (974, 1045)\n", "chirp-crow-t1_cfg_steps_30: 1013.0, (978, 1058)\n", "chirp-crow-t1_cfg_steps_480: 974.3, (907, 1026)\n", "chirp-crow-t1_mask_control_slider: 1049.8, (1027, 1081)\n", "chirp-crow-t1_text_cfg_12: 996.7, (965, 1033)\n", "chirp-crow-t1_text_cfg_15: 1026.0, (995, 1065)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Most common models in comparisons:\n", " chirp-crow-t1 (7 comparisons)\n", " chirp-auk-turbo-t2 (2 comparisons)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"is artist\")\n", "get_preference_counts(\n", " user_intersting_clips_3p5[\n", " (user_intersting_clips_3p5[\"task\"] == \"artist_consistency\")\n", " ],\n", " \"is artist\",\n", ")" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:29:52.996642Z", "iopub.status.busy": "2025-11-23T23:29:52.996408Z", "iopub.status.idle": "2025-11-23T23:29:55.643743Z", "shell.execute_reply": "2025-11-23T23:29:55.643217Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "upsample\n", "len pos models: 4180\n", "differing counts: 2013\n", "chirp-ahi-up-3_win_over_chirp-ahi-up-3, win ratio 1.000, (1.000, 1.000), counts 12, total 12.\n", "chirp-bass-up-3_win_over_chirp-bass-up-3, win ratio 1.000, (1.000, 1.000), counts 72, total 72.\n", "chirp-carp-up-1_noise_l_5_win_over_chirp-carp-up-1, win ratio 0.521, (0.482, 0.560), counts 333, total 639.\n", "chirp-carp-up-1_step_8_win_over_chirp-carp-up-1, win ratio 0.558, (0.521, 0.595), counts 394, total 706.\n", "chirp-carp-up-1_variation_1_win_over_chirp-carp-up-1, win ratio 0.511, (0.439, 0.582), counts 96, total 188.\n", "chirp-carp-up-1_win_over_chirp-carp-up-1, win ratio 1.000, (1.000, 1.000), counts 1854, total 1854.\n", "chirp-carp-up-1_win_over_chirp-carp-up-1_noise_l_5, win ratio 0.479, (0.440, 0.518), counts 306, total 639.\n", "chirp-carp-up-1_win_over_chirp-carp-up-1_step_8, win ratio 0.442, (0.405, 0.479), counts 312, total 706.\n", "chirp-carp-up-1_win_over_chirp-carp-up-1_variation_1, win ratio 0.489, (0.418, 0.561), counts 92, total 188.\n", "chirp-carp-up-c-1_step_16_win_over_chirp-carp-up-c-1, win ratio 0.478, (0.387, 0.570), counts 55, total 115.\n", "chirp-carp-up-c-1_step_24_win_over_chirp-carp-up-c-1, win ratio 0.438, (0.353, 0.524), counts 57, total 130.\n", "chirp-carp-up-c-1_step_8_win_over_chirp-carp-up-c-1, win ratio 0.427, (0.324, 0.530), counts 38, total 89.\n", "chirp-carp-up-c-1_text_cfg_15_win_over_chirp-carp-up-c-1, win ratio 0.526, (0.414, 0.639), counts 40, total 76.\n", "chirp-carp-up-c-1_text_cfg_25_win_over_chirp-carp-up-c-1, win ratio 0.457, (0.340, 0.574), counts 32, total 70.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1, win ratio 1.000, (1.000, 1.000), counts 228, total 228.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1_step_16, win ratio 0.522, (0.430, 0.613), counts 60, total 115.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1_step_24, win ratio 0.562, (0.476, 0.647), counts 73, total 130.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1_step_8, win ratio 0.573, (0.470, 0.676), counts 51, total 89.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1_text_cfg_15, win ratio 0.474, (0.361, 0.586), counts 36, total 76.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1_text_cfg_25, win ratio 0.543, (0.426, 0.660), counts 38, total 70.\n", "chirp-v4-up-u-d-2-5_win_over_chirp-v4-up-u-d-2-5, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "tournament players: ['chirp-carp-up-1', 'chirp-carp-up-1_noise_l_5', 'chirp-carp-up-1_step_8', 'chirp-carp-up-1_variation_1', 'chirp-carp-up-c-1', 'chirp-carp-up-c-1_step_16', 'chirp-carp-up-c-1_step_24', 'chirp-carp-up-c-1_step_8', 'chirp-carp-up-c-1_text_cfg_15', 'chirp-carp-up-c-1_text_cfg_25']\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-carp-up-1: 984.3, (969, 1000)\n", "chirp-carp-up-1_noise_l_5: 999.0, (974, 1024)\n", "chirp-carp-up-1_step_8: 1024.2, (1001, 1049)\n", "chirp-carp-up-1_variation_1: 992.5, (953, 1033)\n", "chirp-carp-up-c-1: 1019.7, (994, 1048)\n", "chirp-carp-up-c-1_step_16: 1003.9, (947, 1065)\n", "chirp-carp-up-c-1_step_24: 979.8, (924, 1033)\n", "chirp-carp-up-c-1_step_8: 974.4, (906, 1032)\n", "chirp-carp-up-c-1_text_cfg_15: 1030.1, (965, 1111)\n", "chirp-carp-up-c-1_text_cfg_25: 992.1, (918, 1059)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Most common models in comparisons:\n", " chirp-carp-up-c-1 (5 comparisons)\n", " chirp-carp-up-1 (3 comparisons)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"upsample\")\n", "upsample_slice_df = user_intersting_clips_3p5[\n", " (user_intersting_clips_3p5[\"task\"] == \"upsample\")\n", "].copy()\n", "if upsample_slice_df.shape[0] > 0:\n", " get_preference_counts(\n", " upsample_slice_df,\n", " title_name=\"upsample\",\n", " )" ] }, { "cell_type": "code", "execution_count": 64, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:29:55.645372Z", "iopub.status.busy": "2025-11-23T23:29:55.645210Z", "iopub.status.idle": "2025-11-23T23:29:59.009506Z", "shell.execute_reply": "2025-11-23T23:29:59.008991Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "fixed_infill\n", "len pos models: 302\n", "differing counts: 126\n", "chirp-carp-up-1_noise_l_5_win_over_chirp-carp-up-1, win ratio 0.612, (0.476, 0.749), counts 30, total 49.\n", "chirp-carp-up-1_step_8_win_over_chirp-carp-up-1, win ratio 0.304, (0.171, 0.437), counts 14, total 46.\n", "chirp-carp-up-1_win_over_chirp-carp-up-1, win ratio 1.000, (1.000, 1.000), counts 160, total 160.\n", "chirp-carp-up-1_win_over_chirp-carp-up-1_noise_l_5, win ratio 0.388, (0.251, 0.524), counts 19, total 49.\n", "chirp-carp-up-1_win_over_chirp-carp-up-1_step_8, win ratio 0.696, (0.563, 0.829), counts 32, total 46.\n", "chirp-carp-up-c-1_step_16_win_over_chirp-carp-up-c-1, win ratio 0.455, (0.160, 0.749), counts 5, total 11.\n", "chirp-carp-up-c-1_step_24_win_over_chirp-carp-up-c-1, win ratio 0.545, (0.251, 0.840), counts 6, total 11.\n", "chirp-carp-up-c-1_step_8_win_over_chirp-carp-up-c-1, win ratio 0.667, (0.133, 1.200), counts 2, total 3.\n", "chirp-carp-up-c-1_text_cfg_15_win_over_chirp-carp-up-c-1, win ratio 0.333, (-0.200, 0.867), counts 1, total 3.\n", "chirp-carp-up-c-1_text_cfg_25_win_over_chirp-carp-up-c-1, win ratio 0.333, (-0.200, 0.867), counts 1, total 3.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1, win ratio 1.000, (1.000, 1.000), counts 16, total 16.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1_step_16, win ratio 0.545, (0.251, 0.840), counts 6, total 11.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1_step_24, win ratio 0.455, (0.160, 0.749), counts 5, total 11.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1_step_8, win ratio 0.333, (-0.200, 0.867), counts 1, total 3.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1_text_cfg_15, win ratio 0.667, (0.133, 1.200), counts 2, total 3.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1_text_cfg_25, win ratio 0.667, (0.133, 1.200), counts 2, total 3.\n", "tournament players: ['chirp-carp-up-1', 'chirp-carp-up-1_noise_l_5', 'chirp-carp-up-1_step_8', 'chirp-carp-up-c-1', 'chirp-carp-up-c-1_step_16', 'chirp-carp-up-c-1_step_24', 'chirp-carp-up-c-1_step_8', 'chirp-carp-up-c-1_text_cfg_15', 'chirp-carp-up-c-1_text_cfg_25']\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-carp-up-1: 1017.3, (975, 1074)\n", "chirp-carp-up-1_noise_l_5: 1070.5, (1028, 1183)\n", "chirp-carp-up-1_step_8: 911.7, (785, 955)\n", "chirp-carp-up-c-1: 1007.7, (63, 2155)\n", "chirp-carp-up-c-1_step_16: 990.9, (-50, 2157)\n", "chirp-carp-up-c-1_step_24: 1015.1, (110, 2259)\n", "chirp-carp-up-c-1_step_8: 1017.9, (-1280, 4998)\n", "chirp-carp-up-c-1_text_cfg_15: 984.5, (-2458, 3769)\n", "chirp-carp-up-c-1_text_cfg_25: 984.5, (-2811, 3401)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Most common models in comparisons:\n", " chirp-carp-up-c-1 (5 comparisons)\n", " chirp-carp-up-1 (2 comparisons)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"fixed_infill\")\n", "upload_extend_slice_df = user_intersting_clips_3p5[\n", " (user_intersting_clips_3p5[\"task\"] == \"fixed_infill\")\n", "].copy()\n", "if upload_extend_slice_df.shape[0] > 0:\n", " get_preference_counts(\n", " upload_extend_slice_df,\n", " title_name=\"fixed_infill\",\n", " )" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:29:59.011080Z", "iopub.status.busy": "2025-11-23T23:29:59.010916Z", "iopub.status.idle": "2025-11-23T23:30:06.103627Z", "shell.execute_reply": "2025-11-23T23:30:06.103121Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "upload_extend\n", "len pos models: 1658\n", "differing counts: 544\n", "chirp-auk-t1_win_over_chirp-auk-t1, win ratio 1.000, (1.000, 1.000), counts 14, total 14.\n", "chirp-auk-turbo-engine-b_onebox_lyrics_gpt51_s8_win_over_chirp-auk-turbo-engine-b_onebox_lyrics, win ratio 0.667, (0.133, 1.200), counts 2, total 3.\n", "chirp-auk-turbo-engine-b_onebox_lyrics_win_over_chirp-auk-turbo-engine-b_onebox_lyrics_gpt51_s8, win ratio 0.333, (-0.200, 0.867), counts 1, total 3.\n", "chirp-auk-turbo-engine-b_win_over_chirp-auk-turbo-engine-b, win ratio 1.000, (1.000, 1.000), counts 9, total 9.\n", "chirp-auk-turbo-t2_mask_control_slider_win_over_chirp-auk-turbo-t2, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-auk-turbo-t2_step_1_win_over_chirp-auk-turbo-t2, win ratio 0.507, (0.427, 0.586), counts 77, total 152.\n", "chirp-auk-turbo-t2_step_1_win_over_chirp-auk-turbo-t2_step_1, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2, win ratio 1.000, (1.000, 1.000), counts 664, total 664.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2_step_1, win ratio 0.493, (0.414, 0.573), counts 75, total 152.\n", "chirp-bluejay-engine-b_win_over_chirp-bluejay-engine-b, win ratio 1.000, (1.000, 1.000), counts 5, total 5.\n", "chirp-bluejay-t2_win_over_chirp-bluejay-t2, win ratio 1.000, (1.000, 1.000), counts 51, total 51.\n", "chirp-crow-engine-b_mask_control_slider_win_over_chirp-crow-engine-b, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b, win ratio 1.000, (1.000, 1.000), counts 15, total 15.\n", "chirp-crow-t1-c1_win_over_chirp-crow-t1, win ratio 0.500, (0.291, 0.709), counts 11, total 22.\n", "chirp-crow-t1-c2_win_over_chirp-crow-t1, win ratio 0.522, (0.318, 0.726), counts 12, total 23.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d70, win ratio 0.487, (0.376, 0.598), counts 38, total 78.\n", "chirp-crow-t1-d70_win_over_chirp-crow-t1-d175, win ratio 0.513, (0.402, 0.624), counts 40, total 78.\n", "chirp-crow-t1_cfg_steps_10_win_over_chirp-crow-t1, win ratio 0.569, (0.442, 0.696), counts 33, total 58.\n", "chirp-crow-t1_cfg_steps_30_win_over_chirp-crow-t1, win ratio 0.536, (0.351, 0.720), counts 15, total 28.\n", "chirp-crow-t1_cfg_steps_480_win_over_chirp-crow-t1, win ratio 0.615, (0.351, 0.880), counts 8, total 13.\n", "chirp-crow-t1_mask_control_slider_win_over_chirp-crow-t1, win ratio 0.806, (0.714, 0.897), counts 58, total 72.\n", "chirp-crow-t1_text_cfg_12_win_over_chirp-crow-t1, win ratio 0.590, (0.435, 0.744), counts 23, total 39.\n", "chirp-crow-t1_text_cfg_15_win_over_chirp-crow-t1, win ratio 0.585, (0.435, 0.736), counts 24, total 41.\n", "chirp-crow-t1_win_over_chirp-crow-t1, win ratio 1.000, (1.000, 1.000), counts 322, total 322.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c1, win ratio 0.500, (0.291, 0.709), counts 11, total 22.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c2, win ratio 0.478, (0.274, 0.682), counts 11, total 23.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_10, win ratio 0.431, (0.304, 0.558), counts 25, total 58.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_30, win ratio 0.464, (0.280, 0.649), counts 13, total 28.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_480, win ratio 0.385, (0.120, 0.649), counts 5, total 13.\n", "chirp-crow-t1_win_over_chirp-crow-t1_mask_control_slider, win ratio 0.194, (0.103, 0.286), counts 14, total 72.\n", "chirp-crow-t1_win_over_chirp-crow-t1_text_cfg_12, win ratio 0.410, (0.256, 0.565), counts 16, total 39.\n", "chirp-crow-t1_win_over_chirp-crow-t1_text_cfg_15, win ratio 0.415, (0.264, 0.565), counts 17, total 41.\n", "chirp-v3p5-engine-s-8_min_p_005_win_over_chirp-v3p5-engine-s-8, win ratio 0.750, (0.326, 1.174), counts 3, total 4.\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, (1.000, 1.000), counts 17, total 17.\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_min_p_005, win ratio 0.250, (-0.174, 0.674), counts 1, total 4.\n", "chirp-v4-h-s-32_mask_control_slider_win_over_chirp-v4-h-s-32, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v4-h-s-32_text_1_win_over_chirp-v4-h-s-32, win ratio 0.667, (0.289, 1.044), counts 4, total 6.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32, win ratio 1.000, (1.000, 1.000), counts 16, total 16.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_text_1, win ratio 0.333, (-0.044, 0.711), counts 2, total 6.\n", "tournament players: ['chirp-auk-turbo-engine-b_onebox_lyrics', 'chirp-auk-turbo-engine-b_onebox_lyrics_gpt51_s8', 'chirp-auk-turbo-t2', 'chirp-auk-turbo-t2_mask_control_slider', 'chirp-auk-turbo-t2_step_1', 'chirp-crow-engine-b', 'chirp-crow-engine-b_mask_control_slider', 'chirp-crow-t1', 'chirp-crow-t1-c1', 'chirp-crow-t1-c2', 'chirp-crow-t1-d175', 'chirp-crow-t1-d70', 'chirp-crow-t1_cfg_steps_10', 'chirp-crow-t1_cfg_steps_30', 'chirp-crow-t1_cfg_steps_480', 'chirp-crow-t1_mask_control_slider', 'chirp-crow-t1_text_cfg_12', 'chirp-crow-t1_text_cfg_15', 'chirp-v3p5-engine-s-8', 'chirp-v3p5-engine-s-8_min_p_005', 'chirp-v4-h-s-32', 'chirp-v4-h-s-32_mask_control_slider', 'chirp-v4-h-s-32_text_1']\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-auk-turbo-engine-b_onebox_lyrics: 993.2, (-1848, 3011)\n", "chirp-auk-turbo-engine-b_onebox_lyrics_gpt51_s8: 1006.6, (-991, 3860)\n", "chirp-auk-turbo-t2: 989.9, (-949, 1010)\n", "chirp-auk-turbo-t2_mask_control_slider: 1014.0, (1000, 4884)\n", "chirp-auk-turbo-t2_step_1: 995.7, (-941, 1017)\n", "chirp-crow-engine-b: 985.9, (-2100, 1000)\n", "chirp-crow-engine-b_mask_control_slider: 1013.9, (1000, 4108)\n", "chirp-crow-t1: 942.2, (891, 982)\n", "chirp-crow-t1-c1: 981.2, (780, 1088)\n", "chirp-crow-t1-c2: 985.7, (807, 1100)\n", "chirp-crow-t1-d175: 996.5, (958, 1034)\n", "chirp-crow-t1-d70: 1003.3, (967, 1042)\n", "chirp-crow-t1_cfg_steps_10: 994.6, (891, 1083)\n", "chirp-crow-t1_cfg_steps_30: 987.5, (810, 1104)\n", "chirp-crow-t1_cfg_steps_480: 1005.0, (840, 1249)\n", "chirp-crow-t1_mask_control_slider: 1101.9, (1079, 1298)\n", "chirp-crow-t1_text_cfg_12: 1002.3, (878, 1138)\n", "chirp-crow-t1_text_cfg_15: 1000.9, (881, 1113)\n", "chirp-v3p5-engine-s-8: 987.0, (-2115, 2337)\n", "chirp-v3p5-engine-s-8_min_p_005: 1012.8, (-307, 4142)\n", "chirp-v4-h-s-32: 981.5, (-1967, 1060)\n", "chirp-v4-h-s-32_mask_control_slider: 1006.9, (1000, 3381)\n", "chirp-v4-h-s-32_text_1: 1011.2, (-205, 3408)\n" ] }, { "data": { "image/png": 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+/v4sXryYsmXLUrZsWQAmTJiQ4vf/6tWrDBo0iJ07d+Li4kKfPn3M7ltaWuLq6mrWtnnzZurVq0f27NkB2L59OydOnGDBggW4uLhQqlQpevfuzfjx4/n444+fW8JIRERERJ7Nhz4Dkr1/cMdRUxICYNOynWxatvOJ425dFcLWVSFJ3v+s4biUBykiIiKSxrQNlIgACV+sz5kzh+7du7Nu3TrGjx+Pi8uj3+aaNGkSHTt2JCgoiCJFihAQEJDs9kIRERFs2LCB6dOnExQUZGpfvXo1lpaWrFixgkGDBrFw4UJWrFiR5DhxcXF07tyZvXv3Mm7cONatW0dAQIBZ5URUVBRz5sxhxIgR/Pzzzzg7OzNgwAAOHz7MjBkzWL58OfHx8XTp0oXo6GgMBgN+fn4EBwcDcPPmTcLCwoiKiiIsLAyAkJAQypQpk2iiAjDFvHDhQrZv3860adOe/CYnY8CAAZw/f55FixYxdepUli5dytWrV5Psf/jwYUJDQ2nevLmpbf/+/ZQoUcLsc6tatSp37tzhxIkTzxSfiIiIiIiIiIg8H/HxhnR/ZUaqrBAR7ty5w6JFiwgMDKRJkyYAFC5cGF9fX86ePQtAhw4dqFGjBgC9evWiQYMGnD59Gk9Pz0THjI6OZuzYseTOndusPX/+/AwcOBCDwYCHhwfHjh1j4cKFvPvuu4mOs3PnTg4ePMi6desoWrQoAIUKFTLrEx0dzdChQylZsiQAp06d4tdff2XZsmVUqFABgPHjx1OjRg1TNYK/vz/Lly8HEhITpUuXxsXFheDgYDw9PQkODsbf3z/J9+zhupycnB6reEitkydP8scff7BixQpTVcbIkSOpX79+ks+sXLkST09P0/oArly5YpaoAEzXly9ffqYYRURERERERERE0pMqK0SE8PBwjEYjlStXTrKPl5eX6eeHX85fu3Ytyf5ubm6PJSoAfHx8zLZ8KleuHKdPnyY2NpaZM2dSvnx50ysyMpLQ0FDy5ctnSlQkxtra2iy+sLAwrKys8PHxMbXlypWLokWLmion/Pz8OHHiBNeuXSMkJAR/f3/8/f0JDg4mOjqaffv2mZIVgYGBZnE9i59++slsrD179pji9fb2NvXz9PQkR44ciY4RFRXFzz//bFZVISIiIiIiIiIiL4c4DOn+yoxUWSEi2NraPrGPtbW16eeHyYa4uLgk+ye1fVJyWrVqRb169UzXefLkSfbg7ofs7OySPfMiMV5eXuTMmZPg4GBCQkLo06cPrq6uzJ07l0OHDhETE2NKTPTu3ZuOHTumbjFJqFmzplkSJW/evI8dnP0k69evJyoqynRexkMuLi4cPHjQrO3KlSsAz1z9ISIiIiIiIiIikp6UrBARihQpgp2dHbt27Xpsi6W09t8v0w8cOIC7uzuWlpY4OTnh5ORkdt/Ly4sLFy5w8uTJZKsr/s3T05OYmBgOHDhg2ibp+vXrnDx5kmLFigEJCRdfX1+2bNnC8ePHqVixItmyZcNoNLJ8+XK8vb2xt7cHwNnZGWdnZ7M5HiZvYmNjU7V+BwcHHBwczNo8PDyIiYnh8OHDpm2gwsPDuXXrVqJj/PDDD9SsWfOxypVy5coxc+ZMrl69aop3586dODg4mNYtIiIiIiIiIiKZW1wmPVMivSlZISLY2trSuXNnxo0bh7W1NRUqVODatWscP36cKlWqpOlckZGRjB49mpYtW/LPP/+wZMkS+vfvn2R/f39/fH196dWrFwMGDKBw4cKEh4djMBh4/fXXE32mSJEi1KpViyFDhjBs2DAcHBwYP348efPmpVatWmZjjxkzBm9vb7Jnzw6Ar68va9aseWIlhbOzM3Z2dmzbto18+fJha2uLo6MjRqPRtNWU0Wjk4sWLhIaGYm9vj7u7e6JjeXh4UK1aNb744guGDh2KpaUlo0aNSrSq5PTp04SEhDB79uzH7lWtWpVixYrx2Wef8emnn3L58mUmT55M69atsbGxSXY9IiIiIpK5fXPgK/IWNj+fbP6wH/h+8i/JPlfKz4MPBzehZEUPYmPjCD98hkHNJmGMijb18X+rDO9/2pCirxTE+CCaQzuOMfyDr033XQvmpueEDyhb1Yuouw/Y/N1O5g9bRVxs0pXWIiIiIqmlZIWIANC9e3csLS2ZOnUqly5dwtXVlVatWqX5PI0bNyYqKooWLVpgaWlJ27ZtadmyZbLPTJs2jTFjxtCvXz/u37+Pu7s7AQEByT4zevRoRo4cSbdu3YiOjsbX15fZs2ebbWfl7+9PbGys2UHa/v7+bNmyJdnDtQGsrKwYPHgwX3/9NVOnTsXX15fFixdz6dIls+2Z5s+fz/z58/H392fx4sXJxjt48GA++OADXFxc6N27N1OnTn2s3w8//EC+fPmoWrXqY/csLS2ZOXMmQ4cOpWXLlmTLlo0mTZrQq1evZNciIiIiIpnD2DWfsmnpDjYt25no/UUjg/hl0R+m63t3opIdr5SfByNW9mH5pF+Y0X8ZsTGxFPUuRHxcvKnPaw0r0GfKhyz4chUH/jiCpZUF7qUKmO5bWBgYvrwX1y/eol+dr8idLyefzOhITHQsC79c/YwrFhERkcTEZ9HKCkN8fHz8k7uJiDy7Nm3aULJkSQYNGpTRoUgy3rRokdEhiIiIyEvOMmfOjA4hU0ouWfHNga9YPWMzQTM3p3i8SRs/Z9/v/7Bo1I+J3rewtOCbA1+x5Kuf2LAk8XPUfGt7M+y7XrQu9Qk3LidsU1q/fXU6Dm1Gy2J9iYlO3baoL6PYmzczOgQREUnEprgVGR3CU3ttU9K7kKSVHW+OSfc5UssiowMQERERERERkSd7t089vg+bzPStgTTvWQcLy6T/SZ/TxZFSfp7cuHybiRsGsOzoRMb+/CmvVH50llkxH3dcC+QmLi6e6VsDWRo6ni9X9Ma9lJupTyk/T079c9aUqAD4a8vfZM9hj3tJN0RERCTtxcUb0v2VGWkbKBEREREREZEM0LJffVr1rW+6tslmQ0lfD7qPfd/U1qVKIJfPXuPHWVs4cSCC2zfuUsrfk/aBTcmdNyezB3+f6Nj5i7gC8MGAd5gzZAXhhyKo1epVRgcF0O3VL4gMv0T+Ii6mPrMHLedixFWaffwWY9d8Skffwdy5cZdceXJw49Its7EfJi5y5c0Jh86k6XsiIiIiWZeSFSLy3CR3ZoOIiIiISFazdv5W/li9x3Tdf3Yntq/Zy441e01tV8/fAGDV/zaZ2k7+fZYYYwy9JrVhwfBVRBtjHhvbYJHwG5PrFm5l09IdAIQdWk756qWo80FVFgxfZerz3YS1pjkn9ljA4r/H8Xrjiqxb+Mdj44qIiEj6y6pnVihZISIiIiIiIpIB7ty4y50bd03Xxqhobl6+xfmTl5747NG/TmJlbUXews6cPXHxsfvXLiScoxBx9LxZe8TR87gWzP2fPpGm+9HGGC6cuoxrQWcArl+6hVfFomZjOLnmSLh3UWc1iIiISNrRmRUiIiIiIiIiLxiPMoWIjY3jxuXbid6/GHGFK5HXKVgsr1l7gWJ5uXTmKgAnDpzGGBVNwWL5TPctrSzJW9jF1Cc0JIwipQuS08XR1KfCG6W5e+veY4kQERERSRs6s0JEREREREREnhu77LZky25ruh7dcRYAufLkMLXdvHIbr4pF8arowYHtR7h/O4pS/p50HdmSX7/fxZ2b9wBwzu/EV0EBjPtoPsf2ngRg5bQNtPn8HcIPnyXs0BnefK8KhYrnY+SHMwC4dzuKtQt+54MB73D53DUunblK8551AdgWlLA91d5f/ybiaCSfzezI3KEryZ0nJx8Oasyaub8luv2UiIiIyNNSskJEREREREQkAzT/uA4fDHgn2T4flu1P9IMYqjf144MB72BtY8WF01dYPWMTq75+dI6FlZUlhUrkxy6bjaktaOZmbOys6TqqJY5O2Qn/+wwDm07k/KnLpj5zA1cSGxPHpzM7YWNnzdG/TjKg0XhTEiQuLp4vWk3l4wltmLThc6LuGdm8bCeLRv2Yxu+GiIiIPBQfn9ERZAxDfHxWXbqIiCTmTYsWGR2CiIiIvOQsc+bM6BBE0kzsTZ3dISKSGW2KW5HRITw1v18GpvscIfVGpbjvrFmz2LhxI+Hh4djZ2VG+fHk++eQTPDw8TH0ePHjAV199xbp16zAajVStWpUvvvgCFxeXFM+jMytERERERERERERERDKJOAzp/kqN4OBgWrduzffff8+CBQuIiYmhY8eO3Lt3z9Rn1KhR/Pbbb0yePJnFixdz6dIlPv7441TNo22gREREREREREREREQkUfPmzTO7/uqrr6hSpQp///03fn5+3L59mx9++IHx48dTpUoVICF5Ub9+ffbv30+5cuVSNI+SFSIiIiIiIiIiIiIimUR8fOoqH56G0WjEaDSatdnY2GBjY5PEE4/cvn0bgJz/v7Xn4cOHiY6O5tVXXzX18fT0xM3NLVXJCm0DJSIiIiIiIiIiIiKShcyaNYuKFSuavWbNmvXE5+Li4hg1ahQVKlSgRIkSAFy5cgVra2ty5Mhh1tfZ2ZnLly+nOCZVVoiIiIiIiIiIiIiIZBJxz6GyomvXrrRv396sLSVVFcOGDeP48eMsXbo0zWNSskJEREREREREREREJAtJ6ZZP/zZ8+HB+//13lixZQr58+UztLi4uREdHc+vWLbPqiqtXr+Lq6pri8bUNlIiIiIiIiIiIiIhIJhEfn/6v1MUTz/Dhw9m0aRPffPMNhQoVMrvv7e2NtbU1f/75p6ktPDycyMjIFJ9XAaqsEBERERERERERERGRJAwbNoyff/6Z//3vf2TPnt10DoWjoyN2dnY4OjrSrFkzvvrqK3LmzImDgwMjRoygfPnySlaIiIiIiIiIiIiIiLyI4p/DmRWpsWzZMgDatGlj1j569GiaNm0KwMCBA7GwsKBXr14YjUaqVq3KF198kap5DPHxqS36EBGRl9mbFi0yOgQRERF5yVnmzJnRIYikmdibNzM6BBERScSmuBUZHcJTK7smMN3nONhweLrPkVqqrBARERERERERERERySQyW2XF86IDtkVEREREREREREREJEOpskJEREREREREREREJJOIy6KVFUpWiIiIiIi8AIz1/DI6BJE0Y/NLSEaHICIiIiKZjJIVIiIiIiIiIiIiIiKZRHx8RkeQMXRmhYiIiIiIiIiIiIiIZChVVoiIiIiIiIiIiIiIZBLxWfTMClVWiIiIiIiIiIiIiIhIhlJlhYiIiIiIiIiIiIhIJqHKChERERERERERERERkQygygoRERERERERERERkUwiPqMDyCCqrBARERERERERERERkQylygoRERERERERERERkUxCZ1aIiIiIiIiIiIiIiIhkAFVWiIiIiIiIiIiIiIhkFln00ApVVoiIiIiIiIiIiIiISIZSZYWIiIiIiIiIiIiISCaRVc+sULJCREREREReCi2b+tGwrg958+Tg5s37BK3bx5Llu5LsX9AtFx91rIF3qQJYW1sSdvIy85dsZ9/BCFOfCj6F6dimGh7urtx/YGTDlr+Z+80fxMYl1Oa3e/812rd+7bGx70cZqdtscpqvUURERETkZaVkhYiIiIiIvPB6da2Fb/ki/G/e74SfukwORztyONgl+8xXQ5txNvI6fQcu54ExhhaNKjL6i6a832kO167fxbOoK2OGNWfJ8l2MmrAWF2dHAj5+CwsLAzPm/Q7A8lXB/PTLfrNxJ45syZHj59NppSIiIiLysovXmRUiIiIiIiIvHvdCuWlUvxyDvlzNzt0nuHDxJsdOXGTP/tNJPpMzRzYKFcjN0hW7CT91mXOR15m18A+y2dlQ1N0FgJrVShJ+8jLfLNvJufM3OHD4DDPn/06TBuXJls0GgPtR0Vy7ftf0yuVkT1F3F9ZtPPRc1i4iIiIi8rJQZYWIiIiIiLzQXvUvRuSFm1Tx92Tc283BYOCv/aeZOf93bt+JSvSZm7fuc/rMVerUfIVjJy4SHR3DO/V8uHb9LkdPXADA2toKozHG7LkHxhhsba3xKpaX/YfOPDbu23XKEnH2Ggf/Ppv2CxURERGRLCGrnlmhygoREREREXmh5c/nRN48OahR1YtRE9fx1aR1eBXLy/CBjZJ9LmDQcop55uWXlX3YGBTAu439+CxwBXfuPAAgeO9JXilVgFrVS2FhYcDF2YEP33sVAOfcDo+NZ2NtSe0apVm38WDaL1JERERE5CWnZIWIiIiIiLzQLCwM2NpYMWrCWg7+fZb9h84wZsp6Kvi4U6hA7iSf69P9TW7cuEvPz5bSre9itu86zqgvmpE7V3YA9uw7xcz5v9Ovx1tsCgpgyexO7NoTDkBc3OMbCVd7tQT22WxYv+Vw+ixURERERLKGeEP6vzIhbQMlIiIiIiIvtKvX7hATE8vZyOumttNnrgKQ19WRM+euPfZMBZ/CVPHz5O2WU7l33wjApP9twrdcEerW9mbpit0AfB+0h++D9uCc24Hbd6LInzcHXdtV5/yFG4+N2eCtsvwZHMb1G/fSYZUiIiIiIi83VVaIJOHs2bN4eXkRGhqaZJ9Vq1bh6+v7HKPKusLCwnj33XcpU6YMjRolv6WDiIiIZC2H/jmHlZUlbvmcTG2FCuQC4MKlW4k+Y2drDUB8vHmFRFx8PBaGx3/T7Oq1OxiNMdSqXpqLl25xLOyi2f18eXNSvmxh1upgbRERERF5RvHx6f/KjJSsEHkG9evXZ8OGDRkdxnOVVBLn+PHj9OzZk5o1a+Ll5cXChQvTdN5p06aRLVs21q9fn+Zj/1dKElUZYcaMGbRq1QofH58kk2SRkZF06dIFHx8fqlSpwpgxY4iJiUm0r4iIyMvir/2nOHriAv371KO4Rx5KFMtLwMd1CNl70lRtUbJEPhbN7IiLc8JZE38fieT2nSg+71cfz6KuFHTLRbcONcifNyd/hoSZxm7V1B8PdxeKFHambasqvN+8ElNnbX5sG6j6b5bh6rU77P4r/PktXERERETkJaJtoESegZ2dHXZ2dkneNxqN2NjYPJdYYmNjMRgMWFhkTA7y/v37FCxYkLp16zJ69Og0Hz8iIoIaNWpQoECBNB/7RREdHU3dunUpV64cK1eufOx+bGwsXbt2xcXFhe+++45Lly7Rv39/rK2t6devXwZELCIi8nzEx8Pnw1bRu1stpo55n/sPjATvOcnXc38z9bGztca9kDNWlgn/W+nmrft8FriSTm2rMWlUK6ysLDh1+gqDvlxF2MnLpucq+Rblg5aVsbG25MTJywz6chW7/zppNr/BAPVqe7N+y+FEz7IQEREREUmVLPo/KQ3x/617Fsli4uLimDdvHt9//z3nz5/HxcWFli1b0rBhQ2rVqsW0adNYvHgxBw8exN3dnWHDhlG+fHkgYRuoUaNGsWfPHiDht/83b97MBx98wIwZM4iMjOTIkSO0adOG4sWLA/Djjz9iZWXFe++9R+/evTEkss3AQ7du3WL8+PFs3ryZ27dv4+7uTkBAAG+88YZp7jFjxjBhwgROnTrFxo0bcXR0ZOTIkfz2228YjUb8/PwYPHgwRYoUIT4+nipVqjB06FDq1q0LQKNGjbh69Srbt28HYM+ePbRr146QkBCyZcv2WExeXl5m1/7+/ixevNisrWbNmrRt25Z27do98+fw0UcfPTbnxx9/TM+ePdm7dy/Dhg0jPDyc4sWL0717d3r06EFQUBClSpVKdr6bN28yfPhwduzYwb1798iXLx9du3alWbNmya5xxYoVzJ8/n7Nnz1KgQAHatGlD69atgYSKjFq1ajFx4kQWL17M33//jbu7O4GBgfj7+z9x3pT675+7h7Zu3Uq3bt3Ytm0bLi4uACxbtozx48fz559/pjhx9qZFixTHIiIiz4+xnl9GhyCSZmx+CcnoEEREROQltyluRUaH8NQ8lo5K9znC3x+Y7nOkliorJMubMGECK1as4PPPP6dixYpcunSJkycf/bbcpEmT6N+/P+7u7kyaNImAgAA2btyIlVXif30iIiLYsGED06dPN6tyWL16Nc2bN2fFihUcPnyYwMBA3NzcePfddxMdJy4ujs6dO3P37l3GjRtH4cKFOXHihNmYUVFRzJkzhxEjRuDk5ISzszP9+vXj9OnTzJgxAwcHB8aNG0eXLl1Yu3Yt1tbW+Pn5ERwcTN26dbl58yZhYWHY2dkRFhaGp6cnISEhlClTJtFEBSR8Wd+iRQsWLlxIsWLFsLa2fpq3/THJfQ7bt2+nffv2VKtWjQ4dOmBvb8+dO3f46KOPeP3115kwYQLnzp1j1KiU/x/yKVOmEBYWxpw5c8iVKxcRERFERUUlu8affvqJKVOmEBgYSKlSpQgNDWXIkCHY29vTpEkT09hjx45l4MCBFCtWjAULFtCtWze2bNlCrly5kp33We3fv58SJUqYEhUAVatWZejQoZw4cYLSpUunyTwiIiIiIiIiIpJ+4uOT/uXml5mSFZKl3blzh0WLFhEYGGj6srlw4cL4+vpy9uxZADp06ECNGjUA6NWrFw0aNOD06dN4enomOmZ0dDRjx44ld+7cZu358+dn4MCBGAwGPDw8OHbsGAsXLkwyWbFz504OHjzIunXrKFq0KACFChV6bK6hQ4dSsmRJAE6dOsWvv/7KsmXLqFChAgDjx4+nRo0abN68mXr16uHv78/y5csBCAkJoXTp0ri4uBAcHIynpyfBwcGmKoDEPFyXk5MTrq6uSfZLjeQ+BwBXV1csLS2xt7c3zbls2TIARowYga2tLcWKFePSpUsMHjw4RXNGRkZSqlQpypQpA0DBggWfuMZp06YxYMAA3nrrLSDh8zhx4gTLly83S1a0bt2aOnXqADB06FC2bdvGypUr6dy5c7LzPqsrV66YJSoA0/Xly5cTe0RERERERERERCRT0AHbkqWFh4djNBqpXLlykn3+vSXQwy+ur127lmR/Nze3xxIVAD4+PmZbPpUrV47Tp08TGxvLzJkzKV++vOkVGRlJaGgo+fLlMyUqEmNtbW0WX1hYGFZWVvj4+JjacuXKRdGiRQkLSzgo0s/PjxMnTnDt2jVCQkLw9/fH39+f4OBgoqOj2bdvnylZERgYaBZXeknJ5/BfJ0+exMvLC1tbW1PbwwRASrz33nusW7eORo0aMXbsWPbu3Zts/3v37hEREcGgQYPM3pMZM2YQERFh1vff75WVlRXe3t6Eh4c/1bwiIiIiIiIiIpLFxD+HVyakygrJ0v79RXdS/r3N0cNkQ1xcXJL9k9o+KTmtWrWiXr16pus8efIke3D3Q3Z2dsmeeZEYLy8vcubMSXBwMCEhIfTp0wdXV1fmzp3LoUOHiImJMX3Z3rt3bzp27Ji6xTyFlHwOaa169er89ttvbN26lR07dtCuXTtat25N//79E+1/7949AL788kuzZBCQqkPNUztvari4uHDw4EGztitXrgCkWRWMiIiIiIiIiIhIelBlhWRpRYoUwc7Ojl27dqX7XP/9EvnAgQO4u7tjaWmJk5MT7u7uppeVlRVeXl5cuHDB7PyMJ/H09CQmJoYDBw6Y2q5fv87JkycpVqwYkJBw8fX1ZcuWLRw/fpyKFSvi5eWF0Whk+fLleHt7Y29vD4Czs7NZXPAoeRMbG/tM78e/Pc3nULRoUY4dO4bRaDS1HTp0KFXz5s6dmyZNmjB+/HgGDhxo2h4rsTW6uLiQJ08ezpw5Y/aeuLu7P7Y91/79+00/x8TE8Pfff+Ph4fHEeZ9VuXLlOHbsGFevXjW17dy5EwcHB9PnLyIiIiIiIiIimVt8vCHdX5mRKiskS7O1taVz586MGzcOa2trKlSowLVr1zh+/DhVqlRJ07kiIyMZPXo0LVu25J9//mHJkiXJ/ja9v78/vr6+9OrViwEDBlC4cGHCw8MxGAy8/vrriT5TpEgRatWqxZAhQxg2bBgODg6MHz+evHnzUqtWLbOxx4wZg7e3N9mzZwfA19eXNWvWPLGSwtnZGTs7O7Zt20a+fPmwtbXF0dERo9Fo2mrKaDRy8eJFQkNDsbe3NyU6kpLc59CiRYtEn2nYsCGTJ09myJAhdOnShcjISObPnw+QomqTKVOm8Morr1C8eHGMRiO///676RySpNbYq1cvRowYgaOjI9WqVcNoNHL48GFu3bpF+/btTWMvXbqUIkWK4OHhwTfffMPNmzdp1qzZE+d9ksjISG7evElkZCSxsbGEhoYCCed7ZM+enapVq1KsWDE+++wzPv30Uy5fvszkyZNp3bo1NjY2KZpDRETkZVPZz4MP33sVzyKuGKNj2X/oDINHrE6y/4C+9ahX23xryd1/hfNZ4ErTtaODHb271ebVSp7ExcXzx85jTJu1hftR0QAUKpCbgI/fwr2QM9mz23L12h02//4PC5fuJDY26QpdEREREZGsTMkKyfK6d++OpaUlU6dO5dKlS7i6utKqVas0n6dx48ZERUXRokULLC0tadu2LS1btkz2mWnTpjFmzBj69evH/fv3cXd3JyAgINlnRo8ezciRI+nWrRvR0dH4+voye/Zss+2s/P39iY2NNTtI29/fny1btiR7uDYknMEwePBgvv76a6ZOnYqvry+LFy/m0qVLNG7c2NRv/vz5zJ8/H39/fxYvXpzsmJD6z8HBwYEZM2YwdOhQGjVqRIkSJejRowcBAQEp+mLe2tqaiRMncu7cOezs7KhYsSITJ05Mdo0tWrTAzs6OefPmMXbsWOzt7SlRogQffvih2dgBAQHMnj2b0NBQ3N3dmTFjhukck+TmfZKpU6eyevWjL1cevt+LFi2iUqVKWFpaMnPmTIYOHUrLli3Jli0bTZo0oVevXikaX0RE5EU0eXQr1m85zPrNhx+79/qrJfi0Vx3mfLONvQdOY2lpgYe7yxPH3L0nnK8m/2K6NkbHmN0f8unb5M6dnYDB32NlacGAPvX5pGcdvhz3MwAxsbFs2HKYY2EXuXPnAZ4eefi0Zx0sDAbmLNr2jCsWERERkZdeJj1TIr0Z4uPjs+jSRZ6fNm3aULJkSQYNGpTRobzUfvrpJwYOHMiePXtSdOZHWjt79iy1atUiKCiIUqVKPff508qbFolXs4iISMYy1vPL6BAypaSSFZYWBr5b0I0F325n3caUbxU5oG89HLLbJVl94V4oN4tmdqJL70UcPXEBAP+KRRkztDnNP5zB1Wt3En2uR6c3KFk8Hz37L0txLC8zm19CMjoEERERecltiluR0SE8tSKLvkr3OU61HZDuc6SWKitE5IUVFBREwYIFyZs3L0ePHmX8+PHUrVs3QxIVIiIikrkUL5aXPC6OxMfFM3fqh+TOlZ0T4ZeYMf93Tp6+kuyz5coUIujbHty+84B9B04zd/E2bt2OAuCVkgW4fSfKlKgA+GvfKeLi4yntlZ9tfx5/bLwC+Z3wr1iUP3YeS9tFioiIiMhLKnOeKZHelKwQkXQXGRlJgwYNkry/du1a3NzcUj3u5cuXmTp1KpcvX8bV1ZW6devSt29fAAIDA1mzZk2izzVs2JDhw4ener70NHPmTGbNmpXovYoVKzJ37tznHJGIiEjm9MG7lWn9bmXTta2NFaVLutG7W21T24cfzcMtnxMA7Vq/xtdzfuPCpZu0bOLH5NGt+KDLXG7fiUp0/OC/TvLHzuNcuHADt/xOdP7wdcYOa0H3T5YQFxdP7lzZuX7jntkzsXHx3L59n9y5spu1fz2+NcU982JrY8VPv+xn/pLtafQuiIiIiIi8fJSsEHkOUnJmw8ssT548BAUFJXv/aXTu3JnOnTsneq93795JHhbu4ODwVPM9ScGCBTl69OhTPduqVSvq1auX6D1VioiIiDzy47r9/LbtiOl68Kdv88eOY2ZVC1ev3sHCkPDbaEuW7zLd+2rSL6xc9BE1qnqxZv2BRMf/9Y9HY4efvkLYqct8N68r5coUYu+BiFTFOvSrn7DPZkMxjzx061CDVk39WfZDcKrGEBEREZEsKIse3KBkhYikOysrK9zd3Z/rnM7Ozjg7Oz/XOZ+Fk5MTTk5OGR2GiIhIpnf7TpRZVcSDBzFcv3mPc+dvmPW7ev0uAKciHm35FB0TS+SFG+TNkyPF852/cJMbN+9RIH8u9h6I4Nr1u+RysjfrY2lhwNExG9f+f86HLl+5DcDpM1exsDDwycd1WL46hLi4LPqvTxERERGRZFhkdAAiIiIiIiJp7ejxCzwwxlCoYG5Tm6WlBfny5OTipVspHsfV2YEcjtlMyY+/j5zD0cGOEsXymvqU93HHwmDgn6PnkxzHwmDAysoCgyFr7j8sIiIiIqkQ/xxemZAqK0RERERE5IWRzc6abNlsTNfDxyacUfXv8yJu3LzHvftGflq3n/atq3Lp8m0uXrpFq2b+APy2/dFWT4tmdmTON3+w7c/jZLOz5sP3X+OPHUe5dv0ubvmd6NahBufOXyfkr5MAnD5zjd17wvm0Z10mfL0BK0tL+nxUm1//COXqtTsA1K5RmtiYWMJPX8YYHUvJYvno/OHr/LrtCLGxcen+HomIiIiIvIiUrBARERERkRdGy6b+tG/9WvJ92s/kwqVbzJj/O7FxcQwKaICtrRWhR8/Td+B33LnzwNTXvZAz2bPbAgkHZXsWcaVurVdwyG7HlWt32LPvFPMWbyM6Jtb0zJfjfqbPR7WZNLIVcfHx/LHjKFNnbTHdj42N470WlSjklhsMcPHSLVb/vJcVQXvS+N0QERERkZdSfNasxjXEx8dn0qIPERHJCG9atMjoEEREJBHGen4ZHYJImrH5JSSjQxAREZGX3Ka4FRkdwlMrsmBsus9xqv1n6T5HaqmyQkREREREREREREQkk8iq5QU6YFtERERERERERERERDKUKitERERERERERERERDILVVaIiIiIiIiIiIiIiIg8f6qsEBERERERERERERHJLOINGR1BhlBlhYiIiIiIiIiIiIiIZChVVoiIiIiIiIiIiIiIZBIGnVkhIiIiIiIiIiIiIiLy/KmyQkREREREREREREQks1BlhYiIiIiIiIiIiIiIyPOnygoRERERERERERERkcwi3pDREWQIVVaIiIiIiIiIiIiIiEiGUmWFiIiIiIiIiIiIiEhmkUXPrFCyQkRERETkBWB/8kZGhyCSZmIyOgARERERyXSUrBARERERERERERERySyyaGWFzqwQEREREREREREREZEMpcoKEREREREREREREZHMQpUVIiIiIiIiIiIiIiIiz58qK0REREREREREREREMot4Q0ZHkCFUWSEiIiIiIiIiIiIiIhlKlRUiIiIiIiIiIiIiIpmEQWdWiIiIiIiIiIiIiIiIPH+qrBARERERERERERERySxUWSEiIiIiIiIiIiIiIvL8KVkhIiIiIiIiIiIiIiIZSskKERERERERERERERHJUDqzQkREREREREREREQkkzBk0TMrlKwQEREREZEXWoEiLvT8ojGFPfOQ3dGWq5du8/vaA3z7vy3ExsQl+dwv/4x6rO2rgO/Y+stBAPqNbMabTSo+1uf0iYt0e2cKAN4Vi9C8QzWKvVIA5zw5GN5zMX9uCU2jlYmIiIiIZB1KVoiIiIiIyAstNiaWLT/t5cQ/kdy9HUVRr3z0HtYUg4WBbyZvTPbZCQNX8tf2Y6brO7eiTD/PHP0zCyZtMF1bWlrw9epebNtw2NRmZ29D+NELbFz1F0OmfZCGqxIRERGRLCvekNERZAglK0RERERE5IV24ex1Lpy9brq+FHmD3/z2412xyBOfvXv7Ptev3En03r07D7h354HpukqtUjjksGPT6r9MbXu2HWPPtmOJPS4iIiIi8tIICQlh3rx5HD58mMuXL/P1119Tu3Zt0/0BAwawevVqs2eqVq3KvHnzUjyHkhUiIiIiIvJSyV84N77VSrBj099P7Nt98Dv0Ht6UC2euse77YDau+ivJvnWa+rL/zzAuRd5Iw2hFRERERP4jE55Zce/ePby8vGjWrBkff/xxon2qVavG6NGjTdc2NjapmkPJChEREREReSlM+LYrxUq7YWNrzbrvg1k8bXOy/RdN3cSB3WE8iIqmwqvF6THkHezsbfhpyZ+P9c3t6ohvtRKM+ez79ApfRERERCTTql69OtWrV0+2j42NDa6urk89h5IVIiIiIiLyUhgd8B322W0p6pWPTp/Uo1n7qqycvy3J/stm/mb6OSz0PHbZbGjevlqiyYrajStw53YUf275J11iFxERERExeQ6VFUajEaPRaNZmY2OT6mqIfwsODqZKlSrkyJGDypUr06dPH3LlypXi55WsEBERERGRl8KVCzcBiAi7hIWlBb2GNmbVwu3ExaXsX3tHDp7h/e41sba2JDo61uzeW00r8utP+4j5T7uIiIiIyIto1qxZTJ8+3azt448/pmfPnk81XrVq1XjzzTcpWLAgZ86cYeLEiXTu3Jnly5djaWmZojGUrBBJwtmzZ6lVqxZBQUGUKlUq0T6rVq1i1KhR7Nmz5zlHl/WEhYXx+eefExoaioeHBz/++GNGhyQiIiKZmIXBgJWVJQYLA6QwWeFZKj+3b957LFFRxq8oBdxd2PBD0udZiIiIiIikFcNzqKzo2rUr7du3N2t7lqqKBg0amH728vLCy8uL2rVrm6otUsLiqWcXEerXr8+GDRsyOozn6uzZs3h5eREaGmrWfvz4cXr27EnNmjXx8vJi4cKFaTrvtGnTyJYtG+vXr0/zsf8rqTVmtG7dulGjRg3KlClD1apV+fTTT7l48aJZnyNHjvD+++9TpkwZqlevzpw5czIoWhERkefnjbd9qFa3DIU8XMlXMBfV6pahXd+3+GP9QWJj4gB4tVZpZv/c1/RMpRolqdPMF/dieclfODcNWlaiZeca/PTt41tA1Wnmy5EDEZw+cfGxe3b2NniUzI9HyfwA5C2QG4+S+XHNnzOdVisiIiIi8uxsbGxwcHAwez1LsuK/ChUqRK5cuTh9+nSKn1FlhcgzsLOzw87OLsn7RqMxTf+SJyc2NhaDwYCFRcbkIO/fv0/BggWpW7cuo0ePTvPxIyIiqFGjBgUKFEjzsV8UlStXplu3bri6unLx4kXGjh1L7969+e677wC4c+cOHTt2pEqVKgwbNoxjx44xcOBAcuTIQcuWLTM4ehERkfQTGxNHi46vU6CICwYDXIq8wZqlu1j9zQ5TH3tHOwp5PDrsLyYmlobvV6bLgAYYDBAZcZXZY9exfkWI2dj2Dra89uYrzBr9c6JzF3+lAGO/6Wy67jog4TfKNq3+i4mDfkjLZYqIiIhIVvEcKivS24ULF7hx40aqDtw2xMfHvwRLF3l6cXFxzJs3j++//57z58/j4uJCy5YtadiwIbVq1WLatGksXryYgwcP4u7uzrBhwyhfvjzw+DZQ06ZNY/PmzXzwwQfMmDGDyMhIjhw5Qps2bShevDgAP/74I1ZWVrz33nv07t0bg8GQZGy3bt1i/PjxbN68mdu3b+Pu7k5AQABvvPGGae4xY8YwYcIETp06xcaNG3F0dGTkyJH89ttvGI1G/Pz8GDx4MEWKFCE+Pp4qVaowdOhQ6tatC0CjRo24evUq27dvB2DPnj20a9eOkJAQsmXL9lhMXl5eZtf+/v4sXrzYrK1mzZq0bduWdu3aPfPn8NFHHz0258P98/bu3cuwYcMIDw+nePHidO/enR49eiS7dddDN2/eZPjw4ezYsYN79+6RL18+unbtSrNmzZJd44oVK5g/fz5nz56lQIECtGnThtatWwOPtg6bOHEiixcv5u+//8bd3Z3AwED8/f2fOG9qbdmyhR49enDo0CGsra1ZunQpkydPZvv27aYk2cM/P+vXr0/xuG9atEh1LCIikv6sShbP6BBE0kzMkeMZHYKIiIi85DbFrcjoEJ6a54SJ6T5HWEC/VPW/e/cuERERADRu3JjPP/+cSpUqkTNnTnLmzMn06dOpU6cOLi4unDlzhnHjxnH37l3WrFmT4l/mVmWFZHkTJkxgxYoVfP7551SsWJFLly5x8uRJ0/1JkybRv39/3N3dmTRpEgEBAWzcuBErq8T/+kRERLBhwwamT59uVuWwevVqmjdvzooVKzh8+DCBgYG4ubnx7rvvJjpOXFwcnTt35u7du4wbN47ChQtz4sQJszGjoqKYM2cOI0aMwMnJCWdnZ/r168fp06eZMWMGDg4OjBs3ji5durB27Vqsra3x8/MjODiYunXrcvPmTcLCwrCzsyMsLAxPT09CQkIoU6ZMookKSPiyvkWLFixcuJBixYphbW39NG/7Y5L7HLZv30779u2pVq0aHTp0wN7enjt37vDRRx/x+uuvM2HCBM6dO8eoUaNSPN+UKVMICwtjzpw55MqVi4iICKKiopJd408//cSUKVMIDAykVKlShIaGMmTIEOzt7WnSpIlp7LFjxzJw4ECKFSvGggUL6NatG1u2bCFXrlzJzpsaN27cYM2aNZQvX94U3/79+/H19TX7fwBVq1Zlzpw53Lx5k5w5tR2FiIiIiIiIiEimlwnLCw4fPkzbtm1N1w93VmnSpAlDhw7l2LFjBAUFcfv2bfLkycNrr71G7969U7XrjJIVkqXduXOHRYsWERgYaPqyuXDhwvj6+nL27FkAOnToQI0aNQDo1asXDRo04PTp03h6eiY6ZnR0NGPHjiV37txm7fnz52fgwIEYDAY8PDw4duwYCxcuTDJZsXPnTg4ePMi6desoWrQokLDX23/nGjp0KCVLlgTg1KlT/PrrryxbtowKFSoACb9ZX6NGDTZv3ky9evXw9/dn+fLlAISEhFC6dGlcXFwIDg7G09OT4OBgUxVAYh6uy8nJKVVlXMlJ7nMAcHV1xdLSEnt7e9Ocy5YtA2DEiBHY2tpSrFgxLl26xODBg1M0Z2RkJKVKlaJMmTIAFCxY8IlrnDZtGgMGDOCtt94CEj6PEydOsHz5crNkRevWralTpw4AQ4cOZdu2baxcuZLOnTsnO29KjBs3jm+//Zb79+9Trlw5Zs6cabp35cqVx8ZzcXEx3VOyQkREREREREREnkalSpU4evRokvfnzZv3zHPogG3J0sLDwzEajVSuXDnJPv/eEujhF9fXrl1Lsr+bm9tjiQoAHx8fsy2fypUrx+nTp4mNjWXmzJmUL1/e9IqMjCQ0NJR8+fKZEhWJsba2NosvLCwMKysrfHx8TG25cuWiaNGihIWFAeDn58eJEye4du0aISEh+Pv74+/vT3BwMNHR0ezbt8+UrAgMDDSLK72k5HP4r5MnT+Ll5YWtra2p7WECICXee+891q1bR6NGjRg7dix79+5Ntv+9e/eIiIhg0KBBZu/JjBkzTCVwD/37vbKyssLb25vw8PCnmve/OnbsyOrVq5k/fz4WFhb0798f7eYnIiIiIiIiIvLyMMSn/yszUmWFZGn//qI7Kf/e5uhhsiEuLi7J/kltn5ScVq1aUa9ePdN1njx5kj24+yE7O7tkz7xIjJeXFzlz5iQ4OJiQkBD69OmDq6src+fO5dChQ8TExJi+bO/duzcdO3ZM3WKeQko+h7RWvXp1fvvtN7Zu3cqOHTto164drVu3pn///on2v3fvHgBffvmlWTIISNWh5qmd979y585N7ty5KVq0KJ6enlSvXp39+/dTvnx5XFxcuHLliln/h9cPKyxEREREREREREQyI1VWSJZWpEgR7Ozs2LVrV7rPdfDgQbPrAwcO4O7ujqWlJU5OTri7u5teVlZWeHl5ceHCBbPzM57E09OTmJgYDhw4YGq7fv06J0+epFixYkBCwsXX15ctW7Zw/PhxKlasiJeXF0ajkeXLl+Pt7Y29vT0Azs7OZnHBo+RNbGzsM70f//Y0n0PRokU5duwYRqPR1Hbo0KFUzZs7d26aNGnC+PHjGThwoGl7rMTW6OLiQp48eThz5ozZe+Lu7v7Y9lz79+83/RwTE8Pff/+Nh4fHE+dNrYdJs4fvQbly5dizZw/R0dGmPjt37qRo0aLaAkpERERERERE5EURb0j/VyakygrJ0mxtbencuTPjxo3D2tqaChUqcO3aNY4fP06VKlXSdK7IyEhGjx5Ny5Yt+eeff1iyZEmyv03v7++Pr68vvXr1YsCAARQuXJjw8HAMBgOvv/56os8UKVKEWrVqMWTIEIYNG4aDgwPjx48nb9681KpVy2zsMWPG4O3tTfbs2QHw9fVlzZo1T6ykcHZ2xs7Ojm3btpEvXz5sbW1xdHTEaDSatpoyGo1cvHiR0NBQ7O3tTYmOpCT3ObRo0SLRZxo2bMjkyZMZMmQIXbp0ITIykvnz5wOkqNpkypQpvPLKKxQvXhyj0cjvv/9uOockqTX26tWLESNG4OjoSLVq1TAajRw+fJhbt27Rvn1709hLly6lSJEieHh48M0333Dz5k2aNWv2xHmTc+DAAQ4dOkTFihXJkSMHERERTJkyhcKFC5sqYRo2bMjXX3/NoEGD6Ny5M8ePH2fRokV8/vnnTxxfRETkZeRZyo0OAXUo4V2QuLh4dmw8zOyx64i6Z3zyw8DHXzSiQctKzBr9M0GLdwKQx82J9z+qiU8lD3K5OHLt0i1+/Xk/3836nZjoWFOfbzZ/9th4fVvN4MjBM2m3QBERERGRl4iSFZLlde/eHUtLS6ZOncqlS5dwdXWlVatWaT5P48aNiYqKokWLFlhaWtK2bVtatmyZ7DPTpk1jzJgx9OvXj/v37+Pu7k5AQECyz4wePZqRI0fSrVs3oqOj8fX1Zfbs2WbbWfn7+xMbG2t2kLa/vz9btmxJ9nBtSDiDYfDgwXz99ddMnToVX19fFi9ezKVLl2jcuLGp3/z585k/fz7+/v4sXrw42TEh9Z+Dg4MDM2bMYOjQoTRq1IgSJUrQo0cPAgICsLGxeeJ81tbWTJw4kXPnzmFnZ0fFihWZOHFismts0aIFdnZ2zJs3j7Fjx2Jvb0+JEiX48MMPzcYOCAhg9uzZhIaG4u7uzowZM0znmCQ3b3Ls7OzYuHEj06ZN4969e7i6ulKtWjW6d+9uWq+joyPz5s1j+PDhNG3alFy5ctG9e/cn/jkTERF5kY1Z2IlNQXvZHGR+DlRuV0dGz+/AH78c4n8j1pDdwZYuA94mYGRzRvZd+sRxX61VmpI+hbhy8aZZeyEPVwwWBqYNDSIy4iruxfPSe1hT7LLZMHfcL2Z9P+8wj9MnLpqub9249wwrFREREZEsI5OeKZHeDPE6mVUk3bVp04aSJUsyaNCgjA7lpfbTTz8xcOBA9uzZk6IzP9La2bNnqVWrFkFBQZQqVeq5z59W3rRIvJpFREQyllXJ4hkdQqaUVLKiXgs/2vR8k9bVR/PwnzxFiudlxo+96VB3POcjriU5pnOeHEz+7iMGdVnA8BkfErRoh6myIjHNOlSjQctKdKgzHnhUWdGj6TTCj5xPg1W+fGKOHM/oEEREROQltyluRUaH8NSKjZmU7nOc6N833edILVVWiMgLKygoiIIFC5I3b16OHj3K+PHjqVu3boYkKkRERCRzsbaxIiY6hn//btaDBwnnOr1SoUiSyQqDwcAnX7Vg5fxtRJy4lKK5sjvYcfvm41UTX3zdBhsbK86dusKK+X+w+7cjT7ESEREREclqDFm0vEDJChFJd5GRkTRo0CDJ+2vXrsXNzS3V416+fJmpU6dy+fJlXF1dqVu3Ln37JmSFAwMDWbNmTaLPNWzYkOHDh6d6vvQ0c+ZMZs2alei9ihUrMnfu3OcckYiISObUskt1WnapYbq2sbWmpE8hug9uaGrr2nAy+3eH0fmz+jTrUI0fF+/ELps1HfrWBRK2iEpKi06vExcbx49Lkq6k+Lf8hXPzTusqzB23ztQWdc/I7DFr+WffaeLj4nntTW8Cp33A8J5LlLAQEREREUmCtoESkXQXExPDuXPnkrxfoEABrKzSNnd69epV7ty5k+g9BwcHnJ2d03S+Z3Xjxg1u3ryZ6D07Ozvy5s373GLRNlAiIpmTtoFK4JAzG445s5muPxvbkh0bD7Nj89+mtovnbhAXG0eNBj507l+fnE72xMXF8+OSndR8pzxB3+xgxbw/Hhu7WGk3hs38kJ7NpnPt8m0AFm76NMltoJzz5GDsos4cDA5nSuDqZOMOGN2cfAVz82mb2U+79JeKtoESERGR9PYibwNVfHT6bwN1/HNtAyUiWZCVlRXu7u7PdU5nZ+dMl5BIjpOTE05OThkdhoiISKZ35+Z97ty8b7o2RkVz49rdRLd1+n3tAX5fewAnZwei7huJj4+nyYdVOX828S2gvCsWwSl3dhZt+czUZmllSafP6tO47Wu0e3OcqT23qyNfLezEP/tOM/WLoCfGffTgWSq8WiwVKxURERERyVqUrBARERERkZfajasJ1ZZvNa1I9IMY9u08kWi/LT/tY9+fYWZtI+a049ef9rNx9V+mNuc8OfhqYSdO/H2OSYN+ICXF6h4l85uqNUREREREkqMzK0RERERERDI5O3sbstnbmK6/+uQ7AHK5OJjabl67S1xcPA3fr8w/+yKIuveA8q8Wp+MndVkwaQN3b0eZ+s7+uS8LJ21g55Z/uH3zPrf/VbUBEBsTx/Urtzl36gqQkKgY800nLkXeYO64X8iZO7up7/UrCUmR2o3KEx0dS1joeQBee7M0bzWtyJTAVWn8boiIiIiIvDyUrBARERERkRdGs/bV+KBHrWT7fFh7LJcib1CiTEE++Lg22extOBN+mWlDg/h1zX6zvoU8XLF3tEvx/OVfLUYBdxcKuLuw5PcBZvfqlR5o+vn9j2qSJ78TsbFxnDl5ma8CvmP7xsMpnkdEREREsrAsWlnxTAds79y5kwULFnDo0CFu375NXFzc4xMYDPzzzz/PFKSIiDw/OmBbRCRz0gHb8jLRAdsiIiKS3l7kA7ZLjEz/A7aPDXqJDtjesGEDffv2JS4uDjc3Nzw8PLC0tEzL2EREREREREREREREspYsWlnx1MmKr7/+GltbW/73v/9RpUqVtIxJRERERERERERERESykKdOVpw8eZJGjRopUSEiIiIiIiIiIiIikkYMWbSywuJpH3RycsLOLuUH0YmIiIiIiIiIiIiIiCTmqZMVderU4c8//yQmJiYt4xERERERERERERERkSzmqZMV/fr1w9HRkb59+xIZGZmWMYmIiIiIiIiIiIiISBby1GdWNGzYkJiYGA4cOMDmzZvJkSMHDg4Oj/UzGAxs3rz5mYIUEREREREREREREckSsuiZFU+drIiPj8fS0pL8+fObtSXWT0REREREREREREREJClPnaz49ddf0zIOEREREREREREREZEsz5BFf///qc+sEBERERERERERERERSQtPXVkhIiIiIiIiIiIiIiJpLItWVqQ4WTF9+nQMBgOtW7fGycmJ6dOnp+g5g8FAjx49njpAERERERERERERERF5uaU6WVG/fn0lK0RERERERERERERE0oMqK5K3aNEiANzc3MyuRUREREQk/Z2t55rRIYikmXxHjmd0CCIiIiKSyaQ4WeHv78/UqVMxGAz4+Pjg7++fnnGJiIiIiIiIiIiIiGQ5BlVWPNn//vc/ZsyYgY2NDeXLl8ff359KlSrh4+ODlZXO6hYRERERERERERERkdRLVYZhwIABBAcH89dff7Fr1y527dqFwWDAzs6OChUqUKlSJSpXroy3tzcWFhbpFbOIiIiIiIiIiIiIyMtJlRVP1q5dO9q1a0d8fDxHjhxh9+7d7Nq1i71797Jjxw527NiBwWDA3t4eX19fKlWqRKVKlXjllVfSK34REREREREREREREXnBPdXeTQaDgVKlSlGqVClT8iI0NJRdu3aZKi+2bt3KH3/8gcFg4J9//knruEVEREREREREREREXjo6s+IZGAwGSpcuTenSpalbty47duxg0aJFHD9+PC2GFxERERERERERERGRl9gzJysuXrzI7t27Ta9z584BYG9vT7Vq1fDz83vmIEVEREREREREREREsgRVVqTM1atXTWdV7N69m4iICOLj43F0dKRixYq8//77+Pn58corr+iQbREREREREREREREReaJUJSvq16/PyZMnAciRIwe+vr689957+Pv7U6pUKQwGQ7oEKSIiIiIiIiIiIiKSJaiy4snCw8OxsLCgdu3atG3bFh8fH6ytrdMrNhERERERERERERERyQJSlaxo06YNwcHBbNq0iU2bNmFnZ4ePjw/+/v74+/sreSEiIiIiIiIiIiIi8gwMqqx4skGDBgFw48YNgoOD2b17N8HBwUybNg0AW1tbU/KiUqVKSl6IiIiIiIiIiIiIiMgTpfqAbQAnJyfeeust3nrrLQCuXbtmSlw8TF5Mnz4dW1tbypUrx8KFC9MyZhERERERERERERGRl5MqK55e7ty5qVevHvXq1SM6Oppff/2V6dOnc/z4cXbv3p0WU4iIiIiIiABgY2VJYPNalC6Yl6J5cvNHaDi9F6wx6+PimJ1P33md0oXyUtjZiW+372Psj1ufOPahCX0fa/t08VrW7z8GQPmibvRtUI2ieXJhZ2PN+eu3WPHnQRb/sc/U38JgoHudyjSoUAqXHNm5fPMOP4b8w6zN+reRiIiIiEhSnjlZERsby8GDB02VFfv27SMqKor4+IT0T65cuZ45SBERERERkYcsLQxERcfw7bZ91C5bPNE+NlaWXLtzn9mbdtOmeoVUjT/4uw1sP3LKdH37/gPTz/eN0SzbsZ9jkVe4b4ymQlE3hjSvzX1jDCt3HQKgQ01f3n3Vh0HLNhB24SqvFMrLly3f4nbUA5Zu35/q9YqIiIhIFqPKipSJi4vj0KFD7N69m927d7Nv3z7u379vSk7kzJmT1157jUqVKlGpUiVKlCiR5kGLiIiIiEjWdd8Yw4gffgUSKh0cs9k+1ify+i3G/Pg7AE38X0nV+LfvP+Dq7XuJ3jty7jJHzl02m6dWmWJUKFrAlKwoV8SN3w6HsS30pKlPvfJelCmcL1VxiIiIiIhkJalKVnTu3Jm9e/dy7949U3LC0dGRGjVqmJITJUuWxGAwpEuwIiIiIiIi6W1g05oMffdNzl69yfd/HiQo+O8k+5Ys4Eq5Im5MW7/T1Lb/VCTNK5fB3cWJ01duUCK/CxWKujHupz+eR/giIiIi8oIzqLLiybZt24a9vT3VqlUzJSdKly6NhYVFesUnIiIiIiLy3Ez/ZSe7T5whKjqaV0u4M7hpTextrB/bvmnzkE7kcsiGpYUFMzbsYtXuw6Z7834NwcHOlp/6tyM2Pg5LgwVTf9nB2r1HnvNqREREREReHKlKVixfvhxvb28sLS3TKx4REREREZEM8+9DsI+cu0w2G2vav+H7WLLiw6+/x97GmrLu+enToCoRV2/wy76jANTxKUGDCiXp/+06wi5cxatAHvo3qs7lW3f5ac8/z3M5IiIiIvIiUmXFk/n4+KRXHCIiIiIiIpnOwYgLdHurMtaWlkTHxpraz127BcDxC1dxdrTno7cqm5IVAQ1fZ96vIazff8zUxy2XI51q+SlZISIiIiKSBO3fJFnS2bNn8fLyIjQ0NMk+q1atwtfX9zlGlXWFhYXx7rvvUqZMGRo1apTR4YiIiIiYlHRz5ea9KLNExX9ZGAzYWD2qPreztiIuzvzX4WLj4nW2n4iIiIikiCE+/V+ZkZIVIkmoX78+GzZsyOgwnqukkjjHjx+nZ8+e1KxZEy8vLxYuXJim806bNo1s2bKxfv36NB/7v1KSqMpIRqORRo0aJRrjtm3bePfddylfvjyVK1emZ8+enD171qzP7t27adKkCd7e3rz55pusWrXqeYYvIiLy3HjkzY2Xmys57O1wsLPFy80VLzdXsz4P2+xtbcjtkA0vN1c88uY23a/p7clP/T80XVcv7UHTSt4Uy+dMIeecvFulLJ1q+ZttAdXqNR+ql/agsIsThV2caOL/Ch/WqMjavx6dR7H1n3C61PanWqmiuOXKQU1vT9pWr8Cvh06k3xsiIiIiIvKCS9U2UCJZiZ2dHXZ2dkneNxqN2NjYPJdYYmNjMRgMGXaY/f379ylYsCB169Zl9OjRaT5+REQENWrUoECBAmk+9otm7Nix5MmThyNHzA/gPHPmDN27d6d9+/aMHz+e27dvM3r0aHr27Mnq1atNfbp27UqrVq0YP348f/75J4MHD8bV1ZVq1aplxHJERETSzf86NaZA7pym65UBHwBQJmDSY20ArxTKS4MKpTh37SZ1R84HwDGbLUXzPEpexMTG0uo1Hz57pzoGA0RcucH4n7aycvchUx8Lg4He9V+jQO6cxMbFcebqDSb9vJ0Vuw6a+oxa/Rsf132VwU1rktvRnss377Dyz0PM2LQr7d8IEREREXn5ZNLKh/RmiI+Pz6JLl6wgLi6OefPm8f3333P+/HlcXFxo2bIlDRs2pFatWkybNo3Fixdz8OBB3N3dGTZsGOXLlwcStoEaNWoUe/bsARJ++3/z5s188MEHzJgxg8jISI4cOUKbNm0oXrw4AD/++CNWVla899579O7dO9lS/1u3bjF+/Hg2b97M7du3cXd3JyAggDfeeMM095gxY5gwYQKnTp1i48aNODo6MnLkSH777TeMRiN+fn4MHjyYIkWKEB8fT5UqVRg6dCh169YFoFGjRly9epXt27cDsGfPHtq1a0dISAjZsmV7LCYvLy+za39/fxYvXmzWVrNmTdq2bUu7du2e+XP46KOPHpvz448/pmfPnuzdu5dhw4YRHh5O8eLF6d69Oz169CAoKIhSpUolO9/NmzcZPnw4O3bs4N69e+TLl4+uXbvSrFmzZNe4YsUK5s+fz9mzZylQoABt2rShdevWQEJFRq1atZg4cSKLFy/m77//xt3dncDAQPz9/Z84b0ps3bqVr776imnTptGgQQOzta5fv56AgAAOHTpkSlr9+uuvdO/enUOHDmFtbc24cePYunUrP//8s2nMvn37cuvWLebNm5eiGADetGiR4r4iIvL8XOj7akaHIJJm8k3amdEhiIiIyEtuU9yKjA7hqf37F3DSy6EJfdN9jtRSZYW81CZMmMCKFSv4/PPPqVixIpcuXeLkyZOm+5MmTaJ///64u7szadIkAgIC2LhxI1ZWif/ViIiIYMOGDUyfPt2symH16tU0b96cFStWcPjwYQIDA3Fzc+Pdd99NdJy4uDg6d+7M3bt3GTduHIULF+bEiRNmY0ZFRTFnzhxGjBiBk5MTzs7O9OvXj9OnTzNjxgwcHBwYN24cXbp0Ye3atVhbW+Pn50dwcDB169bl5s2bhIWFYWdnR1hYGJ6enoSEhFCmTJlEExWQ8GV9ixYtWLhwIcWKFcPa2vpp3vbHJPc5bN++nfbt21OtWjU6dOiAvb09d+7c4aOPPuL1119nwoQJnDt3jlGjRqV4vilTphAWFsacOXPIlSsXERERREVFJbvGn376iSlTphAYGEipUqUIDQ1lyJAh2Nvb06RJE9PYY8eOZeDAgRQrVowFCxbQrVs3tmzZQq5cuZKd90muXLnCkCFD+PrrrxOt6HnllVcwGAz88MMPNG3alHv37vHjjz/y6quvmtawf/9+qlSpYvZc1apVU/XeiYiIiIiIiIhIBsui5QVKVshL686dOyxatIjAwEDTl82FCxfG19fXtM9/hw4dqFGjBgC9evWiQYMGnD59Gk9Pz0THjI6OZuzYseTOndusPX/+/AwcOBCDwYCHhwfHjh1j4cKFSSYrdu7cycGDB1m3bh1FixYFoFChQo/NNXToUEqWLAnAqVOn+PXXX1m2bBkVKlQAYPz48dSoUYPNmzdTr149/P39Wb58OQAhISGULl0aFxcXgoOD8fT0JDg42FQFkJiH63JycsLV1TXJfqmR3OcA4OrqiqWlJfb29qY5ly1bBsCIESOwtbWlWLFiXLp0icGDB6dozsjISEqVKkWZMmUAKFiw4BPXOG3aNAYMGMBbb70FJHweJ06cYPny5WbJitatW1OnTh0Ahg4dyrZt21i5ciWdO3dOdt7kxMfHM2DAAFq1akWZMmUeO4fiYTzz58+nT58+fPHFF8TGxlK+fHlmz55t6nPlyhVcXFzMnnNxceHOnTtERUUlu62ZiIiIiIiIiIhIRtIB2/LSCg8Px2g0Urly5ST7/HtLoIdfXF+7di3J/m5ubo8lKgB8fHzMtnwqV64cp0+fJjY2lpkzZ1K+fHnTKzIyktDQUPLly2dKVCTG2traLL6wsDCsrKzw8fExteXKlYuiRYsSFhYGgJ+fHydOnODatWuEhITg7++Pv78/wcHBREdHs2/fPlOyIjAw0Cyu9JKSz+G/Tp48iZeXF7a2tqa2hwmAlHjvvfdYt24djRo1YuzYsezduzfZ/vfu3SMiIoJBgwaZvSczZswgIiLCrO+/3ysrKyu8vb0JDw9/qnkfWrx4MXfv3qVr165J9rl8+TJDhgyhcePGrFy5kiVLlmBtbU2vXr3Qbn4iIiIiIiIiIi8Pw3N4ZUaqrJCX1r+/6E7Kv7c5ephsiIuLS7J/UtsnJadVq1bUq1fPdJ0nT54U/Ya7nZ1dsmdeJMbLy4ucOXMSHBxMSEgIffr0wdXVlblz53Lo0CFiYmJMX7b37t2bjh07pm4xTyEln0Naq169Or/99htbt25lx44dtGvXjtatW9O/f/9E+9+7dw+AL7/80iwZBKTqUPPUzvvQrl272L9//2MJmWbNmtGwYUPGjBnDt99+i4ODA5999pnp/rhx46hevToHDhygXLlyuLi4cOXKFbMxrly5goODg6oqREREREREREQkU1Nlhby0ihQpgp2dHbt27Ur3uQ4ePGh2feDAAdzd3bG0tMTJyQl3d3fTy8rKCi8vLy5cuGB2fsaTeHp6EhMTw4EDB0xt169f5+TJkxQrVgxISLj4+vqyZcsWjh8/TsWKFfHy8sJoNLJ8+XK8vb2xt7cHwNnZ2SwueJS8iY2Nfab349+e5nMoWrQox44dw2g0mtoOHTqUqnlz585NkyZNGD9+PAMHDjRtj5XYGl1cXMiTJw9nzpwxe0/c3d0f255r//79pp9jYmL4+++/8fDweOK8yRk8eDA//vgjQUFBBAUFmbZ2mjRpEn37Jhx2FBUV9Vji5OH1wwRbuXLlHnufd+7cSbly5Z4Yg4iIiIiIiIiIZBLxz+GVCamyQl5atra2dO7cmXHjxmFtbU2FChW4du0ax48ff+wQ4mcVGRnJ6NGjadmyJf/88w9LlixJ9rfp/f398fX1pVevXgwYMIDChQsTHh6OwWDg9ddfT/SZIkWKUKtWLYYMGcKwYcNwcHBg/Pjx5M2bl1q1apmNPWbMGLy9vcmePTsAvr6+rFmz5omVFM7OztjZ2bFt2zby5cuHra0tjo6OGI1G01ZTRqORixcvEhoair29vSnRkZTkPocWLVok+kzDhg2ZPHkyQ4YMoUuXLkRGRjJ//nyAFFWbTJkyhVdeeYXixYtjNBr5/fffTeeQJLXGXr16MWLECBwdHalWrRpGo5HDhw9z69Yt2rdvbxp76dKlFClSBA8PD7755htu3rxJs2bNnjhvctzc3MyuHyaUChcuTL58+YCEqo2FCxcyffp03n77be7evcvEiRMpUKAApUuXBhKqeL799lvGjh1Ls2bN2LVrF7/88guzZs16YgwiIiIvg861/Hm9dFG83FyJjo3ltcEzzO7ntLfjq9b1KJHfBafsdly7c5/fDocxZd0O7j4wJjHqI9aWlizt3YqSBfLQfMISjkZeNt2r41OCTrX8cHfNxfU791m2Yz8Lf//LdL98UTf6NqhG0Ty5sLOx5vz1W6z48yCL/9iXdm+AiIiIiMgLTMkKeal1794dS0tLpk6dyqVLl3B1daVVq1ZpPk/jxo2JioqiRYsWWFpa0rZtW1q2bJnsM9OmTWPMmDH069eP+/fv4+7uTkBAQLLPjB49mpEjR9KtWzeio6Px9fVl9uzZZttZ+fv7Exsba3aQtr+/P1u2bEn2cG1IOINh8ODBfP3110ydOhVfX18WL17MpUuXaNy4sanf/PnzmT9/Pv7+/ixevDjZMSH1n4ODgwMzZsxg6NChNGrUiBIlStCjRw8CAgKwsbF54nzW1tZMnDiRc+fOYWdnR8WKFZk4cWKya2zRogV2dnbMmzePsWPHYm9vT4kSJfjwww/Nxg4ICGD27NmEhobi7u7OjBkzTOeYJDfvs6pSpQoTJkxg7ty5zJs3Dzs7O8qVK8ecOXNMWzwVKlSIWbNmMXr0aBYtWkS+fPkYMWIE1apVS5MYREREMoP5HzXnxz3/8GPIP4/ds7ayZOOBYxw4dZ4mlV557H58fDy/HQ5j2i87uX73HoVdnBjUtCY57e3o/+0vT5y739vVuHzrLiULmLdXLVmE0a3rMnr17/x59DRF8+ZmaIvaPIiOYdmOhKrY+8Zolu3Yz7HIK9w3RlOhqBtDmtfmvjGGlbtSV0EqIiIiIi83QyatfEhvhnidzCryTNq0aUPJkiUZNGhQRofyUvvpp58YOHAge/bsyZDzF86ePUutWrUICgqiVKlSz33+5+lNi8QrXkREJGNd6PtqRoeQKSSXrHiokV9pPmtU/bHKisS8X7Uc7d/w5c0v5ybbr2rJInz6zuv0/eZnfvzsQ7PKijGt62FlaUHAorWpGnfSh29z3xjDwGXrnxjnyybfpJ0ZHYKIiIi85DbFrcjoEJ6aT59J6T7Hgcl9032O1FJlhYhkSkFBQRQsWJC8efNy9OhRxo8fT926dXVQtIiIiKQZ1xzZqV2mGHvCzibbz9nBnqEtatNrwRqijDGP3be2snysPSo6hnxOjrjlykHk9VuPPVOygCvlirgxbb2+tBcRERGR/8ii5QVKVojIM4mMjKRBgwZJ3l+7du1jZzKkxOXLl5k6dSqXL1/G1dWVunXrmg6bDgwMZM2aNYk+17BhQ4YPH57q+dLTzJkzkzw3omLFisydm/xvcoqIiGRlnWr50bnWo60sba2tKOuen4FN3jC1NRq7iAs3bqd4zDEf1OONVzzJZmPNb3+H8cX3m5LtP6LVW3z/50H+OXsRt1w5Hru/8+hpPn2nOpX2FCL4xBkKOzvxYfUKQEJC5N/Jis1DOpHLIRuWFhbM2LCLVbsPpzhuEREREZGXmZIVIs8oJWc2vMzy5MlDUFBQsvefRufOnencuXOi93r37p3kYeEODg5PNd+TFCxYkKNHjz7Vs61ataJevXqJ3lOliIiISPK+33mQDfuPma6/al2PzYdOsPngcVPb5Vt3UjXm2B+3MnPjLtxdc9G7flU+fac6I1f9mmjf96uWw97OhrlbQpIcb+WuQxRyzsn0jo2xsrDg7gMjS7bto0edKsT9Z9fdD7/+Hnsba8q656dPg6pEXL3BL/ue7n9jiIiIiMhLSpUVIiKpZ2Vlhbu7+3Od09nZGWdn5+c657NwcnLCyckpo8MQERF5Id26/4Bb9x+Yrh9Ex3Dtzj3OXL351GNevX2Pq7fvcfLSdW7ei2LRxy2ZtWk3V27ffaxvpeKF8HHPz19jepm1f9fnfdbuPcLg7zYAMGntdqas24GLoz3X7t6ncvHCAJz9T5znriVUWRy/cBVnR3s+equykhUiIiIiIihZISIiIiIiWZiFwQCAjZVlovdHr/6dab88OlfCNUd2ZndtxqeL13Io4oJZ37j4eC7dSkh41Cvvxf5TkVy/ez/ZuZOaV0RERESyLoMqK0RERERERDKXbDbW2Ntam64/XbIOAGdHe1Pb9Tv3iYuPJ5+TIznt7cjv5IilwQIvN1cAIq7c4L4xmmoli+DsaM/hMxe59yAaz3zOBLxdjb0nz5nOlfAulJdR79el04yVXLp197GzMO49iAbgzNWbXLyZsP2UU3Y73ixbgj1hZ7CxsqKx3yu85VOC9l9/b3qu1Ws+nL9+m5OXrgFQ0aMAH9aoyNJt+9P4HRMREREReTEpWSEiIiIiIplWuxoV6V6nSrJ96oyYR+T1W3xctwqN/F4xta8M+ACA9v9bwZ6ws0RFx9Cschk+bVQdGysrLty4zZZDJ5j3r/Mo7GysKZonN1aWqat4aORbik8aVgMMHDx9ng7/W8HhMxdN9y0MBnrXf40CuXMSGxfHmas3mPTzdlbsOpiqeUREREQkC8iilRWG+Pj4LLp0ERFJzJsWLTI6BBERScSFvq9mdAgiaSbfpJ1P7iQiIiLyDDbFrcjoEJ5auY8npfsc+6f3Tfc5UkuVFSIiIiIiIiIiIiIimURWPbPCIqMDEBERERERERERERGRrE2VFSIiIiIiIiIiIiIimYUqK0RERERERERERERERJ4/VVaIiIiIiIiIiIiIiGQSOrNCRERERERERERERETkP0JCQujWrRtVq1bFy8uLzZs3m92Pj49nypQpVK1albJly9KuXTtOnTqVqjmUrBARERERERERERERySzin8Mrle7du4eXlxdffPFFovfnzJnD4sWLGTp0KN9//z3ZsmWjY8eOPHjwIMVzaBsoERERERERERERERFJUvXq1alevXqi9+Lj41m0aBEfffQRtWvXBmDs2LG8+uqrbN68mQYNGqRoDlVWiIiIiIiIiIiIiIhkFs+hssJoNHLnzh2zl9FofKpwz549y+XLl3n11VdNbY6Ojvj4+LBv374Uj6NkhYiIiIiIiIiIiIhIFjJr1iwqVqxo9po1a9ZTjXX58mUAnJ2dzdqdnZ25cuVKisfRNlAiIiIiIiIiIiIiIpmE4SnOlEitrl270r59e7M2Gxub9J84GUpWiIiIiIiIiIiIiIhkITY2NmmWnHB1dQXg6tWr5MmTx9R+9epVSpYsmeJxtA2UiIiIiIiIiIiIiEhm8RzOrEhLBQsWxNXVlT///NPUdufOHQ4cOED58uVTPI4qK0REREREXgAHPp2R0SGIpJk6k3wyOgQRERERSYW7d+8SERFhuj579iyhoaHkzJkTNzc32rZty4wZM3B3d6dgwYJMmTKFPHnyULt27RTPoWSFiIiIiIiIiIiIiEgmYYh/DodWpNLhw4dp27at6Xr06NEANGnShK+++orOnTtz//59AgMDuXXrFhUrVmTu3LnY2tqmeA4lK0REREREREREREREJEmVKlXi6NGjSd43GAz07t2b3r17P/UcSlaIiIiIiIiIiIiIiGQWma+w4rnQAdsiIiIiIiIiIiIiIpKhVFkhIiIiIiIiIiIiIpJJGFRZISIiIiIiIiIiIiIi8vypskJEREREREREREREJLNQZYWIiIiIiIiIiIiIiMjzp8oKEREREREREREREZFMQmdWiIiIiIiIiIiIiIiIZABVVoiIiIiIiIiIiIiIZBaqrBAREREREREREREREXn+VFkhIiIiIiIiIiIiIpJJZNUzK5SsEBERERGRF8rJCBg6AcJOw+27kMcZGtSGHu3A+l//wln/G0ydD+cugHsBCOgG1SsnPW7wPviwj+Gx9j9WxePqnPDz9AXw9ULzPkULx7Nusfkz+w7DlLlwMBQsLKBkMZg7Huxsn3LRIiIiIiIvOSUrRERERETkhWJlBY3qQOkS4OgAR8MgcBzEx0HfLgl99h2GT76Evp2hRhX4eQv0HAQr50AJj+THX7ckHgf7R9fOuczvFysaz/wJ/4rH0vz+vsPQ5TPo0hoG9U64f+QEWDyeBxEREREReZwqK0RERERERDK/Qm4Jr4cK5Euoivjr4KO2RSuhqj90fC/hundH2LkHlq6GoQHJj+/sBDkck75vZYmp0iIxX30NHzSDzq0ftRUtnPycIiIiIiJZnQ7YFhERERGRF9rps7A9GHzLPWo78DdUqWjer6of7P/7yeM16QTVmkCHfrD3UOLzvd4U3mwFn34JkRcf3bt6HQ7+Y8DZCd7rDlUbQ5te5okUEREREZHkGOLT/5UZqbJCREREREReSO91h3+Og9Fo4N2G8fTq8OjelWvg8p/tm5xzJbQnxdUZhgbE4+0FxmhY+TN82Bu+mwmvlEjoU7YUjBqQUClx+Sp8vRA+6AlrFkJ2ezgTmdBv+kL47KOEsyp+3Ajt+8FPC6FIwbRbv4iIiIjIy0TJChEREREReSFNHAp378HRE/GMmwnzv4NO7z/9eEULm2/XVN4bIiLhm+9h7OCEttf/dUC3l2dC8qJWS/jlN2jeAOL//7fUWjaEpvUTfi5dAnb9BavWQb8uTx+fiIiIiGQR8Zm09CGdKVkhIiIiIiIvpPx5Ev5brAjExsEX46F9S7C0BJfccOW6ef+r1xPaU6NsqeS3cMrhmFAtEXEu4frhWRaeRcz7ebjD+YuIiIiIiEgSdGaFpKuzZ8/i5eVFaGhokn1WrVqFr6/vc4xK0tK0adNo1KhRRofx3Hh5ebF58+Y0HSclf092796Nl5cXt27deua5RUREXkZxcRATA3H//0toPq8kVDP82849UO6V1I0bejz5w7Tv3kvY+sn1/5MgBfJBHpd4Tp4x73f6DLjlTd3cIiIiIpI1ZdUzK5SskAxXv359NmzYkNFhPFdJfTl9/PhxevbsSc2aNfHy8mLhwoUZE+BL5EVIpuTPn5/t27dTvHjxjA5FRETkhbBmE/zyK4SdSkgU/PIrTJoD9WqC9f/XjrdtnnDo9oLlEH4api+Av4/C+00ejTNxNvQf+ej6mxWwZXvCAdrHwmHUNNi9z/yZsf+D4P1w7jzsOww9B4OFBTSonXDfYIAOrWDJD7Dh94SxpsyD8Aho1iCd3xgRERERkReYtoGSDGdnZ4ednV2S941GIzY2Ns8lltjYWAwGAxYWGZPHu3//PgULFqRu3bqMHj06Q2LIqqKjo7G2ts6QuS0tLXF1dU33eZ7n3yUREZH0ZGkJc5fBqf+vXsifF1o3gQ9bPOpT3hvGDUlIFEyaA+4FYdpIKOHxqM/lq3D+0qPr6OiEZMTFy2BnB14eMH8CVKrwqM+Fy/DJcLhxC3I7QYUy8N2MhJ8f+rAFGI3w1XS4eTvhbIt5E6BwgfR4N0RERETkpZNJKx/SmyorJE3ExcUxZ84c3nzzTby9valRowYzZsww3T9z5gxt2rTBx8eHd955h3379pnu/XcbqIe/Cb9ixQpq1qxJ2bJlAWjTpg3Dhw9n+PDhVKxYkUqVKjF58mTin3DgzK1btwgMDOTVV1+lTJkyvP322/z2229mc2/ZsoX69etTpkwZIiMjuXnzJp999hl+fn74+PjQqVMnTp06BUB8fDyVK1dm/fr1pjkaNWpE1apVTdd79uzB29ub+/fvJxpTrVq1AGjcuDFeXl60adMGgLJly9K/f38aNGjwVF8qt2nThi+//JKRI0fi5+fHq6++yvfff8+9e/f4/PPPKV++PG+++SZbt241PRMbG8vAgQNN73WdOnX45ptvzMbdvXs3zZs3p1y5cvj6+tKqVSvOnTuXaAwRERHUqlWL4cOHP/GzAfjrr79Mfzb8/Pzo2LEjN2/eBBK+XB8xYgRVqlShTJkyvPfeexw8+GjT6IdbI/355580bdoUHx8fWrVqRXh4OJDw+U6fPp0jR47g5eWFl5cXq1atAhK2YVq6dCndunWjXLlyzJw5E4ClS5dSu3ZtvL29qVOnDkFBQSn/AP7FaDQyfPhwqlatSpkyZXjjjTeYNWtWon0Tq7TZunUrderUoWzZsrRp0ybR93vPnj28//77lC1blurVqzNixAju3btnul+zZk2+/vprPvvsMypUqEBgYOBTrUVERCSzqV8TfpgDf61PeP38DXT5AGxtzfvVfQN+WQIHN8OahVC9svn90Z/DoimPrju9DxuWwv5NsGsNfDPFPFEBMPEL+GNVwpi/r0y4TiwJ0bk1/LYS9m6AZf+DimXTZOkiIiIiIi8tJSskTUyYMIE5c+bQvXt31q1bx/jx43FxcTHdnzRpEh07diQoKIgiRYoQEBBATExMkuNFRESwYcMGpk+fbvZl8erVq7G0tGTFihUMGjSIhQsXsmLFiiTHiYuLo3Pnzuzdu5dx48axbt06AgICzConoqKimDNnDiNGjODnn3/G2dmZAQMGcPjwYWbMmMHy5cuJj4+nS5cuREdHYzAY8PPzIzg4GICbN28SFhZGVFQUYWFhAISEhFCmTBmyZcuWaFwPY164cCHbt29n2rRpT36TU2j16tXkypWLFStW8MEHHzB06FB69+5N+fLlWb16Na+99hqfffaZKZESFxdHvnz5mDJlCmvXrqVHjx5MmjSJdevWARATE0OPHj3w8/Pjp59+Yvny5bRs2RKDwfDY3EeOHOH999/n7bffJjAwMNE+/xYaGkq7du3w9PRk+fLlLF26lDfeeIPY2FgAxo4dy4YNG/jqq69YvXo17u7udOrUiRs3bpiNM2nSJAYMGMAPP/yApaUlAwcOBBK2GOvQoQPFixdn+/btbN++nfr165uemz59Om+++SZr1qyhWbNmbNq0iVGjRtG+fXvWrFlDq1atGDhwILt27Ur157B48WJ+/fVXJk+ezPr16xk3bhwFCqTs1ynPnz/Pxx9/zBtvvEFQUBAtWrRgwoQJZn0iIiLo3Lkzb731Fj/99BOTJk3ir7/+4ssvvzTrN3/+fEqWLElQUBDdu3dP9TpEREREREREROT5MsSl/ysz0jZQ8szu3LnDokWLCAwMpEmThA19CxcujK+vL2fPngWgQ4cO1KhRA4BevXrRoEEDTp8+jaenZ6JjRkdHM3bsWHLnzm3Wnj9/fgYOHIjBYMDDw4Njx46xcOFC3n333UTH2blzJwcPHmTdunUULVoUgEKFCj0219ChQylZsiQAp06d4tdff2XZsmVUqJDwq3Tjx4+nRo0abN68mXr16uHv78/y5cuBhMRE6dKlcXFxITg4GE9PT4KDg/H390/yPXu4LicnpzTf/qdkyZKmL6W7du3KnDlzyJUrl+k96tGjB8uWLePo0aOUK1cOa2trevXqZXq+UKFC7N+/n/Xr11O/fn3u3LnD7du3eeONNyhcuDBAop/b3r176datG926daNDhw4pinXu3Ll4e3szdOhQU9vDcxvu3bvHd999x+jRo6levToAX375JTt27GDlypV06tTJ9Ezfvn1N73eXLl3o0qULDx48wM7ODnt7+yS3WXr77bdp1qyZ6bpfv340adKE1q1bA1C0aFH279/P/PnzqVy58mPPJ+f8+fO4u7tTsWJFDAZDihMVAMuWLaNw4cIMGDAAwPRnfc6cOaY+s2bNomHDhrRr1w6AIkWKMGjQINq0acPQoUOx/f9fLa1cuXKKPw8REREREREREZGMosoKeWbh4eEYjcZkv8z18vIy/fzwS+Nr164l2d/Nze2xRAWAj4+P2W/rlytXjtOnTxMbG8vMmTMpX7686RUZGUloaCj58uUzJSoSY21tbRZfWFgYVlZW+Pj4mNpy5cpF0aJFTZUTfn5+nDhxgmvXrhESEoK/vz/+/v4EBwcTHR3Nvn37TF+eBwYGmsWV3v69FktLS5ycnChRooSp7WHFy9WrV01t3377LU2bNqVy5cqUL1+e77//nsjISCAhodK0aVM6duxIt27d+Oabb7h06V+bO5PwxXyHDh3o3r17qr4YDw0NpUqVKonei4iIIDo62pQwgoTPqmzZsqbPIbE1P/zz9e/1JcXb29vsOjw83Gw+gAoVKjw2X0o0adKEI0eOULduXUaMGMH27dtT/GxYWJhp+7OHypUrZ3Z95MgRVq1aZfZnq1OnTsTFxZmShPD4GkVEREREREREJJOLfw6vTEiVFfLMbP+7OXAi/n1w8cNkQ1xc0vVGSW2flJxWrVpRr14903WePHmSPbj7ITs7uyduV/RfXl5e5MyZk+DgYEJCQujTpw+urq7MnTuXQ4cOERMTY0pM9O7dm44dO6ZuMc/Aysr8r7XBYDBre7jWh+dJrF27ljFjxtC/f3/Kly9P9uzZmTdvHgcOHDA9M3r0aNq0acO2bdv45ZdfmDx5MgsWLDB9gZ4rVy7y5MnD2rVrad68OQ4ODimKNSWfT0oktr7k/nw9ZG9vnybzJ+aVV15hy5Yt/PHHH+zcuZM+ffrw6quvMnXq1DQZ/969e7Rq1cp03sm/5c+f3/Tz0/xdEhERERERERERed5UWSHPrEiRItjZ2T3Vvv6p9e/DlQEOHDiAu7u7qYLA3d3d9LKyssLLy4sLFy5w8uTJFM/h6elJTEyM2Zf1169f5+TJkxQrVgxI+EL84cHcx48fp2LFinh5eWE0Glm+fDne3t6mL8KdnZ3N4oJHyZuHZzNkpL1791K+fHlat25N6dKlcXd3JyIi4rF+pUuXpmvXrnz33XeUKFGCn3/+2XTPzs6OWbNmYWtrS8eOHblz506K5n54OHZiChcujLW1NXv37jW1RUdHc+jQIdPnkBLW1tYpSlxAwnZL/54PEt6f1Mz3bw4ODtSvX58RI0YwadIkNmzY8Nh5G4nx9PTk0KFDZm3//vMICZ/HiRMnzP5sPXw9zeHsIiIiIiIiIiKSORji0/+VGSlZIc/M1taWzp07M27cOIKCgoiIiGD//v3JHnz9tCIjIxk9ejTh4eH8/PPPLFmyhLZt2ybZ39/fH19fX3r16sWOHTs4c+YMW7du5Y8//kjymSJFilCrVi2GDBnCnj17OHLkCJ9++il58+alVq1aZmOvXbuWUqVKkT17diwsLPD19WXNmjX4+fkluw5nZ2fs7OzYtm0bV65c4fbt2wAYjUZCQ0MJDQ3FaDRy8eJFQkNDOX36dCrfqZRzd3fn8OHDbNu2jZMnTzJ58mSzL8rPnDnDhAkT2LdvH+fOnWP79u2cOnUKDw8Ps3Hs7e2ZNWsWlpaWdO7cmbt37z5x7i5dunDo0CGGDh3KkSNHCAsLY+nSpVy7dg17e3vee+89xo4dyx9//MGJEycYMmQIUVFRNG/ePMXrK1CgAGfPniU0NJRr165hNBqT7NupUydWr17N0qVLOXXqFAsWLGDTpk1PdebDggUL+PnnnwkLC+PkyZOsX78eV1dXcuTI8cRnW7VqxalTpxgzZgzh4eGsWbOG1atXm/Xp3Lkz+/btY/jw4YSGhnLq1Ck2b97M8OHDUx2riIjIy85ohCYdoVR1A6HHn9x/32Fo1wcq1AHfevBBT4h6YN7n9z+hZTco9yZUagAfD0p8rOs3oUbzhLlv3X7mpYiIiIiIvLS0DZSkie7du2NpacnUqVO5dOkSrq6utGrVKs3nady4MVFRUbRo0QJLS0vatm1Ly5Ytk31m2rRpjBkzhn79+nH//n3c3d0JCAhI9pnRo0czcuRIunXrRnR0NL6+vsyePdtsOyt/f39iY2PNDtL29/dny5YtyR6uDQnbFg0ePJivv/6aqVOn4uvry+LFi7l06RKNGzc29Zs/fz7z58/H39+fxYsXJzvm02rVqhWhoaH07dsXg8FAgwYNeP/9900JnWzZshEeHs7q1au5ceMGefLkoXXr1ol+vtmzZ2fOnDl07NiRrl27Mnv27GS3WipatCjz589n4sSJtGjRAjs7O8qWLcvbb78NwCeffEJ8fDyfffYZd+/exdvbm7lz55IzZ84Ur69OnTps2rSJtm3bcuvWLUaPHk3Tpk0T7Vu7dm0GDhzI/PnzGTVqFAUKFGDUqFFUqlQpxfM9lD17dubOncvp06exsLCgTJkyzJ49GwuLJ+eI3dzcmDZtGqNHj2bJkiWULVuWvn37MnDgQFOfkiVLsnjxYiZPnsz7778PJByOXr9+/VTHKiIi8iJr2xua1IUm9ZLuM34muDrDkRNPHm/fYejyGXRpDYN6g5VlwnMW/9o1dONWCBwHfTpDpQoQGwvHwxMfb8hYKOEBFy+nbl0iIiIikoXFZ9LSh3RmiI/PoiuXF06bNm0oWbIkgwYl8WtrIpIm3rRokdEhiIhIIjZEHnhypyzoScmKP3bBmK9hypfQ8EMDq+bGU6p40uO1/Ahe9YXeSRw5FhMDtVvBx+2heYPkY1sWBL/8Bt0/hPZ9Dez+OZ4cjila1kuvjptPRocgIiIiL7lNcWm/68vz8lrz8ek+x46Vn6T7HKmlbaBEREREROSldOUaBI6HMYMgm+2T+1+9Dgf/MeDsBO91h6qNoU0v+Otfx6b9cxwuXjZgYYCmHaFaE+jyKRz7T2XFiVPwv2/gq4HmVRkiIiIiIk+SVc+s0DZQIi+IyMhIGjRI+tf31q5di5ub23OM6Mk6derEX3/9lei9rl270q1bt+ccUdqZOXMms2bNSvRexYoVmTt37nOOSEREJGuYtRhmf/voOuoBHPgHRkx51LbmG8ifBwaOhpbvgHdJOHf+yWOfiUz47/SF8NlHULIY/LgR2veDnxZCkYLmfQb0gAL5YMFy+LAP/LIEnHIknJHxyXD49CNwywtnI9Nm7SIiIiIiLzMlK+SFkV5nNrwo8uTJQ1BQULL3M5uRI0cSFRWV6L3UnDuRGbVq1Yp69RLfb8LOzu45RyMiIpJ1tGwEdd94dP3ZCHjz9YTXQ3mcYckPcPd+wtkTKfVwg9yWDaHp/x8DVboE7PoLVq2Dfl0gPi6hvdsH8Fb1hJ9HDUg4RHvD7wnJkYmzwcMd3nnrqZcpIiIiIllZJq18SG9KVoi8IKysrHB3d8/oMFIlb968GR1CunFycsLJySmjwxAREclynHIkvB6ytQXnXOBe0Lzf7n2w/2/wedO8vUVXeLt2wvZM/+XqnPBfzyLm7R7ucP5i0n1sbKCQ26M+u/clbAvlvTXh+mES5NVG0PUD6NkhJSsVEREREclalKwQEREREZGXzsBe0Otfh2RfvgqdPoGJX0DZUok/UyAf5HGJ5+QZ8/bTZ6BapYSfX/ECG5uEPhXLJrRFx8C5CwlbPgFMGZ6wPdVDh4/AoDGweCoULpA26xMRERGRl1dmPVMivSlZISIiIiIiL4y79+De/UfXEwIT/nv56qO23E6PEgcPZc+W8N9CbpDv/3fPvHg54TyKrwYmJDAMBujQCqYvgJKeCWdWBG2A8AiYPDzhGYfsCVs9TV+QcC6GW16Y913CvTr/vz3VfxMSN24m/NfTHXI4PtPyRUREREReWkpWiIiIiIjIC2PBcvh6oSHZPpu/i6dA/iePFRMDJyMMREU9+tW1D1skHJD91XS4eRu8PGHeBPMExKcfgZUl9B+ZUEFRthQsmAQ5lYgQERERkbQQnzVLKwzx8Vl05SIikqg3LVpkdAgiIpKIDZEHMjoEkTRTx80no0MQERGRl9ymuBUZHcJTq9Z4XLrPsS3o03SfI7VUWSEiIiIiIiIiIiIikklk1TMrLDI6ABERERERERERERERydpUWSEiIiIiIiIiIiIiklmoskJEREREREREREREROT5U2WFiIiIiIiIiIiIiEgmoTMrREREREREREREREREMoAqK0REREREREREREREMou4rFlaocoKERERERERERERERHJUKqsEBERERERERERERHJLLJmYYUqK0REREREREREREREJGOpskJEREREREREREREJJMwqLJCRERERERERERERETk+VNlhYiIiIiIiIiIiIhIZhGfNUsrlKwQEREREXkBVO7fLaNDEEkzOfkzo0MQERERkUxGyQoRERERERERERERkUxCZ1aIiIiIiIiIiIiIiIhkAFVWiIiIiIiIiIiIiIhkFqqsEBERERERERERERERef5UWSEiIiIiIiIiIiIikkkY4rNmaYUqK0REREREREREREREJEOpskJEREREREREREREJLOIy+gAMoYqK0REREREREREREREJEOpskJEREREREREREREJJPQmRUiIiIiIiIiIiIiIiIZQJUVIiIiIiIiIiIiIiKZRdYsrFBlhYiIiIiIiIiIiIiIZCxVVoiIiIiIiIiIiIiIZBZZ9MwKJStEREREROSFV9nbnc5NXsWjgDPG6Bj2HT3HlO+2cv7KrSSf8XLPw8fvVqN00bzExcfz657jTF66lfsPogFoULU0X3Sum+izdT6ewfXb983ayhZ3Y+bn7xJ+9gofBC5Ju8WJiIiIiGQBSlaIiIiIiMgLzc0lB+N6N2Lphr8InLUOh2y29H2/BmN6NqTtF98m+oyLU3amf9aczcFHGbf4V7Jns6Ff6xoEdq7D59N/BmDz7mPsOnTK7LnATnWxsbZ8LFHhYG/L0C512fNPBLlz2KfLOkVEREQkazBkzcIKnVkhIiIiIiIvtpJF8mJpYWDmDzs4d+kmR09fYskveyhROA+Wlon/k6dqOQ9iYmMZu2gLEReuE3ryIl8t3EItvxIUzPN/7N1neFTV/vbxezLpJBDSgFBCT6hSklCkF2kGQZoeAZWmAgIi0kURITTlkaIoSkcElCJF6So9oEgRkB5KIh1CSE/meZE/I2MKCQQmge/nunIdZu211773MHhg/2at5SZJiktI1LVb0eafpGSTAsoX1Y+/HU413tBXG2v9rmM6dDLiUd4qAAAA8MSiWAEAAAAgVzt29pKSTSYF160oG4NBeZzs1fLZcgo9EqakpOQ0z7G3NSoxMdliOeC4+ERJ0jNlfdI8p+Wz5RUbl6Ate09YtD9ft4IKe7vp65W7sueGAAAA8HQzmR79Tw5EsQIAAABArhZ+NVJvT1qut9o/q+3f9NfWmX3lnd9Vw2esTfecfUfPyyOfszq3CJCt0Uauzg7q07GOpJQlotLSul5Frd99THEJiea2ogXc1KdDHX0wc52SknPmP/oAAACA3IBiBQAAAIBczSOfs0Z0a6p124/otQ8X6Y1xS5SQmKTxfZ9P95zTF69p9Kz1eqV5df02q59+mvqGwq9E6trNOzKlMRmjUqlCKlnYw2IJKBuDQWPebKlZK3bp3KWbj+DOAAAA8DQyJD/6n5yIDbYBAAAA5GrtG1dRVHScpi3dZm774MuftOb/9VLFUoV0+FTa+0is331M63cfk3teZ8XEJchkMul/zavp4pWbqfq+UL+S/g67rGNnL5vbnJ3sVb5kQZX19dagLo0kpRQwbGwM2jl7gPpN+kH7jp7P3psFAAAAnlDMrAAe0oULF+Tn56ejR4+m22f58uUKCAh4jKmQE0ybNk21a9eWn5+fNm3aZO04AAA8sRztbZX8n3V37y7JZDDc//zrkdGKiUtQ0xp+ik9I0p6/zlkcd3KwU+Ogsqk21r4TE6eXhs9T5/cXmH+Wbz2gs+HX1fn9BekWSQAAAIAMsWcFgEelZcuWWr9+vbVjPFbpFXFOnDiht99+W40aNZKfn5/mzp2bpXG7dOmisWPHZmPSRzPuqVOnNH36dH300Ufavn276tWr99Bj7t27V2+++abq1KmTZgEkISFBkyZNUnBwsKpUqaI6depo8ODBunTp0kNfGwCAnGzHgTMqX6Kgur9QU0ULuMnP11ujejRT+JVbOh52RZJUvmRBLQ15TV75XczndWhSRX6+3ipWwE3tGz+j97o00oxl2xUVHWcxftMafjIabfTTTsu/15hMKctJ3ftzIzJG8QmJOn3xmmLjEwUAAADkdtOmTZOfn5/FT/PmzbP9OiwDBTwGjo6OcnR0TPd4fHy87O3tH0uWpKQkGQwG2dhYp1YZExOjIkWKqHnz5goJCbFKhsfh3LmUb2Q2btxYhsx8pTMToqOj5efnp3bt2qlv376pjsfGxurIkSN666235O/vr8jISI0dO1ZvvfWWli9fni0ZAADIifYdPa/3Z65Tl5YB6tIyQLHxiTp0Mlz9P1lu3gzb0d5WxX3cZWv89+9AFUoWVK+2teTkYKewiBsKmbspVUFCStlY+5d9J1IVMQAAAIBHIgdOfChTpozmzJljfm00GrP9GgaTKYfO+QBymOTkZH3zzTdaunSpIiIi5OnpqU6dOik4OFiNGzfWtGnTtGDBAh08eFC+vr4aPXq0qlatKillGahx48Zp3759klKqkZs2bVLnzp31xRdfKDw8XMeOHVOXLl1UpkwZSdKqVatka2url19+Wf3798/wgXdkZKQmT56sTZs26fbt2/L19dW7776rhg0bmq89YcIEffLJJzp79qw2bNggV1dXjR07Vlu3blV8fLwCAwM1cuRIFS9eXCaTSbVq1dKHH35orpK+8MILunbtmrZv3y5J2rdvn1577TXt3btXTk5OqTL5+flZvA4KCtKCBQss2ho1aqSuXbvqtddey9TvwdChQ7VixQqLts2bN6tIkSI6fvy4Jk6cqN9//11OTk569tlnNWzYMLm7u2vPnj3q3r275s6da16Oa9asWZo9e7ZWr16tyZMnpztuRk6cOKHJkydr7969MplMKleunMaPH69Vq1Zp+vTpFn3//vtvJSYmavz48Vq5cqWMRqPat2+vq1ev6vbt2/r8888z9R7c5efnpxkzZqhJkyYZ9jt48KA6dOigrVu3ysfHJ1NjN7XpkKUsAIDH41aXWtaOAGSbfAt2WTsCAAB4wm1MXmbtCA+sae2PH/k1Nu4cmem+d59lrlq16hEmYmYFkGmffPKJli1bpmHDhql69eq6fPmyzpw5Yz4+ZcoUDRkyRL6+vpoyZYreffddbdiwQba2af8xO3funNavX6/p06dbzHJYsWKF2rdvr2XLlunw4cMaNWqUfHx81LFjxzTHSU5OVs+ePXXnzh1NmjRJxYoV08mTJy3GjI2N1axZs/Txxx/Lzc1NHh4eGjhwoMLCwvTFF1/IxcVFkyZNUq9evbR28BF6wQABAABJREFU7VrZ2dkpMDBQoaGhat68uW7duqVTp07J0dFRp06dUqlSpbR3715VqlQpzUKFJC1btkwdOnTQ3LlzVbp0adnZ2T3I225hxIgROnv2rMqUKaN+/fpJktzd3RUZGalXX31VHTp00LBhwxQXF6fJkydrwIABmj9/vmrUqKGuXbtq8ODBWrVqlc6fP6/PPvtMn332mTw9PdMdNyOXLl1S586dFRQUpHnz5snFxUV//PGHEhMT1a1bNxUuXFjDhg0zF3eklALJ6tWrFRISopIlS2r+/PnatGmTatSo8dDvTXqioqJkMBiUN2/eR3YNAAAAAAAAZB/DY5hfEB8fr/j4eIs2e3v7dFd/CQsLU506deTg4KAqVaro3XffzfQXYzOLYgWQCVFRUZo/f75GjRqltm3bSpKKFSumgIAAXbhwQZLUrVs3NWjQQJLUr18/tWrVSmFhYSpVqlSaYyYkJGjixImpHooXKlRIw4cPl8FgUMmSJXX8+HHNnTs33WLFzp07dfDgQa1bt04lSpSQJBUtWjTVtT788EP5+/tLks6ePastW7Zo8eLFqlatmiRp8uTJatCggTZt2qQWLVooKChIS5YskZSyV0L58uXl6emp0NBQlSpVSqGhoQoKCkr3Pbt7X25ubvLy8kq3X1a4urrKzs5Ojo6OFmMuXLhQ5cuX18CBA81t48aNU/369XXmzBmVKFFCAwYM0M6dO/X+++/rxIkTatu2rRo3bpzhuBlZtGiRXFxc9Omnn5oLMXfff0nm4sB/c/bq1UtNmzaVJI0aNUq//fbbA74b93e3aNOqVSu5uLjc/wQAAAAAAAA8Fb788stUK4P07dtXb7/9dqq+lStXVkhIiEqUKKErV65oxowZeuWVV7R69epsfeZEsQLIhNOnTys+Pl41a9ZMt8+9yx7dfUB9/fr1dIsVPj4+aX57/5lnnrFY8qlKlSqaM2eOkpKSNGvWLH355ZfmY2vXrtXRo0dVsGBBiwfl/2VnZ2eR79SpU7K1tdUzzzxjbsufP79KlCihU6dOSZICAwM1duxYXb9+XXv37lVQUJC5WNG+fXvt379fPXr0kJTy0H316tXmsfbv359ulkfh2LFj2rNnj3nZrXudO3dOJUqUkL29vSZPnqzWrVvLx8dHw4YNe6hrHj16VAEBAZmeMXL79m1dvXpVlStXNrcZjUZVqFBBycnJD5UlLQkJCerfv79MJpNGjx6d7eMDAAAAAADgEXkMMyveeOMNvf766xZt6c2qqF+/vvnX/v7+euaZZ9SwYUP99NNP6tAh+5YTp1gBZIKDg8N9+9z70PpusSGjh9DpLZ+UkZdeekktWrQwv/b29s5w4+67HB0ds7zJs5+fn/Lly6fQ0FDt3btXAwYMkJeXl77++msdOnRIiYmJ5uJA//791b1796zdTDaKjo5Ww4YNNWjQoFTH7p3ZcLeIcuvWLd26dUvOzs4PfM3MvO/WkpCQoAEDBig8PNy8RBUAAAAAAABwV0ZLPt1P3rx5Vbx4cZ07dy5bM9ncvwuA4sWLy9HRUbt3737k1zp48KDF6wMHDsjX11dGo1Fubm7y9fU1/9ja2srPz0///POPxf4Z91OqVCklJibqwIED5rYbN27ozJkzKl26tKSUgktAQIA2b96sEydOqHr16vLz81N8fLyWLFmiihUrmh/2e3h4WOSS/i3eJCUlPdT78V92dnapikAVKlTQiRMnVLhwYYscvr6+5oznzp3TuHHjNGbMGFWuXFlDhgyxGCetcTPi5+enffv2KSEhIVP9XV1d5enpqUOHDpnbkpKSdOTIkUxfMzPuFirCwsI0d+5c5c+fP1vHBwAAAAAAwCOW/Bh+HsKdO3d0/vz5bFv6/S5mVgCZ4ODgoJ49e2rSpEmys7NTtWrVdP36dZ04cUK1atXK1muFh4crJCREnTp10pEjR7Rw4UINGTIk3f5BQUEKCAhQv379NHToUBUrVkynT5+WwWBQvXr10jynePHiaty4sd5//32NHj1aLi4umjx5sgoUKGDex+Hu2BMmTFDFihWVJ08eSVJAQIBWr15935kUHh4ecnR01LZt21SwYEE5ODjI1dVV8fHx5qWm4uPjdenSJR09elTOzs7mQkdGChcurAMHDujChQtydnaWm5ub/ve//2np0qUaOHCgevToITc3N4WFhWndunX6+OOPJUnvvfee6tatq3bt2qlu3boKDg7W7NmzzUtZpTXuvZuU/9crr7yiBQsWaODAgerVq5dcXV31559/qnLlyipZsmSa53Tu3FlffvmlihUrppIlS2rhwoW6detWpme93Llzx6JifeHCBR09elT58uWTj4+PEhIS1K9fPx05ckRffvmlkpKSdOXKFUlSvnz5HrhaDgBAblTNv4hmDkt7z69XP1yko2cupXnMI5+z3u5UTzUq+MrZyV5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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Most common models in comparisons:\n", " chirp-crow-t1 (7 comparisons)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"upload_extend\")\n", "upload_extend_slice_df = user_intersting_clips_3p5[\n", " (user_intersting_clips_3p5[\"task\"] == \"upload_extend\")\n", "].copy()\n", "if upload_extend_slice_df.shape[0] > 0:\n", " get_preference_counts(\n", " upload_extend_slice_df,\n", " title_name=\"upload_extend\",\n", " )" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:30:06.105274Z", "iopub.status.busy": "2025-11-23T23:30:06.105115Z", "iopub.status.idle": "2025-11-23T23:30:10.905205Z", "shell.execute_reply": "2025-11-23T23:30:10.904641Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "playlist_condition\n", "len pos models: 1759\n", "differing counts: 829\n", "chirp-auk-t1_win_over_chirp-auk-t1, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-bluejay-engine-b_win_over_chirp-bluejay-engine-b, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-bluejay-t2_win_over_chirp-bluejay-t2, win ratio 1.000, (1.000, 1.000), counts 49, total 49.\n", "chirp-crow-engine-b_mask_control_slider_win_over_chirp-crow-engine-b, win ratio 0.600, (0.352, 0.848), counts 9, total 15.\n", "chirp-crow-engine-b_onebox_lyrics_gpt51_s8_win_over_chirp-crow-engine-b_onebox_lyrics, win ratio 0.800, (0.449, 1.151), counts 4, total 5.\n", "chirp-crow-engine-b_onebox_lyrics_win_over_chirp-crow-engine-b_onebox_lyrics_gpt51_s8, win ratio 0.200, (-0.151, 0.551), counts 1, total 5.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b, win ratio 1.000, (1.000, 1.000), counts 49, total 49.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b_mask_control_slider, win ratio 0.400, (0.152, 0.648), counts 6, total 15.\n", "chirp-crow-t1-c1_win_over_chirp-crow-t1, win ratio 0.467, (0.321, 0.612), counts 21, total 45.\n", "chirp-crow-t1-c2_win_over_chirp-crow-t1, win ratio 0.528, (0.365, 0.691), counts 19, total 36.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d70, win ratio 0.563, (0.486, 0.641), counts 89, total 158.\n", "chirp-crow-t1-d70_win_over_chirp-crow-t1-d175, win ratio 0.437, (0.359, 0.514), counts 69, total 158.\n", "chirp-crow-t1_cfg_steps_10_win_over_chirp-crow-t1, win ratio 0.469, (0.371, 0.568), counts 46, total 98.\n", "chirp-crow-t1_cfg_steps_30_win_over_chirp-crow-t1, win ratio 0.481, (0.348, 0.615), counts 26, total 54.\n", "chirp-crow-t1_cfg_steps_480_win_over_chirp-crow-t1, win ratio 0.469, (0.296, 0.642), counts 15, total 32.\n", "chirp-crow-t1_mask_control_slider_win_over_chirp-crow-t1, win ratio 0.603, (0.538, 0.668), counts 132, total 219.\n", "chirp-crow-t1_text_cfg_12_win_over_chirp-crow-t1, win ratio 0.494, (0.386, 0.602), counts 41, total 83.\n", "chirp-crow-t1_text_cfg_15_win_over_chirp-crow-t1, win ratio 0.464, (0.358, 0.571), counts 39, total 84.\n", "chirp-crow-t1_win_over_chirp-crow-t1, win ratio 1.000, (1.000, 1.000), counts 827, total 827.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c1, win ratio 0.533, (0.388, 0.679), counts 24, total 45.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c2, win ratio 0.472, (0.309, 0.635), counts 17, total 36.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_10, win ratio 0.531, (0.432, 0.629), counts 52, total 98.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_30, win ratio 0.519, (0.385, 0.652), counts 28, total 54.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_480, win ratio 0.531, (0.358, 0.704), counts 17, total 32.\n", "chirp-crow-t1_win_over_chirp-crow-t1_mask_control_slider, win ratio 0.397, (0.332, 0.462), counts 87, total 219.\n", "chirp-crow-t1_win_over_chirp-crow-t1_text_cfg_12, win ratio 0.506, (0.398, 0.614), counts 42, total 83.\n", "chirp-crow-t1_win_over_chirp-crow-t1_text_cfg_15, win ratio 0.536, (0.429, 0.642), counts 45, total 84.\n", "tournament players: ['chirp-crow-engine-b', 'chirp-crow-engine-b_mask_control_slider', 'chirp-crow-engine-b_onebox_lyrics', 'chirp-crow-engine-b_onebox_lyrics_gpt51_s8', 'chirp-crow-t1', 'chirp-crow-t1-c1', 'chirp-crow-t1-c2', 'chirp-crow-t1-d175', 'chirp-crow-t1-d70', 'chirp-crow-t1_cfg_steps_10', 'chirp-crow-t1_cfg_steps_30', 'chirp-crow-t1_cfg_steps_480', 'chirp-crow-t1_mask_control_slider', 'chirp-crow-t1_text_cfg_12', 'chirp-crow-t1_text_cfg_15']\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-crow-engine-b: 982.5, (849, 1060)\n", "chirp-crow-engine-b_mask_control_slider: 1017.4, (940, 1151)\n", "chirp-crow-engine-b_onebox_lyrics: 973.7, (-372, 1060)\n", "chirp-crow-engine-b_onebox_lyrics_gpt51_s8: 1026.2, (940, 2372)\n", "chirp-crow-t1: 999.6, (974, 1031)\n", "chirp-crow-t1-c1: 985.8, (887, 1078)\n", "chirp-crow-t1-c2: 1010.3, (917, 1129)\n", "chirp-crow-t1-d175: 1020.1, (995, 1050)\n", "chirp-crow-t1-d70: 979.8, (950, 1005)\n", "chirp-crow-t1_cfg_steps_10: 983.4, (911, 1055)\n", "chirp-crow-t1_cfg_steps_30: 991.4, (903, 1079)\n", "chirp-crow-t1_cfg_steps_480: 988.5, (849, 1095)\n", "chirp-crow-t1_mask_control_slider: 1063.2, (1023, 1133)\n", "chirp-crow-t1_text_cfg_12: 996.6, (922, 1072)\n", "chirp-crow-t1_text_cfg_15: 981.4, (902, 1049)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Most common models in comparisons:\n", " chirp-crow-t1 (8 comparisons)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"playlist_condition\")\n", "playlist_condition_slice_df = user_intersting_clips_3p5[\n", " (user_intersting_clips_3p5[\"task\"] == \"playlist_condition\")\n", "].copy()\n", "if upload_extend_slice_df.shape[0] > 0:\n", " get_preference_counts(\n", " playlist_condition_slice_df,\n", " title_name=\"playlist_condition\",\n", " )" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:30:10.906851Z", "iopub.status.busy": "2025-11-23T23:30:10.906685Z", "iopub.status.idle": "2025-11-23T23:30:14.063104Z", "shell.execute_reply": "2025-11-23T23:30:14.062582Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "overpaint\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "len pos models: 700\n", "differing counts: 354\n", "chirp-bluejay-t2_win_over_chirp-bluejay-t2, win ratio 1.000, (1.000, 1.000), counts 16, total 16.\n", "chirp-crow-engine-b_mask_control_slider_win_over_chirp-crow-engine-b, win ratio 0.500, (0.010, 0.990), counts 2, total 4.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b, win ratio 1.000, (1.000, 1.000), counts 21, total 21.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b_mask_control_slider, win ratio 0.500, (0.010, 0.990), counts 2, total 4.\n", "chirp-crow-t1-c1_win_over_chirp-crow-t1, win ratio 0.143, (-0.040, 0.326), counts 2, total 14.\n", "chirp-crow-t1-c2_win_over_chirp-crow-t1, win ratio 0.381, (0.173, 0.589), counts 8, total 21.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d70, win ratio 0.463, (0.343, 0.582), counts 31, total 67.\n", "chirp-crow-t1-d70_win_over_chirp-crow-t1-d175, win ratio 0.537, (0.418, 0.657), counts 36, total 67.\n", "chirp-crow-t1_cfg_steps_10_win_over_chirp-crow-t1, win ratio 0.537, (0.384, 0.689), counts 22, total 41.\n", "chirp-crow-t1_cfg_steps_30_win_over_chirp-crow-t1, win ratio 0.467, (0.288, 0.645), counts 14, total 30.\n", "chirp-crow-t1_cfg_steps_480_win_over_chirp-crow-t1, win ratio 0.588, (0.354, 0.822), counts 10, total 17.\n", "chirp-crow-t1_mask_control_slider_win_over_chirp-crow-t1, win ratio 0.680, (0.574, 0.786), counts 51, total 75.\n", "chirp-crow-t1_text_cfg_12_win_over_chirp-crow-t1, win ratio 0.458, (0.317, 0.599), counts 22, total 48.\n", "chirp-crow-t1_text_cfg_15_win_over_chirp-crow-t1, win ratio 0.514, (0.352, 0.675), counts 19, total 37.\n", "chirp-crow-t1_win_over_chirp-crow-t1, win ratio 1.000, (1.000, 1.000), counts 309, total 309.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c1, win ratio 0.857, (0.674, 1.040), counts 12, total 14.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c2, win ratio 0.619, (0.411, 0.827), counts 13, total 21.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_10, win ratio 0.463, (0.311, 0.616), counts 19, total 41.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_30, win ratio 0.533, (0.355, 0.712), counts 16, total 30.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_480, win ratio 0.412, (0.178, 0.646), counts 7, total 17.\n", "chirp-crow-t1_win_over_chirp-crow-t1_mask_control_slider, win ratio 0.320, (0.214, 0.426), counts 24, total 75.\n", "chirp-crow-t1_win_over_chirp-crow-t1_text_cfg_12, win ratio 0.542, (0.401, 0.683), counts 26, total 48.\n", "chirp-crow-t1_win_over_chirp-crow-t1_text_cfg_15, win ratio 0.486, (0.325, 0.648), counts 18, total 37.\n", "tournament players: ['chirp-crow-engine-b', 'chirp-crow-engine-b_mask_control_slider', 'chirp-crow-t1', 'chirp-crow-t1-c1', 'chirp-crow-t1-c2', 'chirp-crow-t1-d175', 'chirp-crow-t1-d70', 'chirp-crow-t1_cfg_steps_10', 'chirp-crow-t1_cfg_steps_30', 'chirp-crow-t1_cfg_steps_480', 'chirp-crow-t1_mask_control_slider', 'chirp-crow-t1_text_cfg_12', 'chirp-crow-t1_text_cfg_15']\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-crow-engine-b: 1000.0, (-350, 2358)\n", "chirp-crow-engine-b_mask_control_slider: 1000.0, (-352, 2352)\n", "chirp-crow-t1: 1003.3, (979, 1354)\n", "chirp-crow-t1-c1: 911.7, (-1896, 899)\n", "chirp-crow-t1-c2: 964.1, (783, 1330)\n", "chirp-crow-t1-d175: 989.1, (947, 1031)\n", "chirp-crow-t1-d70: 1010.8, (970, 1054)\n", "chirp-crow-t1_cfg_steps_10: 1017.6, (941, 1421)\n", "chirp-crow-t1_cfg_steps_30: 989.2, (873, 1375)\n", "chirp-crow-t1_cfg_steps_480: 1025.7, (942, 1511)\n", "chirp-crow-t1_mask_control_slider: 1097.9, (1068, 1531)\n", "chirp-crow-t1_text_cfg_12: 983.2, (899, 1375)\n", "chirp-crow-t1_text_cfg_15: 1007.4, (925, 1425)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Most common models in comparisons:\n", " chirp-crow-t1 (8 comparisons)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"overpaint\")\n", "overpaint_slice_df = user_intersting_clips_3p5[\n", " (user_intersting_clips_3p5[\"task\"] == \"overpainting\")\n", "].copy()\n", "if upload_extend_slice_df.shape[0] > 0:\n", " get_preference_counts(\n", " overpaint_slice_df,\n", " title_name=\"overpaint\",\n", " )" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:30:14.064690Z", "iopub.status.busy": "2025-11-23T23:30:14.064532Z", "iopub.status.idle": "2025-11-23T23:30:17.256801Z", "shell.execute_reply": "2025-11-23T23:30:17.256305Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "underpainting\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "len pos models: 583\n", "differing counts: 342\n", "chirp-bluejay-t2_win_over_chirp-bluejay-t2, win ratio 1.000, (1.000, 1.000), counts 7, total 7.\n", "chirp-crow-engine-b_mask_control_slider_win_over_chirp-crow-engine-b, win ratio 0.667, (0.133, 1.200), counts 2, total 3.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b, win ratio 1.000, (1.000, 1.000), counts 11, total 11.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b_mask_control_slider, win ratio 0.333, (-0.200, 0.867), counts 1, total 3.\n", "chirp-crow-t1-c1_win_over_chirp-crow-t1, win ratio 0.312, (0.085, 0.540), counts 5, total 16.\n", "chirp-crow-t1-c2_win_over_chirp-crow-t1, win ratio 0.364, (0.163, 0.565), counts 8, total 22.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d70, win ratio 0.464, (0.346, 0.581), counts 32, total 69.\n", "chirp-crow-t1-d70_win_over_chirp-crow-t1-d175, win ratio 0.536, (0.419, 0.654), counts 37, total 69.\n", "chirp-crow-t1_cfg_steps_10_win_over_chirp-crow-t1, win ratio 0.485, (0.314, 0.655), counts 16, total 33.\n", "chirp-crow-t1_cfg_steps_30_win_over_chirp-crow-t1, win ratio 0.423, (0.233, 0.613), counts 11, total 26.\n", "chirp-crow-t1_cfg_steps_480_win_over_chirp-crow-t1, win ratio 0.682, (0.487, 0.876), counts 15, total 22.\n", "chirp-crow-t1_mask_control_slider_win_over_chirp-crow-t1, win ratio 0.695, (0.577, 0.812), counts 41, total 59.\n", "chirp-crow-t1_text_cfg_12_win_over_chirp-crow-t1, win ratio 0.525, (0.370, 0.680), counts 21, total 40.\n", "chirp-crow-t1_text_cfg_15_win_over_chirp-crow-t1, win ratio 0.519, (0.383, 0.655), counts 27, total 52.\n", "chirp-crow-t1_win_over_chirp-crow-t1, win ratio 1.000, (1.000, 1.000), counts 223, total 223.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c1, win ratio 0.688, (0.460, 0.915), counts 11, total 16.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c2, win ratio 0.636, (0.435, 0.837), counts 14, total 22.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_10, win ratio 0.515, (0.345, 0.686), counts 17, total 33.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_30, win ratio 0.577, (0.387, 0.767), counts 15, total 26.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_480, win ratio 0.318, (0.124, 0.513), counts 7, total 22.\n", "chirp-crow-t1_win_over_chirp-crow-t1_mask_control_slider, win ratio 0.305, (0.188, 0.423), counts 18, total 59.\n", "chirp-crow-t1_win_over_chirp-crow-t1_text_cfg_12, win ratio 0.475, (0.320, 0.630), counts 19, total 40.\n", "chirp-crow-t1_win_over_chirp-crow-t1_text_cfg_15, win ratio 0.481, (0.345, 0.617), counts 25, total 52.\n", "tournament players: ['chirp-crow-engine-b', 'chirp-crow-engine-b_mask_control_slider', 'chirp-crow-t1', 'chirp-crow-t1-c1', 'chirp-crow-t1-c2', 'chirp-crow-t1-d175', 'chirp-crow-t1-d70', 'chirp-crow-t1_cfg_steps_10', 'chirp-crow-t1_cfg_steps_30', 'chirp-crow-t1_cfg_steps_480', 'chirp-crow-t1_mask_control_slider', 'chirp-crow-t1_text_cfg_12', 'chirp-crow-t1_text_cfg_15']\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-crow-engine-b: 988.9, (-391, 2287)\n", "chirp-crow-engine-b_mask_control_slider: 1010.8, (-284, 2391)\n", "chirp-crow-t1: 991.2, (956, 1051)\n", "chirp-crow-t1-c1: 946.2, (645, 1038)\n", "chirp-crow-t1-c2: 951.9, (729, 1055)\n", "chirp-crow-t1-d175: 989.3, (948, 1027)\n", "chirp-crow-t1-d70: 1010.5, (973, 1052)\n", "chirp-crow-t1_cfg_steps_10: 989.1, (855, 1113)\n", "chirp-crow-t1_cfg_steps_30: 968.6, (799, 1097)\n", "chirp-crow-t1_cfg_steps_480: 1054.7, (1001, 1336)\n", "chirp-crow-t1_mask_control_slider: 1090.6, (1052, 1251)\n", "chirp-crow-t1_text_cfg_12: 1005.2, (905, 1127)\n", "chirp-crow-t1_text_cfg_15: 1003.0, (918, 1117)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Most common models in comparisons:\n", " chirp-crow-t1 (8 comparisons)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"underpainting\")\n", "underpaint_slice_df = user_intersting_clips_3p5[\n", " (user_intersting_clips_3p5[\"task\"] == \"underpainting\")\n", "].copy()\n", "if upload_extend_slice_df.shape[0] > 0:\n", " get_preference_counts(\n", " underpaint_slice_df,\n", " title_name=\"underpainting\",\n", " )" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:30:17.258480Z", "iopub.status.busy": "2025-11-23T23:30:17.258233Z", "iopub.status.idle": "2025-11-23T23:30:21.711044Z", "shell.execute_reply": "2025-11-23T23:30:21.710517Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "artist_cover\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "len pos models: 4338\n", "differing counts: 2032\n", "chirp-auk-t1_win_over_chirp-auk-t1, win ratio 1.000, (1.000, 1.000), counts 21, total 21.\n", "chirp-auk-turbo-engine-b_win_over_chirp-auk-turbo-engine-b, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-auk-turbo-t2_step_1_win_over_chirp-auk-turbo-t2, win ratio 0.286, (-0.049, 0.620), counts 2, total 7.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2, win ratio 1.000, (1.000, 1.000), counts 34, total 34.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2_mask_control_slider, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2_step_1, win ratio 0.714, (0.380, 1.049), counts 5, total 7.\n", "chirp-bluejay-engine-b_win_over_chirp-bluejay-engine-b, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-bluejay-t2_win_over_chirp-bluejay-t2, win ratio 1.000, (1.000, 1.000), counts 110, total 110.\n", "chirp-crow-engine-b_mask_control_slider_win_over_chirp-crow-engine-b, win ratio 0.759, (0.603, 0.914), counts 22, total 29.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b, win ratio 1.000, (1.000, 1.000), counts 118, total 118.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b_mask_control_slider, win ratio 0.241, (0.086, 0.397), counts 7, total 29.\n", "chirp-crow-t1-c1_win_over_chirp-crow-t1, win ratio 0.456, (0.360, 0.553), counts 47, total 103.\n", "chirp-crow-t1-c2_win_over_chirp-crow-t1, win ratio 0.480, (0.381, 0.579), counts 47, total 98.\n", "chirp-crow-t1-c2_win_over_chirp-crow-t1-c2, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d175, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d70, win ratio 0.499, (0.451, 0.547), counts 208, total 417.\n", "chirp-crow-t1-d70_win_over_chirp-crow-t1-d175, win ratio 0.501, (0.453, 0.549), counts 209, total 417.\n", "chirp-crow-t1-d70_win_over_chirp-crow-t1-d70, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-crow-t1_cfg_steps_10_win_over_chirp-crow-t1, win ratio 0.490, (0.419, 0.560), counts 95, total 194.\n", "chirp-crow-t1_cfg_steps_30_win_over_chirp-crow-t1, win ratio 0.462, (0.377, 0.547), counts 61, total 132.\n", "chirp-crow-t1_cfg_steps_30_win_over_chirp-crow-t1_cfg_steps_30, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-crow-t1_cfg_steps_480_win_over_chirp-crow-t1, win ratio 0.595, (0.483, 0.706), counts 44, total 74.\n", "chirp-crow-t1_mask_control_slider_win_over_chirp-crow-t1, win ratio 0.653, (0.615, 0.691), counts 388, total 594.\n", "chirp-crow-t1_text_cfg_12_win_over_chirp-crow-t1, win ratio 0.516, (0.444, 0.589), counts 95, total 184.\n", "chirp-crow-t1_text_cfg_15_win_over_chirp-crow-t1, win ratio 0.526, (0.456, 0.595), counts 103, total 196.\n", "chirp-crow-t1_text_cfg_15_win_over_chirp-crow-t1_text_cfg_15, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-crow-t1_win_over_chirp-crow-t1, win ratio 1.000, (1.000, 1.000), counts 2013, total 2013.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c1, win ratio 0.544, (0.447, 0.640), counts 56, total 103.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c2, win ratio 0.520, (0.421, 0.619), counts 51, total 98.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_10, win ratio 0.510, (0.440, 0.581), counts 99, total 194.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_30, win ratio 0.538, (0.453, 0.623), counts 71, total 132.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_480, win ratio 0.405, (0.294, 0.517), counts 30, total 74.\n", "chirp-crow-t1_win_over_chirp-crow-t1_mask_control_slider, win ratio 0.347, (0.309, 0.385), counts 206, total 594.\n", "chirp-crow-t1_win_over_chirp-crow-t1_text_cfg_12, win ratio 0.484, (0.411, 0.556), counts 89, total 184.\n", "chirp-crow-t1_win_over_chirp-crow-t1_text_cfg_15, win ratio 0.474, (0.405, 0.544), counts 93, total 196.\n", "tournament players: ['chirp-auk-turbo-t2', 'chirp-auk-turbo-t2_mask_control_slider', 'chirp-auk-turbo-t2_step_1', 'chirp-crow-engine-b', 'chirp-crow-engine-b_mask_control_slider', 'chirp-crow-t1', 'chirp-crow-t1-c1', 'chirp-crow-t1-c2', 'chirp-crow-t1-d175', 'chirp-crow-t1-d70', 'chirp-crow-t1_cfg_steps_10', 'chirp-crow-t1_cfg_steps_30', 'chirp-crow-t1_cfg_steps_480', 'chirp-crow-t1_mask_control_slider', 'chirp-crow-t1_text_cfg_12', 'chirp-crow-t1_text_cfg_15']\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-auk-turbo-t2: 1051.5, (1525, 2800)\n", "chirp-auk-turbo-t2_mask_control_slider: 966.4, (-726, 680)\n", "chirp-auk-turbo-t2_step_1: 982.0, (-159, 1885)\n", "chirp-crow-engine-b: 940.1, (806, 963)\n", "chirp-crow-engine-b_mask_control_slider: 1059.7, (1037, 1195)\n", "chirp-crow-t1: 985.0, (967, 1006)\n", "chirp-crow-t1-c1: 965.3, (890, 1021)\n", "chirp-crow-t1-c2: 977.9, (906, 1034)\n", "chirp-crow-t1-d175: 999.5, (982, 1017)\n", "chirp-crow-t1-d70: 1000.3, (983, 1018)\n", "chirp-crow-t1_cfg_steps_10: 980.9, (932, 1024)\n", "chirp-crow-t1_cfg_steps_30: 966.6, (901, 1011)\n", "chirp-crow-t1_cfg_steps_480: 1035.8, (976, 1128)\n", "chirp-crow-t1_mask_control_slider: 1089.8, (1065, 1129)\n", "chirp-crow-t1_text_cfg_12: 996.9, (950, 1046)\n", "chirp-crow-t1_text_cfg_15: 1002.4, (957, 1051)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Most common models in comparisons:\n", " chirp-crow-t1 (8 comparisons)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"artist_cover\")\n", "artist_cover_slice_df = user_intersting_clips_3p5[\n", " (user_intersting_clips_3p5[\"task\"] == \"artist_cover\")\n", "].copy()\n", "if artist_cover_slice_df.shape[0] > 0:\n", " get_preference_counts(\n", " artist_cover_slice_df,\n", " title_name=\"artist_cover\",\n", " )" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:30:21.712645Z", "iopub.status.busy": "2025-11-23T23:30:21.712486Z", "iopub.status.idle": "2025-11-23T23:30:22.633681Z", "shell.execute_reply": "2025-11-23T23:30:22.633160Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "No data found for chirp-crow-t1-d117 vs chirp-crow-t1\n", "==================================================\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_preference_data_for_each_task(\n", " user_intersting_clips_3p5,\n", " ref_model_name=\"chirp-crow-t1\",\n", " target_model_name=\"chirp-crow-t1-d117\",\n", ")" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:30:22.635456Z", "iopub.status.busy": "2025-11-23T23:30:22.635039Z", "iopub.status.idle": "2025-11-23T23:30:23.476550Z", "shell.execute_reply": "2025-11-23T23:30:23.476025Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "No data found for chirp-crow-t1-d118 vs chirp-crow-t1\n", "==================================================\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_preference_data_for_each_task(\n", " user_intersting_clips_3p5,\n", " ref_model_name=\"chirp-crow-t1\",\n", " target_model_name=\"chirp-crow-t1-d118\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Clean up SHIT\n", "\n", "to get the right play conts, we need the right df..." ] }, { "cell_type": "code", "execution_count": 72, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:08.095035Z", "start_time": "2024-05-26T00:25:07.782738Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:30:23.478371Z", "iopub.status.busy": "2025-11-23T23:30:23.477956Z", "iopub.status.idle": "2025-11-23T23:30:24.321455Z", "shell.execute_reply": "2025-11-23T23:30:24.320884Z" } }, "outputs": [], "source": [ "def unpack_dict(x):\n", " if v := concat_clips_ids.get(str(x)):\n", " return v\n", " else:\n", " return {\n", " \"total_start_s\": None,\n", " \"total_clip_s\": None,\n", " \"concat_play_counts\": None,\n", " \"concat_in_playlist\": None,\n", " \"concat_likes\": None,\n", " \"concat_dislikes\": None,\n", " }\n", "\n", "\n", "extra_cols = user_intersting_clips[\"id\"].apply(unpack_dict)\n", "extra_cols_df = pd.DataFrame.from_records(extra_cols.values, index=extra_cols.index)\n", "user_intersting_clips[\n", " [\n", " \"total_start_s\",\n", " \"total_clip_s\",\n", " \"concat_play_counts\",\n", " \"concat_in_playlist\",\n", " \"concat_likes\",\n", " \"concat_dislikes\",\n", " ]\n", "] = extra_cols_df" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:30:24.322967Z", "iopub.status.busy": "2025-11-23T23:30:24.322809Z", "iopub.status.idle": "2025-11-23T23:30:25.232856Z", "shell.execute_reply": "2025-11-23T23:30:25.232271Z" } }, "outputs": [], "source": [ "def unpack_dict(x):\n", " if v := concat_clips_ids.get(str(x)):\n", " return v\n", " else:\n", " return {\n", " \"total_start_s\": None,\n", " \"total_clip_s\": None,\n", " \"concat_play_counts\": None,\n", " \"concat_in_playlist\": None,\n", " \"concat_likes\": None,\n", " \"concat_dislikes\": None,\n", " }\n", "\n", "\n", "extra_cols = user_intersting_clips[\"id\"].apply(unpack_dict)\n", "extra_cols_df = pd.DataFrame.from_records(extra_cols.values, index=extra_cols.index)\n", "user_intersting_clips[\n", " [\n", " \"total_start_s\",\n", " \"total_clip_s\",\n", " \"concat_play_counts\",\n", " \"concat_in_playlist\",\n", " \"concat_likes\",\n", " \"concat_dislikes\",\n", " ]\n", "] = extra_cols_df" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:08.361849Z", "start_time": "2024-05-26T00:25:08.199583Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:30:25.234383Z", "iopub.status.busy": "2025-11-23T23:30:25.234218Z", "iopub.status.idle": "2025-11-23T23:30:25.261449Z", "shell.execute_reply": "2025-11-23T23:30:25.260955Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Positive proportion of data meeting criteria: 36.57%\n", "Negative proportion of data meeting criteria: 100.00%\n" ] } ], "source": [ "pos_too_much_data_mask = (user_intersting_clips[\"preference\"]) & (\n", " (user_intersting_clips[\"reaction_play_count\"] >= 3) # single play is super catchy\n", " | (\n", " user_intersting_clips[\"concat_play_counts\"] >= 3\n", " ) # or the concat play is super catchy\n", ")\n", "neg_too_much_data_mask = (\n", " (~user_intersting_clips[\"preference\"])\n", " & (user_intersting_clips[\"reaction_play_count\"] >= 1) # single play is super catchy\n", ")\n", "# Calculate and print the proportion of data that meets our criteria\n", "pos_proportion = pos_too_much_data_mask.sum() / user_intersting_clips.shape[0] * 2\n", "print(f\"Positive proportion of data meeting criteria: {pos_proportion:.2%}\")\n", "neg_proportion = neg_too_much_data_mask.sum() / user_intersting_clips.shape[0] * 2\n", "print(f\"Negative proportion of data meeting criteria: {neg_proportion:.2%}\")" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:08.523643Z", "start_time": "2024-05-26T00:25:08.367348Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:30:25.262741Z", "iopub.status.busy": "2025-11-23T23:30:25.262593Z", "iopub.status.idle": "2025-11-23T23:30:26.679868Z", "shell.execute_reply": "2025-11-23T23:30:26.679259Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model Name Value Counts for Preferred Clips:\n", "----------------------------------------------------------------------\n", "Model Count Fraction\n", "----------------------------------------------------------------------\n", "chirp-crow-t1 36,259 50.68%\n", "chirp-auk-turbo-t2 22,802 31.87%\n", "chirp-crow-t1-d175 2,400 3.35%\n", "chirp-crow-t1-d70 2,227 3.11%\n", "chirp-crow-engine-b 2,080 2.91%\n", "chirp-carp-up-1 1,652 2.31%\n", "chirp-bluejay-t2 1,133 1.58%\n", "chirp-auk-turbo-engine-b 1,082 1.51%\n", "chirp-crow-t1-c2 508 0.71%\n", "chirp-crow-t1-c1 379 0.53%\n", "chirp-carp-up-c-1 329 0.46%\n", "chirp-auk-t1 308 0.43%\n", "chirp-crow-t2 87 0.12%\n", "chirp-v3p5-engine-s-8 84 0.12%\n", "chirp-v4-h-s-32 63 0.09%\n", "chirp-bluejay-engine-b 54 0.08%\n", "chirp-bass-up-3 30 0.04%\n", "chirp-v4-h-t-6 20 0.03%\n", "chirp-auk-engine-b 19 0.03%\n", "chirp-v3p5-engine-t-6 17 0.02%\n", "chirp-v3p5-engine-b 4 0.01%\n", "chirp-v4-engine-b 4 0.01%\n", "chirp-ahi-up-3 3 0.00%\n", "chirp-ahi-stem-12-t1 1 0.00%\n", "----------------------------------------------------------------------\n", "Total 71,545 100.00%\n" ] } ], "source": [ "final_good_enough_requests = set(\n", " user_intersting_clips[pos_too_much_data_mask][\"request_id\"].unique()\n", ").intersection(\n", " set(user_intersting_clips[neg_too_much_data_mask][\"request_id\"].unique())\n", ")\n", "final_interesting_clips = user_intersting_clips[\n", " user_intersting_clips[\"request_id\"].isin(final_good_enough_requests)\n", "].copy()\n", "# Get the value counts of model_name for preferred clips\n", "model_counts = final_interesting_clips[final_interesting_clips[\"preference\"]][\n", " \"model_name\"\n", "].value_counts()\n", "# Print the results in a nicely formatted way\n", "total_count = model_counts.sum()\n", "print(\"Model Name Value Counts for Preferred Clips:\")\n", "print(\"-\" * 70)\n", "print(f\"{'Model':<30} {'Count':>10} {'Fraction':>15}\")\n", "print(\"-\" * 70)\n", "for model, count in model_counts.items():\n", " fraction = count / total_count\n", " print(f\"{model:<30} {count:>10,d} {fraction:>15.2%}\")\n", "print(\"-\" * 70)\n", "print(f\"{'Total':<30} {total_count:>10,d} {1:>15.2%}\")" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:09.198504Z", "start_time": "2024-05-26T00:25:08.885507Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:30:26.681523Z", "iopub.status.busy": "2025-11-23T23:30:26.681165Z", "iopub.status.idle": "2025-11-23T23:30:27.068907Z", "shell.execute_reply": "2025-11-23T23:30:27.068316Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Validation passed!\n" ] } ], "source": [ "validate_preference_data(final_interesting_clips)" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:30:27.070542Z", "iopub.status.busy": "2025-11-23T23:30:27.070148Z", "iopub.status.idle": "2025-11-23T23:30:27.124150Z", "shell.execute_reply": "2025-11-23T23:30:27.123661Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of rows in final_interesting_clips for model chirp-v3p5-engine-t-6:\n", "34\n", "done (143090, 65)\n" ] } ], "source": [ "row_count = final_interesting_clips[\n", " final_interesting_clips[\"model_name\"] == target_model_name\n", "].shape[0]\n", "# Print the row count in a nicely formatted way\n", "print(f\"Number of rows in final_interesting_clips for model {target_model_name}:\")\n", "print(f\"{row_count:,}\")\n", "print(\"done\", final_interesting_clips.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# For faster processing once" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "ExecuteTime": { "end_time": "2024-05-26T00:25:10.265241Z", "start_time": "2024-05-26T00:25:09.934743Z" }, "execution": { "iopub.execute_input": "2025-11-23T23:30:27.125486Z", "iopub.status.busy": "2025-11-23T23:30:27.125332Z", "iopub.status.idle": "2025-11-23T23:30:27.266778Z", "shell.execute_reply": "2025-11-23T23:30:27.266185Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total Unique Users:\n", "--------------------\n", "217,071\n", "--------------------\n", "Series([], Name: count, dtype: int64)\n", "(0, 52)\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " id password last_login is_superuser username first_name last_name email is_staff is_active date_joined\n", "0 99177241 None False kikyo978@gmail.com kikyo978@gmail.com False True 2025-06-25 08:12:44.784812+00:00" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Calculate the number of unique users\n", "total_unique_users = clip_df[\"user_id\"].nunique()\n", "# Print the result in a nicely formatted way\n", "print(\"Total Unique Users:\")\n", "print(\"-\" * 20)\n", "print(f\"{total_unique_users:,}\")\n", "print(\"-\" * 20)\n", "# This can take a while cause we have a lot of users...\n", "# SELECT *\n", "# FROM auth_user\n", "# \"\"\"\n", "test_user_id = 74686785\n", "print(\n", " clip_df[clip_df[\"user_id\"] == test_user_id][\"created_at\"]\n", " .apply(lambda x: str(x)[:10])\n", " .value_counts()\n", ")\n", "print(clip_df[clip_df[\"user_id\"] == test_user_id].shape)\n", "query = \"\"\"\n", "SELECT *\n", "FROM auth_user\n", "WHERE id=99177241\n", "\"\"\"\n", "# 3 keenan\n", "# 6 martin\n", "# 8 tony -- that's me!\n", "# 186417 georg\n", "test_user_df = pd.read_sql_query(query, engine)\n", "test_user_df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Find some weird generations" ] }, { "cell_type": "code", "execution_count": 79, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:30:27.268275Z", "iopub.status.busy": "2025-11-23T23:30:27.268099Z", "iopub.status.idle": "2025-11-23T23:30:37.055901Z", "shell.execute_reply": "2025-11-23T23:30:37.055226Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Shape of no_reaction_clip_df:\n", "(837404, 52)\n", "\n", "Proportion of clips without reactions:\n", "30.05%\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Ratio of clips without reactions to total clips from the same users:\n", "0.6909\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "free 1697\n", "pro 1702\n", "Ratio of clips from super bad users: 0.94%\n", "DONE\n" ] } ], "source": [ "not_known_bot_gens_mask = clip_df[\"model_name\"] != \"chirp-v3p5-engine-b\"\n", "run_bot_detection_old(\n", " clip_df,\n", " reaction_df,\n", " write_to_file=False,\n", " min_generations_for_no_reaction=10,\n", ")" ] }, { "cell_type": "code", "execution_count": 80, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:30:37.057649Z", "iopub.status.busy": "2025-11-23T23:30:37.057470Z", "iopub.status.idle": "2025-11-23T23:30:37.953294Z", "shell.execute_reply": "2025-11-23T23:30:37.952559Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "34992\n" ] } ], "source": [ "top_users = clip_df[clip_df[\"user_n_clips\"] >= 20][\"user_id\"].unique()\n", "print(len(top_users))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Task usage stats" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:30:37.955420Z", "iopub.status.busy": "2025-11-23T23:30:37.954956Z", "iopub.status.idle": "2025-11-23T23:30:38.107865Z", "shell.execute_reply": "2025-11-23T23:30:38.107322Z" } }, "outputs": [ { "data": { "text/plain": [ "task\n", " 1770645\n", "cover 451669\n", "gen_stem 278025\n", "artist_consistency 59813\n", "artist_cover 39739\n", "upsample 38023\n", "extend 33528\n", "infill 25504\n", "upload_extend 21805\n", "playlist_condition 18355\n", "stem_condition 14389\n", "overpainting 9007\n", "fixed_infill 8018\n", "underpainting 7294\n", "stem_condition_infill 6606\n", "artist_extend 4042\n", "generate 80\n", "video_to_song 6\n", "Name: count, dtype: int64" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clip_df[\"task\"].value_counts()" ] }, { "cell_type": "code", "execution_count": 82, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:30:38.109331Z", "iopub.status.busy": "2025-11-23T23:30:38.109166Z", "iopub.status.idle": "2025-11-23T23:30:41.024519Z", "shell.execute_reply": "2025-11-23T23:30:41.023753Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "cover usage: 48235 out of 92493 (0.5215) \n", " -------------->\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "chirp-crow-t1: 292599 (64.78%)\n", "chirp-auk-turbo-t2: 75707 (16.76%)\n", "chirp-crow-engine-b: 21278 (4.71%)\n", "chirp-crow-t1-d175: 16823 (3.72%)\n", "chirp-crow-t1-d70: 16793 (3.72%)\n", "chirp-bluejay-t2: 10754 (2.38%)\n", "chirp-crow-t1-c2: 4174 (0.92%)\n", "chirp-crow-t1-c1: 4105 (0.91%)\n", "chirp-auk-turbo-engine-b: 3008 (0.67%)\n", "chirp-auk-t1: 2835 (0.63%)\n", "chirp-bluejay-engine-b: 1058 (0.23%)\n", "chirp-auk-engine-b: 901 (0.20%)\n", "chirp-v4-h-t-6: 654 (0.14%)\n", "chirp-v3p5-engine-t-6: 606 (0.13%)\n", "chirp-v3p5-engine-b: 210 (0.05%)\n", "chirp-v3p5-engine-b-tau: 122 (0.03%)\n", "chirp-v4-engine-b-tau: 42 (0.01%)\n", "\n", " --------------------------\n", "infill usage: 2867 out of 92493 (0.031) \n", " -------------->\n", "chirp-crow-t1: 20202 (79.21%)\n", "chirp-crow-t1-d175: 1139 (4.47%)\n", "chirp-crow-t1-d70: 1130 (4.43%)\n", "chirp-crow-engine-b: 994 (3.90%)\n", "chirp-bluejay-t2: 785 (3.08%)\n", "chirp-crow-t1-c2: 297 (1.16%)\n", "chirp-v3p5-engine-t-6: 294 (1.15%)\n", "chirp-crow-t1-c1: 282 (1.11%)\n", "chirp-v4-h-t-6: 154 (0.60%)\n", "chirp-bluejay-engine-b: 111 (0.44%)\n", "chirp-v3p5-engine-b: 72 (0.28%)\n", "chirp-v4-engine-b-tau: 36 (0.14%)\n", "chirp-v3p5-engine-b-tau: 8 (0.03%)\n", "\n", " --------------------------\n", "artist usage: 5423 out of 92493 (0.0586) \n", " -------------->\n", "chirp-crow-t1: 45008 (75.25%)\n", "chirp-crow-engine-b: 3997 (6.68%)\n", "chirp-crow-t1-d70: 2553 (4.27%)\n", "chirp-crow-t1-d175: 2547 (4.26%)\n", "chirp-bluejay-t2: 2237 (3.74%)\n", "chirp-auk-turbo-t2: 718 (1.20%)\n", "chirp-crow-t1-c2: 643 (1.08%)\n", "chirp-crow-t1-c1: 625 (1.04%)\n", "chirp-auk-t1: 493 (0.82%)\n", "chirp-auk-engine-b: 280 (0.47%)\n", "chirp-v4-h-t-6: 242 (0.40%)\n", "chirp-v3p5-engine-t-6: 205 (0.34%)\n", "chirp-bluejay-engine-b: 183 (0.31%)\n", "chirp-v3p5-engine-b: 58 (0.10%)\n", "chirp-auk-turbo-engine-b: 24 (0.04%)\n", "\n", " --------------------------\n", "image/video usage: 3 out of 92493 (0.0) \n", " -------------->\n", "chirp-v3p5-engine-short: 6 (100.00%)\n", "\n", " --------------------------\n" ] } ], "source": [ "n_pro_created = clip_df[clip_df[\"is_pro_user\"]][\"user_id\"].nunique()\n", "task_mask_cover = clip_df[\"task\"] == \"cover\"\n", "task_mask_artist = clip_df[\"task\"] == \"artist_consistency\"\n", "task_mask_infill = (\n", " (clip_df[\"task\"] == \"infill\")\n", " | (clip_df[\"task\"] == \"infill_intro\")\n", " | (clip_df[\"task\"] == \"infill_outro\")\n", ")\n", "task_mask_image = (clip_df[\"task\"] == \"image_to_song\") | (\n", " clip_df[\"task\"] == \"video_to_song\"\n", ")\n", "\n", "\n", "def print_task_usage_stats(clip_df, task_mask, task_name, n_pro_created):\n", " n_created = clip_df[task_mask][\"user_id\"].nunique()\n", " print(\n", " f\"{task_name} usage: {n_created} out of {n_pro_created} ({round(n_created / n_pro_created, 4)})\",\n", " \"\\n\",\n", " \"-------------->\",\n", " )\n", " print_out_value_counts_nicely(clip_df[task_mask], \"model_name\")\n", " print(\"\\n\", \"--------------------------\")\n", "\n", "\n", "print_task_usage_stats(clip_df, task_mask_cover, \"cover\", n_pro_created)\n", "print_task_usage_stats(clip_df, task_mask_infill, \"infill\", n_pro_created)\n", "print_task_usage_stats(clip_df, task_mask_artist, \"artist\", n_pro_created)\n", "print_task_usage_stats(clip_df, task_mask_image, \"image/video\", n_pro_created)" ] }, { "cell_type": "code", "execution_count": 83, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:30:41.026396Z", "iopub.status.busy": "2025-11-23T23:30:41.026101Z", "iopub.status.idle": "2025-11-23T23:30:41.055244Z", "shell.execute_reply": "2025-11-23T23:30:41.054698Z" } }, "outputs": [ { "data": { "text/plain": [ "user_id\n", "40995387 2\n", "96253653 2\n", "66153885 2\n", "Name: count, dtype: int64" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clip_df[task_mask_image][\"user_id\"].value_counts().head(n=5)" ] }, { "cell_type": "code", "execution_count": 84, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:30:41.056833Z", "iopub.status.busy": "2025-11-23T23:30:41.056482Z", "iopub.status.idle": "2025-11-23T23:30:41.395059Z", "shell.execute_reply": "2025-11-23T23:30:41.394387Z" } }, "outputs": [ { "data": { "text/plain": [ "user_id\n", "20284676 363\n", "14538398 350\n", "121884262 349\n", "48034689 333\n", "121885655 311\n", "Name: count, dtype: int64" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clip_df[task_mask_cover][\"user_id\"].value_counts().head(n=5)" ] }, { "cell_type": "code", "execution_count": 85, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:30:41.396803Z", "iopub.status.busy": "2025-11-23T23:30:41.396450Z", "iopub.status.idle": "2025-11-23T23:30:52.827225Z", "shell.execute_reply": "2025-11-23T23:30:52.826540Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Shape of no_reaction_clip_df:\n", "(897555, 39)\n", "\n", "Proportion of clips without reactions:\n", "30.94%\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Ratio of clips without reactions to total clips from the same users:\n", "0.6758\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "free 1727\n", "pro 1680\n", "Ratio of clips from super bad users: 0.91%\n", "DONE\n" ] } ], "source": [ "total_clip_df[\"is_pro_user\"] = total_clip_df[\"user_id\"].isin(pro_users)\n", "run_bot_detection_old(\n", " total_clip_df,\n", " reaction_df,\n", " write_to_file=False,\n", " min_generations_for_no_reaction=10,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Sliders" ] }, { "cell_type": "code", "execution_count": 86, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:30:52.829031Z", "iopub.status.busy": "2025-11-23T23:30:52.828848Z", "iopub.status.idle": "2025-11-23T23:30:53.563417Z", "shell.execute_reply": "2025-11-23T23:30:53.562685Z" } }, "outputs": [], "source": [ "has_slider_clips_mask = user_intersting_clips_3p5[\"metadata\"].apply(\n", " lambda x: x.get(\"control_sliders\", {}) != {}\n", ")\n", "has_slider_requests = user_intersting_clips_3p5[has_slider_clips_mask][\n", " \"request_id\"\n", "].unique()\n", "has_slider_requests_mask = user_intersting_clips_3p5[\"request_id\"].isin(\n", " has_slider_requests\n", ")" ] }, { "cell_type": "code", "execution_count": 87, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:30:53.565765Z", "iopub.status.busy": "2025-11-23T23:30:53.565583Z", "iopub.status.idle": "2025-11-23T23:30:58.256239Z", "shell.execute_reply": "2025-11-23T23:30:58.255544Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "len pos models: 40506\n", "differing counts: 15108\n", "chirp-auk-engine-b_win_over_chirp-auk-engine-b, win ratio 1.000, (1.000, 1.000), counts 8, total 8.\n", "chirp-auk-t1_win_over_chirp-auk-t1, win ratio 1.000, (1.000, 1.000), counts 295, total 295.\n", "chirp-auk-turbo-engine-b_mask_control_slider_win_over_chirp-auk-turbo-engine-b, win ratio 0.875, (0.646, 1.104), counts 7, total 8.\n", "chirp-auk-turbo-engine-b_win_over_chirp-auk-turbo-engine-b, win ratio 1.000, (1.000, 1.000), counts 14, total 14.\n", "chirp-auk-turbo-engine-b_win_over_chirp-auk-turbo-engine-b_mask_control_slider, win ratio 0.125, (-0.104, 0.354), counts 1, total 8.\n", "chirp-auk-turbo-t2_mask_control_slider_win_over_chirp-auk-turbo-t2, win ratio 0.546, (0.464, 0.628), counts 77, total 141.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2, win ratio 1.000, (1.000, 1.000), counts 366, total 366.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2_mask_control_slider, win ratio 0.454, (0.372, 0.536), counts 64, total 141.\n", "chirp-bluejay-engine-b_win_over_chirp-bluejay-engine-b, win ratio 1.000, (1.000, 1.000), counts 61, total 61.\n", "chirp-bluejay-t2_win_over_chirp-bluejay-t2, win ratio 1.000, (1.000, 1.000), counts 1219, total 1219.\n", "chirp-crow-engine-b_mask_control_slider_win_over_chirp-crow-engine-b, win ratio 0.594, (0.545, 0.643), counts 230, total 387.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b, win ratio 1.000, (1.000, 1.000), counts 1060, total 1060.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b_mask_control_slider, win ratio 0.406, (0.357, 0.455), counts 157, total 387.\n", "chirp-crow-t1-c1_win_over_chirp-crow-t1, win ratio 0.376, (0.346, 0.407), counts 366, total 973.\n", "chirp-crow-t1-c2_win_over_chirp-crow-t1, win ratio 0.463, (0.432, 0.494), counts 462, total 998.\n", "chirp-crow-t1-c2_win_over_chirp-crow-t1-c2, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d175, win ratio 1.000, (1.000, 1.000), counts 9, total 9.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d70, win ratio 0.498, (0.483, 0.514), counts 2024, total 4063.\n", "chirp-crow-t1-d70_win_over_chirp-crow-t1-d175, win ratio 0.502, (0.486, 0.517), counts 2039, total 4063.\n", "chirp-crow-t1-d70_win_over_chirp-crow-t1-d70, win ratio 1.000, (1.000, 1.000), counts 5, total 5.\n", "chirp-crow-t1_mask_control_slider_win_over_chirp-crow-t1, win ratio 0.608, (0.598, 0.618), counts 5188, total 8532.\n", "chirp-crow-t1_win_over_chirp-crow-t1, win ratio 1.000, (1.000, 1.000), counts 22288, total 22288.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c1, win ratio 0.624, (0.593, 0.654), counts 607, total 973.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c2, win ratio 0.537, (0.506, 0.568), counts 536, total 998.\n", "chirp-crow-t1_win_over_chirp-crow-t1_mask_control_slider, win ratio 0.392, (0.382, 0.402), counts 3344, total 8532.\n", "chirp-crow-t2_win_over_chirp-crow-t2, win ratio 1.000, (1.000, 1.000), counts 57, total 57.\n", "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v3p5-engine-s-8_mask_control_slider_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, (1.000, 1.000), counts 6, total 6.\n", "chirp-v4-h-s-32_mask_control_slider_win_over_chirp-v4-h-s-32, win ratio 0.400, (-0.029, 0.829), counts 2, total 5.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32, win ratio 1.000, (1.000, 1.000), counts 5, total 5.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_mask_control_slider, win ratio 0.600, (0.171, 1.029), counts 3, total 5.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "tournament players: ['chirp-auk-turbo-engine-b', 'chirp-auk-turbo-engine-b_mask_control_slider', 'chirp-auk-turbo-t2', 'chirp-auk-turbo-t2_mask_control_slider', 'chirp-crow-engine-b', 'chirp-crow-engine-b_mask_control_slider', 'chirp-crow-t1', 'chirp-crow-t1-c1', 'chirp-crow-t1-c2', 'chirp-crow-t1-d175', 'chirp-crow-t1-d70', 'chirp-crow-t1_mask_control_slider', 'chirp-v3p5-engine-s-8', 'chirp-v3p5-engine-s-8_mask_control_slider', 'chirp-v4-h-s-32', 'chirp-v4-h-s-32_mask_control_slider']\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-auk-turbo-engine-b: 955.8, (-4099, 965)\n", "chirp-auk-turbo-engine-b_mask_control_slider: 1044.2, (1035, 6199)\n", "chirp-auk-turbo-t2: 985.6, (957, 1013)\n", "chirp-auk-turbo-t2_mask_control_slider: 1014.4, (988, 1043)\n", "chirp-crow-engine-b: 968.2, (950, 986)\n", "chirp-crow-engine-b_mask_control_slider: 1031.8, (1014, 1051)\n", "chirp-crow-t1: 1008.7, (1001, 1017)\n", "chirp-crow-t1-c1: 923.4, (904, 939)\n", "chirp-crow-t1-c2: 983.4, (964, 1000)\n", "chirp-crow-t1-d175: 999.3, (994, 1005)\n", "chirp-crow-t1-d70: 1000.6, (995, 1006)\n", "chirp-crow-t1_mask_control_slider: 1084.7, (1076, 1095)\n", "chirp-v3p5-engine-s-8: 989.7, (-222, 1000)\n", "chirp-v3p5-engine-s-8_mask_control_slider: 1010.3, (1000, 2234)\n", "chirp-v4-h-s-32: 1008.4, (23, 2833)\n", "chirp-v4-h-s-32_mask_control_slider: 991.5, (-826, 1984)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Most common models in comparisons:\n", " chirp-crow-t1 (3 comparisons)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "get_preference_counts(\n", " user_intersting_clips_3p5[has_slider_requests_mask],\n", " title_name=\"subset has slider test\",\n", ")" ] }, { "cell_type": "code", "execution_count": 88, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:30:58.258026Z", "iopub.status.busy": "2025-11-23T23:30:58.257849Z", "iopub.status.idle": "2025-11-23T23:31:27.024327Z", "shell.execute_reply": "2025-11-23T23:31:27.023712Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "len pos models: 155143\n", "differing counts: 68980\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "chirp-ahi-stem-12-t1_win_over_chirp-ahi-stem-12-t1, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-ahi-up-3_win_over_chirp-ahi-up-3, win ratio 1.000, (1.000, 1.000), counts 12, total 12.\n", "chirp-auk-engine-b_onebox_lyrics_gpt51_s8_win_over_chirp-auk-engine-b_onebox_lyrics, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-auk-engine-b_win_over_chirp-auk-engine-b, win ratio 1.000, (1.000, 1.000), counts 32, total 32.\n", "chirp-auk-t1_win_over_chirp-auk-t1, win ratio 1.000, (1.000, 1.000), counts 708, total 708.\n", "chirp-auk-turbo-engine-b_onebox_lyrics_gpt51_s8_win_over_chirp-auk-turbo-engine-b_onebox_lyrics, win ratio 0.631, (0.599, 0.662), counts 574, total 910.\n", "chirp-auk-turbo-engine-b_onebox_lyrics_win_over_chirp-auk-turbo-engine-b_onebox_lyrics_gpt51_s8, win ratio 0.369, (0.338, 0.401), counts 336, total 910.\n", "chirp-auk-turbo-engine-b_win_over_chirp-auk-turbo-engine-b, win ratio 1.000, (1.000, 1.000), counts 1924, total 1924.\n", "chirp-auk-turbo-t2_step_1_win_over_chirp-auk-turbo-t2, win ratio 0.507, (0.498, 0.516), counts 6191, total 12211.\n", "chirp-auk-turbo-t2_step_1_win_over_chirp-auk-turbo-t2_step_1, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2, win ratio 1.000, (1.000, 1.000), counts 48038, total 48038.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2_step_1, win ratio 0.493, (0.484, 0.502), counts 6020, total 12211.\n", "chirp-bass-up-3_win_over_chirp-bass-up-3, win ratio 1.000, (1.000, 1.000), counts 72, total 72.\n", "chirp-bluejay-engine-b_onebox_lyrics_gpt51_s8_win_over_chirp-bluejay-engine-b_onebox_lyrics, win ratio 0.647, (0.420, 0.874), counts 11, total 17.\n", "chirp-bluejay-engine-b_onebox_lyrics_win_over_chirp-bluejay-engine-b_onebox_lyrics_gpt51_s8, win ratio 0.353, (0.126, 0.580), counts 6, total 17.\n", "chirp-bluejay-engine-b_win_over_chirp-bluejay-engine-b, win ratio 1.000, (1.000, 1.000), counts 133, total 133.\n", "chirp-bluejay-t2_win_over_chirp-bluejay-t2, win ratio 1.000, (1.000, 1.000), counts 2344, total 2344.\n", "chirp-carp-up-1_noise_l_5_win_over_chirp-carp-up-1, win ratio 0.528, (0.490, 0.565), counts 363, total 688.\n", "chirp-carp-up-1_step_8_win_over_chirp-carp-up-1, win ratio 0.543, (0.507, 0.578), counts 408, total 752.\n", "chirp-carp-up-1_variation_1_win_over_chirp-carp-up-1, win ratio 0.511, (0.439, 0.582), counts 96, total 188.\n", "chirp-carp-up-1_win_over_chirp-carp-up-1, win ratio 1.000, (1.000, 1.000), counts 2014, total 2014.\n", "chirp-carp-up-1_win_over_chirp-carp-up-1_noise_l_5, win ratio 0.472, (0.435, 0.510), counts 325, total 688.\n", "chirp-carp-up-1_win_over_chirp-carp-up-1_step_8, win ratio 0.457, (0.422, 0.493), counts 344, total 752.\n", "chirp-carp-up-1_win_over_chirp-carp-up-1_variation_1, win ratio 0.489, (0.418, 0.561), counts 92, total 188.\n", "chirp-carp-up-c-1_step_16_win_over_chirp-carp-up-c-1, win ratio 0.476, (0.389, 0.563), counts 60, total 126.\n", "chirp-carp-up-c-1_step_24_win_over_chirp-carp-up-c-1, win ratio 0.447, (0.365, 0.529), counts 63, total 141.\n", "chirp-carp-up-c-1_step_8_win_over_chirp-carp-up-c-1, win ratio 0.435, (0.333, 0.536), counts 40, total 92.\n", "chirp-carp-up-c-1_text_cfg_15_win_over_chirp-carp-up-c-1, win ratio 0.519, (0.409, 0.629), counts 41, total 79.\n", "chirp-carp-up-c-1_text_cfg_25_win_over_chirp-carp-up-c-1, win ratio 0.452, (0.338, 0.566), counts 33, total 73.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1, win ratio 1.000, (1.000, 1.000), counts 244, total 244.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1_step_16, win ratio 0.524, (0.437, 0.611), counts 66, total 126.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1_step_24, win ratio 0.553, (0.471, 0.635), counts 78, total 141.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1_step_8, win ratio 0.565, (0.464, 0.667), counts 52, total 92.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1_text_cfg_15, win ratio 0.481, (0.371, 0.591), counts 38, total 79.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1_text_cfg_25, win ratio 0.548, (0.434, 0.662), counts 40, total 73.\n", "chirp-crow-engine-b_onebox_lyrics_gpt51_s8_win_over_chirp-crow-engine-b_onebox_lyrics, win ratio 0.583, (0.549, 0.618), counts 458, total 785.\n", "chirp-crow-engine-b_onebox_lyrics_win_over_chirp-crow-engine-b_onebox_lyrics_gpt51_s8, win ratio 0.417, (0.382, 0.451), counts 327, total 785.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b, win ratio 1.000, (1.000, 1.000), counts 3135, total 3135.\n", "chirp-crow-t1-c1_win_over_chirp-crow-t1, win ratio 0.337, (0.317, 0.357), counts 733, total 2176.\n", "chirp-crow-t1-c2_win_over_chirp-crow-t1, win ratio 0.414, (0.394, 0.435), counts 903, total 2180.\n", "chirp-crow-t1-c2_win_over_chirp-crow-t1-c2, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d175, win ratio 1.000, (1.000, 1.000), counts 10, total 10.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d70, win ratio 0.505, (0.495, 0.516), counts 4246, total 8402.\n", "chirp-crow-t1-d70_win_over_chirp-crow-t1-d175, win ratio 0.495, (0.484, 0.505), counts 4156, total 8402.\n", "chirp-crow-t1-d70_win_over_chirp-crow-t1-d70, win ratio 1.000, (1.000, 1.000), counts 8, total 8.\n", "chirp-crow-t1_cfg_steps_10_win_over_chirp-crow-t1, win ratio 0.499, (0.490, 0.509), counts 4993, total 9996.\n", "chirp-crow-t1_cfg_steps_10_win_over_chirp-crow-t1_cfg_steps_10, win ratio 1.000, (1.000, 1.000), counts 8, total 8.\n", "chirp-crow-t1_cfg_steps_30_win_over_chirp-crow-t1, win ratio 0.497, (0.485, 0.509), counts 3278, total 6599.\n", "chirp-crow-t1_cfg_steps_30_win_over_chirp-crow-t1_cfg_steps_30, win ratio 1.000, (1.000, 1.000), counts 8, total 8.\n", "chirp-crow-t1_cfg_steps_480_win_over_chirp-crow-t1, win ratio 0.491, (0.474, 0.508), counts 1619, total 3296.\n", "chirp-crow-t1_cfg_steps_480_win_over_chirp-crow-t1_cfg_steps_480, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-crow-t1_text_cfg_12_win_over_chirp-crow-t1, win ratio 0.502, (0.492, 0.512), counts 5048, total 10054.\n", "chirp-crow-t1_text_cfg_12_win_over_chirp-crow-t1_text_cfg_12, win ratio 1.000, (1.000, 1.000), counts 9, total 9.\n", "chirp-crow-t1_text_cfg_15_win_over_chirp-crow-t1, win ratio 0.507, (0.497, 0.517), counts 5138, total 10135.\n", "chirp-crow-t1_text_cfg_15_win_over_chirp-crow-t1_text_cfg_15, win ratio 1.000, (1.000, 1.000), counts 13, total 13.\n", "chirp-crow-t1_win_over_chirp-crow-t1, win ratio 1.000, (1.000, 1.000), counts 26635, total 26635.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c1, win ratio 0.663, (0.643, 0.683), counts 1443, total 2176.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c2, win ratio 0.586, (0.565, 0.606), counts 1277, total 2180.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_10, win ratio 0.501, (0.491, 0.510), counts 5003, total 9996.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_30, win ratio 0.503, (0.491, 0.515), counts 3321, total 6599.\n", "chirp-crow-t1_win_over_chirp-crow-t1_cfg_steps_480, win ratio 0.509, (0.492, 0.526), counts 1677, total 3296.\n", "chirp-crow-t1_win_over_chirp-crow-t1_text_cfg_12, win ratio 0.498, (0.488, 0.508), counts 5006, total 10054.\n", "chirp-crow-t1_win_over_chirp-crow-t1_text_cfg_15, win ratio 0.493, (0.483, 0.503), counts 4997, total 10135.\n", "chirp-crow-t2_win_over_chirp-crow-t2, win ratio 1.000, (1.000, 1.000), counts 359, total 359.\n", "chirp-v3p5-engine-b-tau_win_over_chirp-v3p5-engine-b-tau, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, (1.000, 1.000), counts 8, total 8.\n", "chirp-v3p5-engine-s-8_min_p_005_win_over_chirp-v3p5-engine-s-8, win ratio 0.711, (0.566, 0.855), counts 27, total 38.\n", "chirp-v3p5-engine-s-8_onebox_lyrics_gpt51_s8_win_over_chirp-v3p5-engine-s-8_onebox_lyrics, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, (1.000, 1.000), counts 155, total 155.\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8_min_p_005, win ratio 0.289, (0.145, 0.434), counts 11, total 38.\n", "chirp-v3p5-engine-t-6_win_over_chirp-v3p5-engine-t-6, win ratio 1.000, (1.000, 1.000), counts 58, total 58.\n", "chirp-v4-engine-b-tau_win_over_chirp-v4-engine-b-tau, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-v4-engine-b_onebox_lyrics_gpt51_s8_win_over_chirp-v4-engine-b_onebox_lyrics, win ratio 0.333, (-0.200, 0.867), counts 1, total 3.\n", "chirp-v4-engine-b_onebox_lyrics_win_over_chirp-v4-engine-b_onebox_lyrics_gpt51_s8, win ratio 0.667, (0.133, 1.200), counts 2, total 3.\n", "chirp-v4-engine-b_win_over_chirp-v4-engine-b, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-v4-h-s-32_text_1_win_over_chirp-v4-h-s-32, win ratio 0.500, (0.332, 0.668), counts 17, total 34.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32, win ratio 1.000, (1.000, 1.000), counts 138, total 138.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32_text_1, win ratio 0.500, (0.332, 0.668), counts 17, total 34.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6, win ratio 1.000, (1.000, 1.000), counts 80, total 80.\n", "chirp-v4-up-u-d-2-5_win_over_chirp-v4-up-u-d-2-5, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "tournament players: ['chirp-auk-engine-b_onebox_lyrics', 'chirp-auk-engine-b_onebox_lyrics_gpt51_s8', 'chirp-auk-turbo-engine-b_onebox_lyrics', 'chirp-auk-turbo-engine-b_onebox_lyrics_gpt51_s8', 'chirp-auk-turbo-t2', 'chirp-auk-turbo-t2_step_1', 'chirp-bluejay-engine-b_onebox_lyrics', 'chirp-bluejay-engine-b_onebox_lyrics_gpt51_s8', 'chirp-carp-up-1', 'chirp-carp-up-1_noise_l_5', 'chirp-carp-up-1_step_8', 'chirp-carp-up-1_variation_1', 'chirp-carp-up-c-1', 'chirp-carp-up-c-1_step_16', 'chirp-carp-up-c-1_step_24', 'chirp-carp-up-c-1_step_8', 'chirp-carp-up-c-1_text_cfg_15', 'chirp-carp-up-c-1_text_cfg_25', 'chirp-crow-engine-b_onebox_lyrics', 'chirp-crow-engine-b_onebox_lyrics_gpt51_s8', 'chirp-crow-t1', 'chirp-crow-t1-c1', 'chirp-crow-t1-c2', 'chirp-crow-t1-d175', 'chirp-crow-t1-d70', 'chirp-crow-t1_cfg_steps_10', 'chirp-crow-t1_cfg_steps_30', 'chirp-crow-t1_cfg_steps_480', 'chirp-crow-t1_text_cfg_12', 'chirp-crow-t1_text_cfg_15', 'chirp-v3p5-engine-s-8', 'chirp-v3p5-engine-s-8_min_p_005', 'chirp-v3p5-engine-s-8_onebox_lyrics', 'chirp-v3p5-engine-s-8_onebox_lyrics_gpt51_s8', 'chirp-v4-engine-b_onebox_lyrics', 'chirp-v4-engine-b_onebox_lyrics_gpt51_s8', 'chirp-v4-h-s-32', 'chirp-v4-h-s-32_text_1']\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-auk-engine-b_onebox_lyrics: 983.7, (-549, 706)\n", "chirp-auk-engine-b_onebox_lyrics_gpt51_s8: 1016.4, (1295, 2563)\n", "chirp-auk-turbo-engine-b_onebox_lyrics: 955.5, (941, 966)\n", "chirp-auk-turbo-engine-b_onebox_lyrics_gpt51_s8: 1044.6, (1035, 1059)\n", "chirp-auk-turbo-t2: 997.6, (995, 1001)\n", "chirp-auk-turbo-t2_step_1: 1002.5, (999, 1005)\n", "chirp-bluejay-engine-b_onebox_lyrics: 983.9, (836, 1034)\n", "chirp-bluejay-engine-b_onebox_lyrics_gpt51_s8: 1016.2, (966, 1165)\n", "chirp-carp-up-1: 986.0, (971, 1000)\n", "chirp-carp-up-1_noise_l_5: 1004.8, (982, 1030)\n", "chirp-carp-up-1_step_8: 1014.1, (990, 1040)\n", "chirp-carp-up-1_variation_1: 995.4, (954, 1034)\n", "chirp-carp-up-c-1: 1018.1, (991, 1047)\n", "chirp-carp-up-c-1_step_16: 1000.8, (951, 1057)\n", "chirp-carp-up-c-1_step_24: 987.9, (926, 1035)\n", "chirp-carp-up-c-1_step_8: 985.0, (911, 1043)\n", "chirp-carp-up-c-1_text_cfg_15: 1016.1, (962, 1104)\n", "chirp-carp-up-c-1_text_cfg_25: 992.5, (913, 1059)\n", "chirp-crow-engine-b_onebox_lyrics: 972.1, (959, 983)\n", "chirp-crow-engine-b_onebox_lyrics_gpt51_s8: 1028.0, (1017, 1042)\n", "chirp-crow-t1: 1021.9, (1019, 1026)\n", "chirp-crow-t1-c1: 907.7, (891, 920)\n", "chirp-crow-t1-c2: 963.1, (949, 975)\n", "chirp-crow-t1-d175: 1001.9, (998, 1006)\n", "chirp-crow-t1-d70: 998.2, (994, 1002)\n", "chirp-crow-t1_cfg_steps_10: 1021.4, (1015, 1029)\n", "chirp-crow-t1_cfg_steps_30: 1019.4, (1012, 1028)\n", "chirp-crow-t1_cfg_steps_480: 1015.4, (1006, 1027)\n", "chirp-crow-t1_text_cfg_12: 1023.1, (1017, 1031)\n", "chirp-crow-t1_text_cfg_15: 1026.5, (1020, 1035)\n", "chirp-v3p5-engine-s-8: 962.7, (849, 975)\n", "chirp-v3p5-engine-s-8_min_p_005: 1037.4, (1027, 1152)\n", "chirp-v3p5-engine-s-8_onebox_lyrics: 995.7, (186, 1000)\n", "chirp-v3p5-engine-s-8_onebox_lyrics_gpt51_s8: 1004.4, (1000, 1817)\n", "chirp-v4-engine-b_onebox_lyrics: 1004.2, (420, 2020)\n", "chirp-v4-engine-b_onebox_lyrics_gpt51_s8: 995.9, (-16, 1580)\n", "chirp-v4-h-s-32: 1000.1, (936, 1061)\n", "chirp-v4-h-s-32_text_1: 1000.1, (939, 1065)\n" ] }, { "data": { "image/png": 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tLdja2uL69etITk7GixcvCtxPmSTA9evXhc8594giuedo8ff3x/Dhw/MtW7VqVdSvX7/A+nInCd+8eZNnu0gkgp+fn7A8ZMgQpeKUp7jbS0RERAQwwUFERERERF/IzMwMjRs3hp+fH3x8fBATEwNTU1NcvnxZmKy6sL03nj9/jqysLACArq4urKysFO5Tt25d4aF4VlYWgoKCYG9vL2zPecgNZA9TpIiKigpsbGxw4cKFfMs8fPhQ+Pzu3TssWrRIYb3A/ybxlkqlePfu3VdNcNy+fRu3b98usIyJiQmWLl2Ktm3bFlhO0QN1QPYcPX/+XOlzlCMxMTFPsqowch8/PT1d6eOHh4cLn9+9e1dggkOZ85B7wu4LFy7g7t27CvdJTk4WPudOPslTu3ZthfUZGhoKn3PmQ8ktMDAQGRkZALInFc+Z7+RzFHd7iYiIiAAmOIiIiIiIqAj06tULfn5+yMrKwsmTJzFixAgcP34cQHaioLAJjvj4eOFzpUqV5E5g/ClVVVVUrFgRISEheeoAIExWnlOnMhSVi46OFj4/f/4cz58/V6re3BITEwu9T1FSUVGBnp4ejIyMULduXbRp0wbdu3dXOIwTkD2ElSK5z5G/vz/8/f0LHWNSUtJnJzhyHz8yMlIYUqwwFH1HhT0P+c1/UZCcpFh+lEmS5R6+KjMzM8/22NhY4XPFihXzHe5KGcXdXiIiIiKACQ4iIiIiIioCXbp0wZIlS/Dx40d4e3ujV69euHHjBgDAwcEBVatWLVR9qampwmd5kxLnJ3fZ3HUA2RNGF7ZOReVyv3H+uXJ6qnwty5cvl5mL4UsokwQpinMk72G8sr7Gd6TMsFvyekwUZQzKJAEVyX3PfG5CKUdxt5eIiIgIYIKDiIiIiIiKgL6+Ptq3b49Tp07h+fPnWLNmjfBQunfv3oWuL/e8Dx8/flR6v9xlP507IvcDW2XrVFQudwLExcUFc+fOVare/5Lc52j27NkYNmxYiR3fyckJmzdv/qrHzx1HTrLl2LFjMvNhfCty3zO5E4KfozS0l4iIiEo/1ZIOgIiIiIiIvg+5ExleXl4Ast9s79KlS6Hryj0B+Lt37yCVShXuI5FI8O7dO7l1ALLDCCk7vn/u+uQxMTERPuce3of+J/c5iomJKdHjl+R3lHsC+pI4D8rIfa7evXv3RT1nSkN7iYiIqPRjgoOIiIiIiIpEixYtYGpqKrOuffv2nzWBtpWVFdTU1ABkD5ujzNwWQUFBwlvnampqeSaFrlu3rvA598TT+ZFKpXj06FGBZaytrYXPDx48UCoR81+T+xzdv3//qx8/90TZgYGBX9wzoSjiKInzoIy6desKw219/PhR4fVfkNLQXiIiIir9mOAgIiIiIqIioaamhh49esis+5zhqYDsIa8aNGggLB87dkzhPkeOHBE+W1tb55lDoGnTpsLn69evIyEhocD67ty5o7AHh4ODA8qWLQsg+433f//9V2Gc/zWtW7cWJqt+8OABgoKCvurxq1atiho1agAAxGKxzHXyNbVt21b4fPToUWRkZJRIHAXR1NSUuU8+Z0L2HKWhvURERFT6McFBRERERERF5tdff8WRI0eEv1atWn12XT/++KPwee/evQU+GH/y5AkOHjwoLA8cODBPmVatWqFSpUoAst9OX716db71ZWRkYMWKFQpj1NTUxM8//ywsL1y4EO/fv1e4X47/wrBWFSpUQM+ePQFk94qZOXOm0hNQSyQSxMXFfXEMo0ePFj5v2LBBqR5BOYpqeKXOnTvDwsJCqHPBggVK9/hJTU39aj1Phg8fLnw+ffo0Tp8+/Vn1lJb2EhERUenGBAcRERERERWZsmXLomHDhsJfzjBTn6NHjx7CMFNisRijRo3CnTt38pTz8fHB6NGjhfkC6tevj27duuUpp6amhkmTJgnLR44cwdKlS/O8WR4TE4OxY8ciKCgIGhoaCuMcPnw4atWqBQB4//49+vXrh7Nnz0IikcgtHxcXh4MHD6JPnz7Ytm2bwvq/B5MnTxaGL3v+/Dn69++Pmzdv5lv+3bt32LlzJ7p06YIzZ8588fF79uyJZs2aAch+eP7TTz/hwIEDEIlEcsunpKTgxIkTcHFxweLFi7/4+ED29bdgwQLhnvDy8sKYMWMQHByc7z6BgYFYvXo12rZti8jIyCKJQ5EWLVrIzJszY8YMuLu74+PHj3nKSiQS3LlzB+PGjRMmFM9RWtpLREREpZt6SQdAREREREQkj6amJtatW4chQ4YgLi4OMTEx+Pnnn1GnTh1hPo3AwECZnh3GxsZYu3ZtvomJPn364Nq1azh79iwAYPfu3Th+/DiaNm0KQ0NDvH37Fr6+vhCJRKhSpQrat2+PXbt2FRinnp4eNm/ejGHDhiEyMhIxMTGYPHkyypUrB1tbW5iYmEAqlSIxMRGvXr3C69evheRHzkP3712FChXw119/YcyYMYiPj0doaChGjhyJChUqwNraGkZGRhCLxYiPj8fLly+L/OG2mpoaNmzYgBEjRuDZs2dISUnB/PnzsXr1atja2qJChQpQU1NDYmIiQkNDERISIiTMOnfuXGRxtGjRAgsWLMCCBQuQlZWF69ev48aNG6hZsyasrKygp6eH9PR0xMTEICgoqEh6r3yOpUuXIioqCgEBAcjKyoKbmxu2bdsGe3t7VKxYEVKpFO/fv8eTJ0+Eod7k9c4oLe0lIiKi0osJDiIiIiIi+mbVqFED+/btw9SpU/Hs2TMA2ZOJyxuuqn79+tiwYQPMzc0LrHP16tXQ1tYW5vVITEzEhQsXZMpUr14d7u7uSvceqFq1Ko4ePYr58+fj/PnzkEqliI+Px5UrV/Ldp2zZsqhdu7ZS9X8PrK2tcfToUcyZMwe3b98GkN3j5eLFi/nuY2JiIgxz9KXKlSuH/fv3Y/ny5Thy5AgyMzORkpJSYE8SbW1t1K9fv0iOn+OHH36Aubk55s+fj7CwMEilUrx8+RIvX77Md59atWrBwMCgSOMoiL6+Pjw9PbF06VIcPXoUWVlZSEtLy/dcaWlpQVVV/gARpaG9REREVHoxwUFERERERN80S0tLHD16FOfOncOFCxcQEBAgvOltZGQEGxsbdO7cGZ07d4aKiorC+jQ0NLBixQr06tULhw4dwv379/HhwwcYGBjA3NwcXbt2Rb9+/aCnp1eoOA0NDbFx40a8ePECp0+fhq+vLyIjI5GQkABVVVWULVsW5ubmqFevHlq0aIGWLVtCS0vrs85JaWVmZoadO3fiwYMHOHfuHO7evYt3794hKSkJampqMDQ0hIWFBRo0aIBWrVqhSZMmwgTlRUFbWxsLFy7E6NGjceLECdy5cwdhYWFISEiARCJBmTJlULVqVdSpUwfNmjVDmzZtoK+vX2THz9GsWTOcOXMGly5dwtWrV/Ho0SPExsYiJSUF2traMDExQfXq1WFnZ4c2bdoIPZa+Jm1tbSxevBjDhg3D8ePHcfv2bbx58waJiYnQ0NCAqakprKys0KJFCzg7Oxd4nkpDe4mIiKh0UpEqO8sXERERERERERERERHRN4KTjBMRERERERERERERUanDBAcREREREREREREREZU6THAQEREREREREREREVGpwwQHERERERERERERERGVOkxwEBERERERERERERFRqcMEBxERERERERERERERlTpMcBARERERERERERERUanDBAcREREREREREREREZU6THAQEREREREREREREVGpwwQHERERERERERERERGVOkxwEBERERERERERERFRqcMEBxERERHRd87JyQlWVlawsrJCZGRkSYdDSnJxcRG+N19f3yKr19XVVajXy8uryOqloqHM9+7m5iaUcXNzK5LjRkZGCnU6OTkVSZ1ERERExY0JDiIiIiIiIiIiIiIiKnWY4CAiIiIiou/Gf613QnG8yf89K65eMfTt+p56pvj6+gptcXFxKelwiIiIvglMcBARERERERERERERUamjXtIBEBERERERUV6enp4lHQJ9oyZMmIAJEyaUdBhEREREJY49OIiIiIiIiIiIiIiIqNRhgoOIiIiIiIiIiIiIiEodDlFFRERERFSEbt++jZMnT+Lx48d4+/Yt0tLSoKGhAQMDA1SpUgX169dHixYt0LJlS2hqasrsGxkZifbt2wMAzMzM8O+//yo8npOTE968eQMAuHz5MqpUqaJUnMHBwThw4ABu3bqFd+/eCcd0cnLCkCFDYGpqqrAOsViMM2fO4OLFiwgMDERcXBwyMjKgpaUFExMTmJubw9raGu3atYO1tbVSMR0/fhw+Pj6IiopCUlIS9PX1UbVqVbRq1QoDBw5EhQoVFJ6HHLNnz8bs2bPzlB0/fnyhh/eZN28eDh48CABYsGABBg0aJLecl5eXzDH/+OMPDBkyRG7Z48ePY+bMmQCAnj17YvXq1TLbXVxc4OfnBwDYvXs3mjZtKndbDnd3d7i7u+c5Tp8+fbBixYoC2/fx40d4eXnh1KlTeP36NZKSkmBsbAwHBwcMHjwYDg4OBe6fW2pqKo4ePYpr167h5cuXiI+Ph7a2NipUqIAmTZqgV69esLGxKbCOor4XrKys8pQfOnSo3HqWL1+Ovn37KjxefgICAuDt7Y0HDx4gMjISqampUFdXR9myZVG5cmXUrVsXTZs2Rdu2baGrq/tZx3BzcxO+a2Wu5+joaOzduxf//vuvcI4qVaqEli1bYuDAgahevfpnxfH27Vt4eXnh1q1bCA8PR0JCAnR1dVG5cmU0b94cP/zwAywtLQusw9XVFceOHQPwv3OflJSEY8eO4cKFCwgPD8eHDx+QlZWFu3fvomzZskrF9um9CABv3ryRey0AwPPnz/Ot60t+m3JLTU3FiRMncOXKFbx48QLx8fHIzMyEtrY2TE1NUa1aNdja2sLJyQm1a9cW9sv9fefw8/OT2xZl7xciIqLvBRMcRERERERFIC0tDdOmTZP7YCkrKwvp6el4//49/P39sXv3bixZsgQDBgwogUiBQ4cOYfHixRCJRDLrX7x4gRcvXmD//v1Yvny58IBZntDQUIwbNw7BwcF5tqWlpSE8PBzh4eG4efMm/vrrL1y4cAEWFhZy6xKJRFiyZAmOHDmCrKwsmW3x8fGIj49HQEAAtm/fjhkzZuSbMChOTZs2FRIcfn5++SY4fH19ZZb9/PzyjTd32SZNmhRRpIX36tUrTJw4Mc93+e7dO5w+fRqnT5/GuHHjMHHiRIV1XblyBX/88QdiYmJk1otEIiQlJeHly5fYu3cvunfvjiVLlkBHR6dI21KSMjMzsWjRIuE6yS0rKwsxMTGIiYnBo0ePcODAAYwdOxZTpkwp9rguXryI33//HUlJSTLrX716hVevXmH//v2YN28emjdvrnSdEokEbm5u2LZtGzIyMmS2JSYmIjExEYGBgdi9ezdGjRqFyZMnQ0VFRam6/f39MW3aNLx9+1bpeIpLUf42PXjwAJMmTcL79+/zbEtJSUFKSgpCQ0Nx5coVrF+/Hk+fPoW6Oh/ZEBERKcJ/LYmIiIiIisCMGTNkkhsWFhaoW7cuDAwMkJmZibi4OLx48SJPL4Ov7fLly1i2bBkAoEKFCnBwcICuri7CwsJw//59SCQSJCYmYtKkSdi8eTNat26dp46UlBQMHz5ceACpqqqKunXrokaNGtDV1RWSOUFBQYiPjy8wnrS0NIwcORL3798X1pmbm6N+/fooW7YsEhMTcf/+fURHRyM9PR2LFy9GSkoKxo4dK1NP7969kZCQgNu3byMkJAQA0Lx5c7lvpivTm+RTuRMQn/acyO3u3bsyy35+fpBKpXIf7uauJ3fvDGV06NABtWrVQkBAAB4/fgwAaNiwody2FdRbIjo6GsOGDUNMTAzKli0LBwcHmJqaIj4+Hnfu3EFycjIA4M8//0TNmjXh7Oycb11nzpzB9OnThQfBampqcHBwgLm5OdLS0nDv3j1ER0cDAE6dOoU3b95g165d0NLSKlTbP8fgwYMBZD/sz4mhQ4cOct+6r1GjxmcdY9WqVTLJjQoVKsDa2hpGRkaQSCRISEjAq1evEBoa+ln1f46rV69i8uTJyMzMBJB9r9rb26NatWpIS0vD3bt3ERMTg7lz52Lu3LlK1ZmVlYUpU6bg/PnzwrrcbU1NTUVAQADCw8ORmZmJv//+G3FxcVi8eLHCul+/fo1ly5YhOTkZenp6aNy4McqXL4/ExETcu3evUG2vUaMGBg8ejNTUVHh7ewMA9PT00Lt3b6X2L6rfJiC7p8vIkSORmpoKANDQ0ECDBg1gYWEBbW1tfPz4EW/evEFQUBBSUlLy7G9tbY3Bgwfj/fv3uHTpEgCgfPny6NixY56yhoaGSrWPiIjoe8EEBxERERHRFwoKChIeOunq6mLDhg1wdHSUWzYiIgKnTp2CsbHx1wxRsHr1aqiqqmLmzJn4+eefoar6v2n5Xr16hcmTJ+Ply5cQi8WYPXs2Tp8+DQMDA5k6jh49KiQ3atasCTc3N7mJBKlUisePH8PLyyvPcFw5Fi5cKDxArFatGhYtWpTnYX9WVhYOHjyI5cuXQyQSYdOmTWjatCns7OyEMjm9C1xdXYUER8+ePb9oqKHcTE1NYWlpidDQUMTGxuLVq1eoWbOmTJmIiAghgWVkZIS4uDjEx8fj+fPnqFOnjkzZt2/fIiIiAkD2UEHm5uaFiufnn38GkD10TU6Cw9HRsdBDb/35558QiUQYPXo0xo0bJ9OjIiEhAZMmTcKdO3cAAOvWrUPXrl3lJmvCw8MxZ84cIblhbW2NNWvWyPTakUgk2LVrF1atWgWJRIIHDx5g9erVSj9Y/xLz5s0DALx8+VJIcAwdOrTQiaX8xMfHY+/evQCyEztLly5F79695Z6r6OhonD9/Htra2kVy7IJi+v3334XkRu3atbFhwwaZBI5EIsG2bduwdu1arFy5Uql63d3dheSGqakp5s2bh44dO+Zp69mzZ/HHH38gOTkZhw4dQvPmzQtMkAHA1q1bkZmZicGDB2PatGnQ09MTtonFYqipqSkVI5Cd2LOxsUFkZKSQ4DA0NBSuBUWK6rcJAHbs2CEkNxo1aoR169bJTa5lZmbi/v37OHTokMz5dHR0hKOjI3x9fYV/a6pVq6Z0W4iIiL5nnGSciIiIiOgL5X6zeOjQofkmNwCgatWq+PXXX+Hk5PQ1QstDLBZjypQpGD58uExyA8hOVuzYsQPlypUDAMTExGDnzp156vD39xc+z5kzJ9/x+1VUVGBtbY0FCxagUqVKebbfu3dPePBobm6O/fv3y33grKamhp9++gkLFy4EkP1Q8c8//1SqvUUpd2yfDkUFyPbIGDVqlNz18vYvyeGpRCIRfvnlF0yfPj3PcFGGhoZYu3atME9EREQEAgIC5Nbz559/Ii0tDUB276Xt27fnGZJMVVUVw4cPx6xZs4R1e/fuFRI9pdnDhw+FRIKzszP69OmT75BM5cuXh4uLS7EPUbdz5058+PABAGBiYoKdO3fm6Z2iqqqK0aNHY9KkSRCLxQrrjIyMhIeHB4Ds62Pfvn3o1KmT3LZ27dpVZt4Id3d3SKXSAuvPzMzEgAEDMG/ePJnkBpDd6+HT36ziUtS/Tbn/jVi2bFm+83Woq6ujSZMmWLNmTaGSOURERP9lTHAQEREREX2h3EOKGBkZlWAkilWpUgUjRozId7upqSnGjRsnLB85ciTPQ8miau+OHTuEz7NmzVJYV9++fYVkys2bNxUOf1XUFCU4ctZpampi0KBBwmTIBZUFSjbBYWRkJPN9f8rExEQmYScvwZGUlIQzZ84IyzNmzECZMmXyrXPo0KGoVasWgOweBIcOHfqc0L8p39pvgFQqxdGjR4Xl3377rcBeY6NGjYKZmZnCenfv3i300vntt98U9jxq1qwZWrVqBSB7ou5nz54VWF5LSwszZsxQGEdxK+rfppzeG8C3cX0QERF9T5jgICIiIiL6QhUrVhQ+Hz9+HB8/fizBaArWvXt3hRPX9uzZU3h7ODo6WhjyKUfu9u7fv/+z4sjMzISPjw8AQF9fH+3atVNqv5wkg1QqlRkb/2v4dB6OTxM/OfNv2NraQldXFw4ODsJ6iUQiU/ZL5t8oSu3atVM4B0a9evWEz/LmkHnw4IEwYX25cuUUfpeqqqro16+fsCwvAVTa5O6hdPHiRaHnREkJDg4WJnpXV1dHjx49CiyvoaGB7t27K6z32rVrwmdFdeZo1qyZ8Dl37y95WrZsmWdIvK+tOH6biuI3k4iIiOTjHBxERERERF/I0dERurq6SEtLw9OnT9G1a1f0798fjo6OqFev3jc11MinY8PLY2BgAEtLS7x69QoAEBgYKDO0TdeuXYW3ww8cOICnT5+iT58+aNWqVZ5hifLz/PlzYUgjdXV1LF26VKn9cuabAIB3794ptU9RMTExQfXq1RESEoL4+Hi8ePECVlZWALKHb4qKigLwvwedzZo1w5UrV5CYmIigoCAhURAVFYXIyEgAQOXKlVG1atWv2o7cateurbBM7kmL5U2AnPutfGtra4UJNACwt7eX2T+/idhLCxsbG1SqVAlv375FVFQUunXrhr59+8LJyQnW1tb5zkFTXHJ/J9WrVxd6ExXE1ta2wO3x8fEICwsDkJ0QyT38VEFyfkcACHP35Kd+/fpK1VmciuO3qWvXrsJcNmvXroWPjw969OiBli1byiQ/iIiIqPCY4CAiIiIi+kLlypXDkiVLMGvWLIjFYrx9+xZubm5wc3ODrq4ubGxs0LhxYzg5OaFu3bolGqu8uTDyK5fzYDIuLk5mW+vWreHi4gJPT08A2Q/2ch7umZiYwMHBAU2aNEGHDh3yfXiXM9EzkD2Zdc4EzYWRmJhY6H2+VJMmTYQeLX5+fkKCQ96QU5/2+MhJcOTuvdG4ceNij7kgBQ0llSN3wiJnnonccl8flStXVuq4uYdDEovFSE1Nhb6+vlL7fos0NDSwatUq/PLLL0hLS0N8fDy2bduGbdu2QUtLCw0aNEDjxo3Rpk0b2NvbF3syJ/d3ouw9r+i7y+kRAmR/Z59zzyYlJRW4/VsYvqk4fpsGDBiAGzduCBOE3759G7dv3waQfd4dHBzQtGlTtG/f/ps4B0RERKUJh6giIiIiIioC3bp1w+HDh9GxY0doaGgI69PS0nD79m1s2rQJvXv3Rt++fWUmnP3aPp1IOj85E0sDsuPH55g7dy7c3d1hbW0tsz42Nhbnz5/H4sWL0bZtW0ycOFHo2ZBbcnJyISPPK2cugK8pv3k4cpIWWlpawpvwderUEYbbyXl7+9P9SnJ4KgBF8qA95213QPnr69Ny8q6x0qZJkyY4ceIEevfuDW1tbWF9RkYG/P398ffff+Onn35Cly5dhAfdxSX3d5I7loIo+u6+xj2rbKzFqTjaqaamBnd3dyxZsgQ1a9aU2RYVFYWTJ09i7ty5aNOmDebMmYOEhIQvjoGIiOi/gj04iIiIiIiKSN26deHu7o6kpCTcvXsX/v7+uH//Pp48eQKxWAwAePr0KYYOHYq1a9eia9euX3zMT+d2UETZ+UFyPyDV09OTW6Zjx47o2LEjoqKi4Ofnh/v378Pf31/o+SGVSnH+/Hn4+vriwIEDsLS0FPbNnUCxsrLCiRMnCtWOkpI7IXH37l1haKWcBIednZ0wHJGqqioaNWqEy5cv4969e8jKyoKamto3M8F4Ucn9XSp7fX1aLr9rrDAKey8Uh6pVq2LlypWYP38+/P39hd+AR48eIT09HQAQFhaGcePGwdXVFcOHDy+WOHJ/JznHVUTRd5e7Tn19fYXzaZRWxfXbpKKiggEDBmDAgAEIDQ3F3bt3cf/+fdy7dw8REREAsnvGHDlyBH5+fjh48CB7cxARESmBPTiIiIiIiIpY2bJl0b59e8ycORMHDhzAnTt3sHz5cmEImKysLCxcuDDPg8fcPT/kDQUkT2HfNlY0Bn6O3GPIlytXrsCylStXRu/evbFo0SKcPn0aV69exYQJE4Q3whMSErBixQqZfYyNjYXPsbGxyoZf4oyNjYX5SBISEhAUFITw8HDhvH7aIyMngZGcnIxnz57hzZs3wkTdZmZmJTr/RlHJ/RBW2esr92TlGhoaeRIcX+NeKE66urpo3bo1Jk+ejN27d8PX1xcbN26UmfNk7dq1eP/+fbEc/3O+E0Xlct+zKSkpSiezSpuv8dtkaWmJH374AStWrMClS5dw7tw5DB8+XJivKTw8XOk5ToiIiP7rmOAgIiIiIipm+vr66Nu3L3bt2iW83R8fH48HDx7IlMv9kDcpKQlSqbTAeqOiouRO+lyQhw8fKiyTlJQkzDMBQJg7QlmVKlXC+PHjsWjRImHdrVu3IBKJhOW6desK5+LDhw94/fp1oY6Rn68xUXXuXhe+vr4F9sho1qyZ8NnPz6/I59/4Fibmzn19BAQEKDV0WO5rv169enna8TXuha9JW1sbXbp0gaenJ0xMTABkv61/48aNYjle7u8kJCREqeSPot+G8uXLy8zn8env17eqsPdIcf02FcTS0hKurq6YMGGCsO7ff//NU+5buN+JiIi+NUxwEBERERF9Jebm5qhVq5aw/OHDB5nt+vr6MDQ0BJA9XExoaGiB9Z09e7bQMZw+fVrhA+iTJ08KZUxNTVG9evVCHwcAnJychM9isVhmXHltbW2Zh//79u37rGN8KufBJKD8m/+F9WmCIydpoaOjk2dOEisrK+E7zV3203o+19doryK5h+WKi4vD1atXCywvkUhw9OhRYTn3dZCjuO4FLS0t4XNJnC9DQ0PY29sLy5/+BhSV6tWrw9TUFEB2O0+dOlVgeWXKAEDbtm2Fz0V1zxa33N95zlCBBSmu3yZl5P7NlNd7pLBtISIi+i9ggoOIiIiI6AvFxcUpVS4rKwvR0dHCcu6hUHLkfkB+7NixfOt69+4d/vnnn0JEmS08PBw7d+7Md3tsbCz+/PNPYbl///553hpWtr25h7lSVVUVHljnGD16tPB5z5498PHxUapeAIiJiZG7Pvcximv4n9zDUN27d09IWtjb28skHIDsN65zemrcu3dPZrLxophgPPfwYcXVXkXKli0LZ2dnYXnVqlUF9qbYs2cPXrx4ASD7uvjhhx/kliuOe6G4ro/4+Hily+YeCqq45lhQVVVFv379hOU///yzwPt2+/btiIyMVFjviBEjhGGULl68CC8vL6Vjyu+eLW5ly5aFqmr2o4/4+HilEgNF/dv0Ob+Z8v59yH395v63hIiI6L+MCQ4iIiIioi+0evVqDB48GN7e3khKSpJbJj4+HnPnzhUefunr68POzi5Pue7duwufd+zYgfPnz+cp8/DhQwwZMgSJiYkycxUoQ0NDA2vWrMGuXbvyTMocHByM4cOHC2+Vm5iYYNiwYXnqGDhwIKZNm4Zr167JDDuVW2hoKGbNmiUsN2/ePM/D/yZNmqBPnz4Ast8gHzNmDDw8PJCamiq3zoyMDFy6dAm//vorfv31V7llcs9xcPny5Xzj+xLGxsaoWbMmgOzhk3IeSubXIyNnfWpqKqKiogBkz79RpUqVL44ld4+gmzdvltg8FOPGjRMmZw4LC8OoUaOEiZNzSCQS7Nq1S2Y+lsGDB+d7HorjXsh9fZw/f17h0FfK2rNnD3r16oV9+/bl+yA/NTUV69evx+PHjwEAampqaNWqVZEcX56ff/5ZSIDFxMRg+PDhCA4OlikjkUiwfft2rF+/XqnzZ25uLnPv/f7771i5cmW+D/AzMzNx8+ZNzJgxQ7jXvzZNTU1YWFgAyO71cOnSJYX7FPVvU7t27TBv3jz4+fnl+d3N8fjxYyxevFhYbtOmTZ4yVapUEeY2evPmDQICAhS2hYiI6HunXtIBEBERERGVdlKpFPfu3cO9e/egpqaG6tWro3r16jAwMEB6ejrev3+P+/fvy7w5PGvWLGhra+epq1u3bti+fTuCgoIgFosxceJE1K9fH3Xq1IFEIsHz58/x7NkzAMCECRPg5eUlM2GzIjNmzMCyZcuwbNkybN++HQ4ODtDV1UVYWBj8/f2Fh2/q6upYtmxZnl4XwP+Gszl16hS0tbVhZWWFqlWrQk9PD0lJSYiIiMCTJ0+E8tra2pg5c6bceBYtWoSYmBjcvHkTYrEY69atw+bNm2FtbY3KlStDU1MTSUlJCA8Px8uXL4WERf369eXW16ZNG2hrayM9PR2BgYFwdnZGkyZNULZsWaEnSsuWLb/4wXKTJk3w6tUrmXX59ciQt74ohqcCsns5VKpUCW/fvkVMTAy6du2Kli1boly5ckJ7GzZsKNPDojiYm5tj6dKlmD59OrKysvDgwQN06dIFDg4OMDc3R1paGu7duyfTa8LW1hYzZszIt87iuBc6duyIdevWQSqV4urVq+jZsyfs7Oxk5vxwdnZGw4YNC30OgoKCsHDhQixatEgYjq5cuXLIzMxETEwM7t+/j7S0NKH86NGjZea0KGpGRkZYunQpJkyYgKysLAQFBaF79+5wcHBAtWrVkJaWhrt37wo9AWbPno2lS5cqrHf8+PF48+YNjh07BqlUiu3bt8PT0xMNGjSAubk5tLW1kZqaijdv3uD58+dCm+X9lnwtnTt3xt9//w0g+zfw2LFjMDc3l0nq5E7IAkX725Seno6DBw/i4MGD0NPTQ926dVG5cmXo6OggISEBISEhePnypVDeyMgI48ePz1OPmpoa2rdvLwwnNnToULRu3RqVKlUSetYYGBhg7NixX3jGiIiISg8mOIiIiIiIvlDuh6NZWVl4+fKlzMOqT8u6urrmOyyPuro63N3dMXz4cOEN+KdPn+Lp06dCGRUVFfzyyy8YN25coYaIAYD27dtDU1MTS5cuxbt373D69Ok8ZcqWLYtly5bB0dEx3zbkSE9Px6NHj/Do0SO5ZatUqYLVq1ejTp06crdramrin3/+gbu7O3bs2IGPHz/i48ePMhN3f0pDQwO2trZyt5UpUwaurq5YuHAhpFIpIiIi8vQk0NXVLZIER+6x+XV1dfN9KF67dm2UK1dOZhijokpwqKqqYv78+ZgwYQLEYjFiYmLg7e0tU6ZPnz7FnuAAshMDOjo6mDt3LmJjY5GZmZlnEvYc3bt3x5IlS2TmFPhUcdwLlpaWwtv4APDixQthuKwctWrVKnSCI/c9IZVK8fr163wnp9bQ0MDYsWPlPsAuau3bt8e6deswd+5cJCcnQyKR4O7du7h7965QRlNTE3PnzkXLli2VSnCoqKhgxYoVqF+/Ptzc3JCYmAixWIwHDx7kO/G4ioqKzNwjX9uoUaNw4cIFhISEQCwW49q1a3nKfJrgKMrfJl1dXSHRk5qainv37uVbR506dbBu3TpUqFBB7vapU6fC19cXMTEx+PjxIy5cuCCz3czMjAkOIiL6T2GCg4iIiIjoC/3xxx/46aef4OPjg4cPH+LVq1d4+/YtUlNToaamBkNDQ9SqVQstW7ZEr1695I6tnlvVqlVx4sQJ7NmzBxcuXEBYWBhEIhHKly+PRo0aYdCgQbCxsfnseAcNGoRGjRrhwIED8PHxEYZYqlKlCtq1a4chQ4agfPny+e7v7e2Nhw8fwtfXFwEBAQgNDUV0dDTS09Ohra0NU1NT1KlTB05OTnB2ds4zNNWn1NTUMGnSJLi4uMDb2xs+Pj4IDg5GfHw8MjMzoaenBzMzM9SuXRtNmzaFo6NjgXMXDBo0CLVr18bBgwfx6NEjREdH4+PHj0U2HBGQ3StDRUVFqNPe3h7q6vL/90pFRQVNmjSRGWKpqBIcQPbwN0ePHsXevXtx//59REVFIS0trUjbW5hYLly4gKNHj+Lq1at4+fIl4uPjoa2tjfLly6Np06bo3bu30tdvcdwLU6dOhYODA44ePYqnT5/iw4cP+Pjx4+c0VzBixAh06tQJPj4+ePDgAZ4/f443b94gNTUVKioqKFu2LKpXr45mzZqhd+/eMDMz+6LjFUaXLl1gZ2eHPXv24MqVK3jz5g1UVFRQsWJFtGjRAoMGDUKNGjWUmoMjNxcXF/Tp0wfHjx+Hj48PgoKCEBcXB5FIBD09PVSoUAG1atVCkyZN4OjoWKy9VRQpU6YMjhw5gn379uHatWsIDg5GcnKywvk4iuq3ydfXV5iv5/Hjx3j9+jU+fPiAjIwMaGtro2LFiqhfvz46d+4MJycnYc4QeczMzHD8+HHs2bMHt27dQlhYGFJTU5GZmfnF54mIiKg0UpGWxH/1EhERERERERERERERfQFOMk5ERERERERERERERKUOExxERERERERERERERFTqMMFBRERERERERERERESlDhMcRERERERERERERERU6jDBQUREREREREREREREpQ4THEREREREREREREREVOowwUFERERERERERERERKUOExxERERERERERERERFTqMMFBRERERERERERERESlDhMcRERERERERERERERU6jDBQUREREREREREREREpQ4THEREREREREREREREVOowwUFERERERERERERERKUOExxERERERERERERERFTqMMFBRERERERERERERESlDhMcRERERERERERERERU6jDBQUREREREREREREREpQ4THEREREREREREREREVOowwUFERERERERERERERKWOekkHQERE35Y6XotKOoRiV7X/45IOgYiIiIiIiIiK0UXJ4ZIOgb4C9uAgIiIiIiIiIiIiIqJShwkOIiIiIiIiIiIiIiIqdZjgICIiIiIiIiIiIiKiUocJDiIiIiIiIiIiIiIiKnWY4CAiIiIiIiIiIiIiolKHCQ4iIiIiIiIiIiIiIip1mOAgIiIiIiIiIiIiIqJShwkOIiIiIiIiIiIiIiIqddRLOgAiIvr2aaqqYaFdN9Q3rITqZUxx9d0LjL9zSKaMvXFVTG/QAdX1jaGtroGotEQcDPXHrle+BdZdu2x5zLN1RsNylRGXkYo9wXex7aWPsH1366FoYlotz35X373EWJ/9AICgvvPk1r3q8UVsf3m7kK0lIiIiIiIiIqLSgAkOIiJSSE1FFelZmfAM9kMns7pyy3zMFGNvsB+eJ0bjY5YI9sbmWGjXDR8zxTgUdl/uPnrqmtjWaghuR4dgwYPTqG1QHkvteyJZnC7sM+HOIWioqgn7GGrqwrv9Lzgf+UxY1+r0Wpl621SsiSX2PXHhTeCXNp2IiIiIiIiIiL5RTHAQEZFCH7PEWPjwDIDsnhplNLTzlAlMfIfAxHfC8pu0x+hYuQ4cTMzzTXD0qNoQGqpqmON/AmKpBK+SY1DHoCKG1Wom7JMoTpfZx7lKA6RniXHuzf8SHLEZqTJlnCpZwTcmDJFpCZ/VXiIiIiIiIiIi+vZxDg4iIioWdQ0qws64Ku7Gvs63jK1RFdyLfQ2xVCKsu/U+GNXLmKCsnCQKAPSvZoszkU/wMUssd7uxlh4cK9bC0bAHX9YAIiIiIiIiIiL6prEHBxERFamrXSfDSFMXaqqqcA+8hiMFJBpMtfXz9LKIzUgBAJho6yPpk94bDctVRm2DCphz/2S+dfY2t0FqpggXojg8FRERERERERHR94wJDiIiKlKDr+2EnrombIzMMK1+e4SnxOF05NMiqbt/NTs8T3yPx/FR+ZbpV80WpyIeQyTJKpJjEhERERERERHRt4kJDiIiKlJv/r9HxoukaBhr6WN8Xcd8Exwx6Skw1tKTWWeipQ8AiE1PkVmvo6YB5yr1senZ1XyP7WBsjuplTDDF7+jnN4CIiIiIiIiIiEqFUjMHR2RkJKysrBAYmP+QI15eXmjUqNFXjKrwXF1d8dtvv/3nY/hSVlZWuHTp0ndznC9R0te9MvemMnx9fWFlZYWkpKQiioy+BaoqKtBUzT+X/jAuEo1MLKCu8r9/jlpUqI6Q5Ng8w1N1MasHTVV1nIx4nG99/avZ4kl8FJ4nvv/y4ImIiIiIiIiI6JtWahIcynB2dsb58+dLOowi9z0kJIrazZs30aZNm5IOg4qQnZ0dbt68iTJlypR0KEpxcnLCzp07ZdblJHs+/Xv48KFQ5uXLl5gwYQKcnJxgZWWVp44vtXPnTnTu3BnW1tZwdHTEsmXLkJGRUSR11yhjgjoGFWCgqYMyGtqoY1ABdQwqCNt/qt4I7SrWhoWeESz0jNDPwhYjajXHiVwJicHVG2NHKxdh+VTEE4glWVhi3wM1y5iiq1k9uNRogp0v7+Q5fr9qdrgUFYQE0Ue58empa6KzWT0c5uTiRERERERERET/Cd/VEFXa2trQ1tbOd7tIJIKmpuZXjOjbkpWVBRUVlZIOo0iYmpqWdAhUhMRiMTQ1Nb+b73Xnzp2oWbOmsGxoaCh8/vjxI6pUqYIuXbpg+fLlRXrckydPYu3atVi2bBns7OwQFhYGV1dXqKioYPbs2V9c/z8tfoKZnqGw7N3+FwBAHa9FAABVqGBKfSdU0TNEllSC8NR4rHlyCQdD/YV9ymnpwlyvnLCckpmBkTf3YJ6tM446jUa8KA1/BV3HobD7Mse21DdGIxNzjLi5J9/4ulVpABWo4HTEky9uKxERERERERERffu+uR4cEokEW7ZsQceOHdGgQQO0bdsWmzdvFrZHRETAxcUFNjY26NmzJx48+N+bup8O1ePm5oZevXrh8OHDcHJygrW1NQDAxcUFixYtwqJFi+Dg4ICmTZtiw4YNkEqlBca2Y8cO9OjRA7a2tnB0dMSCBQuQmpqa53i57dy5E05OTvnWGRAQgGbNmuGff/6Ru93NzQ3Hjh3D5cuXhbfBfX195Q7nExgYCCsrK0RGRsqcj8uXL8PZ2RkNGzZEVNT/JuZ1d3dHs2bNYG9vj3nz5kEkEgnbRCIRlixZgubNm6Nhw4YYNGgQAgICCjw/APD27VtMmjQJjRo1QpMmTfDrr78K8QD/642ybds2tGrVCk2bNsXChQshFouFMtHR0RgzZgysra3h5OSEkydP5nlbPvfQUTlvzV+4cCHfawMA7t27h59++kl4s33JkiVIS0tT2Kbo6GiMGjUK1tbWaN++Pc6dO6dwnxzPnz/H0KFDYW1tjaZNm+KPP/6QuWaUOR8ikQgrV65E69atYWtriwEDBsDX1zfPsS5duoROnTqhYcOGGDlyJN6+fSuzfd++fejQoQMaNGiAzp07w9vbW9g2e/Zs9OjRQ7gGRCIRevfujZkzZyrdVgCQSqXo2LEjtm3bJrM+59p8/fo1gOzvb9++fRg7dixsbW3x999/y72m/f39he+0cePGGDlyJBITEwEA586dQ48ePYRzO2zYMKW+z8zMTCxZsgSNGjVC06ZNsXr1asyaNUuml5Si3wgXFxe8efMGy5cvF+7L3AwNDWFqair8aWhoCNusra0xa9YsdOvW7bMSrgW1+8GDB7C3t0ePHj1QpUoVtGrVCt27d1fq3lVG+/ObUMdrUZ6/HHtC7qLn5b9hf2IFGp9chX7/bsGBUH/k/mV1D7yG9uc3ydT7IikaQ67vhM3xZWh7dgO2vvDJc+zQlA+o47UIPtEh+cZ3KOw+7E4sR0pm0fRYISIiIiIiIiKib9s3l+BYu3YttmzZgt9++w1nzpzBmjVrYGJiImxfv349Ro4cCW9vb1SrVg3Tpk1DZmZmvvWFh4fj/PnzcHd3l3mge+zYMaipqeHw4cOYM2cOdu7cicOHDxcYm4qKCubMmYNTp05hxYoVuHPnDlavXv3Zbb19+zZGjBiBKVOmYMyYMXLLjBgxAl27dkXr1q1x8+ZN3Lx5E3Z2dkofIz09HVu2bMGSJUtw6tQpGBsbC8cODg6Gp6cn1q1bh4sXL+LPP/8U9lu1ahXOnz+PFStW4NixY7CwsMCoUaOQkJCQ77HEYjFGjhwJPT097N27F/v374euri5GjRolkzzx9fVFeHg4du3aJdR/7NgxYfusWbMQHR0NT09PuLm54dChQ/jw4YPCthZ0bYSHh2P06NHo1KkTTpw4gfXr18Pf3x+LFy9WWO/GjRvRuXNnHD9+HD169MDUqVMRHByscL+0tDSMHDkSBgYGOHLkCDZs2AAfH588x1R0PhYtWoQHDx5g/fr1OHHiBLp06YJRo0YhLCxMKJOeno7Nmzdj5cqV2L9/P5KSkjBlyhRh+8WLF7Fs2TIMHz4cJ0+exMCBA/H777/jzp3sYYDmzp2Ljx8/Ys2aNcK5TEpKwrx58xS2MzcVFRX069cPXl5eMuuPHj2Kxo0bw8LCQljn7u6Ojh074uTJk+jXr1+eugIDAzFs2DDUqFEDBw8exL59+9CuXTtkZWUhOjoa06ZNQ79+/XDmzBns3r0bHTt2VJikBIAtW7bg5MmTWL58Ofbt24eUlBS586wU9Bvh5uaGihUrYuLEicJ9mduvv/6K5s2bY9CgQbh8+bJS504ZitptZ2eHp0+fCgmNiIgIXLt2DY6OjkUWAxERERERERER0bfimxqiKiUlBbt378a8efPQp08fAIC5uTkaNWok9AIYMWIE2rZtCwCYOHEiunXrhtevX6NGjRpy6xSLxVi1ahWMjIxk1leqVAm///47VFRUUL16dbx48QI7d+7EDz/8kG98w4YNEz5XqVIFkydPxvz587FgwYJCt/XixYuYOXMmli5dCmdn53zL6enpQVtbGyKR6LOG7xGLxViwYAHq1Kkjs15TUxPLli2Djo4OatWqhYkTJ2LVqlWYNGkS0tPTceDAASxfvlx4MLp48WLcunULR44cwahRo+Qe68yZM5BIJFi6dKkwFNby5cvRuHFj+Pn5oVWrVgAAAwMDzJs3D2pqaqhRowYcHR1x+/Zt/PDDDwgODoaPjw+OHDmChg0bAgCWLFmCTp06KWxrQdeGh4cHevToIXyH1apVw5w5c+Di4oIFCxZAS0sr33q7dOmCAQMGAAAmT54MHx8feHp6KvzeT506JfS+0NXVBQDMmzcPY8eOxfTp04XEXUHnIyoqCl5eXrhy5QoqVMie62DkyJG4ceMGvLy8MHXqVADZ3/O8efNgY2MDAFixYgWcnZ0REBAAa2trbNu2DX369MHgwYMBAJaWlnj48CG2b9+OZs2aQU9PD6tXr4aLiwv09PSwe/du7Nq1C/r6+grP+6f69OmDTZs2CccWi8U4deoUZs2aJVOue/fuMomNiIgIme1bt25FgwYNZM5zrVq1AABPnz5FZmYmOnbsCDMzMwDI04siP3v27MGYMWPQsWNHANnfyfXr1/OUK+g3wtDQEGpqatDT05O5L3V1deHq6gp7e3uoqKjgwoULGDduHP7880+0b99eqfgKEhMTU2C7e/Togfj4ePz000+QSqXIzMzEwIEDMXbs2C8+NhERERERERER0bfmm0pwhISEQCQSoVmzZvmWyf0wL+fBYlxcXL4JjsqVK+dJbgCAjY2NzHwUtra22LFjB7KysrBlyxZ4eHgI206fPo3KlSvDx8cHHh4eCAkJQUpKCrKyspCRkYGPHz9CR0dH6XYGBATg6tWr2LRpEzp06CCsj4qKQrdu3YTlX3755YsfTGpoaMh98GtlZSUTs52dHdLS0vD27VskJydDLBbD3t5eph5ra2uh58K8efNw8uRJYfuDBw8QFBSE8PBwmf0AICMjA+Hh4cJyzZo1oaamJiybmprixYsXAIDQ0FCoq6ujfv36wnYLCwsYGBgobGtB10ZQUBCeP38uE7NUKoVEIkFkZCQuXrwo9zvPOTe52draIjAwUGE8wcHBsLKyEpIbAGBvbw+JRILQ0FAhwVHQ+Xjx4gWysrLQpUsXmbpFIpHMvA7q6upCQggAatSogbJlyyI4OBjW1tYICQnBjz/+KFOHvb09du/eLSzb2dlhxIgR+OuvvzB69GiZ4d4Ko0KFCnB0dMSRI0dgbW2NK1euQCQS5WlDgwYNCqwnMDAwzz456tSpg+bNm6NHjx5o1aoVWrVqhc6dOyu8TpKTkxEbGysMVwcAampqqF+/PiQSiUzZgn4jcn9fuRkZGWH48OHCsrW1NaKjo7Ft27YiSXAoarevry88PDwwf/58WFtbIzw8HEuXLsWff/6JcePGffHxiYiIiIiIiIiIviXfVIKjoLfoc+Qeyz7n4eOnDyZzK0ziIcfAgQPRtWtXYbl8+fKIjIzEL7/8gkGDBmHKlCkwMDCAv78/5syZA7FYDB0dHaioqOQZIkfe8FlVq1aFoaEhjhw5AkdHR6FN5cuXlxlGq6CHtaqq2aOL5T5e7nkbcmhraxfLxOKTJk3CyJEjZdalpaWhfv36wjBHueVOMqmry1528s7b5yjo2khLS8PAgQPh4uKSZ79KlSrJ/c6/loLOR1paGtTU1HD06NE8D9VzJ06KgkQiwf3796GmpiaTkPocAwYMwMyZM/H777/Dy8sLzs7Oee5FRfFra2vnu01NTQ07duzA/fv3cevWLXh6emL9+vU4dOgQqlat+kWxFzUbGxv4+OSdU+JzKGr3xo0b0bNnT6HHkZWVFdLS0jBv3jz8+uuvwu8GERERERERERHR9+CbetpVrVo1aGtrC/MCFKdPJ9199OgRLCwsoKamBkNDQ1hYWAh/6urqePr0KaRSKVxdXWFrawtLS0tER0fL1GFkZITY2FiZh/Xy3vQvV64cdu3ahfDwcEyePFlITKirq8scN+cNfQ0NjTxJnJyEQUxMjLAuKChI6fY/f/4c6enpwvLDhw+hq6uLSpUqwdzcHBoaGrh//76wXSwW4/Hjx6hZsyYAwNjYWCZWAKhfvz5ev36dZ5uFhQXKlCmjVFyWlpbIzMzEs2fPhHWvX78WJpb+XPXq1cOrV6/yxGVhYQFNTU2533nuc5Pbo0eP8u0xlFuNGjXw/PlzmYmv79+/D1VVVVhaWioVd926dZGVlYW4uLg8ceceGikzMxNPnjwRlkNCQpCUlCTEWb16dZnvMyeWnO8TyB4SKiQkBJ6enrhx4waOHj2qVIzyODo6QkdHB/v378eNGzfkzrGhiJWVFW7fvp3vdhUVFTg4OGDixInw9vaGhoaG3Lk0citTpgxMTEzw+PFjYV1WVpbM9ZajoN8IQP59KU9gYOBnDS+Xn4LanZ6enieJkRNvUSQRiYiIiIiIiIiIviXfVIJDS0sLo0ePxurVq+Ht7Y3w8HA8fPhQ4eTfnyMqKgrLly9HSEgITp06hT179mDo0KH5lrewsIBYLIanpyciIiLg7e2NAwcOyJRp2rQp4uLisGXLFoSHh2Pv3r24ceOG3PqMjY2xa9cuhISEKJwo3czMDM+fP0dISAji4uIgFothbm6OSpUqwc3NDWFhYbh69Sq2b9+udPtFIhHmzJmDV69e4dq1a3Bzc8OQIUOgqqoKXV1dDBo0CKtWrcL169fx6tUr/PHHH0hPT0f//v3zrbNHjx4oV64cfv31V9y7dw8RERHw9fXFkiVL8O7dO6XiqlGjBlq0aIF58+YhICAAz549wx9//PHFPVFGjx6NBw8eYNGiRQgMDERYWBguXbqERYsWKdz33LlzOHLkCEJDQ4W5JYYMGaJwvx49ekBTUxOurq548eIF7ty5g8WLF6NXr17C8FSKWFpaokePHpg5cyYuXLiAiIgIBAQEwMPDA1evXhXKaWhoYPHixXj06BGePHmC2bNnw9bWVhiKadSoUTh27Bj27duHsLAw7NixAxcvXsSIESMAAM+ePcOmTZuwZMkSODg4wNXVFUuXLs0zL4ay1NTU0LdvX6xduxYWFhZ5hvlSxpgxY/D48WMsWLAAQUFBCA4Oxr59+xAXF4dHjx7h77//xuPHjxEVFYULFy4gLi4O1atXV1jvkCFD4OHhgUuXLiEkJARLly5FYmJinutL0W+EmZkZ7t69i/fv3yMuLg5A9sTkp06dQnBwMIKDg/H333/j6NGjMteLSCRCYGAgAgMDIRKJ8P79ewQGBuL169cKY1fU7nbt2mH//v04ffo0IiIicOvWLWzcuBHt2rXLd1it4vCLVSvsdxyOBz1nw6/7TKX3q17GBH81/xF3e8zE/Z6uONxuJCrplBW2a6qq4Q+brrjTbTr8e7piU9MBMNbSk6mjkk5Z/N1iEB70nI1bztMwo0EHqBVDLzYiIiIiIiIiIip539QQVQDw22+/QU1NDZs2bUJ0dDRMTU0xcODAIj9O7969kZ6ejgEDBkBNTQ1Dhw7NM0dBbnXq1MHs2bOxZcsWrFu3Do0aNcLUqVNlJk6uUaMG5s+fDw8PD2zevBmdOnXCiBEjcOjQIbl1mpqaYteuXXBxccH06dOxdu1auQ8hf/jhB/j5+aFfv35IS0vD7t270bRpU6xduxYLFixAz5490bBhQ0yePBmTJk1Sqv3NmzeHhYUFBg8eDJFIhO7du2PChAnC9unTp0MqlWLmzJlITU1FgwYNsHXr1gKHzdLR0cGePXuwZs0ajB8/HqmpqahQoQKaN29eqMmqV65ciTlz5mDw4MEwNTXF1KlT8erVK6WGMMtPnTp14OnpiQ0bNuCnn34CkD1UWEETvOeYMGECzpw5g4ULF8LU1BRr166V6fmQHx0dHWzbtg1Lly5F//79oaOjg06dOsHV1bVQsS9fvhybN2/GihUrEB0dDUNDQ9ja2goTqgPZwzmNHj0a06ZNw/v379GoUSMsXbpU2N6hQwf8/vvv2L59O5YtWwYzMzMsW7YMTZs2RUZGBmbMmIG+ffvCyckJAPDjjz/i6tWrmDFjBvbu3ftZD8f79++Pv//+G3379i30vkB2cmf79u1Yt24dBgwYAG1tbVhbW6N79+7Q19fH3bt3sWvXLqSkpKBy5cpwdXWFo6OjwnpHjx6N2NhYzJo1C2pqavjhhx/QqlWrPG1U9BsxceJEzJs3Dx06dIBIJMLz588BAH/99ReioqKgpqaG6tWrY/369TJziURHR6N3797C8vbt27F9+3Y0adIEnp6eBcauqN2//vorVFRUsGHDBrx//x5GRkZo164dpkyZovC8FNbu1kNx7PUjHAt/lGebpqoazr15hodxkehnoVxyq6peOexrMwxHXj+E27NrSMnMQM2ypsiQ/C/5O9u6Mxwr1sIkvyNIEWfgD5uucGv2A366tgMAoAoVeLQYhJj0VAy6th2m2mWwslEvZEolWP/036JpOBERERERERERfTNUpP/BcUtcXFxQp04dzJkzp6RDISW8e/cOjo6O2LlzJ5o3b17S4ZCS7t27h2HDhuHq1atK91gpCRKJBF27dkXXrl0xefJkAPyNqOOluGdTQQmOHH3MbTDbujOanFqlsL61jfsiUyrBrHvecrfrq2vBp/t0zPDzwvmo7KH/LPWNcbbTOPx4ZRsexb9B6wo18XeLgWhzZj0+ZKQCAH60dMD0Bu3R4tQaiKX/G1Ksav/Hco9DRERERERERN+Hi5KiHxWIvj3fXA8Ootu3byMtLQ21a9dGTEwMVq9eDTMzMzRq1KikQyMliEQixMXFwc3NDZ07d/7mkhtv3rzBrVu30LhxY4hEIuzduxdv3rxBjx49Sjq0/ywVAG0r1sLWlz7Y2nIw6hpURGRaAv55fhOX32b3jKlfrhI0VdXgExMi7Bea8gFv0hJga1wFj+LfwNaoCl4kRgvJDQC4+T4YC+26oWbZ8ghMVG6oPCIiIiIiIiKikiR5V7vYj6Fa8UWxH+NrYIKDvjmZmZlYv349IiIioKenBzs7O6xZswYaGholHZqMv//+Gx4eHnK3OTg4YOvWrV85ouJR2HaeOnUKc+bMQd26dbFqleI394taQfN9bNmyBWZmZvDy8sLKlSshlUpRu3Zt7NixQ6mJ44tbVFQUunXrlu/206dPo3Llyl8xov/5xaoVxli1Epa11dRhY1QFc227Cuu6X/wLbz8mFbpuYy096GloYXTtltj47ArWPLmE1hVqwq3ZD/j5xm7cjX0NUy19iLIykSzOkNn3Q3oqTLSyh8Az1daTSW4AwIeMFACAibY+kFjo0IiIiIiIiIiI6Bv2n0xwKBrnnkpW69at0bp165IOQ6GBAweia9eucrdpa2t/5WiKT2Hb2bdv38+ed6MoeHt757utQoUK0NbWxoEDBwqso6R+I8qXL19g/OXLl/96wXziQMg9nI18KiyvbtwXF94E4uL/DxcFANHpyZ9Vt+r/TwL+79vn2PXKFwAQlPgedsZVMNDSAXdjFU/ATkRERERERET0vZBAorjQF1It9iN8Hf/JBAdRUTA0NIShoWFJh1HsSls7LSwsSjqEz6aurv7Nxp8oTkeiOF1YzsgSIy4jFeGp8V9cd3xGGsSSLLxKipVZH5wUCwcTcwBATEYKNNXUUUZDS6YXh7G2HmL/v5dGTHoqGpYzk6nD+P97d8Smp3xxnERERERERERE9G35XhI1RERUSomlEjyJj4JlGWOZ9dXKGCMqLQEA8DT+LUSSLDQ3tRS2W+obw0zXEA8/RAIAHsZForZBeRhp6QplWpavjmRxOl4lxxR/Q4iIiIiIiIiIikCWVFLsf98L9uAgIiKFdNU0oKuuKSxP9TsKADDR0hPWxWWkQQIpKumUhYGmDirpGkBNRQV1DCoAAMJT4pCWJQYAnOn4G9Y9vYxLUdmTiG976YN1TfrjXuxr+MaEoXWFmmhXsTaG3tgFAEjJzMDRsAeYZd0JiaJ0pGRmYK5NFzz4EIFH8W8AALfeByM4KQarGvXB6ieXYKqlj0n12mFfyD2IJVnFf5KIiIiIiIiIiOirYoKDiIgUGlG7BcbXdSywTPtzG/EmLRET67VFHwtbYb13+18AAEOv74Lf/8+nUb2MCcqo/28Ol0tRz7HgwWmMsWqJOTZdEJr8ARN9D+H+hwihzPKA85BIpdjYbAA0VdVw830wFj08I2yXQIqxPgcw384ZBxxH4GOWCN6vA7Dp2ZWiOAVERERERERERF+FBNKSDqHUUJFKpTxbREQkqOO1qKRDKHZV+z8u6RCIiIiIiIiIqBhdlBwu6RA+28e3looLfSGdSqHFfoyvgT04iIiIiIiIiIiIiIi+ERJ8P3NkFDdOMk5ERERERERERERERKUOe3AQEREREREREREREX0jsjirhNLYg4OIiIiIiIiIiIiIiEod9uAgIiIiIiIiIiIiIvpGSMAeHMpiDw4iIiIiIiIiIiIiIip12IODiIiIiIiIiIiIiOgbkcUeHEpjDw4iIiIiIiIiIiIiIip12IODiIhkVO3/uKRDKHZq+volHUKxy0pJKekQiIiIiIiIiOgzcA4O5bEHBxERERERERERERERlTrswUFERERERERERERE9I3IkrIHh7LYg4OIiIiIiIiIiIiIiEod9uAgIiIiIiIiIiIiIvpGSEo6gFKEPTiIiIiIiIiIiIiIiKjUYYKDiIiIiIiIiIiIiOgbkQVpsf8VhoeHB/r16wc7Ozs0b94cv/32G0JCQmTKZGRkYOHChWjatCns7OwwYcIExMbGFlivVCrFxo0b0apVK1hbW2PYsGEICwsrVGxMcBARERERERERERERkVx+fn4YPHgwDh06hB07diAzMxMjR45EWlqaUGbZsmW4cuUKNmzYAE9PT0RHR2P8+PEF1rtlyxZ4enpiwYIFOHToEHR0dDBy5EhkZGQoHZuKVMop2YmI6H86qg4o6RCKnZq+vlLlLOtXwbi1Lqhtb4nE2GQc97iEIxvP5lu+408tMe3vUXK3/Vh9IhJjkwEA1q2sMGbZIJjXrYzYN3HYv+okLu67JVO+x2gn9J/YFeUqGCDkSTj+mrEXL/xDlWwhkJWSonRZIiIiIiIiou/NRcnhkg7hs4VFVir2Y1Sr8vaz942Li0Pz5s2xZ88eNG7cGMnJyWjevDnWrFmDLl26AACCg4Ph7OyMgwcPwtbWNk8dUqkUrVu3xvDhwzFy5EgAQHJyMlq0aIEVK1agW7duSsXCScaJiIjk0C2jjaXe0/Hw6jO4Td6FavWrYMqfI5CamIazO6/J3eealx/uXXoss27a36OgqaUhJDcqWJhg0eEpOL39ClaO8oBt23qY7D4cce8T4X/5CQCgTd8mGL1sINwm78bzeyHo/VtHLPWahlEOs4V6iIiIiIiIiIg+l0gkgkgkklmnqakJTU1NhfsmJ2c/mzAwMAAAPHnyBGKxGC1atBDK1KhRA5UrV8bDhw/lJjgiIyMRExMjs0+ZMmVgY2ODBw8eKJ3g4BBVREREcrT7oTk0NNWw7rdteB0UhWtH/XD870voO75zvvuI0sWIj04S/iRZUti0qYvznteFMt1GtMO71zHYMucgIl68xcl/LuPG8XvoM66TUKbv+E44t+s6Lu69ifDnUXCbvBsZH0Xo7NK6WNtMRERERERERCVP8hX+PDw84ODgIPPn4eGhODaJBMuWLYO9vT1q164NAIiNjYWGhgbKli0rU9bY2BgxMTFy68lZb2xsnGcfRXN35MYeHERERHLUbVIDj2+9QKY4S1jnf/kJfpzaDfqGukhJSCtg72ztB7VARpoIN7zvydT74OozmXL+l55g7IpBAAB1DTXUsq2Gg2tPC9ulUikeXH2Guk1qfmmziIiIiIiIiIjwyy+/YPjw4TLrlOm9sXDhQrx8+RL79u0rrtAKhT04iIiI5ChXwQAJ0Uky63KWy5U3UKqOzkNb48qROxCliwuuNyYJega60NTWQFnjMlBTV0NCzKfHTkS5CrJvQhARERERERHR9ycLKsX+p6mpCX19fZk/RQmORYsW4erVq9i1axcqVqworDcxMYFYLEZSkuyzjA8fPsDU1FRuXTnrP3z4kGcfExMTpc8VExxERETFoG6TGrCoY4bzu68rLkxERERERERE9I2SSqVYtGgRLl68iF27dqFq1aoy2xs0aAANDQ3cvn1bWBcSEoKoqCi5828AQJUqVWBqaiqzT0pKCh49egQ7OzulY+MQVURERHLEv0+EYXnZHhM5y/HRiQr37zK0DV49eo1XD18rrte0LFIT0yBKFyPpQzKyMrNgaPrpsQ0Q/172TQgiIiIiIiIi+v5IpCUdgayFCxfi1KlT+Ouvv6CnpyfMn1GmTBloa2ujTJky6NevH1asWAEDAwPo6+tjyZIlsLOzk0lwdOnSBdOmTUPHjh2hoqKCoUOHYvPmzbCwsECVKlWwceNGlC9fHh06dFA6NvbgIPpCkZGRsLKyQmBgYL5lvLy80KhRo68YVeG5urrit99++8/HQJQj0C8YDVvWhpq6mrDOvl19RLx4q3D+DW09LbTu0xjnPW/IrdfWsZ7MOnun+gi8GwwAyBRn4eXDMNi2/V8ZFRUV2DrWRaDfqy9pEhERERERERFRoe3fvx/JyclwcXFBq1athL8zZ84IZX7//Xe0bdsWEydOxJAhQ2BiYgI3NzeZekJDQ5GcnCwsjx49GkOGDMG8efPQv39/pKWlYevWrdDS0lI6NvbgIPoKnJ2d4ejoWNJhFDlXV1ckJSXhr7/+KulQChQZGYn27dvD29sbdevWFdYfOnQI3t7eePnyJQCgfv36mDp1Kqytrb/4mC4uLqhTpw7mzJnzxXUVxoULF3DgwAE8ffoUCQkJedpMyrty+A4Gu/bClD+H4/D6M7CoVwW9f+0Ij9n7hTItuttj+IL+GN3od5l9Hfs2gZq6Gv496JOn3tPbr6DnmPYYuWgAznvegK1jXbTp0xjzBmwQyni5X8D0v0fh5YMwPL8Xgj6/dYK2rhYu7LlZbO0lIiIiIiIiom9DFlRKOgQZz58/V1hGS0sL8+fPx/z585WuR0VFBZMmTcKkSZM+OzYmOIi+Am1tbWhra+e7XSQSKZzE53uWlZUFFZWv/8Pt6+uLbt26wd7eHpqamti6dStGjBiB06dPo0KFCl89nqKQlpYGe3t7dO3aFXPnzi3pcEq1tKSPmNN7DcatdYHb9QVI/JCMvStP4OzOa0IZvbI6qFq7Up59Ow9tg1sn/ZGa+DHPtvevYzFvwHqMWT4IvX7tiNioeGwYvwP+l58IZa57+cHApAxcfu+NchUMEPI4HHP7rcsz8TgRERERERER0X+ZilQq/cZG9CL6NkkkEmzbtg2HDh3C27dvYWJigh9//BE9evRA+/bt4ebmBk9PTwQEBMDCwgILFy4UJsTx8vLCsmXLcO/ePQCAm5sbLl26hCFDhmDz5s2IiopCUFAQXFxcUKtWLQDA8ePHoa6ujkGDBmHSpEkFJgB27NgBLy8vREREwMDAAO3atcOMGTOgp6cnc7zjx48L++zcuRO7d+/Gv//+CyBvb4yAgACMGTMGI0aMwJgxY/Ic083NDe7u7jLrdu/eDQAYOnQo7t69i7Jls+cQCAwMRO/evXH58mVUqVJFOB8rV67E2rVrERYWhgsXLsDd3R1JSUmoV68e9uzZA5FIhO7du2Pu3LlCAkgkEmHVqlU4ffo0UlJS0KBBA8yePbvAXhdWVlYyy02aNIGnp2eecllZWWjcuDHmzZuH3r1751tfjr1792LXrl14+/YtypQpg0aNGmHTpk1wdXXFsWPHZMrmtP3FixdYtWoV/P39oaOjg5YtW2L27NkwMjICgM++Bj6VX68VZXRUHVCo8qWRmr5+SYdQ7LJSUko6BCIiIiIiIqISc1FyuKRD+GyPI6oU+zEaVo0s9mN8DezBQaSktWvX4vDhw5g9ezYcHBwQHR2N0NBQYfv69esxa9YsWFhYYP369Zg2bRouXLgAdXX5t1l4eDjOnz8Pd3d3qKr+bzqcY8eOoX///jh8+DCePHmCefPmoXLlyvjhhx/yjU1FRQVz5sxBlSpVEBERgYULF2L16tVYsGDBZ7X19u3bmDBhAmbMmIEff/xRbpkRI0YgODgYKSkpWL58OQDAwMAADx48UOoY6enp2LJlC5YsWQJDQ0MYGxsLx9bS0oKnpyfevHmD2bNno1y5cpgyZQoAYNWqVTh//jxWrFgBMzMzbN26FaNGjcKFCxdgaGgo91iHDx/GgAEDsHPnTtSsWRMaGhpyy338+BGZmZkwMDBQGP/jx4+xdOlSrFq1CnZ2dkhMTBQSWHPmzEFYWBhq1aqFiRMnAgCMjIyQlJSEn3/+GQMGDMDs2bORkZGBNWvWYPLkyUJyCPi8a4CIiIiIiIiIiOi/hgkOIiWkpKRg9+7dmDdvHvr06QMAMDc3R6NGjRAZmZ3tHDFiBNq2bQsAmDhxIrp164bXr1+jRo0acusUi8VYtWqV8OZ+jkqVKuH333+HiooKqlevjhcvXmDnzp0FPtweNmyY8LlKlSqYPHky5s+f/1kJjosXL2LmzJlYunQpnJ2d8y2np6cHbW1tiEQimJqaFvo4YrEYCxYsQJ06dWTWa2pqYtmyZdDR0RESBKtWrcKkSZOQnp6OAwcOYPny5cKcJosXL8atW7dw5MgRjBo1Su6xcs6xoaFhgbGuWbMG5cuXR4sWLRTG//btW+jo6KBt27bQ19eHmZkZ6tXLnhS6TJky0NDQgLa2tszx9uzZg3r16mHq1KnCumXLlsHR0RGhoaGwtLQE8HnXABERERERERERfR8k0m9rDo5vGRMcREoICQmBSCRCs2bN8i2TexiknIfacXFx+SY4KleunCe5AQA2NjYyQxHZ2tpix44dyMrKwpYtW+Dh4SFsO336NCpXrgwfHx94eHggJCQEKSkpyMrKQkZGBj5+/AgdHR2l2xkQEICrV69i06ZN6NChg7A+KioK3bp1E5Z/+eUXjB07Vul65dHQ0MgzdBSQfR5zx2xnZ4e0tDS8ffsWycnJEIvFsLe3l6nH2toawcHBAIB58+bh5MmTwnZle5T8888/OHPmDHbv3g0tLS2F5Vu0aIHKlSujQ4cOaN26NVq3bo2OHTsWeL6DgoLg6+srDF2WW3h4uJDgKOgaUFNTU6o9RERERERERERE3zsmOIiUoMwD79zDHuU8nJZIJPmWL0ziIcfAgQPRtWtXYbl8+fKIjIzEL7/8gkGDBmHKlCkwMDCAv78/5syZA7FYDB0dHaioqODT6XYyMzPz1F+1alUYGhriyJEjcHR0FNpUvnx5eHt7C+UKGsIpZ7it3McTi8V5ymlraxfLxOKTJk3CyJEjC7XPtm3b8M8//2DHjh15epTkR19fH8eOHYOfnx9u3ryJTZs2wd3dHUeOHBHmHvlUWloa2rVrh+nTp+fZ9jm9YIiIiIiIiIiI6PuTBfbgUJaq4iJEVK1aNWhra+POnTvFfqyAgACZ5UePHsHCwgJqamowNDSEhYWF8Keuro6nT59CKpXC1dUVtra2sLS0RHR0tEwdRkZGiI2NlUk6BAYG5jl2uXLlsGvXLoSHh2Py5MlCYkJdXV3muDlzXWhoaORJ4uT0SomJiRHWBQUFKd3+58+fIz09XVh++PAhdHV1UalSJZibm0NDQwP3798XtovFYjx+/Bg1a9YEABgbG8vEmhMnkD2J+Ke2bNmCv/76C1u3bkXDhg2VjhPIPi8tWrTAzJkzceLECbx580a4RuSdm/r16+Ply5cwMzOTidHCwgK6urpCuYKuASIiIiIiIiIiIsrGBAeRErS0tDB69GisXr0a3t7eCA8Px8OHD3H48OEiP1ZUVBSWL1+OkJAQnDp1Cnv27MHQoUPzLW9hYQGxWAxPT09ERETA29sbBw4ckCnTtGlTxMXFYcuWLQgPD8fevXtx48YNufUZGxtj165dCAkJwbRp0+T29MhhZmaG58+fIyQkBHFxcRCLxTA3N0elSpXg5uaGsLAwXL16Fdu3b1e6/SKRCHPmzMGrV69w7do1uLm5YciQIVBVVYWuri4GDRqEVatW4fr163j16hX++OMPpKeno3///vnWaWxsDG1tbdy4cQOxsbFITk4GkD0s1caNG7Fs2TKYmZkhJiYGMTExSE1NVRjnlStXsHv3bgQGBuLNmzfw9vaGRCIRhpkyMzPDo0ePEBkZibi4OEgkEvz0009ITEzE1KlTERAQgPDwcNy4cQOzZ8+WSb4U9hrILSEhAYGBgcKQXaGhoQgMDJRJONGX0y+nh5lbx+Bo5F84Ev4nprgPh7ae4p5eORYfnYJzSTvQvJvscGXnknbk+XPs10TY3rKHA5Z5T8eBkE04GvkX1l+aA4f2DYqsXURERERERERU8rKgWux/3wsOUUWkpN9++w1qamrYtGkToqOjYWpqioEDBxb5cXr37o309HQMGDAAampqGDp0KH788cd8y9epUwezZ8/Gli1bsG7dOjRq1AhTp07FrFmzhDI1atTA/Pnz4eHhgc2bN6NTp04YMWIEDh06JLdOU1NT7Nq1Cy4uLpg+fTrWrl0rt/fADz/8AD8/P/Tr1w9paWnYvXs3mjZtirVr12LBggXo2bMnGjZsiMmTJ2PSpElKtb958+awsLDA4MGDIRKJ0L17d0yYMEHYPn36dEilUsycOROpqalo0KABtm7dWuCwWerq6pg7dy7+/PNPbNq0CY0aNYKnpycOHDgAsViMiRMnypQfP368zDHlKVOmDC5evAh3d3dkZGTAwsICa9euRa1atQBkTzrv6uqKbt26IT09HZcvX0aVKlWwf/9+rFmzBiNHjoRIJELlypXRunVrYWgvoPDXQG7//vsvZs+eLSxPmTJF6TaRrFWnZ+Hi3pu4uO9Wnm2zto6BUQVD/N57DdTV1TB180hM2jQMK0d6yKlJVp9xnfDJiHEy1o7dinuXHgvLKYlpwucGLWvj/pWn2LnoKFIS09BpcCssODgJk50WIzggvHANJCIiIiIiIiIq5VSknw7MT0QlxsXFBXXq1MGcOXNKOhQqId/CNdBRdUCJHftrUdPXV1gmvwRH1dqVsOXeMkxwXIiXD8IAAA4dGmDxkSkYUmca4t4l5Ftn9YZVsfDQZEx0XIj9rzZi4aBNuH36gbD9XNKOPOsU8fBdgmtefti38oTM+qyUFKXrICIiIiIiIvreXJQU/cgrX4vva8tiP0ZTi9BiP8bX8P30RSEiIvoK6japieT4VCG5AQAPrjyDVCJFnUbV891PS0cTs7b9gj+n7UF8dFK+5catdcHB0E3YeOUPdBrSusBYVFRUoKOvjeR4xcOqERERERERERF9bzhEFRGRHPfu3cPo0aPz3f7ggfJv2BeVbzGm78mP07ph4LTuwrKmjibqNK6B39YMEdaNaTIH5SqURWKsbIJCkiVBcnwqylXIf6i0X5YPQqBvMO6cyf972r3ECw+vBSLjowj2Tg0wfp0LdPS1cPzvS3LL95vYBTr6Wrju5adsM4mIiIiIiIjoG5cFlZIOodRggoPoG+Lp6VnSIdD/a9CgAby9vb/6cQu6Bkoqpv+K09uv4vqxu8LyrK1jcPO4P26d9BfWfXib8Fl1N+tqCxvHuhjXan6B5fatOil8Dg4Ih7aeJvpP7Co3wdF2QDMMce2FhYM2ITE2+bPiIiIiIiIiIiIqzZjgICKSQ1tbGxYWFiUdhoxvMabvSUp8KlJyDfUk+ihGYkwS3oZEy5SLf58EA5OyMutU1VRRppwe4t8nyq3bxrEuKlma4mjEnzLr5+4Zj6c+LzCz20q5+z2/F4LBs3pBQ1MdYlGmsN6xXxNMdhuGZT//hQdXnxWqnURERERERET0bcuScmYJZTHBQUREVAiBfq9Qppweatpa4NXD1wAAW8e6UFFVQdC9ELn7HFp3Gud2XZdZ5+G7BP/M3o87Zx/me6zqDc2RHJ8ik9xo278ppvw5AsuH/w2/8wFf3iAiIiIiIiIiolKKCQ4iIiIA2npa0NHTEpaXD98MAChX/n+9NRJjkxHx4i3uXgzA5E3DsWnKLqirq+G3NUNw7agf4t4lAACMKxlixcmZWP3LFrzwD0V8dJLcicWjIz7g/etYAEDTLjYoV94AgXeDIcoQw75dfQyc1h1H3M4J5dsOaIbpf4/E37P24fm9YCG2jHQx0pI+Fvk5ISIiIiIiIqKvTwL24FAWExxEREQA+k/sgiGzexdY5ucG0/E+/ANWjvoH49YMwYoTMyCVSHHzhD82z9wrlFPXUEPV2pWgraOp9PEzM7PQfbQTxiwfCBUVFUSFROOf3w/g7M5rQhnnYY5Q11DH+HVDMX7dUGH9xb03sfbXbco3loiIiIiIiIjoO6AilUqlJR0EERF9OzqqDijpEIqdmr5+SYdQ7LJSUko6BCIiIiIiIqISc1FyuKRD+Gz/hlkV+zGcqj0v9mN8DezrQkREREREREREREREpQ6HqCIiIiIiIiIiIiIi+kZkSdkvQVk8U0REREREREREREREVOqwBwcRERERERERERER0TdCApWSDqHUYIKDiIiIiIiIiIiIiOgbkcWBl5TGM0VERERERERERERERKUOe3AQEREREREREREREX0jOMm48nimiIiIiIiIiIiIiIio1GEPDiIi+s/JSkkp6RCKneRy1ZIOodipto8o6RCIiIiIiIiIipyE/RKUxjNFRERERERERERERESlDntwEBERERERERERERF9I7KkKiUdQqnBHhxERERERERERERERFTqsAcHEREREREREREREdE3Iov9EpTGM0VERERERERERERERKUOe3AQEREREREREREREX0jJFL2S1AWzxQREREREREREREREZU67MFBRET0H6Ghqo4ptfujVpmqsNAtjzsfnmHekx35lq9vUA3rbcchNPUdfrm3Nt9yQ6t1xs+WnfOs/5iVge7XZwvLbUxtMNyyCypqGyHyYyy2BJ+CX1ygzD7muuUxukZ3WBvWgJqKKl6nvsfCJzsRnZFQ+AYTERERERERlUKcg0N5THAQERH9R6hBFRkSMY5F3kBrU+sCy+qpa8O17k+4n/AS5TTKFFj2UMQVnIzykVm3xvZXPE8KF5brla2GufWGYGvIGdz58BROFeyxqOFwjL23DmGp7wAAlbSNsdF+As6+9cWu0PNIzUxHNb2KEEkyP7PFRERERERERPQ9Y4KDiIjoPyJdIsLGF0cBAA0MqkFfXSffslNqD8Dl9/chkUrR0qRBwfVmiZCeJRKWq+tVRjW9itjw/LCwrm+V1rgbF4RDEVcAADtDz8GhnBV6m7XChhdHAAAjqzvD90Mg/gk+Jez3Nv1D4RtKREREREREVIplSVVKOoRSg31diIiISEbnio1RSccYu8MufNb+zpWbIiItGo8TQ4V19QyqwT/+pUy5e3FBqGdQDQCgAhU0Na6LyLQYrLAZgyMtF8LdYZLC5AoRERERERER/XcxwUFEREQCMx0TjK7RHcuf7YVEKin0/hqq6mhfwQFn3/rKrDfSLIN4UbLMunhRMow0s4e/MtTUh666NgZaOOHuhyDMeuSBmzGPsaDBMFgb1vj8BhERERERERGVMhKoFvvf94JDVBEREREAQBUq+L3eEOwMPYfIjzGfVUcrk4bQVdPChbd3C31sAPCJfYqjkdcBAMEpUahvUA09KjdHQELwZ8VDRERERERERN8vJjiIiIgIAKCjroU6Zc1RS98ME2v1BQCoqKhAVUUVFxxXY+YjDzxMeFVgHc6Vm+LOh2eIF6fIrI8TJaOcpuxk5eU0yyDu/3t1JIpTkSnJwuv/n3A8R3hqNBoYWn5p04iIiIiIiIhKjSzp99PDorj9585UZGQkrKysEBgYmG8ZLy8vNGrUqNhisLKywqVLl/LdrkyMn8PJyQk7d+4s0jpLSnF/R1/7OF/KxcUFS5cuLbHju7m5oVevXl9cj6urK3777bciiIiIPkdaZgZG+q3CmHtrhb+TUbcRnvoeY+6tRVBSeIH7V9Q2gq1hzTzDUwHAs8Qw2JerJbPOwag2niWGAQAypVl4nhyOqrrlZcpU0TXF+/T4L2sYEREREREREX2X2INDDmdnZzg6OpZ0GEXuyJEj0NHRKekwisT3+h39182ZMwdSqbSkw1CKr68vhg4dirt376Js2bLCejc3N7i7u8uUtbS0xLlz54TlgwcP4tSpU3j69ClSU1Pz1PElYmJisGrVKvj4+CA1NRWWlpYYO3YsOnfuXCT1U+lnoVsB6qpqKKOhC101bdTQrwwgezgoKaQI+6QHRYIoBSJJpsz6Xmat0Mq0AWY8/FumbJdKTRAnSobfh7wJeq/IG1hvNw4DqjrizodAtCtvh9plqmLd88NCmYPhV/FHfRcEJITgYcIrNDaqg+bG9TD14V9FeQqIiIiIiIiIvmmS/x/GmRRjgkMObW1taGtr57tdJBJBU1PzK0ZUNIyMjEo6hCKj6Dui0iUrKwsqKiooU6aM4sKlQK1atbBjxw5hWU1NTWb7x48f0bp1a7Ru3Rpr164t0mPPmjULSUlJ2Lx5M8qVK4eTJ09i8uTJOHr0KOrVq1ekx6LSaZn1aFTU+d+/B/80ng4AaH9lqtJ1GGjoobK2icw6Faigc8XGOP/WDxLkTVQ+SwrD0md7MKJ6V4yo3g1v0mIw7/EOmcTJrdjH2PD8CAZZtMf4Wn0QkRaNBU934kliaGGbSURERERERET/Ad/tEFUSiQRbtmxBx44d0aBBA7Rt2xabN28WtkdERMDFxQU2Njbo2bMnHjx4IGz7dFiinOF3Dh8+DCcnJ1hbWwPIHhZo0aJFWLRoERwcHNC0aVNs2LBBqTfQo6OjMWrUKFhbW6N9+/Yyb3d/St4wSZcuXYKVlVWedX369EHDhg3Rvn17uLu7IzMzU9j+6RBVO3bsQI8ePWBrawtHR0csWLAAqampAIC0tDTY29vnievSpUuwtbVFSors2OqFicPKygqHDx/GuHHjYGNjg06dOuHy5csydVy+fBmdOnVCw4YN4eLigmPHjsHKygpJSUlyz0nOd+Tt7Q0nJyc4ODhgypQpMnFKJBJ4eHgI32HPnj0LPO+ftiknnpEjR+Lt27dK7QcA+/btQ4cOHdCgQQN07twZ3t7eMtuVOR8vXrzAqFGjYGdnhxYtWmDGjBmIi4uTKZOVlVXgtZiYmIiZM2eicePGsLGxwahRoxAWFgYAiIuLQ8uWLfH33/97G/v+/fto0KABbt++rXRbAeDu3buoX78+YmJkJyheunQpfvrpJwD/+/4uX74MZ2dnNGzYEFFRUXmGqCroPhaJRFi0aBFatWqFhg0bol27dvDw8FAqxuDgYAwaNAgNGzaEs7MzfHx8ZIaOyxkm7vTp0xg4cCAaNmyI7t27w8/PT9g+dOhQAEDjxo1hZWUFV1dXoX41NTWYmpoKf58mF4cNG4YxY8bAxsamMKdWqXY/ePAAQ4YMgbW1NapWrYrffvsNZcuWxdOnTwt9LPo+Db6zBO2vTM3zl5/dYefxy721edYNvrNEZp0UUgy6vRjbQ8/mW9f1mEcY5rsCXa/NxKi7q+EXl7enx7l3fvjZdzmcr8/CL/fWwieW1y4RERERERH9t2RJVYv973vx/bTkE2vXrsWWLVvw22+/4cyZM1izZg1MTP73tun69esxcuRIeHt7o1q1apg2bZrMQ/hPhYeH4/z583B3d5d5QH3s2DGoqanh8OHDmDNnDnbu3InDhw/nW0+OjRs3onPnzjh+/Dh69OiBqVOnIjg4+LPbe+/ePcyaNQtDhw7FmTNnsGjRInh5eck8sP6UiooK5syZg1OnTmHFihW4c+cOVq9eDQDQ1dVFt27d4OXlJbPP0aNH0blzZ+jr639RHO7u7ujatStOnDiBNm3aYPr06UhISACQnXyaNGkS2rdvj+PHj2PgwIFYv369wnMQHh6Oy5cv4++//4aHhwfu3r2LLVu2CNs9PDzg7e2NhQsX4vTp0xg2bBhmzJghPLTOT3p6OjZv3oyVK1di//79SEpKwpQpUxTGAwAXL17EsmXLMHz4cJw8eRIDBw7E77//jjt37ih9PpKSkvDzzz+jXr16OHLkCLZu3YoPHz5g8uTJMnUouhZdXV3x5MkTbN68GQcPHoRUKsWYMWMgFothZGSEZcuWwd3dHY8fP0ZKSgpmzpyJwYMHo3nz5kq1NUfjxo1RpUoVHD9+XFgnFotx8uRJ9OvXT+a8btmyBUuWLMGpU6dgbGycp66C7mNPT0/8+++/2LBhA86dO4fVq1fDzMxMYXxZWVkYN24cdHR0cPjwYSxatCjf62vVqlUYPnw4vL29YWtri7FjxyI+Ph6VKlWCm5sbAODcuXO4efMm5syZI+z3+vVrtGrVCu3bt8e0adMQFRWl3MlTgqJ229nZ4ezZs0hISIBEIsHp06eRkZGBJk2aFFkMRERERERERERE34LvcoiqlJQU7N69G/PmzUOfPn0AAObm5mjUqBEiIyMBACNGjEDbtm0BABMnTkS3bt3w+vVr1KhRQ26dYrEYq1atyvMmdqVKlfD7779DRUUF1atXx4sXL7Bz50788MMPBcbYpUsXDBgwAAAwefJk+Pj4wNPTEwsWLPisNru7u2PMmDFCe6tWrYpJkyZh9erVGD9+vNx9hg0bJnyuUqUKJk+ejPnz5wsxDBgwAAMHDkR0dDTKly+PDx8+4Pr16zJD73xuHH369EH37t0BAFOnToWnpycCAgLQpk0bHDx4EJaWlpg1axYACOe1oGQNAEilUixfvlxIvvTs2RO3b9/GlClTIBKJ4OHhgR07dsDOzk6Izd/fHwcPHizw4a9YLMa8efOEt+1XrFgBZ2dnBAQECL158rNt2zb06dMHgwcPBpA9F8PDhw+xfft2NGvWTKnzsWfPHtSrVw9Tp/7vDetly5bB0dERoaGhsLS0BFDwtRgWFoZ///0X+/fvh729PQBgzZo1aNu2LS5duoSuXbvC0dERAwYMwPTp09GgQQPo6Ohg2rRpBbYvP/3794eXlxdGjRoFALhy5QoyMjLQtWtXmfO6YMEC1KlTR24dBd3HAPD27VtYWFjAwcEBKioqSiU3AODWrVuIiIiAp6cnTE1NAQBTpkzB8OHD85QdPHiwMHfFggULcOPGDRw5cgSjR4+GgYEBAMDY2Fhm/gxra2ssX74clpaWiImJwZ9//onBgwfj5MmT+SYGC0NRuzds2IApU6agadOmUFdXh7a2Ntzd3WFhYfHFxyYiIiIiIiIiouKX9f32Syhy32WCIyQkBCKRSOYB8qdyD++U85AzLi4u3wRH5cqV5c5hYWNjAxWV/036Ymtrix07diArKwtbtmyRGTrm9OnTqFw5ezLXnIfsufcLDMw7VIeygoKCcP/+fZkkQFZWFjIyMvDx40e5k4v7+PjAw8MDISEhSElJyVPe2toaNWvWhLe3N8aMGYMTJ06gcuXKaNy4cZ429OjRA4sWLVI6jtznX1dXF/r6+sKQS6GhoWjQoIFMrIoSCQBgZmYm8wA5JykDZL9R//HjR4wYMUJmH7FYjLp16wIAunXrJrxp7+DggK1btwIA1NXV0bBhQ2GfGjVqoGzZsggODlYYV0hICH788UeZdfb29ti9e7fMuoLOR1BQEHx9ffNcM0B2r5WcBEdB12JwcDDU1dVlhkQqV64cLC0tZXoOzZo1C927d8f58+dx9OjRz55rpm/fvti4cSMePnwIW1tbeHl5oWvXrtDV1RXKaGho5BlmLTdF93GfPn0wYsQIdOnSBa1bt0bbtm3RqlUrhbGFhoaiYsWKwn0P5H995T7n6urqaNCgAUJCQgqs39HRUfhcp04d2NjYoF27djh79qyQ1PwSitq9ceNGJCUlYefOnShXrhwuXbqEyZMnY+/evQWebyIiIiIiIiIiotLmu0xwaGlpKSyjoaEhfM55KCyRSPItLy9BoMjAgQNl3lgvX758oesAAFVV1TzzeojFYpnltLQ0TJgwAZ06dcqzv7zzERkZiV9++QWDBg3ClClTYGBgAH9/f8yZMwdisVho74ABA7B3716MGTMGXl5e6Nu3r3C+cg/VlZNYUDaO3OcfyP4OCjr/ylBXz3s555y3tLQ0ANnDVFWoUEGmTM5D/H/++UcYpuxrT2Be0PlIS0tDu3btMH369Dz75X5IXxTCw8MRHR0NiUSCN2/efPYDcWNjY7Rr1w5eXl6oUqUKbty4kSepo62tLZOQ+ZSi+7h+/fq4fPkyrl+/Dh8fH0yePBktWrTApk2bPivm4lK2bFlUq1YN4eHhRVJfQe0ODw/Hnj17cOrUKdSqVQtAdpLl3r172Lt3LxYtWlQkMRARERERERERUfGRSPN/ZkayvssER7Vq1aCtrY07d+6gatWqxXqsgIAAmeVHjx7BwsICampqMDQ0hKGhodz9Hj58iN69e8vsl9OT4FPlypVDamoq0tLShDfgg4KCZMrUq1cPoaGhSg9D8/TpU0ilUri6ukJVNbvL09mzeSeG7dmzJ1avXo3du3fj1atXwlBBAOQeq7BxyGNpaYlr167JrHv8+PFn1wdk97rQ1NREVFRUvsNR5TfEUWZmJp48eSK85R8SEoKkpKR8e/vkVr16ddy/f1/mvN2/fx81a9ZUOvb69evj/PnzMDMzk5vEyVHQtVijRg1kZmbi0aNHwhBV8fHxCA0NFWIRiUSYMWMGnJ2dYWlpiblz5+LkyZNy58ZQRv/+/TFt2jRUqFABVatWhYODQ6H2V+Y+1tfXh7OzM5ydndG5c2eMGjUKCQkJ+d53QPb19e7dO8TGxgrzeeR3fT18+FDosZSZmYmnT58Kw43lJKWysrIKbEdqaioiIiKKNBmVX7s/fvwIAMI9nUNNTS1PkpSIiIiIiIiIiEgZd+/exbZt2/DkyRNhSPYOHToI2/N7SXrGjBnCEPafcnNzg7u7u8w6S0tLnDt3rlCxfZcJDi0tLYwePRqrV6+GhoYG7O3tERcXh5cvXxZ6wmRFoqKisHz5cvz444949uwZ9uzZI8wdUZBz586hQYMGcHBwwMmTJxEQEIClS5fKLWtjYwMdHR2sW7cOQ4cOxaNHj/JM/j1u3DiMHTsWlStXRufOnaGqqoqgoCC8ePFC7oTYFhYWEIvF8PT0hJOTE/z9/XHgwIE85QwMDNCxY0esWrUKLVu2RMWKFQtsV2HjkOfHH3/Ezp07sXr1avTv3x+BgYE4duwYABT4xn9B9PX1MWLECCxfvhxSqRQODg5ITk7G/fv3oa+vL5OA+JSGhgYWL16MuXPnQk1NDYsXL4atra1Sw2aNGjUKkydPRt26ddGiRYv/Y+++42s+2ziOf5KTKUaQGEESM3asUmrWplp71ahVe5SWlCpqr1KjKGp10ha1a3SpvYsYNSIRYmQnsvP8kcfRI0NCIqHf9+uV1+P3u8fvus9RD+c6133z66+/snv37hTPMXlc165dWb9+PSNHjqRv377Y29vj5eXF9u3bmTJlCgaDAUj596KrqysNGzZk/PjxTJo0iezZszNnzhzy589Pw4YNAZg3bx4hISF89NFHZMuWjd9//52xY8eabLOWFnXq1CF79uwsWbKEYcOGpXl8Sv8dd+jQgVWrVuHo6EiZMmUwNzdn586dODo6mpyHkZTXXnuNIkWKMGbMGD744APCwsKYP39+kn2/+eYbXF1dKVasGGvWrCEoKMh4UHqhQoUwMzPjt99+o169elhbW2NnZ8fMmTNp0KABTk5O3Llzh4ULF2Jubm48YwXg7t273Lt3z1jVcenSJezs7ChYsGCKyRkgxXXb2dnh4uLCxx9/zJgxY7C3t2fPnj389ddfT/0+yn9DV5dGvJq3DMWzFyImLpa39o9L1GdwyTaUz+WKq11BboT50f/Y3CfOO7fSICrlNk3obrl5gPmXfjBeV85dkl5Fm1HUriARsVH8cvsYK69tJy7+UVVfMbuCDCvVDrccRQiMDmXTzf18f+PXZ1ixiIiIiIiISNaV1c7gCA8Px83NjXbt2iV53vP+/ftNrv/44w/GjRtnPNs2OSVLljT5nPTh55xp8VImOAAGDRqEwWBgwYIF3LlzB0dHRzp37pzuz2ndujURERF06NABg8FAjx49Ep25kJShQ4eyfft2Jk2ahKOjI3Pnzk32W/329vbMnj2bWbNmsWHDBmrWrMnQoUMZP368sU+dOnVYunQpixcvZvny5VhYWFCsWLFk9/wvXbo0H374IcuXL+fTTz+lWrVqjBw5MsnkTPv27dm6davxg92UpDWOpBQpUoTPPvuMmTNnsnbtWipVqsSAAQOYOHHiU58JAQmHuefJk4dly5bh4+NDjhw5KFu2LAMGDEhxnI2NDf369WPUqFH4+flRrVq1ZJNRj2vUqBFjx47lyy+/ZNq0aRQqVIhp06ZRo0aNVMedP39+vv32W+bMmUOfPn2IiorCycmJOnXqmHxT/0m/F6dPn87UqVMZMGAA0dHRVKtWjS+++AJLS0sOHz7M2rVrWbNmjXG7sVmzZvHWW2/xzTff0LVr11TH+5C5uTlt2rRh2bJlJtVKaZHSf8d2dnasWLECLy8vzM3NqVChAl988UWi6oXHGQwGFi9ezEcffUT79u0pUqQIo0ePZsCAAYm2xRo1ahRffPEFnp6euLi4sGTJEuNZPPnz52fo0KHMnTuXDz/8kNatWzNjxgxu377NyJEjCQwMJE+ePFStWpX169ebnOHz3XffmWSoH1aFTJ8+nbZt26YYf0rrNjc354svvmDu3LkMGDCA8PBwnJ2dmTFjhsnZIPLfNLfSIH65fZRdt48marM0M/D7ndOcD/KiecHk/3zaeesIpXM6U8zOKdXP3ep7kNXXHn37IjI2yvjrYnZOTKvYj2+89jDD81scrHMxolR7zM3MWHZlCwDZDNbMdO/PiYDLzLu4gWLZC/J+6c6ERj9gB96pjkNEREREREREHomKiiIqKsrknpWVVZKfv9arVy/Fz5Ye37lk79691KhR44m7KxkMhmfe9cQsXvuWPLXu3btTunRpxo1L/E3XrKh27doMHz48zQcdb9q0ienTp/Pnn38+U4LhWSxZsoTvvvsu0dZVkrWNHTsWf39/k0Pns6Ljx4/TtWtXdu/ejbOzMz4+PjRs2JBNmzYlu3Xcy6yx+bMfhi6ZL26v6V8iUkpwPNS0wCsMKtE6yQqOh3q4NuU1h/KpruC4EurL5/9sSrK9T7EWVMldisHH5xvv1cxblvHletLur495EBtJK6da9C7Wgg5/TSAmPmFLuL7FWvKaQ3n65Ej8rRERERERERERgN1xGzI7hKc2zzPx+cbpzWJPq0RbRA0ZMoShQ4emOM7NzS3RFlX/du/ePerVq8eMGTNo1apVsvMsXLiQlStXkj17dqytralUqRKjRo3CySn1X6qEl7iCQx558OABJ06c4N69e2k6++HBgwfcvXuX5cuX07lz5+ea3Pj666+pUKECuXPn5vjx46xcudL4LXfJ+kJCQrh48SJbt25lyZIlmR1OIrt37yZbtmy4uLhw48YNpk6dSpUqVXB2ds7s0EReOg3zV6FR/ir4R4Vw8P55vrr+C5Fx0QBYmlkQHRdj0j8yLhprgyWlchTmdOAVyuZy4e/AK8bkBsAx/4t0cWlIdns7QgPDnut6RERERERERF4G/fv3p1evXib30uPz340bN2JnZ0eTJiknaSpWrMj06dMpWrSo8VyPt99+my1bthh3mEkNJTj+A77//nuWLFlCz549qVy5cqrHrVixgqVLl1KtWjXefffdDIwwMS8vL5YsWUJQUBBOTk706tWL/v37P9cYUqNly5b4+vom2TZp0iTefPPN5xxRxkjrOgcNGsSZM2fo3Lkzr7322vMI0ejnn39mwoQJSbY5OTmxbds2wsLCmDNnDr6+vuTOnZtatWql6uyc52Hp0qXJnpdRtWpVVqxY8ZwjkhdVV5eGdHV+9G0KK4MlZXO6MLTko23Qeh+ZyZ3IwAyLYZ/fCfwiA7gfGUyx7AXpV+wNimRzZOLZ1QAc9b9A2yJ1aZCvMr/fOUUeq5x0d034C1Aeq5zG/739wN9k3oCokIS2AvZKcIiIiIiIiMhLJ5anO4c4LZLbjupZ/fjjj7Rq1SrRVvCP+/eWV6VLl8bd3Z0GDRqwY8eONO1ApATHM1i3bl1mh5Aq77zzDu+8806axw0dOvSJJUkZZezYsYwdOzZTnp0WX3zxBTExMUm25c2b9zlHk3HSus7M/G/j9ddfx93dPck2C4uEP/Jat26d4rkghQsX5uLFixkR3hN17tyZ5s2bJ9lmY2PznKORF9mWmwf57c5p4/XYsm/z590z/Hn3b+O9e1HBGRrDtluHjL++FnaL+5HBzK08iII2ebkVcZ/jAZf44soWRri158MyXYmKj+Gr67upaF+ceLSDpoiIiIiIiMiL5NixY1y7do358+eneWzOnDlxdXXlxo0baRqnBIfIMyhUqFBmh/BcvEjrzJ49e5rK2LIae3t77O3tMzsMeQmExIQTEhNuvI6MjSYwKhTfB/cyLaYLwQl/SSmUzYFbEfcB+MH7d37w/p28VjkJiXlAAZvc9Cv+BrceJLT7RwWT28r0v+ncVjkS2m4HPr/gRURERERERJ6TuHjzzA7hqfzwww+UK1eO0qVLp3lsWFgY3t7eaT50/MV8pUREROSFUzxHwkFh/pGJK0fuRwUTFRfN6/mr4BcRwOUQHwDOB3lRwb44BrNHf2WpmqcUN8L8tD2ViIiIiIiIyHMQFhaGp6cnnp6eAPj4+ODp6WmypX1oaCg7d+5Mdnupnj178tVXXxmvZ86cyZEjR/Dx8eHEiRMMGTIEc3Nz3njjjTTFpgoOERGRl5CNwQpbw6P9LqecT9g67mH1A0BQVChxxJPP2p4cltnIZ5MbczMzimdPSETcfHCPiNgoAJxsHbA1WJHHKgfWBktjH68wP2LiY3GwysXsSgOY4fktF0NuUNAmLw3zV+HwfU+CY8IoZufEoJJvcTrwClfDbhlj6FikAUf9LxAXH0cdx4p0dn6dyefWEvf/Lar2+Z2gh2sT3i/die+89lE0e0HaFK7DksubM/YFFBEREREREckkz+MMjrQ4e/YsPXr0MF5Pnz4dgDZt2jBjxgwAtm3bRnx8fLIJCm9vbwICAozXt2/fZuTIkQQGBpInTx6qVq3K+vXryZMnT5piM4uPj9cm1yIiYtTYPPUHOUnW1e1KX3oWbZpin64HJ+MXEcDo0p1pWrB6ovaRJxdzOvAKAHMrDaJS7hLJzpHfJjff1BxvHONobc+HZd+mqF0BbMytuBMZyF/3/uar67sJj400jp9TaSAlsxfG0tyCK6G+rLu+iyP+F0yeUcyuIMNKtcMtRxGCosPYdHM/393Yh3lD76d5aUREREREROQ/YHfchswO4alNP98iw5/xYdntGf6M50EJDhERMaEEx8shbm+RzA4hwynBISIiIiIiIsl5kRMcU8+lbZumpzGu3NYMf8bzoDM4RERERERERERERETkhaMzOEREREREREREREREsojYeNUlpJZeKREREREREREREREReeGogkNEREREREREREREJIuIwyyzQ3hhqIJDREREREREREREREReOKrgEBERERERERERERHJInQGR+rplRIRERERERERERERkReOKjhERERERERERERERLKIuHidwZFaSnCIiIi8hMwbemd2CBnOUKF0ZoeQ4WL/vpDZIYiIiIiIiIhkWUpwiIiIiIiIiIiIiIhkEbE6WSLV9EqJiIiIiIiIiIiIiMgLRxUcIiIiIiIiIiIiIiJZhM7gSD1VcIiIiIiIiIiIiIiIyAtHFRwiIiIiIiIiIiIiIllEnOoSUk2vlIiIiIiIiIiIiIiIvHBUwSEiIiIiIiIiIiIikkXE6gyOVFOCQ0RERF5aFau50qZbLdzKFyZbdmtuet3nhzX7+XX7mWTHNH6zMqMmt02yrVODGQT5hwFgaWmga/8GvN7SndwO2Qm4G8LXX/zGL5tOANCsbVUataqES4n8APxz3pdVC3dz6ezNdF6liIiIiIiIyH+TEhwiIiLy0irj7sy1y36sX/UngfdDqV7XjfentCMsNIIjf1xKcszvu/7m2F+XTe6NmtwWKysLY3IDYOzsTtjnzc78iRvx9fYnj0MOzMwffcumYrWi/Lbjb86f3kZUZAwde9dh2pKe9G+3kPt3QjJmwSIiIiIiIvLCi1MFR6opwSEiIiIvre9X/mFyvfmbQ1StWYLXGpZNNsERFRlDVGSo8TpX7my4Vy/K/ImbjPeq1ipBhaquvNNyHqHBDwDw8w00mWfW2B9MrudP3MRrDctSqXpx9m499fSLEhERERERERFACQ4RERH5j7HLYcONa3dT3b9hq0pEPojmz93njPderV+ay+d96dCrNg3fqETEgygO/XaBtYv3EhUZk+Q81jaWWFgYCAkOf+Y1iIiIiIiIyMsrLt48s0N4YSjBISIiIv8ZdZqUp2S5QiyY/HOqxzRtXZVfd5wxSVwULJyHcpWdiYqK4ZP3viGXfTaGjG1FTvtsfPrxxiTn6T2iCffvhnDy0NVnXoeIiIiIiIi8vGLRFlWppVSQiIiI/CdUfKUooz5pw2eTNuN15U6qxpSpWASX4vnYtfGEyX0zczPi42Hmhxu4dPYmR/df5ou5O2nUqhJW1om/P9Kxdx3qN6vA5Pe+IToq6QoPEREREREREUkbVXCIiIjIS69CVVcmLXibZbN3pOn8i2Ztq/LPhVv84+lrct//bgj37wQTHhppvHfj6l3Mzc1xyJ8T3xv+xvvterxGx151+LD/aq5d9nvmtYiIiIiIiMjLTYeMp54qOETSiY+PD25ubnh6eibb56effqJatWrPMSrJKB4eHgwaNCjDn5Oa31cikrKK1Vz5ZFE3vpz/Czt+PJbqcTa2VtRpUp5dG48najt/6gZ5HHNgY2tlvFfIJS+xsXHc8ws23mv/Tm26vlufjwat5fJ530TziIiIiIiIiMjTU4JD5Dlq0aIFu3btyuwwXnhHjx5lwIAB1K5dGzc3N/bs2fPcYxg3bhwzZsx47s99Ejc3t0Q/27Zty+ywRDJNxVeK8smi7mz+5hD795wnd97s5M6bnew5bY19ar1ehuWbhiUaW69ZeQwGc/ZtO52o7dftZwgJesCoT9rgXMyR8lVc6DuyKb9sOmE8q6NDrzr0GNyQTydsxM830PjsfydFRERERERERB4XF2+e4T8vC21RJfIc2djYYGNjk2x7VFQUVlZZ54OvrBbPQ+Hh4bi5udGuXTuGDBmSKTHkyJEjU56bGtOnT6dOnTrG65w5c2ZiNCKZq3GrStjYWtG5bz06961nvH/m6DVG9/0SALvsNhQp6phobNPWVflr73nCQiIStUU8iOLD/qsZ5NGSBd8MICToAX/8cpY1ix4lXN/o8ApWVhaM/7SLydivluzjq6W/ptcSRURERERERP6zlOAQSaO4uDhWrlzJ+vXruXXrFg4ODnTq1IlWrVoB4O3tzbRp0zhz5gwuLi5MmjSJypUrAwlbVE2bNo1jxxK2SFm4cCF79uyhW7duLFmyBF9fXy5cuED37t0pWbIkAJs3b8bCwoIuXbowfPhwzMyS34MvODiYOXPmsGfPHkJCQnBxcWHUqFE0aNCAgIAAJk+ezNGjRwkODsbZ2Zn+/fvzxhtvGMc/fK7BYODnn3+mVKlSrFu3Djc3NyZMmMC+ffs4cuQIjo6OfPDBBzRr1izZWB5fK8CePXsYPHgwFy9eNFl/ly5dWLJkCYGBgdSvX58pU6akmECoV68e9erVS7b9SV5//XU6duyIl5cXO3fuJFeuXAwcOJBOnToZ+1y8eJGpU6dy6tQpbG1tadKkCR4eHtjZ2QEJW1QFBwfz+eefA7Bz504WL16Ml5cXtra2lClThs8//5xs2bIBsGHDBr788kt8fHwoVKgQ3bt35+23337qNaQkZ86cODom/rBW5L9o7scbmfvxxhT77P75JLt/Ppno/siey1Mc53P9HmMHrEm2vWeLT1MXpIiIiIiIiMi/xKEzOFLr5alFEXlO5s6dy/Llyxk0aBDbt29nzpw5ODg4GNvnzZtHnz592LRpE66urowaNYqYmJhk57tx4wa7du1i0aJFbNq0yXh/48aNGAwGNmzYwLhx41i9ejUbNmxIdp64uDj69evHiRMnmD17Ntu3b2fUqFGYmyf8Zx4VFUW5cuX44osv2Lp1Kx07dmT06NGcOXPGZJ6NGzdiaWnJt99+y6RJk4z3P/vsM5o2bcrmzZtp1aoVI0eO5MqVK2l9+ZJc/44dO1i6dCkrVqzA09OTiRMnPvO8T7Jq1SrKly/Ppk2b6Nq1KxMnTuTq1atAQoVInz59yJUrFz/88APz58/nwIEDTJ48Ocm57ty5w6hRo2jXrh3bt29n7dq1NG7cmPj4eAB+/vlnPvvsM9577z22b9/OyJEjWbBgARs3pvyh69OaNGkSNWrUoH379vzwww/GOERERERERERERF4mquAQSYPQ0FDWrl3Lxx9/TJs2bQBwdnamWrVq+Pj4ANC7d2/q168PwLBhw2jZsiVeXl4UL148yTmjo6OZNWsWefLkMblfsGBBxo4di5mZGcWKFePSpUusXr2ajh07JjnPgQMHOHPmDNu3b6do0aIAFClSxNieP39++vTpY7zu3r07+/fvZ8eOHVSsWNF439XVldGjRyeav1mzZnTo0AGAESNGcODAAdatW/fMyYjIyEhmzZpF/vz5Afjoo4/o378/Hh4eGVqFULduXWMFRb9+/Vi9ejWHDx+mWLFibN26laioKGbOnGmswPj4448ZMGAA77//vklCC+Du3bvExMTQuHFjChUqBCSchfHQwoUL8fDwoEmTJkDC+/LPP//w/fffG38fpZdhw4bx6quvYmtry/79+5k0aRLh4eH06NEjXZ8jIiIiIiIiIiIZIzZeFRyppQSHSBpcvXqVqKgoXn311WT7/PuD7Ycf0Pv7+yeb4HByckqU3ABwd3c32Y6qUqVKrFq1itjYWJYvX86yZcuMbdu2bcPT05MCBQoYkxuPi42NZenSpezcuRM/Pz+io6OJiopKdCZIuXLlkhz/cJutf8fj6ekJQN++fTl+/LhxPWk51LpgwYLG5MbD58TFxXHt2jW8vLzo16+fsW3SpEm8+eabqZ47Jf9+n8zMzHBwcOD+/fsAXLlyBTc3N2NyA6BKlSrGuB5PcJQuXZqaNWvSqlUrateuTe3atWnatCm5cuUiPDycGzduMG7cOMaPH28cExMTkyHneAwePNj467Jly/LgwQNWrlypBIeIiIiIiIiIiLx0lOAQSQNra+sn9rG0tDT++mGCIi4uLtn+tra2aY6jc+fONG/e3HidL1++FA8vB1i5ciVr165l7NixuLm5YWtry7Rp04iOjn7meKZOnUpERMIhvBYWCX+smJubJ9oa6fFnPcnDLaQeyps3b5pjS87DOB8yMzN76q2cDAYDq1at4sSJE/z111+sW7eOefPmsX79euPrOXnyZNzd3U3GPdw+LCO5u7vz+eefZ9kD40VERERERERExFRcvE6WSC0lOETSwNXVFRsbGw4dOmSy/VNGePxsjNOnT+Pi4oLBYMDe3h57e3uTdjc3N27fvs21a9eSrOI4ceIEDRs25K233gISki7Xr19PtrLkcadOnaJ169Ym8ZQpUwbApALjody5cxMWFkZ4eLixEuLChQuJ+t26dQs/Pz/jHKdOncLc3JyiRYtiY2ODi4tLquJLT8WLF2fjxo0msZ84ccIYV1LMzMyoWrUqVatWZfDgwTRo0IA9e/bQq1cv8uXLh7e3d7pVn6SFp6cnuXLlUnJDREREREREREReOkpwiKSBtbU1/fr1Y/bs2VhaWlKlShX8/f25fPkyNWvWTNdn+fr6Mn36dDp16sT58+f56quvGDNmTLL9q1evTrVq1Rg2bBgeHh44Oztz9epVzMzMqFu3Li4uLuzatYsTJ06QK1cuVq1axb1791Kd4Ni5cyfly5enatWqbNmyhTNnzjB16tRk+7u7u2Nra8unn35Kjx49OH36ND/99FOiftbW1nh4eDBmzBhCQ0OZMmUKzZs3T/H8jbCwMG7cuGG89vHxMX6Q7+TklKr1pKRVq1YsWLAADw8PhgwZgr+/P5MnT+att95KtD0VJCR7Dh48yGuvvUbevHk5ffo0/v7+FCtWDEg4F2PKlCnkyJGDOnXqEBUVxdmzZwkODqZXr17PHO9D+/bt4/79+7i7u2Ntbc1ff/3FsmXL6N27d7o9Q+Rl0blvParXKUUxtwLERMfSvs60J46xz2NHnxFNqFKzBHY5bDh7wovPZ2zF94a/sY+llQXvjmpGvWYVsLQycPzAPyyauoVA/zAAcuSyZcz0DhQtmZ8c9tkI8g/j4G+erF6wh/CwyAxbr4iIiIiIiLw44nQGR6opwSGSRoMGDcJgMLBgwQLu3LmDo6MjnTt3TvfntG7dmoiICDp06IDBYKBHjx506tQpxTELFy5k5syZjBw5kgcPHuDi4sKoUaMAGDhwIN7e3vTp0wdbW1s6duxIo0aNCAkJSVU8Q4cOZfv27UyaNAlHR0fmzp1LiRIlku1vb2/P7NmzmTVrFhs2bKBmzZoMHTrU5BwKSDikvXHjxvTr14+goCDq16/PhAkTUozl7NmzJmdKTJ8+HYA2bdowY8aMVK0nJba2tqxcuZKpU6fSvn17bG1tadKkCR4eHkn2z549O0ePHmXNmjWEhobi5OSEh4cH9erVA6BDhw7Y2NiwcuVKZs2aRbZs2ShVqhQ9e/Z85lj/zcLCgq+//ppp0xI+qHV2dsbDwyPZg+lFXnazVvRm988n2f3zyURtFpYG/tx9Fs8z3jRtXSVV802Y35WYmDgmjfiG8NBI2vaoxfRlvXi37QIiHyRswdf/g+ZUr1OKqR98R1hIJIM/bMn4T7sw6p0VAMTHxXPwV0/WLNpDUEAYTkXyMnjsG+T4KBszP9yQfosXERERERER+Q8wi3/aTedFJMN0796d0qVLM27cuMwOBUjY/mrx4sU0atQoXedduHAhe/bsYfPmzek6rzybxuYdMjsEkVQxVCidYntKCY6HGr9Zmf4fNH9iBUchl7ys/HkE/dsuxOvKHSBha7pv941m9YI97Nx4nGzZrfn+Nw9mevzA/j3nACjs6sCKzcMZ0W0ZF/72SXLut7q+SvuetenedE6itti/E2/tJyIiIiIiIk+2O+7F/RLZ24f7Zfgzvq6xPMOf8TzotBIRERGRJ7C0TCh6jYqMNt6Lj48nOiqWcpWdAShZ1glLSwtOHr5i7ONz/R5+voGUcU/63KY8jjl47fWy/H38esYFLyIiIiIiIvKS0hZVIvJSOXbsGP36JZ/lPnky+W9yZ4alS5eybNmyJNuqVq3KihUrjNcff/wxW7ZsSbJvq1at+OSTTzIkRpEXRac+denct67x2sraktIVCzPow5bGe++2Wcjd20Fpntv7+l38fAPpNawJCyZvJuJBNG2618KxQC7yOOYAIHfeHERFxRAWEmEyNtA/lNwOOUzueczowKv1S2Nja8Wh3y4wb+KmNMckIiIiIiIiLyedwZF6SnCIZEHr1q3L7BBMXLx4MUPmHTp0KEOHDk3XOcuXL8+mTZvSdc6M1LlzZ5o3b55km42Njcn18OHD6dOnT5J9s2fPnu6xibxotm04yh+/nDVej5nenv17zvPX3vPGe/fvpu7cocfFxsQxeeS3vDexNT/sH0dsTCwnD1/lyJ+XMHuKv3cum72Dr5b+SmEXB3oNb8y77zdj8bStTxWbiIiIiIiIyH+VEhwi8lKxsbHBxcUls8NINXt7e+zt7VPVN2/evOTNmzdjAxJ5gYUGPyA0+IHxOioihiD/MG55+6fL/P94+jK40+dky26NpaWBoIBw5n/1LpfP+QIQcD8EKysL7HLYmFRx2OfJTsA908RKwP1QAu6H4nP9HiHB4cxd3Y9vv/gN/3uh6RKriIiIiIiIvLji4nWyRGrplRIRERFJg/DQSIICwnFyzkPJsoU4+JsnAJfP+xIdHUOl6sWMfQu7OJDfyR7P097Jzmf2/xIQSyt970REREREREQkLfQvaREREXkp2NhaYZvNyng9fcx6AHLnfbSFW1BAGHFx8TgWyEWOXLY4FsyFucGcYm4FAPC94U/EgygAlm8axqoFuzmwLyGBUadxOYICwrhzKwjXkvkZOLoFB3/15MTBhEPFw0Mj2bXxBO++35yQ4AeEh0YyyKMl50/d4MLfPgC8Ursk9nmzc+ncTSLCo3Apno8+7zXl3Ekv/HwDM/w1EhERERERkaxPZ3CknhIcIiIi8lJo3/M1ug18PcU+PZvPxc83kB6DXqfxW1WM9z9fPxiA0X1WcubYdQCKFHXELvujs3DyOObg3febY5/XDv+7oezdeopvlv1mMv+y2TuIj4tn/NzOWFpZcPzAPyyausXYHhkZQ/O21ej/fnMsrSy46xfEX3vPs/7LP59x9SIiIiIiIiL/PWbx8fHxmR2EiIhkHY3NO2R2CCKpYqhQOrNDyHCxf1/I7BBEREREREReSLvjNmR2CE+t3YFBGf6MH2t9nuHPeB50BoeIiIiIiIiIiIiIiLxwtEWViIiIiIiIiIiIiEgWoTM4Uk8VHCIiIiIiIiIiIiIi8sJRBYeIiIiIiIiIiIiISBahCo7UUwWHiIiIiIiIiIiIiIgk6ejRowwYMIDatWvj5ubGnj17TNo9PDxwc3Mz+enTp88T5/366695/fXXqVChAh06dODMmTNpjk0VHCIiIiIiIiIiIiIiWURWq+AIDw/Hzc2Ndu3aMWTIkCT71KlTh+nTpxuvraysUpxz+/btTJ8+nUmTJuHu7s6aNWvo06cPO3fuJG/evKmOTQkOERERERERERERERFJUr169ahXr16KfaysrHB0dEz1nKtWraJjx460a9cOgEmTJvHbb7/x448/8u6776Z6HiU4RERERERERERERESyiOdRwREVFUVUVJTJPSsrqydWXiTnyJEj1KxZk5w5c/Lqq68yYsQIcufOneyzz507R//+/Y33zM3NqVWrFidPnkzTc5XgEBERkRdSVD67zA4hwxkyOwARERERERF5KS1btoxFixaZ3BsyZAhDhw5N81x16tShcePGFC5cGG9vbz799FP69evH999/j8GQ+F+2AQEBxMbGJtqKKm/evFy9ejVNz1aCQ0REREREREREREQki4gj4ys4+vfvT69evUzuPW31RsuWLY2/fnjIeKNGjYxVHRnJPENnFxERERERERERERGRLMXKyors2bOb/DxtguNxRYoUIXfu3Hh5eSXZnjt3bgwGA/fv3ze5f//+fRwcHNL0LCU4RERERERERERERESyiLh4swz/yUi3b98mMDAw2UPHraysKFeuHAcPHny05rg4Dh48SOXKldP0LG1RJSIiIiIiIiIiIiIiSQoLC+PGjRvGax8fHzw9PcmVKxe5cuVi0aJFNG3aFAcHB7y9vZk9ezYuLi7UqVPHOKZnz540btyYbt26AdCrVy/GjBlD+fLlqVixImvWrOHBgwe0bds2TbEpwSEiIiIiIiIiIiIikkVkdIVFWp09e5YePXoYr6dPnw5AmzZtmDhxIpcuXWLTpk2EhISQL18+XnvtNYYPH26y5ZW3tzcBAQHG6xYtWuDv78+CBQu4e/cuZcqUYcWKFWneososPj4+/hnXJyIiL5HG5h0yOwSRVIltWDWzQ8hwhr3HMzsEERERERGRF9LuuA2ZHcJTa/zbexn+jN3152X4M54HVXCIiIiIiIiIiIiIiGQRWa2CIytTgkNERET+E5yc7PliSS/i4uJ5s838ZPsVK5aPrp1fpXy5wuTKZcttvyC2bD3FTxuPGfu4V3Rm3tyuica267iQgIAwAHp2r03PHrVN2m/cuM87fZanz4JERERERERE/uOU4BAREZGXnsFgzkdj3+Lvsz6UK1soxb6lShYgIDCcaTO3cPdOMOXKFWbkiGbExcWxafMJk7493llGWHiU8TowMMyk/dq1u7w/5jvjdWxsXDqsRkRERERERF5mquBIPSU4RERE5KXXu1ddvL3vc+Kk1xMTHDt3nTG5vnU7iLJlnajzmluiBEdAYDhhYZHJzhUbF2es6BARERERERGR9KUEh4iIiLzUKldyoV7d0rw74Evq1HZ7qjnsslkTHPIg0f3lS3tjaWng2vW7rFm3n3Pnbpq0F3LKzfrvBhMVFcv58zdZsfJ37twNfqoYRERERERE5L8hXhUcqWae2QGIiIiIZJScOWwY/UELZs3eRvi/tpJKi3JlC9Ggfhm2bT9lvOfvH8qn83cy4ZOfmPjJRu7eDWHenK6ULJHf2Mfzgi+z5mzD48P1zF+wi4IFcvHZvLextbV61mWJiIiIiIiICKrgEBERkZfYqJHN2bfvPGf+9n6q8a6uDkye1I616/7i2PHrxvvePv54+/gbr8+dv4mTkz3t273C9JlbAThy9Kqx/eq1u3h6+vLt1wOpX680O3aaboMlIiIiIiIi8lAcquBILSU4RERE5KVVuZILtWqWpGOHGsZ7BoM5u3eOZu68nYnO2/g3F+e8zJnVha3bT/HVNwee+KwLF25RvnzhZNvDwiLx8QmgkFPutC1CRERERERERJKkBIeIiIi8tIYMX4e5+aNvvrxWqySdO77K0BHruHcvJNlxri4OzJndhV9++ZsvV/2RqmcVL54Pf//QZNttbCxxKmjP7hT6iIiIiIiIiMTpDI5U0xkcIlmMj48Pbm5ueHp6Jtvnp59+olq1as8xKhGRF9ONG/e5fv2e8efevVDi4+O5fv0eoaGRANR+rRSrV/YzjnF1dWDu7C4cP36NDT8eJXduO3LntiNXLltjn3ZtqlGrZkmcnOxxdXVg8MCGVK7kwqafTxj7DHi3ARUrFiF//lyUK1uITya2JS4unn2/nn9+L4CIiIiIiIjIS0wVHCIvoBYtWlCvXr3MDuOFd/ToUVauXMnZs2e5e/cuixcvplGjRukyd/fu3SldujTjxo1Ll/lSKywsjLlz57Jnzx4CAwMpXLgw3bt3p0uXLs81DpEXiZ2dNc7OeY3X9eqUJnduOxo3Kk/jRuWN92/fDqJr9yUAWFgaGNj/dRwcshMRGcPVq3f4YMx3nDp9w9jfwSEHH419k5w5bAkKCufvsz4MGbaWoKAHz29xIiIiIiIi8sKJVwVHqinBIfICsrGxwcbGJtn2qKgorKysnmNEKctq8TwUHh6Om5sb7dq1Y8iQIZkdTrqYMWMGhw4dYvbs2RQqVIi//vqLSZMmkS9fPho2bJjZ4Ylkul2//M2uX/5O8d6adftZs25/ivN8v/4w368/nGKfKdN+fvpARUREREREROSJtEWVSCaJi4tj+fLlNG7cmPLly1O/fn2WLFlibPf29qZ79+64u7vz5ptvcvLkSWPb41tULVy4kLfeeosNGzbw+uuvU7FiRSChiuCTTz7hk08+oWrVqtSoUYP58+cTHx+fYmzBwcF8/PHH1KpViwoVKvDGG2/w66+/AhAQEMDIkSOpU6cO7u7utGrViq1bt5qMf/jcqVOnUqNGDfr06QOAm5sb33zzDX379qVixYo0bNiQnTt3phhLUttx7dmzBzc3t0Tr/+6776hXrx7u7u4MHz6ckJDk99cHqFevHu+99x6NGzdOsV9yvv76a5o0aUKFChWoVasWw4YNA8DDw4MjR46wdu1a3NzccHNzw8fHB4BLly7Rt29fKleuTK1atfjggw/w9/c3zvm079lDJ0+epHXr1tSoUYPChQvTqVMnSpcuzZkzyR+kLCIiIiIiIiIiWUdcvFmG/7wslOAQySRz585l+fLlDBo0iO3btzNnzhwcHByM7fPmzaNPnz5s2rQJV1dXRo0aRUxMTLLz3bhxg127drFo0SI2bdpkvL9x40YMBgMbNmxg3LhxrF69mg0bNiQ7T1xcHP369ePEiRPMnj2b7du3M2rUKMzNE/64iIqKoly5cnzxxRds3bqVjh07Mnr06EQfoG/cuBFLS0u+/fZbJk2aZLz/2Wef0bRpUzZv3kyrVq0YOXIkV65cSevLl+T6d+zYwdKlS1mxYgWenp5MnDjxmedNzt9//83UqVMZNmwYO3fuZMWKFcZEzLhx46hcuTIdO3Zk//797N+/n4IFCxIcHEzPnj0pW7YsP/zwAytWrOD+/fuMGDHCZO60vmf/VrlyZfbt24efnx/x8fEcOnSIa9euUbt27fR+CURERERERERERDKVtqgSyQShoaGsXbuWjz/+mDZt2gDg7OxMtWrVjN/07927N/Xr1wdg2LBhtGzZEi8vL4oXL57knNHR0cyaNYs8efKY3C9YsCBjx47FzMyMYsWKcenSJVavXk3Hjh2TnOfAgQOcOXOG7du3U7RoUQCKFClibM+fP7+xIgMSKg7279/Pjh07jJUjAK6urowePTrR/M2aNaNDhw4AjBgxggMHDrBu3bpnTkZERkYya9Ys8ufPD8BHH31E//798fDwwNHR8ZnmTsqtW7ewtbWlfv36ZM+enUKFClG2bFkAcuTIgaWlJTY2NibP/uqrryhbtiwjR4403ps2bRr16tXj2rVrxtc7re/Zv40fP57x48dTt25dLCwsMDMzY8qUKbzyyivp/AqIiIiIiIiIiEhG0BkcqacEh0gmuHr1KlFRUbz66qvJ9vn3FkwPPyT39/dPNsHh5OSUKLkB4O7ujpnZoz8UK1WqxKpVq4iNjWX58uUsW7bM2LZt2zY8PT0pUKCA8cP2x8XGxrJ06VJ27tyJn58f0dHRREVFJToTpFy5ckmOr1y5ssl1pUqV8PT0BKBv374cP37cuJ5t27YlOUdSChYsaExuPHxOXFwc165dw8vLi379+hnbJk2axJtvvpnquZNSq1YtnJycaNSoEXXq1KFOnTo0btwYW1vbZMdcuHCBw4cPJ3oNIKEC5eFrntJ7ZjAYUoxr3bp1nDp1iiVLluDk5MSxY8eMZ3DUqlXrKVcrIiIiIiIiIiKS9SjBIZIJrK2tn9jH0tLS+OuHH3bHxcUl2z+lD9aT07lzZ5o3b268zpcvX4qHlwOsXLmStWvXMnbsWNzc3LC1tWXatGlER0c/czxTp04lIiICAAuLhD+ezM3NE50/8fiznqR8+fIm23blzZs3zbE9Lnv27GzcuJEjR46wf/9+FixYwKJFi/jhhx/ImTNnkmPCw8Np0KAB77//fqK29KgyiYiIYN68eSxatMhY/VO6dGk8PT1ZuXKlEhwiIiIiIiIiIi+Al+mMjIymBIdIJnB1dcXGxoZDhw6ZbP+UER4/G+P06dO4uLhgMBiwt7fH3t7epN3NzY3bt2+bbJn0bydOnKBhw4a89dZbQELS5fr168lWljzu1KlTtG7d2iSeMmXKAJhUYDyUO3duwsLCCA8PJ1u2bEBCJcTjbt26hZ+fn3GOU6dOYW5uTtGiRbGxscHFxSVV8aWFhYUFtWrVolatWgwZMoRXXnmFQ4cO0aRJEywtLRMlpMqVK8euXbsoVKiQMYGTlJTes5TExMQQHR1tUv0BYDAYUn1IuYiIiIiIiIiIyItCCQ6RTGBtbU2/fv2YPXs2lpaWVKlSBX9/fy5fvkzNmjXT9Vm+vr5Mnz6dTp06cf78eb766ivGjBmTbP/q1atTrVo1hg0bhoeHB87Ozly9ehUzMzPq1q2Li4sLu3bt4sSJE+TKlYtVq1Zx7969VCc4du7cSfny5alatSpbtmzhzJkzTJ06Ndn+7u7u2Nra8umnn9KjRw9Onz7NTz/9lKiftbU1Hh4ejBkzhtDQUKZMmULz5s1TrIwICwvjxo0bxmsfHx88PT3JlSsXTk5OKa7j119/xdvbm1deeYWcOXPy+++/ExcXZ0wKFSpUiNOnT+Pj40O2bNmwt7ena9eurF+/npEjR9K3b1/s7e3x8vJi+/btTJkyxZjASOt79lD27NmpXr06s2fPxsbGBicnJ44ePcqmTZvw8PB44niR/5K3u9bk1erFKV48PzExsbzZZv4Tx9jYWPJu3/q8VqskOXPacut2EBs3HWPL1lPGPi1buNPw9XKULJEfOztrWrWeR1hYpLHdvaIz8+Z2TXL+gYNXc/HS7WddmoiIiIiIiLzg9D3V1FOCQySTDBo0CIPBwIIFC7hz5w6Ojo507tw53Z/TunVrIiIi6NChAwaDgR49etCpU6cUxyxcuJCZM2cycuRIHjx4gIuLC6NGjQJg4MCBeHt706dPH2xtbenYsSONGjUiJCQkVfEMHTqU7du3M2nSJBwdHZk7dy4lSpRItr+9vT2zZ89m1qxZbNiwgZo1azJ06FDGjx9v0s/Z2ZnGjRvTr18/goKCqF+/PhMmTEgxlrNnz9KjRw/j9fTp0wFo06YNM2bMSHFsjhw52L17N4sWLSIyMhIXFxfmzp1LyZIlgYRD4j08PGjZsiURERHs3buXwoUL8+233zJnzhz69OlDVFQUTk5O1KlTB3Nzc+PcT/OePfTpp5/y6aef8v777xMUFISTkxPvvfceXbp0SdV4kZfJp3O6suuXv9n1y9+J2iwsDPz+x0XOefrSolnFVM03aEBDKldyYdqMrdz2C6JaVVdGDGvK/fuhHDj4DwA21pYcPXqVo0ev0q9v/URznDvvQ7uOC03u9X6nDpUruyq5ISIiIiIiIgDEoS2qUsssXvuWiLy0unfvTunSpRk3blxmhwIkbH+1ePFiGjVqlK7zLly4kD179rB58+Z0nTczZIX3rLF5h0x7tkhaxDasmmJ7SgmOh5o2qcDggQ1TVcGx8os+/Pq7J199fcB4b+nidzhy9Apfrv7TpO/DSo3HKzgeZzCYs/7bwWzcfNxkXmP73uNPjEtEREREREQS2x23IbNDeGpVd2T850LHmye/o8qLxPzJXURERETk3Pmb1KpZEoe82QGo5O5M4cK5OXb8+lPPWatmwnZXO3cln4QRERERERGR/5b4eLMM/3lZaIsqEZEkHDt2jH79+iXbfvLkyecYTYKsGJNIVtK1S03e7vLoHCMrKwvKlnFi2JDGxnu9+qzgzt3gp5p/4eLdjBzRjPXfDSEmJpa4uHjmztvJmb+9nzrmFs0rcuz4Ne7dS902fyIiIiIiIiLyiBIcIi+xdevWZXYIJi5evJgh8w4dOpShQ4em65zly5dn06ZN6TpnaqT0nmVWTCIvii1bT/Lb757G63Eeb/LH/ov8uf/Rnz337j99IqHNW1UpW8aJceN/wM8viIoVizB8aGPu3w/hxEmvNM/n4JCDalWL8smUF397PREREREREUk/cS9RhUVGU4JDRCQJNjY2uLi4ZHYYJrJiTCJZSUhIBCEhEcbryKgYAgPD8fUNfOa5raws6NO7Hh9P/InDR64AcPXaXYoXz0/HDjWeKsHRrGkFgoMfcODg5WeOT0REREREROS/SAkOERERkSewsDDH0tJAfHy8yf242DjMzZ/umzXNmlZk956zxMbGpUeIIiIiIiIi8pJ47J+ekgIlOEREROSlYGNjia2tlfF68tSErZ9y57Yz3gsKCicuLp58jjnJkdOGfPlyYm5uRvHi+QC4eTOAiIhoAFav7MeKL39n/1+XCA+P4tTpG/Tv14DIyBj87gThXtGZJo3Ls2TpPuP8uXPbkSePHYUK2QNQrKgj4Q+iuHMn2KS6pHJlF5wK2rNtx+kMez1EREREREREXnZKcIiIiMhLoVOHGvTsUTvFPl26LcHPL4h33qlDsyYVjPeXL+0NwHujvuH0mRsAODvnxc7O2thn8tTN9OtTj3EftiJHDhv8/IJZueoPft560tjnzTcqm8Tw2bxuAMycvY1dv/xtvN+iWUXOnvPB29v/GVYsIiIiIiIiL6N4ncGRambxj++1ICIi/2mNzTtkdggiqRLbsGpmh5DhDHuPZ3YIIiIiIiIiL6TdcRsyO4SnVnHLxxn+jDOtPsnwZzwPquAQEREREREREREREckiVMGReuaZHYCIiIiIiIiIiIiIiEhaqYJDRERERERERERERCSLiFMFR6qpgkNERERERERERERERF44quAQEREREREREREREcki4uMzO4IXhyo4RERERERERERERETkhaMKDhERERERERERERGRLCJeZ3CkmhIcIiIi8kKyOnk1s0PIcLGZHYCIiIiIiIhIFqYEh4iIiIiIiIiIiIhIFqEKjtTTGRwiIiIiIiIiIiIiIvLCUQWHiIiIiIiIiIiIiEgWEZ/ZAbxAVMEhIiIiIiIiIiIiIiIvHFVwiIiIiIiIiIiIiIhkETqDI/VUwSEiIiIiIiIiIiIiIi8cVXCIiIiIiIiIiIiIiGQVOoQj1VTBISIiIiIiIiIiIiIiLxxVcIiIiMhLy9LagmFzulHC3QXnUgU4/MvffNLj8yeOy26fjUEzulCjaUXi4+L5a8sJloz7noiwSJN+7QY3pnmPuuQrnIdg/1C2fvk7383bnmi+stWLM/vn97nu6cvgBpPTbX0iIiIiIiLy8tEZHKmnBIeIiIi8tMwN5kRGRLF5+V5qv1El1ePGLO1Lnvy5GNtuPhaWBkYu7MnwT7sxs/9KY5+B0zpRpUE5Vkz4gWvnfciR244c9naJ5rLLacv7i3tz6o8L2DvmTJd1iYiIiIiIiIgSHCIiIvISiwyPYtEH3wBQrnoJ7HJle+KYIiUL8Eqj8gxtNJXLp7wA+NzjOyZ/N5TlE37A/3YQRUoWoGWv+gyoMxGff/wA8LtxP8n5hs7txm8/HiYuLp6azSuly7pERERERETk5RWvMzhSTWdwiIiIiPxLmVeKExIYZkxuAJz83ZP4uHhKVykKQI1m7tz2ukv1JhVZfXwaa05MY8T87mS3N02gNO5Si4IuDnw1e+tzXYOIiIiIiIjIf4ESHCIiIiL/kjtfToLuhZjci4uNIyQgjNz5cwFQ0MWBfIXzUufNqswe/CVzh66mREUXPlo1wDjGqVg+eo9vy6yBK4mLjXuuaxAREREREZEXV3y8WYb/pMXRo0cZMGAAtWvXxs3NjT179hjboqOjmT17Nq1ataJSpUrUrl2b0aNH4+fnl+KcCxcuxM3NzeSnWbNmaX6ttEWViIiISBqZmZthZWPJnMFfcvPKHQDmj1jLon0fUbhEfnyv3sFjWV/WzfrZ2C4iIiIiIiLyIgoPD8fNzY127doxZMgQk7aIiAjOnz/PwIEDKV26NMHBwUydOpWBAwfy008/pThvyZIlWbVqlfHaYDCkOTYlOERERET+JeBOMLkccpjcMzeYkyO3HQF+QQD4+wUREx1rkry4cekWAI6F8hBwJ5hSlV0pXqEIg2d0ARKSIubm5my7vYSxHeZz+s+Lz2lFIiIiIiIi8kJJY4VFRqtXrx716tVLsi1HjhwmSQqA8ePH06FDB3x9fXFyckp2XoPBgKOj4zPFpi2qRB7j4+ODm5sbnp6eyfb56aefqFat2nOMSp6nw4cP4+bmRnBwcJaYR0SeL8+jV8hhb0cJd2fjvUp1SmNmbsaFE9cAOH/4ChaWBgq6PvqLWKHi+QG443Of8JAI+teeyKD6k40/21b/gffl2wyqP5kLx68930WJiIiIiIiI/EtUVBShoaEmP1FRUekyd2hoKGZmZuTMmTPFfl5eXtSuXZuGDRsyatQofH190/wsJThEnkKLFi3YtWtXZofxwktp/77MVLlyZfbv30+OHDme3Pn/unfvztSpU595nme1ZMkSOnfujLu7u5JwIv/nXKogxcoXJkduO+xy2lKsfGGKlS9sbC9V2ZXlBz8hbwF7ALwv3+bonrOMmNeDUpVdKVu9OINmduH3jUfxv51QwXHyd08un/bivQU9KV6hCCXcnRk2txvHfz3PzSt3iI+Px+uCr8lP0L0QoiKi8brgS2R4+vylUURERERERF4+8fEZ/7Ns2TKqVq1q8rNs2bJnjj0yMpI5c+bQsmVLsmfPnmy/ihUrMn36dFasWMHEiRO5efMmb7/9NqGhoWl6nraoEnkKNjY22NjYJNseFRWFlZXVc4woZVktnodS2r8vs0RHR2NlZfXM5XFAus2TFtHR0TRr1oxKlSrxww8/PNdni2RVk78bSn5nB+P15799DEAzh3cBsMlmRZGSBbCwfLTX58wBKxg8swszNo4kPi6e/VtOsGTsd8b2+Ph4Jry9iEHTuzB7ywdEhEVybO9Zvvh4w3NalYiIiIiIiMjT69+/P7169TK596yfH0ZHRzN8+HDi4+OZNGlSin3/veVV6dKlcXd3p0GDBuzYsYMOHTqk+plKcMh/VlxcHCtXrmT9+vXcunULBwcHOnXqRKtWrQDw9vZm2rRpnDlzBhcXFyZNmkTlypWBhC2qpk2bxrFjxwBYuHAhe/bsoVu3bixZsgRfX18uXLhA9+7dKVmyJACbN2/GwsKCLl26MHz4cMzMkt9LLzg4mDlz5rBnzx5CQkJwcXFh1KhRNGjQgICAACZPnszRo0cJDg7G2dmZ/v3788YbbxjHP3yuwWDg559/plSpUqxbtw43NzcmTJjAvn37OHLkCI6OjnzwwQc0a9Ys2VgeXyvAnj17GDx4MBcvXjRZf5cuXViyZAmBgYHUr1+fKVOmpFi9kNL+fU/y6aefcvDgQTZsMP0w8c0336RJkyYMGTKEM2fOMG/ePM6fP09MTAxlypThww8/pFy5csb+D1+TP/74g0OHDtGnTx+qV69Ojx49OHr0KDlz5nzia+7h4cGRI0c4cuQIa9euBWDv3r3cvHnTZB6AXbt2sWDBAry8vMiXLx/dunWjd+/exnhef/11OnbsiJeXFzt37iRXrlwMHDiQTp06pep1GTZsGMATD3ES+S/pWWVsiu1n/rpkTHY8FBoYzsz+K1Mc5387iCm9lqY6jq9mbeGrWVtS3V9ERERERET+o+Iz/hFWVlbp+oXo6OhoRowYga+vL2vWrEmxeiMpOXPmxNXVlRs3bqRpnLaokv+suXPnsnz5cgYNGsT27duZM2cODg6PvuE7b948+vTpw6ZNm3B1dWXUqFHExMQkO9+NGzfYtWsXixYtYtOmTcb7GzduxGAwsGHDBsaNG8fq1asTfSj/b3FxcfTr148TJ04we/Zstm/fzqhRozA3T/jPNSoqinLlyvHFF1+wdetWOnbsyOjRozlz5ozJPBs3bsTS0pJvv/3WJGP62Wef0bRpUzZv3kyrVq0YOXIkV65cSevLl+T6d+zYwdKlS1mxYgWenp5MnDjxmedNTqtWrThz5ozJH3qXL1/m4sWLxiRVWFgYrVu35ptvvmH9+vW4uLjw7rvvJip1W7RoEY0bN2bLli20a9cu0bOe9JqPGzeOypUr07FjR/bv38/+/fspWLBgonnOnj3LiBEjaNGiBVu2bGHIkCF89tlniZIRq1atonz58mzatImuXbsyceJErl69+syvmYiIiIiIiIiISHp7mNzw8vJi9erV5M6dO81zhIWF4e3tnebdUFTBIf9JoaGhrF27lo8//pg2bdoA4OzsTLVq1fDx8QGgd+/e1K9fH0j4VnzLli3x8vKiePHiSc4ZHR3NrFmzyJMnj8n9ggULMnbsWMzMzChWrBiXLl1i9erVdOzYMcl5Dhw4wJkzZ9i+fTtFixYFoEiRIsb2/Pnz06dPH+N19+7d2b9/Pzt27KBixYrG+66urowePTrR/M2aNTOWeY0YMYIDBw6wbt26Z05GREZGMmvWLPLnTzhk96OPPqJ///54eHhkyDZNJUuWpHTp0mzZsoXBgwcDsGXLFtzd3XFxcQGgZs2aJmMmT55MtWrVOHr0KA0aNDDef+ONN0wSG97e3ibjnvSa58iRA0tLS2xsbFJc66pVq6hZs6Yx3qJFi/LPP/+wcuVK2rZta+xXt25d3n77bQD69evH6tWrOXz4MMWKFUvTayQiIiIiIiIiIi+e+Pjkd37JDGFhYSZfMvbx8cHT05NcuXLh6OjIsGHDOH/+PMuWLSM2Npa7d+8CkCtXLmOVSM+ePWncuDHdunUDYObMmTRo0AAnJyfu3LnDwoULMTc3N9mlJjWU4JD/pKtXrxIVFcWrr76abB83Nzfjrx9+aO3v759sgsPJySlRcgPA3d3dZDuqSpUqsWrVKmJjY1m+fLnJ4T3btm3D09OTAgUKGJMbj4uNjWXp0qXs3LkTPz8/oqOjiYqKSnQmyL+3Yfq3h9ts/TseT09PAPr27cvx48eN69m2bVuScySlYMGCxuTGw+fExcVx7do1vLy86Nevn7Ft0qRJvPnmm6meOzmtWrXixx9/ZPDgwcTHx7N161aTvQPv3bvH/PnzOXLkCPfv3ycuLo4HDx7g6+trMk/58uVTfE5qX/MnuXr1Kg0bNjS5V6VKFdauXUtsbCwGQ8L+///+vWdmZoaDgwP3799P07NERERERERERETSw9mzZ+nRo4fxevr06QC0adOGIUOGsG/fPgDeeustk3Fr166lRo0aQMIXigMCAoxtt2/fZuTIkQQGBpInTx6qVq3K+vXrk/x8NSVKcMh/krW19RP7WFpaGn/9MEERFxeXbH9bW9s0x9G5c2eaN29uvM6XL98TPzRfuXIla9euZezYsbi5uWFra8u0adOIjo5+5nimTp1KREQEABYWCX88mJubEx9vuvHf4896kofbLT2UN2/eNMeWlDfeeIM5c+Zw7tw5IiIiuH37Ni1atDC2jxkzhsDAQMaNG4eTkxNWVlZ06tQpUfzZsmVL8Tmpfc3Ty8PX/iEzM7NE74GIiIiIiIiIiLykstjHQDVq1DCexZuUlNoeepgEeWjevHnPHBcowSH/Ua6urtjY2HDo0CGT7Z8ywuNnY5w+fRoXFxcMBgP29vbY29ubtLu5uXH79m2uXbuWZBXHiRMnaNiwoTEjGhcXx/Xr15OtLHncqVOnaN26tUk8ZcqUATCpwHgod+7chIWFER4ebkwEXLhwIVG/W7du4efnZ5zj1KlTmJubU7RoUWxsbIzbRqWnAgUK8Morr7BlyxYiIiKoVauWSfLkxIkTTJgwwXiQ+a1bt0wyxamVmtfc0tIyxQQYQLFixThx4kSiuV1dXY3VGyIiIiIiIiIiIpI6SnDIf5K1tTX9+vVj9uzZWFpaUqVKFfz9/bl8+XKicxuela+vL9OnT6dTp06cP3+er776ijFjxiTbv3r16lSrVo1hw4bh4eGBs7MzV69exczMjLp16+Li4sKuXbs4ceIEuXLlYtWqVdy7dy/VCY6dO3dSvnx5qlatypYtWzhz5gxTp05Ntr+7uzu2trZ8+umn9OjRg9OnTyc6FBsSXlMPDw/GjBlDaGgoU6ZMoXnz5imeSZHS/n1OTk6pWs+bb77JggULiI6O5sMPPzRpc3V15eeff6ZChQqEhoYya9asNG8rBaTqNS9UqBCnT5/Gx8eHbNmyJUpcQcK5Lu3bt2fx4sW0aNGCU6dO8fXXXzNhwoQ0x5QcX19fgoKC8PX1JTY21rj9mLOzM3Z2dun2HJEX3cSvBlOsfBHsHXIQGhTOyd89WfnJj/jfDkpxXJlqxeg5rjWlqxQlNi6Oq2e9GdfhM6IiTCu6LK0smL/rQ4pXKMKg+p9w9ayPSXu7wY1p3qMu+QrnIdg/lK1f/s5387an+zpFRERERETkxZPVzuDIypTgkP+sQYMGYTAYWLBgAXfu3MHR0ZHOnTun+3Nat25NREQEHTp0wGAw0KNHDzp16pTimIULFzJz5kxGjhzJgwcPcHFxYdSoUQAMHDgQb29v+vTpg62tLR07dqRRo0aEhISkKp6hQ4eyfft2Jk2ahKOjI3PnzqVEiRLJ9re3t2f27NnMmjWLDRs2ULNmTYYOHcr48eNN+jk7O9O4cWP69etHUFAQ9evXf+IH9ynt3zdjxoxUradp06Z88sknGAwGGjVqZNI2depUxo8fT5s2bShYsCDvvfces2bNStW8/5aa17x37954eHjQsmVLIiIi2Lt3b6J5ypUrx/z581mwYAFLliwxHsL07wPGn9WCBQvYuHGj8fphtc6/9zwU+a+YtXkUu789wO7vDiZqO73/It/N246/XxB5C9rTb1IHPvpyACNbzEx2vjLVijFl/XC+n7+DJR7fEhsbR9FyhYmPS1w73GdCO+7fDqR4hcRVggOndaJKg3KsmPAD1877kCO3HTnslYAUERERERERSSuzeG3sLpJhunfvTunSpRk3blxmhwIkbH+1ePHiRImAZ7Vw4UL27NnD5s2b03VeyRyNzTtkdggiqWLIkzvF9pQSHI97tZk7H68dSCunwcTGxCbZZ95OD07+dp61M35Oca5qDcvz7uQOTHlnKV8cmGRSwVGkZAGW/DGBAXUm4vOP3xPjivVP+7Z6IiIiIiIiArvjNmR2CE/NdW3qvvj7LK738MjwZzwPquAQERGR/7Ts9tlo0L46nkeuJpvcyOWQgzLVivHrD4f5dPsYCro64v3PbdZM3cS5w/8Y+9k75mD4vO580uNzIh9EJZqnRjN3bnvdpXqTikz5vgFmZnDyD09WTPyR0MDwDFujiIiIiIiIyMtICQ4RyZKOHTtGv379km0/efLkc4wma1i6dCnLli1Lsq1q1aqsWLHiOUckkrV0GtGcziOaG6+tbK0oXbUYg2Z0Md5797WJ3L3pD0Dvj9vyZp8G2NhZ43n0Ch93XZTs3AVdHADoNroVyyf8wNWz3jTsVJPpP73HgDqT8L16B4BRC3uxffXvXD7lRf4ieZOcJ1/hvNR5syqzB3+JwWDOu5M78tGqAXi0+TRdXgcRERERERF50ekMjtRSgkMkA61bty6zQzBx8eLFDJl36NChDB06NF3nLF++PJs2bUrXOV90nTt3pnnz5km2Pc3h6SIvm22rf+ePzceM12OW9mX/1hP8tfWE8d7924HGX/+w6Bd2fb2ffIXz0u2DVnzweW8+7rIwybnNzBP+crl9zR/s/vYAAFf+9qZyndI07foaq6Zs5K1+r5Mtuw3fz9+RbIxm5mZY2VgyZ/CX3LySkBSZP2Iti/Z9ROES+VO1bZWIiIiIiIiIJFCCQ0SyJBsbG1xcXDI7jCzF3t4ee3v7zA5DJMsKDQw32eYpKiKKoLvB3Lp2N8n+wf6hBPuHcvPKHbwv3eKrv2dRploxPI9dTdTX3y8IgBuXbpncv3H5Fo6F8wDgXqc0pV8pxhbfz036LNwzjn0/HGbukNX4+wUREx1rTG78e07HQnmU4BARERERERHQqdmppgSHiIiI/OeZmZsDYGmd9F+N/G7c596tAAoXz29yv1Cx/BzbexaAJR9+x5ppm4xteQvYM+2HEUzru5yLxxOSJucPX8HC0kBBV0duXU9IvBT6/5x3fO6n65pEREREREREXnZKcIiIiMhLwcbOGls7a+P19H7LAcidL6fxXtC9EEpWcqVUZVfOHb5MaGA4BYs60sPjLXyv3sHzaEIiIm8Be2ZsHMnsQV9y6eR1IGFLq+5j3uTqOR+unPWmcaeaFClZgKm9E87GeXi2x0MRYZEA3Lp+h3u3AgE4+bsnl0978d6Cniwb9z1m5mYMntmV47+eN6nqEBERERERkf8wVXCkmhIcIiIi8lJoP7gJ3Ua3SrFPz8ofEvkgitfeqEz3Ma2wyWaNv18Qx/adZdrc7URHxQBgYWmgSMkC2GSzMo7dtGwvVtaW9J/SkRz2dlw958PY9vONlRipER8fz4S3FzFoehdmb/mAiLBIju09yxcfb3i6RYuIiIiIiIj8h5nFx8crHyQiIkaNzTtkdggiqWLIkzuzQ8hwsf4BmR2CiIiIiIjIC2l33Iv7RTLXVbMy/BnXe43O8Gc8D+aZHYCIiIiIiIiIiIiIiEhaaYsqEREREREREREREZEsQnsupZ4qOERERERERERERERE5IWjCg4RERERERERERERkaxCFRyppgoOERERERERERERERF54aiCQ0REREREREREREQkq4g3y+wIXhhKcIiIiIiIiIiIiIiIZBFm2qIq1bRFlYiIiIiIiIiIiIiIvHBUwSEiIiIvpFj/gMwOQZ6RhVuJzA4hw4WUzZvZIWS4CPuX/ztTdndiMzuEDGe17UhmhyAiIiIiD6mCI9Ve/n+NiIiIiIiIiIiIiIjIS0cVHCIiIiIiIiIiIiIiWYUOGU81VXCIiIiIiIiIiIiIiMgLRxUcIiIiIiIiIiIiIiJZhc7gSDVVcIiIiIiIiIiIiIiIyAtHFRwiIiIiIiIiIiIiIlmFKjhSTRUcIiIiIiIiIiIiIiLywlEFh4iIiIhkaRVeKUqbnrVxq1iYbHY23PS6x49f/smvW08lOyaHfTZGz+pEUbcC5LTPRuD9UA7u82TNvF2Eh0Ua+zV4oxLt+9TFySUv4aERHPvjEivm7CAkMBwA5xL56D60MSXLFSJ/odwsm76VTWv/Svc1FnDMyQ9L3010v7/H15y7fCvJMTmz2zBhREuKuziSM4cNAUHh7D96hWVf/0n4gygA8trbMeSd+pQunp9CBXLzw/YTLFj1q8k8BoM53dvWoHn9cjjkyY63rz9L1v3B4VPX032d3ZpWpU3dihTMm4PA0Ah++PUUX247kmz/n2f2wckhl8m9hT/8yZodRwGo6laYro2rUK5oAexsrbnhF8C6ncfYefiCsX/ruhVoWbMMxQs5AODp5cfnP/3FuWu30319DxUqaM+K+T2JjYvjjS4Lk+3XrGE5PhzRIsm2t7otJjAo4fdh6xaVaftGZQrky4nf3RC+Wn+IXb+eS3GeyKgYmrSblw6rEREREZHnThUcqaYEh4iIiIhkaWUru3Dt0m02rPidwPuhVK9fmlEzOhAWGsGR3y4kOSY+Lo5D+86z9rNfCAoIw8k5L4PGv0mOXK2Z9cH3xnlHzejAFzO2cfhXTxzy52TIxNYM/6QNU4Z9DYCNjRW3vf3Zv+tv3vVomeFrHT5xPde87xmvg0Iiku0bHx/Pn0f/4Ytv9xMY/IDCBewZ2a8hObM3ZtL8bQBYWhoIDA5nzQ+H6PhG1STnebdLbZrULcPMpb9w46Y/1Su5Mm30WwwY9y2Xr91Jt7W936UBr5Zz4bP1v/PPzXvktLMhl53NE8ct2fgXm/7423gdFhFl/HXF4k5c9rnHmh1HuR8cTh33Ykzq24zQB5HsP3MNSEiC7DpykTP//EpkdAw9m7/CopFt6Th+LXcDQ9NtfQ8ZDOZ8/MEbnDnvQ7nSTin23ffnRY4cv25yz2NEc6ysDMbkxlvNK/FuzzrMXriLC5dvU6ZUQT4Y0pSQ0AgOHL1iHBcaFkn3ASuN1/H6V7GIiIiI/AcowSEiIiIiWdr3X/xmcr153QGqvFaS1xqVSzbBERocwbbvDhuv7/gGsvXbw7TvXcd4r0wlZ+7cDODnrw4A4HczgB3fH6FD33rGPpfO+nDprA8AvUY2S68lJSso5AH+/68eeZKQsEg27TptvPa7G8zGnafo8tYrxnu37wbz2ZcJFRstX6+Q5DxN65Vl7Y+HOHQiISGwaddpqlV0oXOrakxesP1pl2LCtWAe2tevSKeP1+LlFwCA773gVI0Nj4jifnDSr8mq7abVH9/tOcmr5Vx4vWpJY4Jj/PIdJn2mrN7N61VLUr1MEbYd9EzrUp6ob7fa3PDx5/hprycmOKKiYvCPijFe58ppS5WKzsxauNN4r0mDsvy88zS/7r8IwC2/IEqXLECX9tVNEhzx8fH4B4al82pEREREJFPEm2V2BC8MJThERERE5IVjl90G7yupry7I45iD1xqX4++j14z3PE/doOeIJrxS142jf1zEPm92ajctz9E/LmZEyKky06MNVlYWePv68/Wmo/x17MqTB/1f3tx21KtRilPnfNL0TEtLA5HRMSb3IiNjqFimUJrmSUld92LcvBdEbfdiLHi9EmZmcOT8DRb88CfBYclXqQD0bFGdPq1exc8/hJ2HLvDN7uPExiVfnZDd1pprt/yTbbextsDCYCDoCc99GpUrOlO/tht9hq2hbq2SaR7f9PVyRERG89tfl4z3LC0NREU99v5ExVCmZEEMBnNiY+MAsLW14vuV72JuZsalK34sX/cn12/cf7YFiYiIiIhkcUpwiIiIiMgLpU6zCpSqUJgFEzc+se+YOZ159fUy2NhacWjfeeaP/8nYdv6kF7NGf4/Hp12wsrLAwtLAoX3nWTx5c0aGn6QHEdEsXP0rf1+4SVwc1K9ZkuljWvPhzE1PTHJMfK8ltV8pgY21JfuP/sPMJbvS9Owjp67TuVU1Tp/34ebtQKpWcKHeqyUxN0+/b40VcsxFgbw5aVStFBNW7sRgbsbIzvWZOfANBs75Idlx3+89yQWvOwSFReBe3InB7WrjYG/HvO9/T7J/o2qlKOuan2lr9yQ759D2dbgXGMqR8zeeeV3/ljOHDR+OaM6UuduMZ6CkVcvGFdj7h6dJQuPoieu80aQi+w/9w6UrfriVyE/LJhWxtDSQK6ct/gFhePsEMOuznVy5fhc7Oys6t3mFxbPe5p3BX3L3fvpvwyUiIiIiGctMu42mmhIcIiIiIvLCqFi9GCOntuezj3/ixj9PruD4YsZWvl68l0KuDvQa2ZR3PVqy+JOEBIZz8XwMGNuKbz7fy/H9l8njmIO+HzRn6MTWzP/opyfMnL6CQh7w/ZbjxusLV27jkDs7Xd965YkJjgWrfuXL9QcpUjA3A7rVYeg7DZi7PPkP+B/32Zf7GD2wCV9/1pt4wPd2INv3naXl6+WfdjmJmJmZYW1pwYSVO7jhFwjAJ6t+4esJ3XDJn9u4bdXjvv7lhPHX//jcIzo2lrHdG7Hox/1Ex8Sa9K3qVoQJvZsydc1urvomXbnQs/krNKlemv6z1hP12Phn9cGQpuz53ZMzaaygeaicmxOuzg5M/dR0W7A13x8kT247lsx5G8zMCAgMY9fes3RtX4P4+IR/+Z676Mu5i77GMWc9fVn7eW9aNXPny6//evpFiYiIiIhkcUpwiIiIiMgLocIrRZn4eQ++mLGVvZtPpmpMwL1QAu6F4nPtLqFB4cz5egDfLNlHwN0QOr5bn/MnvPjxyz8BuH7pNosfRDHn6wGs+Ww3AXdDMnI5T3T+8i2qubs8sZ9/YDj+geHcuOlPSGgEn0/twuoNB7mfyvMYAoMfMHbmZqwsDeTMYcs9/1AGdquL752gZ12C0b2gMGJiYo3JDYDr/99GqkDeHMkmOB539uptLCwMOOXNaTKmSqnCzBv2Fp9+91uy52p0a1qVd1q8wqA5P/KPz70k+zyLyhWdqVWjBJ3aJJyBYkbCgeN7N41i7qJdbN9zNsXxLZtU4PIVPy5d8TO5HxUVw8wFO5mz+Bfy2GfjfkAYrZq6ExYeaTyI/HGxsXH8c/UOhQvmTpe1iYiIiMhzpgqOVDPP7ABE5MXi4+ODm5sbnp7JH8r5008/Ua1atecYlYiIvOwqvFKUSUt68uWnO9mx4ehTzWH2/y2XLC0NAFjbWBIXb/ovh4dnO2SFI/1KuObjfkDaDo1+fI1pERUdyz3/UAwGc+q9WpI/j/yT5jmSc/ofXywsDBRyzGW855zfHoBb91N32DhAqSKOxMbF4R/y6IP9qm6FmT+8NQt/+JONf/yd5LgezarR941XGTpvI55efkn2eVaDP/iavsPWGH++/OYvwsIj6TtsDX8cvJziWFsbSxrULs223UnHDwlJi7v3Q4mLi+f1uqU5ePQK8cn8w9fc3Iyirg5p/v0jIiIiIvKiUQWHiKS7Fi1aUK9evcwO4z9pypQpnDhxgkuXLlG8eHE2b37++8iLiKS3itWLMWlJTzat+4u/fjlLbofsAERHxxIa9ACAWo3K8s57TXm35TwAXqnrhn3e7Fw668ODsEhcSuan7/vNOXf8Ond8AwE4/Ksnwz9pS8vONTi+/xJ5HHPS/8M3uHDaG///V29YWBpwLp7P+Ou8+XJSrHRBHoRHcSsdD3BuVr8cMTGxXLqWsO1WvRolafl6eWYu+cXYp271EvTvVoe3h60C4NUqRcmTyw7Pf27zICKKokUcGNSjHmc8fbh991HSoISrI5DwIbp9TltKuDoSExPHdZ+E+MuWLIBDnhz8c/0ODnmy07tjLczNzfhm09MlkpJy5LwXntf9+LhXUz797lfMzMwY83ZDDp27bqzqKFe0AJP6NGPgnB+4GxhKheIFKV+0AMcueBMeEU2F4gUZ2bk+Ow56EhIeCSRsSzV/eGu+3XOCfccvkzdnNgCiY+OMh5f3bP4K/d+qyUfLd3DrXpCxT3hkNA8io9NtjV4+pgebu5XMT1xcPNduPKoWqfNqSfr1rEOPgV+a9G1QpzQGgxm7fzufaN7CTrkpU6og5y/6kiO7DR1bV6OoswPT5z3ayqpn55qcu3iLm74BZM9uTZc21SngmJOtv5xJt/WJiIiIiGRFSnCISLqzsbHBxsYm2faoqCisrKyeY0Qpy2rxPKt27dpx+vRpLl68mNmhiIiki0atq2CTzYrO/RvQuX8D4/0zR64ypudyALJlt6FIsXzGtsiIaJp1eIV3PVpiaWXB3dtBHNh9lvXLHx1OvWfTCbLZWdPq7Zr0Hd2CsJAITh+6wpdzdxr75HHMweKNw4zX7fvUpX2fuibPTi8929ekgGNOYmPjuHHTnwmfbuW3Q5eM7XZ21rgUyvtojVExtGpUgaG96mNlYeDO/RB+P3yZr346YjLv6rk9jb8uXaIATeqW5dadIDoMTIjfytKCfl1q45Q/Fw8iojh04hqTF2wn9P9JhPQQHw/vLdzE6K6v88WYTjyIjObA39eYv/4PYx8bKwtcC+bBwpBQZB4VHUuT6qV5962aWFpY4HsviG92Hzc5l+ON18pia21J75Y16N2yhvH+8Qve9J+9AYB29StiZWnBrEGtTGL6YvNBvvj5YLqtMTXs7KxwKZw30f2WjSvwx8HLhIYlfs0N5mZ0al2NIoXzEBMTx8m/bzB49NfcvvMoiZU9uw0fDGlCntx2hIRGcumf2wwe/Q1e3umXhBMRERERyYrM4uOTK2wWkf+yuLg4Vq5cyfr167l16xYODg506tSJVq1a0bBhQxYuXMi6des4c+YMLi4uTJo0icqVKwMJW1RNmzaNY8eOAbBw4UL27NlDt27dWLJkCb6+vly4cIHu3btTsmRJADZv3oyFhQVdunRh+PDhmJklvzlIcHAwc+bMYc+ePYSEhODi4sKoUaNo0KABAQEBTJ48maNHjxIcHIyzszP9+/fnjTfeMI5/+FyDwcDPP/9MqVKlWLduHW5ubkyYMIF9+/Zx5MgRHB0d+eCDD2jWrFmysTy+VoA9e/YwePBgY4Lh4fq7dOnCkiVLCAwMpH79+kyZMoUcOXKk+T0YOHDgE9+/h898mgqOxuYd0jxGRORpWLiVyOwQMlxI2cQfZr9sIuxf/l1v7e6k74HkWZHVtiNP7iQiIiLyAtkdtyGzQ3hqxRbMzfBnXB02KsOf8TyogkNEkjR37lw2bNjAhx9+SNWqVblz5w7Xrl0zts+bN48xY8bg4uLCvHnzGDVqFL/88gsWFkn/sXLjxg127drFokWLMDd/9EHIxo0bad++PRs2bODs2bN8/PHHODk50bFjxyTniYuLo1+/foSFhTF79mycnZ35559/jHNGRUVRrlw5+vXrR/bs2fntt98YPXo0zs7OVKxY0eS5Xbp04dtvvzWZ/7PPPuP9999n3LhxbN68mZEjR1KyZEmKFy/+1K/lw/Xv2LGDpUuXEhoayrhx45g4cSJz5yb/f1hPeg9ERERERERERET+y5TgEJFEQkNDWbt2LR9//DFt2rQBwNnZmWrVquHj4wNA7969qV+/PgDDhg2jZcuWeHl5JZsIiI6OZtasWeTJk8fkfsGCBRk7dixmZmYUK1aMS5cusXr16mQTHAcOHODMmTNs376dokWLAlCkSBFje/78+enTp4/xunv37uzfv58dO3aYJDhcXV0ZPXp0ovmbNWtGhw4JFQwjRozgwIEDrFu3jokTJ6b0kj1RZGQks2bNIn/+/AB89NFH9O/fHw8PDxwdHRP1T+k9EBERERERERGRl1h88jubiCklOEQkkatXrxIVFcWrr76abB83Nzfjrx9+QO/v759sgsPJySlRcgPA3d3dZDuqSpUqsWrVKmJjY1m+fDnLli0ztm3btg1PT08KFChgTG48LjY2lqVLl7Jz5078/PyIjo4mKioq0Zkg5cqVS3L8w222/h2Pp6cnAH379uX48ePG9Wzbti3JOZJSsGBBY3Lj4XPi4uK4du0aXl5e9OvXz9g2adIkXF1dU3wPniUWERERERERERGRl4ESHCKSiLW19RP7WFpaGn/9MEERFxeXbH9bW9s0x9G5c2eaN29uvM6XL1+Kh5cDrFy5krVr1zJ27Fjc3NywtbVl2rRpREdHP3M8U6dOJSIiAsC4FZe5uTmPH2X0+LOepHz58mzatMl4nTdvXm7evJnmWERERERERERE5CWgU7NTTZ+KiUgirq6u2NjYcOjQIZPtnzLCmTNnTK5Pnz6Ni4sLBoMBe3t77O3tTdrd3Ny4ffs2165dS7KK48SJEzRs2JC33noLSEi6XL9+PdVnaJw6dYrWrVubxFOmTBkAkwqMh3Lnzk1YWBjh4eFky5YNgAsXLiTqd+vWLfz8/IxznDp1CnNzc4oWLYqNjQ0uLi4m/Z/0HiQVi4iIiIiIiIiIyH+JEhwikoi1tTX9+vVj9uzZWFpaUqVKFfz9/bl8+TI1a9ZM12f5+voyffp0OnXqxPnz5/nqq68YM2ZMsv2rV69OtWrVGDZsGB4eHjg7O3P16lXMzMyoW7cuLi4u7Nq1ixMnTpArVy5WrVrFvXv3Up3g2LlzJ+XLl6dq1aps2bKFM2fOMHXq1GT7u7u7Y2try6effkqPHj04ffo0P/30U6J+1tbWeHh4MGbMGEJDQ5kyZQrNmzdP8vyNh/2Tew8enhGSFC8vL8LDw7l79y4RERHG7bWKFy+OlZVVql4DEZEXjaWlgXnfD6J4GScGt1nA1Qu3UjXuk2Xv8EpdNz4Zso6De88nas9hn43PNw7DoUAu2lefRFhIhLHtja6v0qprTfIXys3dW4F8t+xX9m4+mW5repylhYEvZrxNyaL5eGfUGv65fjfZvm82rkjj2mUoVSwfdtmsadZ9IaHhkSZ9ihTMzaAe9ahQ2glLCwNXvO6y/Lu/OHnWG4DmDcoxbkjzpKbnjV6fExgcni7r+nlmH5wccpncW/jDn6zZcTTZMW3qVqBZjdK4ueQju6019YcsJvRBZKJ+r1UsSr9Wr1KisCNR0TGcuOTD+4t+NraXdc3PkPZ1KOOSj/h4OHftNgs2/MFln3vpsraHvlvxLgXzm65x2Zrf+eaHI8mOyWNvx8De9ahayZVstpZ43wxg3fpD/HHgEgAF8uWkR6eaVHF3Jo+9Hff8w9j923nWrT9ITEycsc/3K/snmnvg+19x/mLq/hsRERERkUyiCo5UU4JDRJI0aNAgDAYDCxYs4M6dOzg6OtK5c+d0f07r1q2JiIigQ4cOGAwGevToQadOnVIcs3DhQmbOnMnIkSN58OABLi4ujBo1CoCBAwfi7e1Nnz59sLW1pWPHjjRq1IiQkJBUxTN06FC2b9/OpEmTcHR0ZO7cuZQoUSLZ/vb29syePZtZs2axYcMGatasydChQxk/frxJP2dnZxo3bky/fv0ICgqifv36TJgwIcVYnuY9+Oijjzhy5NEHJg+rUfbu3UvhwoWfsHoRkaxn5pp+7N54nD2bTiTbp/f7zfG/G0LxMqmft3XP157YZ8Tktly7dBuHAqYfTrfsXINe7zXls49/4tLfPrhVLMKwT9oSGvSAw78lruJ7koWTOrH9t7Ps+PVcsn0G9ajLvYBQShbN98T5rK0sOHzqGodPXWNAt7pJ9pk1tg3etwIZPnE9kVExdGxZlVkftqXT4OX4B4az96+LHD55zWTMuCHNsbK0SHNyY9kHHdhy4Bxb/0qcRAJYsvEvNv3xt/E6LCIqxflsrCw4cPY6B85eZ2j7Okn2eb1qScb1bMznP+7n6IUbGMzNKV7Iwdhua23Jgvfa8sepK8xctxeDwZz+b9Vk4ch2tPxgObGxyW+7mZT50zqxc+9Zdu5N+j1c+dV+tu56VLUa/iDlNY4d2YLsdtaMnfwTQcEPaFSvDBNHt6L/yHVcvnoH58J5MDc3Y87i3dz0DaCoiwMfDGmKjY0lS778zWSu98Z9z/Ub943XQSEP0rQ2EREREZGsTAkOEUmSubk5AwcOZODAgYnaLl68aHKdM2dOk3tt27albdu2xuuhQ4cydOjQJJ9jYWHBuHHjmDRpUqpjs7e3Z/r06cm2ff755ymOX7duXbJt+fPn58svv0x1LACNGjWiUaNGJvc6duyYqF/Xrl3p2rVrqudN6T1ITkprExF5GVWrU4oqr5Vk6vCveaWuW6rGFCtdkHbv1GFYh0V88+e4JPu07FyD7Dlt+ebzvYnmff3Nymz//gh/7Ej4UP62TwAlyxemQ996T5XgeJJXKxflFXdXPpr9MzWrFHti/w3bEpJBlcslvc1krhy2FHHKw/TPd3HFK6FaYclXf9C2eWWKOTvgH3iDqKgY/KNijGPsc9pSpbwzM5bsSocVmQqPiOJ+GpIm3+5JqJSp6pZ04t5gbsaozvVZsP4PNu8/a7x/7Za/8deuBfJgn92WZZsO4BcQCsAXPx/i+096UDBvTnzuBD7FSpIX/iAK/8CwVPcvV9qJeUt2c+HybQDWrT9Eh7eqUapEfi5fvcORE9c5cuK6sf8tvyC+33iUt1pUSpTgCA6JSNOzRURERCTzmamCI9WU4BARERGRF5J93uwM/6QtnwxZR8QTvhH/kLWNJWNmd2Lx5M0E3AtNso9z8Xx0HfQ6Izp9ToHCeRK1W1pZEPWvD/8BoiKjKVWhMAYLc2Jj0vbt/5TkzpWN0QOb8OHMTURERqfLnEEhD/C6eZ9m9cpx6eodoqNjaN3EHf/AMC5e8UtyTLN65YiIiubXg5fSJYZ/69miOn1avYqffwg7D13gm93HiY17+n/RlXbJT/48OYiLj+frCd3ImzMbF73vsmDDH1y5mVDJ4OXnT2DIA96qU4Evtx3GYG7OW3XKc9X3PrfuBaXX0oy6tq9Bj041uXM3mD2/e7Jh87EU13jugi8N6pTm4NGrhIZF0KB2aaysDJz62zvZMXZ21gT/axu1h6aNb4OVpQFv3wC+/fEIB45cSZc1iYiIiIhkBUpwiIiIiEiW0end+nR6t77x2srGktLuRRj00ZvGe/1bzePurSBGTmvPtu8Pc/ncTfI52adq/nc9WnL+1A0O7fNMst3S0sCYOZ1ZMXsHd28FJZngOL7/Es3aV+PgnnP8c96XkuUK0bTdK1haWZAztx0Bd1PeFrF72xp0b1vDeG1tZUHZUgV5r0/DR31GrMLvXgjjhjRn867TXLziRwHHnKlaY2qMmLiB6WNa88tXw4iLjycwKJxRU34kJCzxWRYALRtWYM+fFxIldpLSq0V1erWsbry2trKgfPGCjO76uvFeh/Fr8PMP4fu9J7ngdYegsAjcizsxuF1tHOztmPf970+9tkKOCVuKvftWTeZ9/zu+94Lo1qQayz7oSNtxqwgOiyA8Ipr+s9czZ/Bb9GmV8F54+wUyZN6PqUqudOtQg7c7vGqyxrJuTgzv/6iis+fgL7lzN4Sftpzg0hU/gkMjKF/aiXd71iVvnuwsXvlrsvNPnPkzE0a3Yuu3Q4mJiSUiMoaPpm3m5q3ApNdc0J62b1Qxqd54EBHN4hW/8rfnTeLj46lbqxRTx7Vh3NSNSnKIiIiIZHWq4Eg1JThEJNNkte2UHt96K72ktEWXiIiY2vb9Yf7Y+eg8htGzOvHX7rP8tfvR2Qb374TwZrdaZLOzZv0Xv6V67hoNyuD+anGGtF2YbJ93RjbD++odft1yKtk+3y7ZRx6HHMz7bhBmZhBwP5S9m0/QoW894lPx4fimX06z78Cj/8+ZMLwlvx26xO+HLxvv3fMPpX2LymSztWTdxsOpW2AajOzXiIDgcAZ/9C2RUTG0alSRmR+2od/or7j/2HZG5UoVpGiRvExZsD1Vc//4+xl2H3tU6TGlX3P2Hb/MvhP/GO/dC0yonvn6l0dnq/zjc4/o2FjGdm/Eoh/3Ex0T+1RrMzMzA+DLrYfZdzzhNZ20ahfb5/SjUbWS/PT731hbWjD+nSac/ucm477Yhrm5Od2bVuWz4W3oMfkbIqNTTuRs3nGaX/c/eg8/GtWSPw5c5o9/Vbjcv5+wxvWbjxnvXb1+l5iYWEYNbsIXa/5Ido193q5Ndjtr3hv3PUHBD6j9akkmjm7FMI9vueplegi6Q57szJrYnt/+usjWXx6d8xEU/MDk2Rcu38YhT3a6tK2uBIeIiIiIpMnRo0dZuXIlZ8+e5e7duyxevNhku/b4+HgWLFjAhg0bCA4OpkqVKkycOBFXV9cU5/36669ZuXIld+/epXTp0owfP56KFSumKTYlOEREREQkywgNekBo0KNDkKMiowm8H8qtfx2SDOBeoxilKznz8+nJJvcXbBjMr1tPM/fDDYnmrvRqcQoWycMPhz82uT/us7c5d/w6Y3oux71GMVxLFWBrk/IJjf//sPz7Ax/x3bLf+GrRHqIiY5j30Y8smLiR3Hmz4383hOYdqxMeGkGQ/5PPOggJjSAk9NFWQpFRMQQEh3PzdqBJvyoVnClXyol9371ncn/FrO7s/sOTqYt2PPFZSalawZlaVYvRvOci42HXc5fvoZq7C80blOOrjUdM+rdqVJFLV/24eDXp7aseFxwWQXCY6fr8Q8JTda7F2au3sbAw4JQ3J15+Aalf1L/c+3+C5qrvo98z0TGx3LwbRIE8CVUwzWqUpmDenPSa9i3x/89JjftiO78uHEy9ysX55UjKX3pI8j0MCku2wuLfzl+6hYWFgQL5c+J9M/EanQrY07ZVFXoO/tJ4OPiV63epWK4wrVtW5tPPdxv75s1jx/xpnTh3wZc5i558Psr5i7eoVsnlif1EREREJJNlsQqO8PBw3NzcaNeuHUOGDEnUvnz5ctatW8eMGTMoXLgwn332GX369GH79u1YW1snOef27duZPn06kyZNwt3dnTVr1tCnTx927txJ3rx5Ux2bEhwiIiIi8sJZOm0Laxf864Nex5xMXdmb6SO/5eKZpM8pWL/8N3b+cNR0np9H8MWMbRz+NWHLqqnDv8bKxtLYXqp8YUZOa8/73b9IlGSJjYnjnl8wAPVaVOTwbxeIj0+/f4l8tnIfy7/5y3jtkMeOeR93YMKnWzh/6dZTz2tjnfBPgMdjjY+LN1Y/PGRrY8nrtdxY+vWfT/28tChVxJHYuDj8Q1J/6PjjLnj5ERkdg2uBPJz+xxcAg8Gcgnlzcut+wvtlY2VBfHw8/34JEq4TvwbprUTRfMTGxhEQmPQaje/PY9VAcXFxmP8rNoc82Zk/rROX/vFjxmc7SM1vvZLFHLkfoAPHRURERCRt6tWrR7169ZJsi4+PZ+3atQwcONBY1TFr1ixq1arFnj17aNmyZZLjVq1aRceOHWnXrh0AkyZN4rfffuPHH3/k3XffTXVsSnCIiIiISJZhk80K22xWxusZo74FILdDduO9IP8w7t4KAh4dBv3g/2dH3PL2NyYd8ubLyfRVfZjjsYFLf/sQcC80yYPF794KxO//36S/5e1v0pbTPhsA3lfuEPb/A5wLuTpQqkJhLp7xJntOW9q+UxuXkgWY45G4aiQptjaW2P4riTJh3hYA8vz/WQCBwQ/wuxcCPDrP40FEQrXFzduB3PVPWIdDnux8NrEDUxbswPOf28Z58tjbUaiAPQDFXBwIfxCF370QQkIjOHvxFiFhEYwb2pzV6w8mbFHVuCIF8+Xi4PGrJrG+/pobBnMzfvn9fKrWBmBrbUk260frG7tsGwB5cz5aX0DIA8oVK0D5ogU4dsGb8IhoKhQvyMjO9dlx0JOQ8IT309E+O0veb8+ElTs5d+22cZ68uewonC9hfSUKOxAeEcVt/xCCwyIIi4jix9/O8O5bNbkdEMLte8F0b1YNgD3/3zrr0HkvhnWsy5hur/P93lOYm5nxTotXiI2L49iF5A/yNq7RxhJbm0e/Tz+ZtfX/r72d8V5gcDhlShakjFtBTp65QfiDKMqVdmJI3wbs/u08of//PeuQJzufTu3ItE+3c+Hybbx8/PHxDWDU4CZ8/uVvBIdEUPvVElSr5IrHJz8ax3w2vTO37wTz+Ze/Yf+v19b//xUsTV8vR0xMLJev3gGgbs2SNG9UgdkLn1zpISIiIiKZy+w5VHBERUURFRVlcs/KygorK6tkRiTNx8eHu3fvUqtWLeO9HDly4O7uzsmTJ5NMcERFRXHu3Dn69+9vvGdubk6tWrU4efJkmp6vBIeIiIiIZBntetWh25BGKfbp2XAmd3wDnziXwcKcIsXyYf2vZEJ6MDc3o907dShU1IHYmDhOH77CyC5LUhUTQJc3X6F3p1op9mk/4Atu3w1+4lwWBnNcCuXF5l8JhdZNKpnM//mULgBMXbSDHb+eIyjkAaOm/Mi7XWvz2aSOWBjMueZ9nw9nbuIfr7sm87/xegV+P3yZ0PCkDx9PSvem1Xj3rZop9mk1egVR0bE0qV6ad9+qiaWFBb73gvhm93GTczksDOa4FsyDjdWjf7a0q+9uMv8Kj04ATPxyJ1v/SkjEfLbhD2Lj4vikTzOsrSw4d/U2A+f8YEyceN0OYOSCTfR7syarxnYmLh4u3rjD0HkbuR/05AqHTm1eoVfX11Lu02cZUTExvF6nNO90qYWVpYFbfkFs2Hyc9ZsenY1hYWGOS+FH72FsbByjJ/5A/3fqMX18W2xtLbl5K5Dp87dz+Pg1AKpVdqGwU24KO+XmxzUDTZ5br9Vs4697dKpJ/nw5iY2N54bPfSbN2sLvBy4hIiIiIrJs2TIWLVpkcm/IkCFpPkf27t2Ef0M8vq1U3rx5uXfvXlJDCAgIIDY2NskxV69eTXJMcszi07OOXkREXniNzTtkdggi8h9h4VYis0PIcCFlU7937Isqwt48s0PIcHZ3nu7A8xeJ1bYjT+4kIiIi8gLZHZe6CuusqMSseRn+jPMjBj9VBYebm5vJIeMnTpygS5cu/Pnnn+TLl8/Yb/jw4ZiZmTF//vxEc/j5+VG3bl2+++47KleubLw/a9Ysjh49yoYNqX/vVMEhIiIiIiIiIiIiIvIf8jTbUSXF0dERgPv375skOO7fv0/p0qWTHJM7d24MBgP375uec3j//n0cHBzS9PyX/+tWIiIiIiIiIiIiIiIvivjn8JNOChcujKOjIwcPHjTeCw0N5fTp0ybVGf9mZWVFuXLlTMbExcVx8ODBZMckRxUcIiIiIiIiIiIiIiKSpLCwMG7cuGG89vHxwdPTk1y5cuHk5ESPHj1YsmQJLi4uFC5cmM8++4x8+fIZt7EC6NmzJ40bN6Zbt24A9OrVizFjxlC+fHkqVqzImjVrePDgAW3btk1TbEpwiIiIiIiIiIiIiIhkEWZZ7NTss2fP0qNHD+P19OnTAWjTpg0zZsygX79+PHjwgI8//pjg4GCqVq3KihUrsLa2No7x9vYmICDAeN2iRQv8/f1ZsGABd+/epUyZMqxYsSLNW1TpkHERETGhQ8ZF5HnRIeMvBx0y/nLQIeMiIiLysnmRDxkvOSPjDxm/7PFehj/jeVAFh4iIiIiIiIiIiIhIVqGShFR7+b9uJSIiIiIiIiIiIiIiLx1VcIiIiIiIiIiIiIiIZBFZ7QyOrEwJDhEREZEsysLVJbNDyFAxF//J7BAynO1/YY2ZHYCIiIiIiPxnKcEhIiIiIiIiIiIiIpJVqIIj1XQGh4iIiIiIiIiIiIiIvHBUwSEiIiIiIiIiIiIiklWogiPVVMEhIiIiIiIiIiIiIiIvHFVwiIiIiIiIiIiIiIhkEWaq4Eg1VXCIiIiIiIiIiIiIiMgL55kqOA4cOMCqVav4+++/CQkJIS4uLlEfMzMzzp8//yyPERERERERERERERERMfHUCY5du3bx3nvvERcXh5OTE8WKFcNgMKRnbCIiIiLyBJZWFgyd0o4SFQrjXDwfh/d5MnnA6ieOK1TUgT4eb1C2alEsLQ1cu3iLtZ/u5MyhK8Y+lWqVoPt7zXB1K0DEgyj2/nSc1XN2EBf76EstdVq402nQ6xQq6kiQfxhb1v7Fj8t/y4CVioiIiIiIiJh66gTH4sWLsba25vPPP6dmzZrpGZOIiIiIpJK5wZyoyGh+Xr2f15pVSPW4iSv64Hv9Hh7dlhIVEU3rXnWYtKIPvetPJ+BeCEVLF+STlX357vO9zHn/Wxzy52LIlHaYm5uxYvpWAKrVK83oeV1ZMmkTJ/68SJES+Rk+rT1REdFsWfdXRi1ZRERERETk5aYzOFLtqc/guHbtGi1btlRyQ0RERCQTRT6IYtH4n9j5/WEC7oakakzO3NkoXNSR9Uv3cf3CLXyv32PVrO3YZLPCxa0AAHXfqMS1i7f4ZuFubnnd5+8jV/lyxjbe6P4atnbWALzepgoHd59l+zcHue3tz9FfPVm/ZB8d+jfIsPWKiIiIiIiIPPTUCQ57e3tsbGzSMxYREREReQ6CA8LxvnKHhm2qYm1rhbnBnBZdXiXgXgj//O0DJGx9FRUZbTIuMjIaaxtLSpQv/K8+MaZ9IqJxdLInX6Hcz2cxIiIiIiIiLxmz+Iz/eVk8dYKjadOmHDx4kJiYmCd3FhEREZEsZWz3ZRQvV4if/p7Cz57TadOnLuPfWU5o8AMATvxxkTJVXKnXqhLm5mbkzZ+TrkMbA5AnXw5jn9eaVqBSrRKYmZlRqKgDbfvW+3+fnJmzMBERERERkRdd/HP4eUk8dYJj5MiR5MiRg/feew9fX9/0jElEREREMtigSW0Iuh/KB50+Z3ibBRzcfY6Jy3uT2/H/yYv9l1g5YytDp7Tj5wszWLHXg6O/eQIQH5fwt+Ed3x1my7q/mLiiD1suzmDej8P4fespkz4iIiIiIiIiGeWpDxlv1aoVMTExnD59mj179pAzZ06yZ8+eqJ+ZmRl79ux5piBFREREJP1UqlWC6q+XpWPl8YSHRgKw+OOfqFy7JI3aVWPD0l8B2LjyDzau/IM8+XISGhRO/sJ56D26Jbe9/Y1zfTlzG6tnbye3Yw6C/MOoVKskALe97z//hYmIiIiIiLwM9H2xVHvqCo74+HgMBgMFCxakYMGC2NnZER8fn+gnLi4uPeMVeSIfHx/c3Nzw9PRMts9PP/1EtWrVnmNU8l9z/PhxWrVqRbly5Rg0aFBmhyMiYsLaxgqAuMeqLOLj4jE3N0vU3/9OMFGRMdRvVZk7vgH8c9bHpD0uLp77fsHERMdSr1Ulzh+/TpB/WMYtQERERERERIRnqODYt29fesYh8ly1aNGCevXqZXYY/0lTpkzhxIkTXLp0ieLFi7N58+ZUj/3pp5+YNm0ax44dS9eYMmLeGTNmULp0aZYvX062bNmeeb7IyEgmTJjAuXPnuHLlCvXr1+fzzz836XP48GF69OiRaOz+/ftxdHR85hhEJOtyLpEfC0sDOeyzYWtnTbEyTgBc9UzYRrRUxSK8P7cLH3Zbyn2/YDxPXic06AGj5nTmmwW7iYqMplmnV8lfOA9H9j36gkC7fvU5/scF4uLiea1pBToMaMD0oeuMiZGcubNRu7k7Zw79g5W1JY3bv0KdFu6M7vx54iBFREREREQkVV6mQ8Az2lMnOEReZDY2NtjY2CTbHhUVhZWV1XOMKGVZLZ5n1a5dO06fPs3FixczO5QMc+PGDTp37kyBAgXSZb7Y2Fisra3p3r07u3btSrHvzp07TbYMzJs3b7rEICJZ1ydf9iF/4TzG68XbRgLQvNj7AFjbWlGkeD4MFgYAggPCGd9rOT1HNWfG1wOwsDDgdfk2n/RfzbULt4zzVKtXms6DG2JpZcE1T18+6b+aY79fMHl2o7ZV6fvhG5iZmeF58jpjuizh0hnvjF6yiIiIiIiICGbx8fHKgbODhQABAABJREFUB8kLKS4ujpUrV7J+/Xpu3bqFg4MDnTp1olWrVjRs2JCFCxeybt06zpw5g4uLC5MmTaJy5cpA4m/sL1y4kD179tCtWzeWLFmCr68vFy5coHv37pQsmbCX+ObNm7GwsKBLly4MHz4cM7PEW3g8FBwczJw5c9izZw8hISG4uLgwatQoGjRoQEBAAJMnT+bo0aMEBwfj7OxM//79eeONN4zjHz7XYDDw888/U6pUKdatW4ebmxsTJkxg3759HDlyBEdHRz744AOaNWuWbCxJVSfs2bOHwYMHGxMMD9ffpUsXlixZQmBgIPXr12fKlCnkyJEjze/BwIEDn/j+PXxmais4kqpOGDJkCEOHDiUqKop58+axdetWQkJCKFmyJO+//z41atQgMjKStm3bUqVKFSZPngwkJB/eeustxo37H3v3HV/z9cdx/HWzF4kRJEYQxJ4RtFq7NapFrbaoWqW1SmtXae1RtYqqUbSqiqpSu4MaiRkjVkSCkCASIeJm/f7Iz9XbDEEixvv5eNzHL9/zPeNz7k08fv1+7jlnOIULF06z3/QYjUamT5/Ob7/9xrVr13Bzc6NHjx7UqlWLBg0amNUdP348rVq1Ytu2bUycOJFLly5RuXJlWrVqxZAhQ/Dz8yNnzpwZeh8AhgwZwo0bN9JcwfGg/f1XI4s2D91WRDKXVVGP7A4hS8WfC87uEERERERE5Bm1JXFldofw0Mp8Oi3Lxwj44qMsH+NxyPAKjlmzZmEwGHjnnXdwcXFh1qxZGWpnMBj48MMPHzpAkbRMnTqVlStXMnToUKpVq0Z4eDhBQUGm+9OmTWPw4MF4eHgwbdo0Bg4cyObNm7GySv3XPiQkhE2bNjFr1iwsLO4dT7NmzRpat27NypUrOXr0KCNHjsTd3Z22bdum2k9iYiLdu3fn1q1bTJ48mSJFinDmzBlTn0ajkXLlytG9e3ecnJz4888/GTRoEEWKFKFixYpm47711lssX77crP/p06fz8ccfM3z4cNauXcuAAQMoWbIknp6eD/1e3p3/77//zty5c7l58ybDhw9n1KhRTJ06Nc029/sMMlOVKlUYNmwYM2bMYOPGjQCmrZ8+//xzzpw5w7Rp08iXLx9btmyhW7durFu3jqJFizJlyhTatGlDnTp1qFevHp988gkvvvgirVu3xmg0ptlvegYNGsShQ4cYMWIEpUuX5sKFC1y/fh03Nzd27txJ48aN6du3L02bNiVHjhycP3+efv360bFjR9q0aUNAQAATJ07MkveqRYsWGI1GSpYsSe/evalWrVqWjCMiIiIiIiIiIpKdHjjB0bRpUyU4JNvdvHmTJUuWMHLkSFq2bAlAkSJF8Pb25sKF5INPu3TpQt26dQHo27cvzZo1Izg4OM1EQFxcHJMmTSJ37txm5W5ubgwbNgyDwUDx4sU5deoUixcvTjPBsWvXLvz9/dmwYQPFihUDoHDhwqb7+fPnp2vXrqbrjh07snPnTn7//XezBEfRokUZNGhQiv4bN25MmzbJ37Dv378/u3btYunSpYwaNSq9t+y+7ty5w6RJk8ifPz8AI0aM4P3332fIkCGpnt+Q3meQFWxsbMiRIwcGg8EsntDQUFavXs0ff/xhir1r167s2LGD1atXM2DAAMqUKUP//v0ZMWIEzZo14+LFi8ydOzfdftMTFBTE77//zqJFi3jhhRcA88/Y1dUVg8FAjhw5TH2uWLGCYsWKMXjwYADT79LdODKDq6sro0ePpnz58hiNRlauXEmnTp346aefKFeuXKaNIyIiIiIiIiIiWUdncGRchhMcS5YsAcDd3d3sWiQ7nD17FqPRSM2aNdOs4+XlZfr57kPmiIiINBMc7u7uKZIbAJUqVTLbjqpy5cosWrSIhIQE5s+fz7x580z31q9fT0BAAAUKFDAlN/4rISGBuXPnsnHjRsLCwoiLi8NoNKY4EyStB9J3t9n6dzwBAckHwnbr1o39+/eb5rN+/fpU+0iNm5ubKUFwd5zExESCgoIIDg6me/fupnujR4+maNGi6X4GjxLLgzh16hQJCQkptukyGo24uLiYrrt06cLWrVtZtmwZ8+fPJ1euXA89ZkBAAJaWllSvXj3DbYKCgihfvrxZ2b8TWpmhePHiFC9e3HRdtWpVzp8/z+LFi5k8eXKmjiUiIiIiIiIiIpLdMpzg8PHxYcaMGRgMBipVqoSPj09WxiWSLltb2/vWsba2Nv18N0GRmJiYZn17e/sHjqN9+/Y0adLEdJ0vX750Dy8HWLBgAUuWLGHYsGF4eXlhb2/PuHHjiIuLe+R4xo4dS2xsLIBpKy4LCwv+e9TOf8e6n/Lly/PLL7+YrvPkycPFixcfOJasEBMTg6WlJatWrcLS0tLs3r+3mrp27Rrnzp3D0tKS4OBH2/P9fp/xk6RChQocOHAgu8MQEREREREREZGM0gqODHugp45ff/01c+bMwcbGhipVquDj40ONGjWoVKlSlj7AFPmvokWLYmdnx549e8y2BsoK/v7+ZteHDx/Gw8MDS0tLXFxczFYJQPLKkcuXLxMUFJTqKo4DBw7QoEED3njjDSA56XLu3LkMn6Fx6NAhWrRoYRZPmTJlAMxWYNyVK1cubt26RUxMjOmB/4kTJ1LUu3TpEmFhYaY+Dh06hIWFBcWKFcPOzg4PD/ODbu/3GaQWy6OytrYmISHBrKxMmTIkJCQQERGR7vZYw4YNo1SpUrRu3ZpPP/2UF154wfSep9ZvekqVKkViYiJ+fn6mLarup1ixYvz1119mZUeOHMnwmA/rxIkTGd56S0RERERERERE5GnyQFmJIUOG4Ovry/79+9mzZw979uzBYDBgZ2dH1apVqVGjBjVr1qR8+fJmhzSLZDZbW1u6d+/O5MmTsba2pmrVqkRERHD69Glq1aqVqWOFhoYyfvx42rVrx/Hjx1m2bJnpHIXU+Pj44O3tTd++fRkyZAhFihTh7NmzGAwGXn75ZTw8PNi0aRMHDhzA2dmZRYsWcfXq1QwnODZu3Ej58uWpVq0a69atw9/fn7Fjx6ZZv1KlStjb2/Pll1/SqVMnDh8+zOrVq1PUs7W1ZciQIQwePJibN28yZswYmjRpkubD8fQ+g7tnhKQmODiYmJgYrly5QmxsrGl7LU9PT2xsbNKde8GCBYmJiWH37t2m1S/FihWjefPmDBo0iCFDhlCmTBmuX79uqlO3bl2+//57Dh06xK+//oqbmxt//fUXH3/8MStWrMDGxibVftNbQVOoUCFatmzJsGHDGDFiBF5eXoSGhnLt2jWaNm2aapt27dqZtopq3bo1AQEBrFmzBsBsC7T0nDlzhri4OCIjI7l165bpvbub4Fq8eDGFChWiZMmS3Llzh5UrV7Jnzx4WLlyYof5F5Nmy+O9h5C9kvvXiwknrWTn3j3Tbla7iwbsDm1C6chESExIJDAhlxLvfYLwTT76CuXi7T0Mq1SpJLtccRIRFsX3tAX6cvY34uOREsbWNFX3GvEmJCoUo4pmPvdsD+KLn4qyapoiIiIiIyLNHKzgy7IESHJ07d6Zz584kJSVx4sQJ9u7dy549ezhw4AD//PMP//zzDwaDAQcHB7y9valRowY1atTQ4baSJT744AMsLS2ZMWMG4eHhuLq60r59+0wfp0WLFsTGxtKmTRssLS3p1KkT7dq1S7fNzJkzmThxIgMGDOD27dt4eHgwcOBAAHr16sX58+fp2rUr9vb2tG3bloYNGxIdHZ2hePr06cOGDRsYPXo0rq6uTJ06lRIlSqRZ38XFhcmTJzNp0iRWrlxJrVq16NOnD59++qlZvSJFitCoUSO6d+9OVFQUdevW5bPPPks3lof5DEaMGIGvr6/p+u5qlG3btlGoUKF021atWpX27dvTv39/IiMj6d27N3369GH8+PHMmTOHCRMmEB4ejouLC5UrV6Zu3boEBgYyadIkxo4di5ubGwCfffYZr7/+OtOnT+eTTz5Js9/0jBo1ii+//JJRo0YRGRmJu7s777//fpr1CxcuzPTp05k4cSJLliyhcuXK9OzZk1GjRt03sXNXjx49zLYGu/venTx5EkjeemzixImEhYVhb29PqVKlWLRoUbpn1YjI023iD73YssqPrav2pXp/yZcb2fjjXtN1zK076fZXuooHYxZ3Y8Wc7cwZvYaE+ESKl3E3bXVY2DMfBgsLZg7/mdDgq3iUKkC/8W2ws7fh2/G/AWBhaYHxThy/Lt7Ji40rZNJMRURERERERFIyJP13c/6HkJSUREBAAHv27DGt8IiOjsZgMGAwGDh+/HhmxCry2HXs2JHSpUszfPjw7A4FSN7+avbs2TRs2DBT+505cyZbt25l7dq1mdqvpG/OnDn8+OOPKbauym6NLNJegSMij5dVUY9076eX4Fj89zB+WbSDXxbtyPB401b14cDOUyydtinDbd7sXpdm79SiS93xKe4NmNQOx5z2aa7giD/3aGciiYiIiIiIpGVL4srsDuGhlRs6LcvHODb+oywf43HIlIMzDAYDZcuWpWzZsjRu3Jh//vmHJUuWcPr06czoXkTkmfD9999ToUIFcuXKxf79+1mwYAHvvPNOdoclIs+wNj3r8VbvhlwJjeSPXw+yZuHfJCYkplrXOY8Tpat48MfaA0xd2Rs3jzxcCAznu6m/c2zfuTTHcMxhR3RUTBbNQERERERERCRtj5zgCAsLY+/evabX3e1THBwceOmll6hevfojBykiz4du3bqxf//+VO+9//779OzZ87HEsW/fPrp3757m/YMHDz5Uv8HBwcyZM4eoqCjc3d157733TNtaPSlzF5EnW7sP6tOuVwPTtY2dNaWrFOGDUS1NZe+/OpkroZGs/W4nZ45eJDoqhrJVi9L5kybkzpeD+WPXpdq3W+Hk8zre6fcK347/jbPHL9KglTfjl/akZ5MphJ67mrKNRx5ef/dFvh33WybPVERERERE5DmmMzgy7IG3qLp27Zrp7I29e/cSEhJCUlISOXLkoFq1avj4+FC9enXKlSung8ZF5IGEhYURGxub6j1nZ2dcXFweSxyxsbGEhYWled/DI/0tYx7GkzJ30BZVIk+S/25R5eRsTw4XB9P1oGnv8M9Gf/7ZdMRUFnbheqqrNF5pU50+Y1rTqsIw4owJKe6XqerBlz/34cevt/HdlN9N5V9vGIDvHwEsnvy7Wf08+XMyafkH+O8NZPrQ1Jd+a4sqERERERHJLk/1FlVDHsMWVROewy2qmjZtSlBQEAA5c+bE29ubt956Cx8fH8qUKYPBYMiSIEXk+ZA/f/7sDgEAOzu7LElipOdJmbuIPNluRt3mZtRt07UxNo7Iaze5FHztvm1PHArBytqSfAVzczHoSor7EeHRAIScNk/whpwJJ597LrOy3PlyMuGHXhw/cI4Zw35+mKmIiIiIiIhIWrSCI8MeKMFx9uxZLCwsaNiwIZ06daJSpUpYW1tnVWwiIiIikkk8y7qTkJBI1LWbqd4PuxDB1ctRFCrualZeqJgrfn+dMF3nyZ+c3Dhz9ALTBq3gARcDi4iIiIiIiGSaB0pwdOzYEV9fX7Zs2cKWLVuws7OjUqVK+Pj44OPjo4SHiIiISBayc7DB3sHWdD2h7zIAcuXNYSqLirhJqUpFKF25CId3n+H2rTuUqepBj+Fv8McvB7h5I3kFSJ78ORm/rCdTBi7nlP95AFbN/5MO/V8h6MQlAo9fpGErbwp55mPsh0tMbSYu70X4xet8O24dzrmdTONevxpt+rlIifxYWVuSw8UBe0dbipdxB+BsQGgWvTMiIiIiIiLPDoO+R5ZhD5TgGD58OACRkZH4+vqyd+9efH19mTlzJgC2tramhEeNGjWU8BARERHJRG92r0uHfq+kW+fdl8YSZ4ynzmuVeaffK1jbWBF2PoI1i/5mzYK/TPUsrSwp7JkPW3sbU9kvi3ZgbWtFj+Gvk8PFgbMBoQzvNI9LIclbYFWpXYqCRV0pWNSVZbtHmo3bpPjHpp8/X9iV/IVym65nrx+Qoo6IiIiIiIjIo3rgQ8ZTExERYUp2+Pr6EhgYiMFgwNbWlsqVK7N48eJMCFVERB4HHTIu8uT47yHjzxodMi4iIiIiIlnlaT5kvPwnWX/I+NHJz+Eh42nJnTs3TZo0oUmTJsTFxbF9+3ZmzZrF6dOn2bt3b2YMISIiIiIiIiIiIiIiYvLICY6EhAT8/f1NKzgOHjxIbGys6cDJXLlyPXKQIiIiIiIiIiIiIiLPA53BkXEPnOBITEzkyJEj7N27l71793Lw4EFu375tSmg4Ozvz4osvUqNGDWrUqEGpUqUyPWgREREREREREREREXm+PVCCo3v37hw4cICYmBhTQiNHjhzUrVvXlNAoXbo0BoMhS4IVEREREREREREREXmmaQVHhj1QgmPHjh04ODjw0ksvmRIaZcuWxcLCIqviExERERERERERERERSeGBEhwrVqygfPnyWFpaZlU8IiIiIiIiIiIiIiLPL63gyLAHSnBUqlQpq+IQERERERERERERERHJsAc+ZFxERERERERERERERLKGTrjOOCU4RERERJ5Q8eeCszsEEXlOhA56IbtDyHLuk3ZldwgiIiIiksmU4BAREREREREREREReVLoDI4Ms8juAERERERERERERERERB6UVnCIiIiIiIiIiIiIiDwhDE/YCo769etz8eLFFOVvv/02n332WYry1atXM3ToULMyGxsbjhw5kumxKcEhIiIiIiIiIiIiIiKp+vnnn0lISDBdnz59mvfee4/GjRun2cbJyYmNGzearg2GrDk6XQkOEREREREREREREZEnxWNYwWE0GjEajWZlNjY22NjYpKibO3dus+tvvvmGIkWK4OPjk2b/BoMBV1fXzAk2HTqDQ0RERERERERERETkOTJv3jyqVatm9po3b9592xmNRn799VfefPPNdFdlxMTEUK9ePerUqUOvXr04ffp0ZoZvohUcIiIiIiIiIiIiIiJPisewguP999/nvffeMytLbfXGf23dupXo6GhatmyZZp1ixYoxbtw4vLy8iI6OZuHChbRv357169dToECBR47935TgEBERERERkQx5saQHHzaqRYn8ebgTF8/+cxeZtP5vQq/fSLPNrE6vU9rdldyODty4fYfdZ0L48vcdXIm+laJukTzO/Ny3AwmJidQaPSfV/ppULMWUt5ux7dgZ+i5dl2lzExEREXmepLUd1f2sWrWKl19+mfz586dZp0qVKlSpUsXsumnTpvz444/079//YcJNk7aoEhERERERkfsqmCsnMzu9zt7A87w5fRk9Fq7BxcGe6R1eS7ed79nzDPh+Pc2mLqb/snUUzuPMtFTaWFlYMLl9U/YHXUyzL/dcOfm42cvsC7rwyPMREREReVIZkrL+9TAuXrzIrl27aN269QO1s7a2pkyZMoSEhDzcwOlQgkNERERERETuq1zB/FhYGJix+R/OR0QREBrO4h37Ke2WDyuLtP/TcsnOg/ifv8ylyGgOhVxiwZ9+VCrslqJN31de4OyV62w6cirVfiwMBia1a8LsLbu5EBGVqXMTERERkftbvXo1efLkoW7dug/ULiEhgVOnTmXJoeNKcIiIiIiIiMh9HbsYRlJSEi2rlcPCYMDJ1obmVcqw+0wI8YmJGerD2d6WZpVLcygk1KxNDc/CvFKhFGPWbk+zba8GNbl2K4bV+4498lxEREREnmhJj+H1gBITE1m9ejUtWrTAysr85ItBgwYxdepU0/WsWbPYuXMn58+f59ixY3zyySeEhobSpk2bBx/4PnQGh4iIiIiIiNzXxes36L5gNVPfbsZnLRtiZWnBweBQei365b5tBzSuzVsvVMbBxppDwaF88N1a0z1nBzvGtnmFwSs2cuuOMdX2VT3caVW9HG9OX5ZZ0xERERGRB7Br1y5CQ0N58803U9y7dOkSFv9anXvjxg0+/fRTrly5grOzM+XKlePHH3+kRIkSmR6XEhwiIiIiIiJyX3mdHBjdqhG/Hghg/eETONra0LtRLaa98xrdFqxKt+3Cv/exat9R3F1y8kHDmoxv+yofLE5Ocoxu1ZD1h06mefaGg40149s15rNVW4mMic30eYmIiIg8aR72jIysVLt2bU6ePJnqvaVLl5pdDxs2jGHDhj2OsJTgEBERERERkft7q1YlbsbeYervO0xlQ37cyPZh3alYuAD+5y+n2TYyJpbImFiCr0ZyNjyC7cO6U6mIG4dDLlHDszD1ynjS+aVqABgMYGlhweGx/Ri1ZisBF8MplNuZ2e++YerPwmAA4PDYfrw2dTHndSaHiIiIyHNJZ3A8hAsXLuDl5UVAQECadVavXo23t/djjOr54uXlxdatW5+ZcR5Fdv+uZeTvISP27t2Ll5cXN27cyKTIRERERCQz2dlYk5hk/nXChP9f3004ZMTdujZWlgC88/UK3pyxzPSatWU3N2Pv8OaMZWw7doazVyJ4Y9oSszp/BATie/Y8b85YxuWo6EyaoYiIiMgT4gk8g+NJpRUcWaRp06bUqVMnu8N4Zu3cuRNnZ+fsDkMyUZUqVdi5cyc5cuTI7lAypH79+nTq1InOnTubyi5cuECDBg1S1F2xYgWVK1cG4PTp08yYMYNjx45x8eJFhg4datbHo1q8eDHLly/n0qVL5MqVi1dffZWBAwdia2ubaWOIiIjI8+nvE0F0erEqvRrUYP2hkzja2tD/1Re5eD2KgNBwACoUys+4to3p+u3PhN+4RYXCBahQKD8HzoUSdTuWInlc6NPoBUKuRnIo+BIAZ69EmI1TvlB+EpOSOBN2zVT2758BomPvpFouIiIiIs8XJTiyiJ2dHXZ2dmneNxqN2NjYPJZYEhISMBgMZge9PO1cXV2zOwTJRHFxcdjY2Dwzn+vixYvNDk1ycXEx/Xz79m0KFSpE48aNGT9+fKaOu27dOqZOncq4ceOoUqUK586dY8iQIRgMBoYOHZqpY4mIiMjzZ2/geQb9uIEudbzp8rI3t+PiORxyifcXruFOfAKQvMqjeL7cWFkmr86INcbRsHwJPmxYC3sba65E32LnqXPM276XuISE7JyOiIiIyBPrSTyD40n17DzxzgKJiYnMnz+fRo0aUb58eerWrcucOXNM98+fP0/Hjh2pVKkSr7/+OgcPHjTd+++2QTNnzuSNN95g5cqV1K9fn4oVKwLQsWNHPv/8cz7//HOqVatGjRo1+Oqrr0hKSv+3+MaNG4wcOZIXXniBChUq8Nprr/HHH3+Yjb1t2zaaNm1KhQoVCA0NJSoqikGDBlG9enUqVapEt27dOHfuHABJSUnUrFmTjRs3msZ44403qF27tul63759lC9fntu3b6cZ16VLl+jXrx/e3t74+PjQq1cvLly4YLo/ZMgQPvjgAxYsWEDt2rWpUaMGo0ePJi4uzlQnPDycHj16ULFiRerXr8+6deuoX78+ixcvNtX599ZRd7dI2rx5c5qfx9343377bSpWrEidOnUYM2YMMTEx6b7Pd+Pp1q0bFStWpEGDBmbv0f2cPHmSTp06UbFiRWrUqMGnn37KrVu3Huj9MBqNTJw4kZdeeonKlSvTpk0b9u7dm2KsrVu38sorr1ChQgW6du3KpUuXzO7/8MMPNGzYkPLly/Pqq6/yyy+/mO4NHTqU5s2bYzQaTWO2aNGCQYMGZXiukPx71KhRIxYsWGBWHhAQgJeXF8HBwUDy5/fDDz/Qs2dPKleuzNy5c1Pdomr//v2mz7R69ep07dqVqKjk/ZU3btxI8+bNTe9t586dM/R5xsfHM2bMGLy9valRowaTJ09m8ODBfPDBB6Y69/u77NixIxcvXmT8+PF4eXnh5eVlNoaLiwuurq6ml7W1telexYoVGTx4MM2aNXuoJGd68z548CBVq1alefPmFCpUiNq1a/Paa6/h7+//wOOIiIiIpOZ3/1O0mfkD1T+bzctj5tFnya8EXbluuu939gLlhkwj9Hry/6c7HXaNLvNX8eIXc6n66UxenbSQL37ZTviNW2kNwS/7j1Nr9Jw07wMMX7mZvkvXZc6kREREROSppQRHOqZOncr8+fP54IMP2LBhA1OmTCFv3rym+9OmTaNr16788ssvFC1alIEDBxIfH59mfyEhIWzatIlZs2aZPVxes2YNlpaWrFy5kuHDh7N48WJWrlyZZj+JiYl0796dAwcOMHnyZDZs2MDAgQPNVmjExsYyf/58xowZw2+//UaePHkYMmQIR48eZc6cOaxYsYKkpCR69OhBXFwcBoOB6tWr4+vrC0BUVBSBgYHExsYSGBgIgJ+fHxUqVMDe3j7VuOLi4ujatSuOjo58//33LF++HAcHB7p162Z6cA7JZy2EhITw3XffMWHCBNasWcOaNWtM9wcPHkx4eDhLly5l5syZ/PTTT1y7dv+l5+l9HiEhIXTv3p1XXnmFX3/9lWnTprF//36++OKL+/Y7ffp0Xn31VdauXUvz5s0ZMGCA6T1JT0xMDF27dsXZ2Zmff/6Zr776il27dqUY837vx+eff87BgweZNm0av/76K40bNzZLTkHy5z1nzhwmTpzI8uXLuXHjBh999JHp/pYtWxg3bhzvvfce69ato3379gwbNow9e/YAMGLECG7fvs2UKVNM7+XdJNqDMBgMvPnmm6xevdqsfNWqVVSvXh0PDw9T2axZs2jUqBHr1q3jzTffTNFXQEAAnTt3xtPTkxUrVvDDDz9Qr149EhISCA8PZ+DAgbz55pts2LCBJUuW0KhRo/smBgHmz5/PunXrGD9+PD/88AM3b95M9ZyV9P4uZ86cSYECBejbty87d+5k586dZm179epFrVq1eOutt9i2bVuG3ruMuN+8q1SpwrFjx0wJjfPnz/PXX39puzwRERERERERkaeJzuDIMG1RlYabN2+yZMkSRo4cScuWLQEoUqQI3t7ephUJXbp0oW7dugD07duXZs2aERwcjKenZ6p9xsXFMWnSJHLnzm1W7ubmxrBhwzAYDBQvXpxTp06xePFi2rZtm2o/u3btwt/fnw0bNlCsWDEAChcunGKsUaNGUbp0aQDOnTvH9u3bWb58OVWrVgVgypQp1K1bl61bt9KkSRN8fHxYsWIFkJzMKFu2LHnz5sXX1xdPT098fX3x8fFJ8z3bsGEDiYmJjB07FsP/Dw4cP368KXFydzWIs7MzI0eOxNLSEk9PT+rUqcPu3btp27YtgYGB7Nq1i59//pkKFSoAMGbMGF555ZU0x70rvc9j3rx5NG/e3HTWQdGiRRk+fDgdO3Zk1KhR6Z5P0LhxY9q0aQNA//792bVrF0uXLmXUqFHpxvPbb7+ZVl84ODgAMHLkSHr27MnHH39sSpal936EhoayevVq/vjjD/Lnzw9A165d2bFjB6tXr2bAgAFA8uc9cuRIKlWqBMCECRNo2rQp/v7+VKxYkQULFtCyZUveeecdAIoVK8ahQ4dYuHAhNWvWxNHRkcmTJ9OxY0ccHR1ZsmQJ3333HU5OTvd93/+rZcuWzJgxwzR2XFwcv/32G4MHDzar99prr5klNs6fP292/9tvv6V8+fJm73PJkiUBOHbsGPHx8TRq1IiCBQsCpFhFkZZly5bRo0cPGjVqBCR/Jn///XeKeun9Xbq4uGBpaYmjo6PZtloODg4MGTKEqlWrYjAY2Lx5Mx9++CGzZ89O9WyOB3XlypV05928eXOuX7/O22+/TVJSEvHx8bRv356ePXs+8tgiIiIiIiIiIiJPGiU40nD27FmMRiM1a9ZMs86/HyzefcgZERGRZoLD3d09RXIDoFKlSqaEAEDlypVZtGgRCQkJzJ8/n3nz5pnurV+/noCAAAoUKGBKbqTG2traLL7AwECsrKxMD8ABcuXKRbFixUyrEapXr87YsWOJiIjAz88PHx8fU4KjdevWHDx4kG7dugHJD4XXrbu3JPzgwYOcOHGCkJAQUwLlrjt37hASEmK6LlGiBJb/35P37nt36tQpAIKCgrCysqJcuXKm+x4eHhk6UDy9z+PEiROcPHnSLOakpCQSExO5cOECW7ZsSfE+u7u7A8nfiv+3ypUrExAQcN94AgMD8fLyMiU3AKpWrUpiYiJBQUGmBEd678epU6dISEigcePGZn0bjUazcx2srKxMCSEAT09PcubMSWBgIBUrVuTs2bO0a9fOrI+qVauyZMkS03WVKlXo0qULX3/9Nd27dzfbYu1B5M+fnzp16vDzzz9TsWJF/vjjD4xGY4o5lC9fPt1+AgICUrS5q3Tp0tSqVYvmzZtTu3Ztateuzauvvnrf35Po6GiuXr1q2iIOwNLSknLlypGYmGhWN72/y39/Xv+WO3du3nvvPdN1xYoVCQ8PZ8GCBZmS4LjfvPfu3cu8efP47LPPqFixIiEhIYwdO5bZs2fz4YcfPvL4IiIiIiIiIiLyGDxDKyyymhIcaUjvG/13/Xtf/bsPQv/7kPTf0traKT3t27enSZMmput8+fKle3j5XXZ2dmYPZzPCy8sLZ2dnfH198fPzo3///ri6uvLtt99y5MgR4uPjTQ/7+/XrR9euXc3ax8TEUK5cOdM2R//278SOlZX5r53BYMjQ1kL3k97nERMTQ/v27enYsWOKdm5ubqm+z49Leu9HTEwMlpaWrFq1KsVD9X8nTjJDYmIiBw4cwNLS0iwh9TDatGnDoEGDGDZsGKtXr6Zp06Ypfv/vF396v+eWlpYsWrSIAwcO8M8//7B06VKmTZvGTz/9lGI1U3arVKkSu3btypS+7jfv6dOn8/rrr5tWHHl5eRETE8PIkSPp1auX2TZ2IiIiIiIiIiIiTzs97UpD0aJFsbOzM51RkJX+ewDw4cOH8fDwwNLSEhcXFzw8PEwvKysrvLy8uHz5MkFBQRkew9PTk/j4eA4fPmwqu379OkFBQZQoUQJIfrB+93Dy06dPU61aNby8vDAajaxYsYLy5cubHkrnyZPHLC6AcuXKERwcnOKeh4cHOXLkyFCcxYoVIz4+nuPHj5vKgoODTQdLP6yyZcty5syZFHF5eHhgY2OT6vt816FDh8z6Onz4cJqrdP7N09OTkydPmh18feDAASwsLNJdffNvZcqUISEhgYiIiBRx/3trpPj4eI4ePWq6Pnv2LDdu3DDFWbx4cQ4cOGDW94EDB0yfPSRvCXX27FmWLl3Kjh07WLVqVYZiTE2dOnWwt7dn+fLl7NixI9UzNu7Hy8uL3bt3p3nfYDBQrVo1+vbtyy+//IK1tXWqZ2n8W44cOcibNy9HjhwxlSUkJJj9vt2V3t8lJCfU0kto3hUQEGD2WT2q9OYdGxubIolxN97MSCKKiIiIiIiIiEjWMyRl/etZoRUcabC1taV79+5MnjwZa2trqlatSkREBKdPn6ZWrVqZOlZoaCjjx4+nXbt2HD9+nGXLlqU4r+DffHx88Pb2pm/fvgwZMoQiRYpw9uxZDAYDL7/8cqptihYtSoMGDfj0008ZPXo0Tk5OTJkyhfz585ttnePj48PEiRMpX748jo6OAHh7e7Nu3boUKzb+q3nz5ixYsIBevXrRr18/8ufPT2hoKFu2bKFbt24UKFDgvu+Fp6cnL7zwAiNHjmTUqFFYWVkxYcKEh1qR8m/du3enXbt2fP7557Rp0wZ7e3vOnDnDrl277nuQ9saNGylfvjzVqlVj3bp1+Pv7M3bs2PuO2bx5c2bMmMGQIUPo3bs3ERERfPHFF7zxxhtmh9Wnp1ixYjRv3pxBgwYxZMgQypQpw/Xr19m9ezdeXl6mM0esra354osvGDFiBJaWlnzxxRdUrlzZtBVTt27d6N+/P2XKlOGFF17gjz/+YMuWLSxatAiA48ePM2PGDGbMmEG1atUYMmQIY8eOxcfH56FWRFhaWtKqVSumTp2Kh4dHim2+MqJHjx40b96cUaNG0b59e6ytrdm7dy+NGzfm/Pnz7N69mxdffJE8efJw+PBhIiIiKF68+H377dChA/PmzaNIkSIUL16cZcuWERUVleL3635/lwULFsTPz49mzZphbW1N7ty5WbNmDdbW1pQpUwZIPtx91apVjBkzxtTOaDSatoUzGo2EhYUREBCAg4OD2SHsqTl8+HC6865Xrx6LFi2ibNmypi2qpk+fTr169dLcVktERETkUfWo58PLpYtR2s2VuIQEao2ec982xyZ8lGr5lA1/s+jv/abrl72K0atBDUq5uXInPp59Zy/Qd+m9bWfdnHPwacv6+BQvTIwxjrX7j/PVpp0kJD5D/9UuIiIiImlSgiMdH3zwAZaWlsyYMYPw8HBcXV1p3759po/TokULYmNjadOmDZaWlnTq1CnFeQn/NXPmTCZOnMiAAQO4ffs2Hh4eDBw4MN0248ePZ+zYsfTs2ZO4uDi8vb355ptvzLZ28vHxISEhwewwcR8fH7Zt25buAeOQvAXXsmXLmDJlCr179+bWrVvkz5+fWrVqPdBh1RMnTmT48OG88847uLq6MmDAAM6cOZOhbcPSUrp0aZYuXcpXX33F22+/DSQfzN60adP7tu3Tpw8bNmxg9OjRuLq6MnXqVLOVD2mxt7dnwYIFjB07ltatW2Nvb88rr7zCkCFDHij28ePHM2fOHCZMmEB4eDguLi5UrlzZlNyA5O2cunfvzsCBAwkLC8Pb29ssCdOwYUOGDRvGwoULGTduHAULFmTcuHHUqFGDO3fu8Mknn9CqVSvq168PQLt27fjzzz/55JNP+P777x/q4Xjr1q2ZO3curVq1euC2kJzcWbhwIV9++SVt2rTBzs6OihUr8tprr+Hk5ISfnx/fffcdN2/exN3dnSFDhlCnTp379tu9e3euXr3K4MGDsbS0pG3bttSuXTvFHO/3d9m3b19GjhxJw4YNMRqNnDx5EoCvv/6a0NBQLC0tKV68ONOmTTM7SyQ8PJwWLVqYrhcuXMjChQvx8fFh6dKl6cZ+v3n36tULg8HAV199RVhYGLlz56ZevXp89FHqDxBEREREMmpRj9as3X+cX/anXPlqbWnJ5iOnOBxyiVbe5VJpnVKdMfPMrmt7FeWLN19hy9EzprJG5UswulUjvtr0D3sDQ7CysKBE/ntfFLIwGPj6vRZcjb5FhzkryJvDkfFtXyU+MZHpm/55yJmKiIiIPAH0XY0MMyRp35Js1bFjR0qXLs3w4cOzO5Qn1uXLl6lTpw6LFy/O9NUzknX27dtH586d+fPPPzO8YiU7JCYm0qRJE5o0aUL//v0B/V02smiT3SGIiIjIYxY66IV076eX4LirRbWyDH6tToZWcPzXjI7NcbS1oeu3ydukWloY2Dy4K7O37Gb1vmOptqldqihfd36DeuPmc+1m8rawbWtUZECT2rz0xVziEsy3E3WflDnnoomIiMjTYUviyuwO4aFV6z4ty8fYP//Z+EKsVnDIE2f37t3ExMRQqlQprly5wuTJkylYsCDe3t7ZHZpkgNFoJCIigpkzZ/Lqq68+ccmNixcv8s8//1C9enWMRiPff/89Fy9epHnz5tkdmoiIiMhzKY+TAy+XLsbwnzaZysq656OAcw4Sk5L4ue875HVy5MSlcKZs2MGZsGsAVPZw4/Tlq6bkBsA/p87xWcsGeObPw4nQK499LiIiIiKZwaA1CRmmBIc8ceLj45k2bRrnz5/H0dGRKlWqMGXKFLOttJ4Ec+fOZd68eaneq1atGt9+++1jjihrPOg8f/vtN4YPH06ZMmWYNGnS4wjRTHrnfcyfP5+CBQuyevVqJk6cSFJSEqVKlWLRokUZOjg+q4WGhtKsWbM0769fvx53d/fHGJGIiIg8r7rXrU6Peve2qLW1tqJSYTeGv17PVPb6l0u4FBX9yGO9UbUsMXfi2HLs3vZUhXI7A/Bhw1pMWv8XF6/foPNL1Vjcow3Npiwi6vYd8jo5miU3ANN1XidHQAkOEREReUopv5FhSnBks/vtuf88eumll3jppZeyO4z7at++PU2aNEn1np2d3WOOJus86DxbtWr10OduZIZffvklzXv58+fHzs6OH3/8Md0+suvvMl++fOnGny9fvscXjIiIiDzXftrrz6Yjp0zXE9s1YcvRM2w9dtpUFh59M1PGauldjt8OBWCMTzCVWRgMAHzzh6/pXI7hKzezfWg3XqlQipW+RzJlbBERERF5uinBIfKQXFxccHFxye4wstzTNk8PD4/sDuGhWVlZPdXxi4iIyLMj6vYdom7fMV3HxscTcSuGkGtRmTpO1aIFKZ4vNx8vX29WfiX6FgCB/9+OCiAuIYELEVG4ueQA4OrNW1QonN+sXR4nB9M9ERERkaeVQSs4MswiuwMQERERERGR59Ob1ctx9EIYJy9dNSs/djGcO3HxFHXNZSqzsrDAPVdOLkUmb4t1KPgSJQvkJbejvanOCyU9iI69Q2BYxOOZgIiIiIhkK63gEBERERERETMONtY42Nw7A++THzYAkPf/KyQAIm7dJjEpCTfnHDg72OHmkgNLCwtKu7kCEHItkhhjHADrBrzLV5t2su1YoKm9o60Nr1QoxeT1f6cY/9YdIz/t9efDRrW4HBVN6PVo3qtTDcC0ddau08EEhkcwoV1jpv6+g7xOjvR55QWW7z5MXEJCij5FREREnhpawZFhSnCIiIiIiIiImc4vV+PDhrXSrdNo4gJCr9+g9yu1aFGtnKl8Vb8OyX18sxK/sxcAKJ4vNznsbM3aN63khQHYcOhEqv1P2bCD+MRExrdtjJ21Ff7nL9Nl/ipu/H/rrMSkJD5Y/AsjWzTg+17tuW2MY+2B48zasuthpy0iIiIiTxlDUlKS8kEiImLSyKJNdocgIiIij1nooBeyO4Qs5z5JiQ8REZHnyZbEldkdwkPz6fxllo/hu3hAlo/xOOgMDhEREREREREREREReepoiyoRERERERERERERkSeF9lzKMK3gEBERERERERERERGRp45WcIiIiIiIiIiIiIiIPCEMWsGRYVrBISIiIiIiIiIiIiIiTx2t4BAREREREREREREReVJoBUeGaQWHiIiIiIiIiIiIiIg8dbSCQ0RERERERERERETkCaEzODJOCQ4REREREZHnnPukXdkdgmSC0vtssjuELLVtlXd2h5DlCo7X3+KzwGBlnd0hZDkLR4fsDiHLJURFZXcIIpIBSnCIiIiIiIiIiIiIiDwpkrSEI6N0BoeIiIiIiIiIiIiIiDx1tIJDREREREREREREROQJoTM4Mk4rOERERERERERERERE5KmjFRwiIiIiIiIiIiIiIk8KreDIMK3gEBERERERERERERGRp45WcIiIiIiIiIiIiIiIPCEMidkdwdNDCQ4RERERERGRZ1CCMZGABcHcCIrh1sXb5K3qQpWBJVLUS4xLJHB1KJd2RnAnMg5bF2s8W7lTsF7eVPs1RsdzZNZZbobcxngzHpucVuTzdqFku0JYOVgCcOe6kZPLLnDj7C1iwu5Q5NV8lH63SJqxXtoVwZGZZ3H1Tj3GB/ViCQ96N6hFifx5uBMfz76gi0z6/W9CI2+k2WbLx10omMvZrOzLTTv59m8/AD6sX5MPG9RK0S7GGIf36Fmm644vVKG9T0XcXHJy/dZtNh87zbTNOzHGJzzyvJ4nxSoUoc+sbnhV9yTyyg3Wzvqdnyb/mm4b18J56fd1dyrVK8ftm7FsWfIXC4Z+T2JC8pPCinXKMvWP0SnatXXrzvWwSNP16x+8SpuPXyd3ARcCDwczu+9CTvqdydT5ARSrUJje09/Dy7s4UVei+eXrTayc+lua9XPkdmLIdx9SvEIRcuRxIir8BrvW7WfRpyuIib4NwIstqtO8R0OKV/LA2taK4OMXWfrFKvZv8TfrK497LrqNe4vqr1bC1sGW0MDLTOk2j9MHgjJ3juUK8eHktylVpRhR16JZ+812fp6xMd02paoU5b3P3qRkZQ+SkpI4tT+Ib0f9TNDRC6Y61eqXo8OQ1/EoXRDjnTiO7jrF/BE/EXb+mqlOxRe96DG2LUVKu3P14nWWT/mNLct3Zer8RCT7KcEhIiIiIiIi8gxKSkzCwsaCIq/mI8z3epr1Dk8/izEqjnI9iuJQwJY71+NISkp782+DAfJ5u1CibUFscloRE3aHgEUhxN0MpmKf4gAkxidhk9OK4i3dCN4Qlm6ct6/c4dT353Ep7fRwE/2PgrlyMqvD63z3zwEGrfwdJztbhjStw4x3XqP17B/SbTtj6y5+9jtiur51x2j6edHO/azwNX9IvLBLa45cvGy6blbRiwGv1GbE6s0cDLlE0bwujHvzVZKSkpj0+9+ZMr/ngUMOeyZs+pQDW/2Z3usbilUowsAFH3AzMoYN87em2sbCwoKxvw0l4nIk/V8cQW43FwZ914eEuHgWDl9uVrezV19ibtw2XUeGR5l+rtP2Bd6f+i4zen1DwN4ztOrfjPEbh9OldD8ir6SdIHuYOY5fP5SD248yo/cCipUvwoBvenArMoYNC7an2iYpMYnd6/az+LOfiLoajbtnfvrMeI8cuR2Z0Gk2ABVql2b/tiMs/HQFN6NiePXdOny+5mP61v6UwEPBADi5ODLtz1Ec/us4w5tPIurqDQqWKMDNyFuZNr/kOdoxdtVHHPorgJkDllG0bEE+mtmZW1Ex/P5d6n8Pdo62jPm5P3t+P8zsj5dhaWVJhyGvM/bnj+hYfhAJ8QnkL5KXz77vzeqvNzOpx7c45rSnx7h2fLr0A3rX/QKA/EXy8vmKvqxf9BcTe3xL5Tql6T/jXSLCoti//VimzlMkS+gMjgxTgkNERERERETkGWRlZ0nZrh4ARJ66SVxMyhUEVw9FcT0gmpemV8DaKfkRgb2rbbr9WjtZUbhRPtO1vasthRu5cm7dZbOyuys2Lv55Nc2+khKTODLrLJ6t3Yk8kXqMD6qce34sLAxM3/oPd/M0i3buZ9Y7r2NlYUF8Ytr7fty6Y+TqzZhU78UY44gxxpmuvQrkpUT+PIxeu81UVtnDnYMhoaz3PwlAaOQNNvifpEKhAo88r+dJ/XdewsrGiqld5xAfF0/w8Qt4Vi7Gmx+9lmaCo9orFSlSthCDGn1OZHgUgYfhu5E/0m1CB5aMWkl8XLypbmR4FLeiUv+c3/zoNX7/dhubFv8JwPSe31CjaVVe7VKfFRN/ybw5vvVi8hy7zyM+LoHg4xcpXsmDN/s3TTPBcTPyFr99c2/+4SFXWTd3C20GvGYqm/vxUrM2iz5dQa3m1ajZrKopwdH2k+ZcuXCNqd3nmepdPncl0+Z2V702NbG2seLL3ouS53gilOIVitDqg0ZpJjgKlyxAztxOLBn/C1cvJidmv5+0jrn/jCZf4TxcCgqnZGUPLCwNfDfmF1MydtWszXz2/YdYWlmSEJ9Asy51uBxylfmf/gTA+VOXKFezJC17NVKCQ+QZo0PGRURERERERJ5T4fsjyVncgaB1l/nrg8Ps/OgIJ5edJ8GY8c2/YyOMhPteJ3eZHA88fuCqUGxyWlOonusDt03LsdAwkpKSaFm1HBYGA062NrxeuQy7A0PSTW4AdH+5OruG92TVh+/QpXY1LC0MadZt7V2eoCsR7A++aCo7FBxKWfd8VCiUH4BCuZx5qVRRdpzK3G1/nnVla5biyN/HzZIS+zYdokjpgji5OKbeppYX546EmK3G2LfpMI7ODniUK2RWd+7Byfx48RsmbPqUci94mcqtrK0oVa04B7beW6mTlJTEga3+lK1ZKrOmB0CZmiU5uvME8XH3knr7N/tT2Ms9zTn+V243F15sUR3/HQFp1jEYDDg42REdcW91Rq3XqnJ6/1lGLO/HTxfm8LXvOJp0qffwk0lDmerFObLrlPkctx2lcCk3nJwdUm1z4cxloq5F07jDS1hZW2JjZ82rHWoTfCKUsJDkZOnpQ8EkJibxyjsvYmFhwCGnPQ3a1uTgnwEk/H8ruDLVPTn453GzvvdvO0YZn+KZPk+RrGBIyvrXs0IrOERERERERESeU7fD7xB58iYW1hZUHuCJMTqegIUhxN2Mp3zPYum29Z9xlvD9kSQaE3Gt6kzZHkUfaOzrJ6K5+OdVao0v+wgzSOni9Rt0W7SaL99qxqg3GmJlacHB4FB6Lvkl3XbLdh/ieGg4UTGxVPFwp/8rL5I3h2OqW0vZWFnyWqUyzP//+Rx3rfc/SS5He5Z1bwcGsLa05Me9h/nmL78UfUjachdw4dK5cLOy62FRpnupbaWUq4CL2TkayW0iTW0CgYhLkXzVcx6n9p3F2taKJt0aMOWPUfSpOYwzB4NwzpsDSytL01imfsKjKFy6YKbNDyB3fucUqyau/z85k6uAc7rbRQ1d2ptazath52DL7t/28+X789Os23pAM+yc7Pj75z2mMrdi+Xjt/Yasmv47yyf+glc1Tz6Y9i7xcfFsWbrjEWd2T658zqakxF13t/nKld+Zm6msorl98w6Dmk/ms2W9eeuT5JUpoYFhDG89zXSWSljIVYa3msawRT3pO60jllaWHPc9w6dtpv9r7JwpthSLvHIDx5wO2NhZY4yNQ0SeDVrBISIiIiIiIvK8+v83OCv0LoZzCSdcq7jg1bEwoX9fu+8qDq9Ohak1rgyVB5YgJuwOJ5eez/Cw8bcTOPJ1EGW7F8Ump/WjzCCFvE4OfN6yEWsPBNBuzg90nP8TcQkJfPXWa+m2++6fA/gFXeBU2FVW+Poz+fe/eadWZawtLVPUbVi2BA621qw9YP4N8erFCtGjjg+fr9tO69nf0+f7X6njVYye9Wpk6hzl4Vw4Fcr6b7Zy+sBZju8+xdSuczi+6xRv9k//d+NJM/fjpXxYYzgjW03BrXh+ek7ukGq9eu1foOOIVox9e4bZw36DhQWnD55j0acrCDwUzIYF2/l9wXaadW/4uKaQJhs7az6a0Zlje8/wUaNxDGw8gXMBF/l8RT9s7JL/rciVLyf9pndi64+76Ft/DB83m0i8MYER3/XK5uhFMlFSUta/nhFawSEiIiIiIiLynLJxscY2tw3WDvceDzgWtIMkiL1mxNHNLs22ti7W2LpY41jQHmsnS/xGn8SzlRu2uWzuO25M2B1irxg5NPm0qezus5Yt7+zjxS/L45A/7bHT81bNSkTH3mHqpnvfRB+8ciN/DO5OxcIF8D9/OZ3W9/ifv4y1pSUFc+Xk3FXzQ9pbe5fnr5NBXLtl/g30vg1f4NdDAazadxSA02HXcLC2ZlSLhsz7c++z9DwpS0VcjiRXPmezslz5nU33UnP9ciSlq5f4TxuXdNsAnPA7Q/kXSwMQdTWahPgE01imfvI5cz2dPh5GRFhUquMAXL8clVoTk+thUVwPi+L8yVCiI24x7c/P+H7cGrN51m1bi4/mdmfMW9M5uP2o+diXrhMScNGsLOREKLVb+jzCjFKJMzwKF9ecZmV3r/+7Suaueq1rkL9IXj56ZbzpfI2J3efzc9AMajWtzF+r/WjerR4xN26z4LOfTe0mvf8ty45NprR3cU7sO8v18Bupjn3rRoxWb4g8Y7SCQ0SeWBcuXMDLy4uAgLT3E129ejXe3t6PMSoRERERkWdHLi8n7lyPIz723h75MZdiwQB2ee6fqLjr7oP7xPiMPcF3dLej1qRy1Jxw7+VazYXcZXNQc0K5Bxr7v+ytrU0PRu9K+P+1hSHtMzX+q7SbKwmJiUT859Dxgrly4lOssCmJ8W921lYkpjG2gYyP/bw7vucUFV4ui6XVvdUz1RpVJOTExTS3bjq++yRFKxQxe6hdtVFFbkXFEHL8QppjeVYqSsSl5ARWfFw8p/afpUqDCqb7BoOBKg0qcHzPqUedlpmAPacpX7u02RyrNqzA+ZOh6W5P9V8W/z8nxtr2XpKybrtaDJz/PuM7zsL390Mp2hzbfYpCpdzMygqVLJBiO6lHFeB3lgovlDKfY72ynD91KdXtqQBs7W1ISkw0+xtOTEwiKSkJw//namtvS2Ki+d/Z3e2r7tYJ8Aukcp0yZnWq1itLgO/ZR5+YyGOgMzgyTgkOEXmqNW3alE2bNmV3GI9VWomf06dP06dPH+rXr4+XlxeLFy/OngBFRERE5Ilx88JtbpyLIe5mPPExCdw4F8ONc/ceLBZ4MTfWTpYcm3uOmxduExEQzanvL1Cwbl4sbZIfGYT5XWfnwHsP868cjOTin1eJPn+b21fucOVAJAELgnHxcsLe1dZU7+5YCbGJGKPjuXEuhpsXbgNgaWNBjsL2Zi9rB0ss7S3JUdgeC6uHf1zx18kgyhcsQK96NfDI40IZ93yMbfUKF69HERCafK5DhUL5+a3/u+TLmXyYc6XCbnR8oQpeBfJSKJczr1UqzeCmdVh36AQ3Yu+Y9d+qWjmu3LzFjlPnUoz954mztPepSJMKpSiYKye1PIvQt+EL/HnibIrEh6Rt+w87iTfGM/DbXniULUSdti/Qom9TVk37zVTnxRY+LDj+lel6/2Z/Qo5fYPCSPhSv6IH3K5Xo/EV7fv16I3HG5MPKW/ZrSq3XvXH3LEDRcoXpNa0zleuX59evN5r6WTXtN5p2a0CjTnUoUrogfed0x87Rlk2L/sjcOf74D/HGeAZ80wOPsgWp06YmLXu/yqqvNtyb4xveLDgyxXRdvXFlXulUh6LlCpHfIy8+TSrTd3YXjv5zkrDg5OREvfYvMGhhL74ZtIwTvmfIld+ZXPmdcchpb+pn9fTfKVOjBO0Hv4G7Z37qtX+Bpt3qs27ulkyd4x8/7yXOGM9HM9/Fo7Q7L7esTov3G7L663vjvNCsCvP3fmG6PvDncZxcHPlwyjsULuWGR2l3Bs5+j4SERPx3nATAd7M/paoW5e1PXsO9eD5KVCzCgFnvERZylUD/EADWL/wLNw9Xuo5uTaGSBXita11ebuHNmjmZO0cRyX7aokpEnmp2dnbY2aW9dN1oNGJj8/Df/noQCQkJGAwGLCyyJ3d8+/ZtChUqROPGjRk/fny2xCAiIiIiT5YDE08Te9Vout4zNPnMiFeWJ6+CtrKzxHtYKQIWh7BneADWTpYUqJmbEu3uHagcH5NATGis6drSxoIL269wa+l5EuMSsctjQz6fXBR7vYDZ2HfHArgRFMPlfyKwy2vDyzMrZslc79p79jyf/LSBri970/Ulb27HxXP4/CV6LF7DnfjklSp21tYUd82NlUXyN8uNCQk0reDFh/VrYmNlxcXrUSz55wCL/zlg1rfBAC2qlOOXA8dSTVjM/XMvSUC/Ri+SL6cT12/F8MeJs0zfsitL5/ysibkRw5BXv6DPrG58vW8iUVej+f6Ln9kwf6upjqOzA0X+dfB3YmIiI5qPp9/X3Zm+ayyxt+6wZcmfLB65wlTH2saK96e8S96CubkTc4ez/sEMbvQ5h/88Zqrz10+7cHHNybuj25GrgAuBh84xrMlYIsPT3zbqwed4m6HNxtN7+nvM3jOWqKvRLBu7hg0LtpvqOOR0oLCXu+naeNtIk6716DmlA9a21ly5cI2dv/ixYtKvpjpNu9bHytqKPjO70GdmF1P55iV/MaXbPABO7T/L6DbT6DKmHR2Gt+TyuSvMGbiU7cv/yfQ5Dn9zGh9OfpuZf3xK1LVovp+8jt+/+9tUxzGnPYX/tZrkwunLfPbWTDoMbs60zUNJSkzijH8II1p/RcT/t7U6vOMEE7vPp03fxrTp25g7t40E+AUyvPVXpu2nwkKuMrLdDHqMa8cb7zfgauh1vur7Hfu3H0PkqaCceIYZkv67blNE5DFLTExkwYIF/PTTT1y6dIm8efPSrl07mjdvToMGDZg5cyZLly7F398fDw8PRo8eTZUqVYDkLarGjRvHvn37AJg5cyZbt26lQ4cOzJkzh9DQUE6cOEHHjh0pWbIkAGvXrsXKyoq33nqLfv36YUhnmfqNGzeYMmUKW7duJTo6Gg8PDwYOHEi9evVMY0+cOJGpU6dy7tw5Nm/eTI4cORg7dix//PEHRqOR6tWrM2LECIoWLUpSUhK1atVi1KhRNG7cGIA33niDa9eusXPnTgD27dtH586d8fPzw97ePkVMXl5eZtc+Pj4sXbrUrKx+/fp06tSJzp07P/Dn0ciizQO3EREREZHsV3rf4/liT3bZturZ35q24HglQp4FBivr7A4hy1k4OmR3CFkuISpzk1ry+G1JXJndITy02q2m3L/SI9q5+uMsH+Nx0AoOEcl2U6dOZeXKlQwdOpRq1aoRHh5OUFCQ6f60adMYPHgwHh4eTJs2jYEDB7J582asrFL/JywkJIRNmzYxa9Yss9UUa9asoXXr1qxcuZKjR48ycuRI3N3dadu2bar9JCYm0r17d27dusXkyZMpUqQIZ86cMeszNjaW+fPnM2bMGFxcXMiTJw8DBgwgODiYOXPm4OTkxOTJk+nRowfr16/H2tqa6tWr4+vrS+PGjYmKiiIwMBA7OzsCAwPx9PTEz8+PChUqpJrcAFi5ciVt2rRh8eLFlChRAmvrZ///PIuIiIiIiIiIPC+etDMyZs6cyaxZs8zKihUrxsaNG9NoAb///jvTp0/n4sWLFC1alI8//pg6depkemxKcIhItrp58yZLlixh5MiRtGzZEoAiRYrg7e3NhQvJB8F16dKFunXrAtC3b1+aNWtGcHAwnp6eqfYZFxfHpEmTyJ07t1m5m5sbw4YNw2AwULx4cU6dOsXixYvTTHDs2rULf39/NmzYQLFixQAoXLhwirFGjRpF6dKlATh37hzbt29n+fLlVK1aFYApU6ZQt25dtm7dSpMmTfDx8WHFiuRl0n5+fpQtW5a8efPi6+uLp6cnvr6++Pj4pPme3Z2Xi4sLrq6uadYTERERERERERHJDCVLlmTRokWma0tLyzTrHjhwgIEDBzJgwADq1avHunXr+PDDD1m9ejWlSpXK1Lh0yLiIZKuzZ89iNBqpWbNmmnX+vSXT3Qf6ERERadZ3d3dPkdwAqFSpktl2VJUrVyY4OJiEhATmzp1LlSpVTK/Q0FACAgIoUKCAKbmRGmtra7P4AgMDsbKyolKlSqayXLlyUaxYMQIDAwGoXr06Z86cISIiAj8/P3x8fPDx8cHX15e4uDgOHjxoSnCMHDnSLC4REREREREREXnGJSVl/esBWVpa4urqanql9uztriVLlvDSSy/RrVs3PD096d+/P2XLlmXZsmWP8q6kSis4RCRb2dra3rfOv7dgupugSExMTLN+Wls7pad9+/Y0adLEdJ0vX750Dy+/y87OLt0zPFLj5eWFs7Mzvr6++Pn50b9/f1xdXfn22285cuQI8fHxpmRGv3796Nq164NNRkREREREREREJB1GoxGj0WhWZmNjg41N6md6BQcHU7t2bWxtbalcuTIDBw7E3d091bqHDh1KcS5s7dq12bp1a6bE/m9KcIhItipatCh2dnbs2bMnxfZPmc3f39/s+vDhw3h4eGBpaYmLiwsuLi5m9728vLh8+TJBQUHpruL4N09PT+Lj4zl8+LBpi6rr168TFBREiRIlgOQkjbe3N9u2beP06dNUq1YNe3t7jEYjK1asoHz58jg4JB/YlidPHvLkyWM2xt2ET0JCwgO/ByIiIiIiIiIi8mR7HGdwzJs3L8W5Gr1796ZPnz4p6lasWJHx48dTrFgxrly5wuzZs3nnnXdYt24dTk5OKepfvXqVvHnzmpXlyZOHq1evZu4kUIJDRLKZra0t3bt3Z/LkyVhbW1O1alUiIiI4ffo0tWrVytSxQkNDGT9+PO3ateP48eMsW7aMwYMHp1nfx8cHb29v+vbty5AhQyhSpAhnz57FYDDw8ssvp9qmaNGiNGjQgE8//ZTRo0fj5OTElClTyJ8/Pw0aNDDre+LEiZQvXx5HR0cAvL29Wbdu3X1XbOTJkwc7Ozt27NhBgQIFsLW1JUeOHBiNRtM2WEajkbCwMAICAnBwcMDDw+NB3y4REREREREREXlGvf/++7z33ntmZWmt3vj34eClS5emUqVK1KtXj99//502bdpkaZz3owSHiGS7Dz74AEtLS2bMmEF4eDiurq60b98+08dp0aIFsbGxtGnTBktLSzp16kS7du3SbTNz5kwmTpzIgAEDuH37Nh4eHgwcODDdNuPHj2fs2LH07NmTuLg4vL29+eabb8y22vLx8SEhIcHsMHEfHx+2bduW7gHjAFZWVowYMYLZs2czY8YMvL29Wbp0KeHh4bRo0cJUb+HChSxcuBAfHx+WLl2abp8iIiIi8nw7uyaUKwejiA6+jYWVgfoL7n/+W1JSEoE/h3Jh+1Xib8Xj4uVEmS4eOLrd2+r1fv0ao+M5MussN0NuY7wZj01OK/J5u1CyXSGsHNI+vPRhvF/Xh5dLFaO0mytxCQnUHDMnQ+16N6hFm+oVyGFny8HgUD7/dRvB1yJN97d83IWCuZzN2ny5aSff/u0HgLtLTrZ+kvJLTO3nLsf//OWHn9BzKEcuJz6c0YWazauRlJjEjtV7+brfImJvxabZZsr2UVSqW86s7Ld5m5nea77p2rVwXvp93Z1K9cpx+2YsW5b8xYKh35OYcG9r5Ip1ytJz6rt4lCvMlfPX+GHsKjZ/92cWzNGRD7/qTI1mVUhKTGLnGl++HrCE2Ft30m1XpkZJ3vu8LaV9PElISOTs4WCGNpuAMTYOgLeGvIFPkyp4VvIg3hhPq3zdU/Sx2fhDirJxHWby50+7M2dy/+fk4sgHk96ixquVSEpK4p9f9zNn6I/pzjFXvpx0+7wNVeqWxcHJjgtnLrN86nr+WXcAgIovejHpt09Sbdu3/hhOHTyHta0Vfb/sSInKHhQp5cbeTf583mF2ps5NJNM8hhUc6W1HdT85c+akaNGihISEpHo/b968KVZrXLt2LcWqjsxgSEp6iBNFRESeMh07dqR06dIMHz48u0N54jWyyN7Mu4iIiIg8nNL70n9I4ff5Cdzr5KVgnZQPF86svIi1oyWx1+K4+OfVDCU4gn69RNDay5TvVRR7V1vOrAzl5vkYXphcHksbiwz1G3cznsu7I8hZ3BGbnFbEhN0hYFEIOYs6ULFPcbO621Z53zemxV1b88uB4/xy8HiKe70b1OLG7VgKOOegVbVyGUpwdH3Jm+51qjNs1SYuRNygb6MXKJk/L82nf4cxPnnL2C0fd2HV/mP87HfE1O7WHSO34+KBewmOLgt+5kz4NVOdyJhY4v9ztmDB8bvuG9Ozbsr2UWz+7s9Ukwdj1w8jj1suvuo5D0trKz5Z+AEn/QIZ32F6uv1dOH2J70auMJXdiblDTPRtACwsLJh7cDIRlyOZP2gpud1cGPRdH37/disLhy8HoEDRfHxzZCrr523h92+3UaVBBXpN68yI18azb/PhFGMarKxTlP3b5C0j2Lzkb7Ys/TvlHH8dRG43F6Z/sABLays+nv8+J/cHMqFT2g/iy9QoybjfBvPjpLXsWX+AhPhEilcswu5f9xNnTP497DjyTW5FxpC3YG4av1c3zQTH5K5zzeZ0MzKGuDtxKepaODqkO8dJ6z5hyw//sGV5yt/pL1b2I3d+Z2Z8tBQra0sGzHqPUwfPMbH7/FR6SjZ21Uc4OTswe9AP3LgWTb3WNegw9A361vuCwCPnsbK2JEcuR7M2nYa1oHKdMrxXZSgAtg42dP+iLWcOB1O7eTWMd+LSTXAkREWlO0d58m1JXJndITy0l1+fnOVj/P1r6knBjLh16xb16tWjd+/edOrUKcX9/v37Exsby9y5c01l7du3p1SpUnz++ecPPW5qLDK1NxERERERERF56pRoUxCPpgVwKmKfofpJSUkE/x5O8ZZu5PPORQ4PB8p/UJQ71+MI3xeZ4X6tnawo3Cgfzp6O2Lvakqd8Tgo3cuX6iejMmJaZWdt2s2TXQU5dzvj+351erMq8P33ZHnCWU2FXGbJyI/lyONKgjKdZvVt3jFy9GWN63U1u/Fvk7VizOv9Nbkj6ipQuiE+TKnzZfQ4nfM9w7J8TzOq7kLrtXyCPW650296JucP1sEjT625yA6DaKxUpUrYQEzrOIPDwOfw2HuK7kT/y+geNsbJO3vjktZ6NuBwUzryPlxBy4iJrZ2/k75/30Kr/a5k6x8Kl3aneuDJfvj+fE36BHNt1ktkfLaZu21rkdnNJs13PKR34ZfYmVkxeR/Dxi1w4dYm/f95rSm4ALP18Fatn/E7Q0fPpxnArKobrYVGmV2rJjUdRuJQb1RtW4Ku+33FyfxDH9pzh68E/UKdVdXIXcE6zXVkfT36dv41TB4K4HHyV5VPXcysqhpKViwIQH5fA9fAbpteNiFvUalqZLd//Y+rjToyRWQOXsXHJDq6HK3khTzZDUta/HsTEiRPx9fXlwoULHDhwgN69e2NhYcFrryX/Ozho0CCmTp1qqt+pUyd27NjBwoULCQwMZObMmRw9epQOHTpk5tsEKMEhIiIiIiIiIg/odrgRY2QcucvnNJVZO1jh7OlI1OmbD91vbISRcN/r5C6TIzPCfCSFcjnjmsOR3YH3tt+4eceI/4XLVC7ibla3+8vV2TW8J6s+fIcutathaWFI0d/sDq+zY+j7LO3elnqli6e4L+krU6sU0ddvcmr/WVPZga3+JCUmUbpGyXTb1n/7JX4OX8A3/lPpMu5tbO3vrXYqW8uLc0dCiPzXA+99mw7j6OyAR7lCyWPXLMXBbUfM+ty/+RBla5XKjKndi6VGSaKv3+L0gSBT2YFtR0lKTKKMT4lU27i45qRMjZJEhkcx7a9RrDg/hylbP6XcC14PFUPv6Z1ZGTqPGf98wavv1rl/gwdUpnpxoiNvcfpQsKns4J8ByZ9jtbT/Lo77BvJyy+o4uThiMBio06o6NrbWHN55MtX6NZtUIkduJzb/8E+q90XkwVy+fJkBAwbQuHFj+vfvj4uLCz/99BO5c+cG4NKlS1y5csVUv2rVqkyZMoUVK1bwxhtvsGnTJmbPnk2pUpn77yboDA4ReU7oDAoRERERed6c/eUSQb9cMl0nGBOJOnOLE4vuPbB/YUo57PPaPnDfxqjkb3XbOps/VrBxtuZO5IN/49t/xlnC90eSaEzEtaozZXsUzVC7HnWq06POvTPsbK2tqFTYjRHN65nKmk9fwqWoB18RkjdH8hY8V2/GmJVfuxlDXqd72/Ms232I46HhRMXEUsXDnf6vvEjeHI5M+j15+6EYo5GJG/7iYHAoiUlJNCpXkpnvvE6f73/ljxNned69NbQlbw1tZbq2sbehTM2S9J5579ySruU+IncBFyLDb5i1TUxI5EbETXIVcEmz/+3LdxIefIWrodcpXrEI3SZ0oHApd0a3ngJArgIuXA+LNGtz9zp3ARcC//+/KetE4ejsgI2dDcZYY7pzbD/4Dd4a/Ib5HGuUoPf0zqaybpU+IVcBFyKvmK8sSExIJDriJrnypz7HAsXyAdDx0zf5ZvAPBPqfo9E7LzFx0zB6VBlM6JmMn/Py3aiVHPzjGHdu36Faw4r0mfke9k52/DJ7033bthvQlPYfNTWbY2nv4nww6W1TWY9aI8mV35moK+Z/j4kJiURfv0Wu/Gmv4Bj33lyGLXyfn4OmEx8Xz53bRj7vOJtLQeGp1n+140vs336Mq6HX7xu7yBMp8ck6VWLatGnp3k/tuVuTJk1o0qRJVoVkogSHiIiIiIiIyDOocENXCtS8t3WP/6wg8vu4kN/nXpltroc7XDSzeXUqjOebbty6dIfTP17g5NLzlO3qcd92K3z92XjklOl6UtsmbD52hq3HTpvKwqMffkVJRnz3zwHTz6fCrhKXkMBnbzRg2uZ/iEtIIDIm1qzO0Yth5MvpSJeXvJXgAH6bu4W//nWI9ZBlfdm5eg87V/uayq6FRjx0/xvmbzX9fO5oCBGXIpm87TPciufn0tmwh+73Qaz/Zit//7zHdD3kuw/ZscaXf37xM5Vde8gH8Rb/Xy20/tvtbF7yFwCBh4KpXL88jTvXYeGIFek1N/P9uDWmnwMPBWPnaEubAa9lKMGxfuFf/L1mn+l68Dfd2LnugOkQcIBrlyIzHMt/dRreAkdnB4a8MYWoiJu80LQKwxb15OOmEzl3/KJZ3bzuuahWvxzj3pubRm8i8ixRgkNERERERETkGWTtZIW1073/7Le0MWDjbI1DAbtH7tvGOfkQ5TtR8WZJEmNUHDmKpn/4cGpsXayxdbHGsaA91k6W+I0+iWcrt/smYKJu3yHq9h3TdWxcPBE3YwiJePT99a9GJ6/cyOvkwNXoW6byPE4OnLh0Ja1m+J+/jLWlJQVz5eTc1dQfWvufv8wLJe6fwHkeRF+/SfT1e0ko420jkeE3CA00X3kQcTkSl3w5zcosLC3ImduJ65cjMzzeib3Jya+CJQpw6WwY1y9HUrq6+fZPd1dLRPy/34jLkSlWUOTK78ytqJj7rt4AiL5+i+jr936H7pjmaJ5guX45EhdX81UMFpYW5MjtlGIFyV13YwwJuGBWHnLiIvkK571vbOk54XuGDsNbYW1jZXaeR2puRt7iZuS9ORpj44i6ciPFCovrYVE4u5pvQWdhaUGOXI5cD0v979atqCtv9GjA+7VGEnwiFICgoxcoX6skzbvVY+aAZWb1X3n7RaIjbrLn95QHwIs8NZ6sBRxPNJ3BISIiIiIiIiIPxD6fDTYu1kQcvbdlUHxMAlGBt3Au6fRIfSf9/6FOYnz2Pt25cD2KK9G3qFm8sKnM0daGioUKcCgkNM12pd1cSUhMJOI/W1v9t86VLF5Z8qwJ2H2KHLmcKFn13jkNVeqXx2BhMCUtMsLz/4dSX7uUnHw6vvskRSsUwcX1XvKkaqOK3IqKIeR4ctIgYM8pqtSvYNZP1YaVOL77FJnp+N7T5MjlSMkqxUxlVeqVw2BhIMD3TKptLp+7wtWLERQqZX4uTKGSboSFXH2keDwreXAj4uZ9kxsPIsDvLDlcHClR6V6Cr/LLpZM/x/2pr2iydUhOdCb+Z8uexIREDIaU5900eudFtv64m4T4hEyLW0SeXFrBISIiIiIiIvIMio9NICE20XRdsa8ngNkZGTY5rTBYGLh99Q5xNxOIvWokKTGJG+eSH847FLDFys4SgJ0Dj1KyfUHyV8+FwWDAo0k+zv5yCYcCdtjns+HMylBsc1mTz9vF1P/9+r1yMBJjVDw5PR2xsrPg5vnbnPrhAi5eTti73v9sEAcbaxxsrE3XH6/YAGB2RkbErdskJiXh5pwDZwc73FxyYGlhQWk3VwBCrkUSY0x+T37r/y7TNu9k2/FAAJb8c4D369Ug+FokF65H0bfhC4RH32JbQPL9SoXdqFi4AL5nz3PrThyVi7gxuGkd1h06wY3Y5JUlb1QpS1xCAgGhyd9kb1SuBK2qlWPkmi33nd/zwM7RDnune6uKxr71FYDZiomoKzcIOXER398P8tE37zO913ysrC3pPbMrf/64y5SsyOOem0lbRzLp3Vmc9DuDW/H81H+7Nr4bDnLjWjTFK3rQ88t38f/rOEFHks+i2b/Zn5DjFxi8pA/zBy8jdwEXOn/Rnl+/3mh6sP/b3C28/mFjuk3swKaF26lcvzx12tZixGvjMzhHW7M5jusw8/9zvLdaI+rKDc6fCMVv4yH6z+3GjA8XYmltyYfTO/PnT7uJ+P/2TnncczFp03AmvTeHk/uSfw9XfvkbnUa25qx/MIGHg2nU8WUKe7nzRfuvTP27Fs5DjtxO5CuSBwtLC4r/P8EQeuYysbfuULNZVVzy5eSE7xmMsXFUbVCBtwa/wcpp6zM+R8d7f7Pju85LnuO/Vt1EXY3m/KlL+G09Qv/pnZgxYBlW1pZ8MOlt/lrtR8Tl5BUcedxcmPDLQCb3WsipA0GcP3WZi4Fh9J3WkfmfriQ64ia1mlWhSr2yfNZ+plkclV8ujVtRVzYu3ZFqnEW83LCytiJHLkfsnewoXj45gXn26PkMzVPkcTFoBUeGKcEhIiIiIiIi8gw699tlzq66lG6dl2ZUwN7VlsCVoYT+fc1UvmfocQC8Py1F7rLJDyhjQmOJj7n3jeiizQuQcCeR49+eIz4mARcvJ6oOKYWlzb3NIu7Xr6WNBRe2X+HW0vMkxiVil8eGfD65KPZ6gQzN8b3a1fiwQa106zScvIDQyBv0bliLllXLmcpX9+4AwLvfrsQvKPmb+sVdc5PD9t5D2gU79mFvY83oFg3JYWfLgeBQeixejfH/3ww3JiTQtIIXH9aviY2VFRevR7HknwMs/teZGwC96tXAzSUnCYmJBF2JYOCPG9h8LOOrDp5lbT5uTqfP2qZbp0OxDwgLvsKEDjPoPbMrk7aOJCkxiR2r9zC77yJTPStrS4qULmj6xn+8MZ6qDSrSql8z7BxtuXL+GjtW7+WHMatMbRITExnRfDz9vu7O9F1jib11hy1L/mTxyHtnV1w+F86I18bT68vOtOzblKsXrvFl97ns25yxLZDaDHiNjp++mW6djiX7EhZ8lQnvzubD6Z2ZuGlY8hzX+PL1R9+ZzbGwl7tpjgBrZm7Exs6anpM7kiO3I4H+IQxpMp5LZ+9tD/XuZ615pVMd0/Vcv+TkzMcNv8D/7wDi4+J5vdcr9JzSEYPBQGjgZeZ9sowNC/7I0Bxb936VDkNeT7fOuxUHE3b+GhO7f8uHk99mwi8DSUpKZOevB5gzZPm9OVpZUriUG3b2yXNMiE/g07bT6fLZm4xe3gd7R1tCg8KZ+sFC/LYcMRvj1Y4vcWzvGS6cTv1w9S9+6kf+Ive27vp6x2cANM7VLUPzFJEnjyEpKUn5IBERMWlk0Sa7QxARERGRh1B635NxYHhW2bbKO7tDyHIFx+/K7hAkExisrO9f6Sln4fjgZ+08bRKiHv0sH8leWxJXZncID61u44lZPsafGwdn+RiPg87gEBERERERERERERGRp462qBIREREREREREREReULoDI6M0woOERERERERERERERF56mgFh4iIiIiIiIiIiIjIk0IrODJMKzhEREREREREREREROSpoxUcIiIiIiIiIiIiIiJPCEOSlnBklBIcIiIiIiIiIiIiIiJPisTsDuDpoQSHiIiIiIiIyDPghLcxu0PIUgXZld0hZDkLe/vsDiHLJd6+nd0hZLmk+LjsDiHLJURFZXcIIiKAEhwiIiIiIiIiIiIiIk8MbVGVcTpkXEREREREREREREREnjpawSEiIiIiIiIiIiIi8qTQAo4M0woOERERERERERERERF56mgFh4iIiIiIiIiIiIjIk0JncGSYVnCIiIiIiIiIiIiIiMhTRys4RERERERERERERESeEAYt4MgwreAQEREREREREREREZGnjlZwiIiIiIiIiIg8ZYqVL0zvLztRqloxoq5Gs3buFlZO25Bum023lqQoG/fubP76eS8A5WqVousXbSlcyh1bBxvCQ66yfuEfrJm1yaxNHrdcdB3TluqNKmHrYEPo2TCmvv8tpw8GZd4ERUSeZzqDI8OU4BAREREREREReYo45LBj3K+fcPCPY8zot5ii5QoxYE43bkbG8PuiP9NtO+X9b9i35Yjp+mZkjOnn2Jg7/DpvK0FHzxN76w7lXihFvxnvEXvrjqlfJxcHvtw2Av+/AxjRcgqRV29QsEQBbkbeyoqpioiIpEsJDhERERERERGRp0j9di9gbW3Flz2/JT4ugeCAi3hW9ODNPo3vm+C4GRnD9bCoVO8FHg4m8HCw6Tos5Covvu5N+Re9TP22HfAaVy9EMLXnt/fqBV995DmJiMg9hsTsjuDpoTM4RERERERERESeImVqlODIPyeJj0swle3feoTCXu44uTik27b3tE78FDybGX99xiudXk63rmclD8rWLMGRHSdMZTWbVuHUwSCGL+3NinOzmL3rC5p0rvtI8xEREXlYWsEhIiIiIiIiIvIUyZXfmcvnrpiVXQ+P+v89F7Ntp/7tu89Xceiv49y5baRag/L0mdYJe0db1s7ZYlZv2amvcM6bA0srS5aNXcPG7/4y3XMr5spr3eqzeuZGfpyyjlJVi9FrSgfi4uLZ+v3OTJ6piMhzSmdwZJgSHCIiIiIiIiIiz4EfJq41/Rx4OBg7B1va9G+aIsExsNEY7J3sKFO9BF0+b0vo2TD+XLkHAIOFBacPBLFo1M+mfoqWLUSzrvWV4BARkcdOW1SJiIiIiIiIiDxFrodFkSufs1nZ3evrYZEZ7ueEXyCuhfJgbWP+/dew4KucO3aB3xf/yepZG+kwrKXpXsTlSIJPXDSrf/5kKPkK537AWYiISJqSHsPrGaEEh8hz7MKFC3h5eREQEJBmndWrV+Pt7f0Yo3o+1K9fn8WLF2d3GCIiIiIi8hQK2HuGCi96YWllaSqrWr8c50+Gprk9VWo8KxYhOuImccb4NOtYWBiwtr2XADm+5zSFS7qZ1SlYsgDhIdceYAYiIiKZQwkOEUlX06ZN2bRpU3aH8Villfg5ffo0ffr0oX79+nh5eWVqgmLFihV07NiRqlWr4uXlxY0bN8zu7927Fy8vr1Rf/v7+ZnH/93Xo0KFMi1NERERERLLf9p92ExcXz4A5XfEoU5A6b9agxQevsmrmRlOdF5pX49sDE0zXNZpUpvG7dfAoWxD34vl4rVt92n/yOmvn3tueqnmPBtRoUhl3z/y4e+bn1U4v82a/pmz/cZepzuqZGynt40n7j5vjXjwf9drWoul79fj1m62PZ/IiIs8BQ1JSlr+eFTqDQ0TSZWdnh52dXZr3jUYjNjY2jyWWhIQEDAYDFhbZk5u9ffs2hQoVonHjxowfPz7T+37ppZd46aWXmDp1aor7VapUYedO8/1sp0+fzu7du6lQoYJZ+eLFiylRooTp2sXFJVNjFRERERGR7BVz4zbDXp9M7y87MWvnaKKu3eT7Cb/w+6I/TXUcne0p7OVuuk6IT6D5+w15f+LbGAwGQs+GMW/ID2ZtDBYWdPm8LQU8XEmITyA0KJyFn65g/YI/THVOHQji8/YzeO/zNrwz9A0un7vK3EHf88eK3Y9j6iIiImaU4BB5DiQmJrJgwQJ++uknLl26RN68eWnXrh3NmzcH4Pz584wbNw5/f388PDwYPXo0VapUAZK3qBo3bhz79u0DYObMmWzdupUOHTowZ84cQkNDOXHiBB07dqRkyZIArF27FisrK9566y369euHwWBIM7YbN24wZcoUtm7dSnR0NB4eHgwcOJB69eqZxp44cSJTp07l3LlzbN68mRw5cjB27Fj++OMPjEYj1atXZ8SIERQtWpSkpCRq1arFqFGjaNy4MQBvvPEG165dMyUI9u3bR+fOnfHz88Pe3j5FTA0aNACgRYsWAPj4+LB06VIqVqxIxYoVAVJNQqTl2rVrDB8+nF27dpE3b1769++fok7nzp2B5JUaqbGxscHV1dV0HRcXx7Zt2+jQoUOK99fFxcWsroiIiIiIPHuCjp5n4Ctj07y/ZdlOtiy79yWpfVuOsG/LkXT7/HXuFn6duyXdOgB7Nx5i78ZDGY5VREQe0DO0wiKrKcEh8hyYOnUqK1euZOjQoVSrVo3w8HCCgoJM96dNm8bgwYPx8PBg2rRpDBw4kM2bN2Nllfo/ESEhIWzatIlZs2aZraZYs2YNrVu3ZuXKlRw9epSRI0fi7u5O27ZtU+0nMTGR7t27c+vWLSZPnkyRIkU4c+aMWZ+xsbHMnz+fMWPG4OLiQp48eRgwYADBwcHMmTMHJycnJk+eTI8ePVi/fj3W1tZUr14dX19fGjduTFRUFIGBgdjZ2REYGIinpyd+fn5UqFAh1eQGwMqVK2nTpo1pJYS1tfXDvO0mQ4YMITw8nCVLlmBlZcWYMWO4du3R9qfdvn07kZGRvPnmmynu9erVizt37lC0aFG6detmStiIiIiIiIiIiIg8S5TgEHnG3bx5kyVLljBy5EhatmwJQJEiRfD29ubChQsAdOnShbp16wLQt29fmjVrRnBwMJ6enqn2GRcXx6RJk8idO7dZuZubG8OGDcNgMFC8eHFOnTrF4sWL00xw7Nq1C39/fzZs2ECxYsUAKFy4cIqxRo0aRenSpQE4d+4c27dvZ/ny5VStWhWAKVOmULduXbZu3UqTJk3w8fFhxYoVAPj5+VG2bFny5s2Lr68vnp6e+Pr64uPjk+Z7dndembESIigoiL///puVK1eaVn+MHTuWpk2bPlK/P//8M7Vr16ZAgQKmMgcHB4YMGULVqlUxGAxs3ryZDz/8kNmzZyvJISIiIiIiIiLytEjM7gCeHjpkXOQZd/bsWYxGIzVr1kyzjpeXl+nnuw/0IyIi0qzv7u6eIrkBUKlSJbPtkipXrkxwcDAJCQnMnTuXKlWqmF6hoaEEBARQoEABU3IjNdbW1mbxBQYGYmVlRaVKlUxluXLlolixYgQGBgJQvXp1zpw5Q0REBH5+fvj4+ODj44Ovry9xcXEcPHjQlOAYOXKkWVyP4tdffzXra9++faZ4y5cvb6rn6elJzpw5H3qcy5cvs3PnTlq3bm1Wnjt3bt577z0qVapExYoV+fjjj3n99ddZsGDBQ48lIiIiIiIiIiLypNIKDpFnnK2t7X3r/HsLprsJisTEtFPFaW3tlJ727dvTpEkT03W+fPnSPbz8Ljs7u3TP8EiNl5cXzs7O+Pr64ufnR//+/XF1deXbb7/lyJEjxMfHm5IZ/fr1o2vXrg82mTTUr1/fLPGSP3/+FAeDZ4ZVq1bh4uJC/fr171u3UqVK7Nq1K9NjEBERERERERGRrGHQGRwZpgSHyDOuaNGi2NnZsWfPnhTbP2U2f39/s+vDhw/j4eGBpaUlLi4uuLi4mN338vLi8uXLBAUFpbuK4988PT2Jj4/n8OHDpi2qrl+/TlBQECVKlACSkzTe3t5s27aN06dPU61aNezt7TEajaxYsYLy5cvj4OAAQJ48eciTJ4/ZGHcTPgkJCQ80fycnJ5ycnMzKihcvTnx8PEePHjVtUXX27Flu3LjxQH3flZSUxOrVq2nRokWGzgYJCAjQgeMiIiIiIiIiIvJMUoJD5Blna2tL9+7dmTx5MtbW1lStWpWIiAhOnz5NrVq1MnWs0NBQxo8fT7t27Th+/DjLli1j8ODBadb38fHB29ubvn37MmTIEIoUKcLZs2cxGAy8/PLLqbYpWrQoDRo04NNPP2X06NE4OTkxZcoU8ufPb3bOhI+PDxMnTqR8+fI4OjoC4O3tzbp16+67YiNPnjzY2dmxY8cOChQogK2tLTly5MBoNJq2wTIajYSFhREQEICDgwMeHh6p9lW8eHFeeuklPvvsM0aNGoWlpSXjxo1LsXrlypUrXL16lZCQEABOnTqFo6Mjbm5uZomhPXv2cOHChRTbU0HyIe/W1taUKVMGgC1btrBq1SrGjBmT7nxFREREROTZkCOXIx9M7UiNJlVISkxk59p9zPlkGbG37qTZZtLvQ6n0chmzsvXfbmdGv8Up+8/txJw9Y3AtmJtW7j25FRUDQMWXSjN547AU9dsX78P1sKhHm5SIyPNIKzgyTAkOkefABx98gKWlJTNmzCA8PBxXV1fat2+f6eO0aNGC2NhY2rRpg6WlJZ06daJdu3bptpk5cyYTJ05kwIAB3L59Gw8PDwYOHJhum/HjxzN27Fh69uxJXFwc3t7efPPNN2YrGnx8fEhISDA7TNzHx4dt27ale8A4gJWVFSNGjGD27NnMmDEDb29vli5dSnh4OC1atDDVW7hwIQsXLsTHx4elS5emG++IESPo0KEDefPmpV+/fsyYMcOszo8//sisWbNM1++8846pbatWrUzlP//8M1WqVEnzAPivv/6a0NBQLC0tKV68ONOmTaNx48bpzldERERERJ4ek34fypbvd7BlWcrtcAcv7EnuAi4MbT4RK2srBs7tRv9ZXZjw3px0+9yw8A+WjFltur4Tk3pCZMDXXQk6eh7XginPZAToUmkQMdG3TdeR4Q+3cl1ERCSjDElJSgeJyKPr2LEjpUuXZvjw4dkdijyiRhZtsjsEEREREZHnkkUGzjtMK8FR2Mudbw9MoHftzzh9MAgA70YV+GL1QN4p2Z+Iy5Fp9nf2SAhzB32f7rivdavPy2/W4PsJvzBpw9BUV3D8uywtibdvp3tfRCSzbElcmd0hPLRXq32W5WNs2j86y8d4HCyyOwAREREREREREXk0ZWqUIPr6LVNyA+DA9mMkJSZRunrqK8Dvqte2Fj8Fz2ae3zjeG90GW3sbs/tFSrvz9tAWTO7+DUmJaX9P9uvdX/BD4AzGrxtE2ZolH21CIiIiGaAtqkREREREREREnlDtP25O+0+am65t7G0o4+PJh1M7mcq6VxtK7nzORF4x3xIqMSGR6Ou3yJ3fOc3+//hpN+Hnr3Ht0nWKlS9M1y/aUaikG1+8nbytrrWNFUMXf8C3w3/kyoVruBVzTdFHxOVIpvdZxKkDQdjYWtG4c10mbxxKv7qjOXMo+FHfAhGR509idgfw9FCCQ0QyRXpnUIiIiIiIiMjDWb9gO3+v3mu6HrywFzvX+vHP2n2msmuXrj90/78v+tP087ljF4i4HMmkDUNxK5aPS0HhvPd5W0JOhLL9x11p9nHh9GUunL5suj6+9wxuxfLRsndjJneb99CxiYiI3I8SHCIiIiIiIiIiT6jo67eIvn7LdH3ntpHIKzcIPRtuVi8iPAoX15xmZRaWFuTI5UhEWFSGxzvhFwiAu2d+LgWFU7lOGYqWK8xLLasnVzAYAFgZMpvlk35l6dg1qfZzcv9ZytUqleFxRUTkHoOOzc4wJThERERERERERJ5yAXvPkCOXIyUqF+XMoXMAVK5bFoOFwZS0yAjPih4ApkPJv3h7Jjb21qb7XtWKM3BudwY2GktoUFg6/RRJ82BzERGRzKIEh4iIiIiIiIjIE8rO0RZ7JzvT9fjOXwOQ61/nakRducH5k6H4bT5M/9ldmNl3MZbWlnw4tRN//bzXlGjI45aLiesHM7n7N5zcfxa3Yvmo17YWvpsOEx1xk2LlC/P+xLfx33GCoKPnAbgUZL5SxDlPDgBCToZyKyoGgJYfvsrlc1cIDriAtZ01TTrXpVKdsgx7fVKWvS8iIs80reDIMCU4RERERERERESeUK37NaXj8Jbp1ulUZgBhIVeZ2GUuH37ZiQnrB5OUmMTOtfv4+uN75yVaWVtS2MsdWwcbAOKN8VSpV46WH76KnaMNVy5EsHPtPpZPXPtAMVrZWNJj/Fvkcc/FnRgjQUdDGPraRA7/HfDgExYREXkAhqQkpYNEROSeRhZtsjsEEREREZHnkoW9fXaHkOUSb9/O7hBE5DmxJXFldofw0BpXHJHlY2z0H5PlYzwOWsEhIiIiIiIiIiIiIiKpmjdvHps3b+bs2bPY2dlRpUoVPv74Y4oXL55mm9WrVzN06FCzMhsbG44cOZKpsSnBISIiIiIiIiIiIiLypHjCNl3y9fXlnXfeoUKFCiQkJPDll1/StWtX1q9fj4ODQ5rtnJyc2Lhxo+naYDBkemxKcIiIiIiIiIiIiIiISKoWLFhgdj1hwgRq1arFsWPHqF69eprtDAYDrq6uWRqbEhwiIiIiIiIiIiIiIk+KxKwfwmg0YjQazcpsbGywsbG5b9vo6GgAnJ2d060XExNDvXr1SExMpGzZsgwYMICSJUs+fNCpsMjU3kRERERERERERERE5Ik2b948qlWrZvaaN2/efdslJiYybtw4qlatSqlSpdKsV6xYMcaNG8fXX3/N5MmTSUpKon379ly+fDkzp4EhKekJ29BLRESyVSOLNtkdgoiIiIjIc8nC3j67Q8hyibdvZ3cIIvKc2JK4MrtDeGhNyg7L8jHWHhr1UCs4PvvsM3bs2MEPP/xAgQIFMjxeXFwcTZs2pVmzZvTv3/9hQk6VtqgSEREREREREREREXmOZHQ7qn/7/PPP+fPPP1m2bNkDJTcArK2tKVOmDCEhIQ/U7n60RZWIiIiIiIiIiIiIyJMiKSnrXw8UThKff/45W7Zs4bvvvqNw4cIPPKWEhAROnTqV6YeOawWHiIiIiIiIPPMMlpbZHUKWS0pIyO4Q5BFp+yYREXkSjR49mt9++42vv/4aR0dHrly5AkCOHDmws7MDYNCgQeTPn5+BAwcCMGvWLCpXroyHhwc3btxgwYIFhIaG0qZN5m6NrgSHiIiIiIiIiIiIiMiTIvHJOjZ7+fLlAHTs2NGsfPz48bRq1QqAS5cuYWFxb8OoGzdu8Omnn3LlyhWcnZ0pV64cP/74IyVKlMjU2HTIuIiImNEh4yIiIvIs0goOERGR58tTfci415AsH+P3kxOyfIzHQSs4RERERERERERERESeFFqTkGE6ZFxERERERERERERERJ46WsEhIiIiIiIiIiIiIvKk0AqODNMKDhEREREREREREREReepoBYeIiIiIiIiIiIiIyJNCKzgyTAkOERERERERkf8rVqEIvWd0wcu7OFFXovll9kZWTl2XZv3iFYvQ7pM3KP9iaXLmzUHYuSv8Nn8rv8z83axexZfL8v6UjniULcSV89f4Yfwatiz5y3Tf3smOd0e35cU3quOSz5kzh84xZ8BiTu07m2VzFREREXnaKcEhIiIiIiIiAjjksGf8hmEc3H6EGR9+S7HyhRkwvye3omLY8O22VNuUrFqcyCs3mPDuLK5cuEa5WqXoN6c7iQmJ/Pr1JgAKFHVlzK+D+O2brUzoNJMq9SswYF4PIi5dZ/8WfwA+mvc+RcsVYlLn2Vy7dJ0Gb7/ExI0j6FZxINdCrz+290BERESeAIlawZFRSnCIiIiIiIiIAPXfro2VjRVTu80lPi6B4OMXKF6pKG/2a5pmgmPT4j/Nri8HhVOmZklqt6huSnA069GIy0FX+GbQMgDOnwil/AtetOrXlP1b/LGxs+alVj581moKR3aeAGDpFz9T87WqNH+/EYs/+ynrJi0iIiLyFNMh4yIiIiIiIiJAmZolObojgPi4BFPZ/s2HKVy6IE4ujhnux9HZgeiIW6brsjVLcmD7EbM6+7YcpmzNUgBYWlliaWWJMTbOrM6d20bKvVj6YaYiIiIiT7OkxKx/PSOU4BAREREREREBcud34Xp4lFnZ3etcBZwz1EfZWqWo06aW2YqPXPldiAz7T79hUTg6O2BjZ83tm7Ec232Kd4a3IrdbLiwsDDR4uzZlapYidwGXR5uUiIiIPH2SkrL+9YxQgkNEREREREQkExQtV4hRqz5m2Rer2L/V/4HaTuo8G4MBfgyZw/pby3ijd2P+XPEPSdqDW0RERCRNOoNDREREREREBIgIiyRXPvOVGnevr1+OSq2JSZEyBZm4aQQbvt3GD+PXmN27HhaJS/7/9JvfmVtRMaZtqS6dDePjBp9j52CLQ057Ii5HMuz7flwKCnvUaYmIiMjTRl9wyDCt4BB5RBcuXMDLy4uAgIA066xevRpvb+/HGJU8CWbOnMkLL7yAl5cXW7duze5wREREROQ+AvacpvxLZbC0sjSVVW1YkfMnLnIz8laa7TzKFmLylk/ZsvRvFo9ckeL+8T2nqVK/vFlZ1QYVOb7nVIq6sTF3iLgciZOLI96vVGT3uv2PMCMRERGRZ5sSHCKPQdOmTdm0aVN2h/FYpZX4OX36NH369KF+/fp4eXmxePHiB+q3Y8eOjB07NhMjzZp+AwMDmTVrFp9//jk7d+7k5ZdffuQ+/fz86NmzJ7Vr1041aRIXF8fkyZNp3rw5lStXpnbt2gwaNIiwMH3rT0RERCQjti/fSbwxngHz38ejbCHqtKlFyz6NWTV9g6nOi29UZ8GRqabrouWSkxv7tx5h1VfryZXfmVz5nXHOm8NUZ/03W3Arlo9u49+msJc7zXs2ok6bmqz+V7/VGlXE+5VKFCjqStUGFZi89VPOnwxl0+I/H8vcRURE5AmiMzgyTFtUiTwGdnZ22NnZpXnfaDRiY2PzWGJJSEjAYDBgYZE9+c3bt29TqFAhGjduzPjx47MlhschJCQEgAYNGmAwGDKlz5iYGLy8vHjzzTfp3bt3ivuxsbEcP36cXr16Ubp0aW7cuMHYsWPp1asXq1evzpQYRERERJ5lMTduM7TpOHrP6MLsveOIuhrNsjGrzQ4Md3B2oHDpgqbrl1rVxCWfMw3feYmG77xkKr987gqdSvYx/Tzi9Un0nNqRFn2acPVCBF++/w37t9w7p8PR2YEuY94ib6HcREfcZOcaXxZ9+iMJ8QmPYeYiIiIiTydDUtIzlK4RyUKJiYksWLCAn376iUuXLpE3b17atWtH8+bNadCgATNnzmTp0qX4+/vj4eHB6NGjqVKlCpC8RdW4cePYt28fkLx10datW+nQoQNz5swhNDSUEydO0LFjR0qWLAnA2rVrsbKy4q233qJfv37pPiS/ceMGU6ZMYevWrURHR+Ph4cHAgQOpV6+eaeyJEycydepUzp07x+bNm8mRIwdjx47ljz/+wGg0Ur16dUaMGEHRokVJSkqiVq1ajBo1isaNGwPwxhtvcO3aNXbu3AnAvn376Ny5M35+ftjb26eIycvLy+zax8eHpUuXmpXVr1+fTp060blz5wx9BkOGDGHNGvP9jLdt20ahQoU4deoUkyZNYv/+/djb2/Piiy8ydOhQcufOzd69e+natSuLFy82bRU2f/58Fi5cyLp165gyZUqa/abn9OnTTJkyBT8/P5KSkihTpgwTJkxg7dq1zJo1y6zuyZMniY+PZ8KECfzyyy9YWlrSunVrrl69SnR0NF9//XWG3oO7vLy8mD17Ng0bNky3nr+/P23atOGPP/7A3d09Q303smjzQLGIiIiIPA0Mlpb3r/SUS0pQMkREROSuLYkrszuEh9akUN8sH+P3CzOyfIzHQSs4RDJo6tSprFy5kqFDh1KtWjXCw8MJCgoy3Z82bRqDBw/Gw8ODadOmMXDgQDZv3oyVVep/ZiEhIWzatIlZs2aZraZYs2YNrVu3ZuXKlRw9epSRI0fi7u5O27ZtU+0nMTGR7t27c+vWLSZPnkyRIkU4c+aMWZ+xsbHMnz+fMWPG4OLiQp48eRgwYADBwcHMmTMHJycnJk+eTI8ePVi/fj3W1tZUr14dX19fGjduTFRUFIGBgdjZ2REYGIinpyd+fn5UqFAh1eQGwMqVK2nTpg2LFy+mRIkSWFtbP8zbbmb48OGcO3eOkiVL0rdv8j/0uXPn5saNG7z77ru0adOGoUOHcufOHaZMmUL//v1ZsmQJNWrUoFOnTgwaNIi1a9dy/vx5pk+fzvTp08mbN2+a/aYnLCyMDh064OPjw3fffYeTkxMHDhwgPj6eLl26ULBgQYYOHWpKCEFyUmXdunWMHz+e4sWLs2TJErZu3UqNGjUe+b1Jy82bNzEYDOTMmTPLxhAREREREREREckOSnCIZMDNmzdZsmQJI0eOpGXLlgAUKVIEb29vLly4AECXLl2oW7cuAH379qVZs2YEBwfj6emZap9xcXFMmjQpxYN0Nzc3hg0bhsFgoHjx4pw6dYrFixenmeDYtWsX/v7+bNiwgWLFigFQuHDhFGONGjWK0qVLA3Du3Dm2b9/O8uXLqVq1KgBTpkyhbt26bN26lSZNmuDj48OKFckHJPr5+VG2bFny5s2Lr68vnp6e+Pr64uPjk+Z7dndeLi4uuLq6plnvQeTIkQNra2vs7OzM+ly2bBlly5ZlwIABprJx48ZRp04dgoKCKFasGP3792fXrl18+umnnD59mpYtW9KgQYN0+03P999/j5OTE19++aUpeXP3/QdMCYX/xtmjRw8aNWoEwMiRI/n7778f8t24v7uJnmbNmuHk5JRl44iIiIiIiIiISCbSpksZpkPGRTLg7NmzGI1GatasmWadf2/JdPehdkRERJr13d3dU10lUKlSJbPtqCpXrkxwcDAJCQnMnTuXKlWqmF6hoaEEBARQoEABs4fr/2VtbW0WX2BgIFZWVlSqVMlUlitXLooVK0ZgYCAA1atX58yZM0RERODn54ePjw8+Pj74+voSFxfHwYMHTQmOkSNHmsX1uJ04cYK9e/eaxdCkSRPg3lkYNjY2TJkyhc2bN3Pnzh2GDh36SGMGBATg7e2d4ZUp0dHRXL36P/buO77G8//j+CuLIFYiRoTYM3ZQas+SUrNo0ZpVu7ZStbfaX3tT1K5VNVptlRq1m5RaQawYiZDIOr8/8sup0wxB4jgn7+fjkUfd93WPz3XOSe+T+3Nf1yeAkiVLGtfZ2dlRvHjx14ojPuHh4fTp0weDwcCoUaOS5RwiIiIiIiIiIiLmpBEcIomQOnXqF27z/I3umARFVFRUvNvHN7VTQlq3bm28cQ+QNWvWBIuXx3B0dHzpQteFCxcmY8aMHD16lGPHjtG3b19cXV1ZvHgxZ8+eJSIiwpjM6NOnD506dXq5ziShp0+fUrNmTQYMGBCr7fkRFCdPngQgMDCQwMBA0qZN+8rnTMzrbi7h4eH07dsXf39/4/RZIiIiIiIiIiJiIRK4pyimNIJDJBHy5MmDo6MjR44cSfZznTlzxmT59OnTeHh4YGdnR6ZMmfDw8DD+2NvbU7hwYW7fvm1SD+RF8ufPT0REBKdPnzaue/jwIVeuXKFAgQJAdJLGy8uL/fv3c/HiRcqVK0fhwoUJCwtj/fr1eHp6GhMELi4uJnHBvwmfyCQudOjg4BArcVS8eHEuXrxIzpw5TeLw8PAwxujn58f48eMZM2YMJUuWZPDgwSbHieu4CSlcuDDHjx8nPDw8UdunT5+eLFmycPbsWeO6yMhI/vrrr0SfMzFikhvXrl1j+fLlZM6cOUmPLyIiIiIiIiIi8rZQgkMkEVKnTk2XLl2YMmUKW7duxc/Pj1OnTrFhw4YkP5e/vz8TJkzg8uXL7Nixg9WrV9O+fft4t69QoQJeXl707t2bQ4cOcf36dQ4ePJhgbYc8efJQu3ZtvvrqK44fP46vry8DBw4kW7ZsxroUMcfeuXMnRYsWJV26dNja2uLl5cX27dspX758gv1wcXHB0dGRX3/9lYCAAB4/fgxAWFgYPj4++Pj4EBYWxp07d/Dx8eHatWuJen1y5szJ6dOnuXHjBg8ePCAqKoqPPvqIwMBA+vXrx5kzZ/Dz8+PXX39l6NChREZGEhkZycCBA6latSrNmzdnwoQJ/P333yxdujTB4ybk448/Jjg4mH79+nH27FmuXr3K1q1buXz5crz7tG3blgULFrBv3z4uX77MuHHjCAwMTPTomidPnhhfO4AbN27g4+ODv78/EJ3c6N27N+fOnWPq1KlERkZy79497t27R1hYWKLOISIiIiKxpc+cjiEre7Ll/lI231tCv4Wf4ZjuxaO8Y4zbPoQfw9dRubGXyfrSNT2Z/stotj5Yxrrr8+k0/iNs7Uz/TK/W4h3mHZ/I94ErWPXPbFr2ez9J+iQiIiJvMYMh+X+shBIcIonUvXt3OnTowKxZs2jYsCFffPFFgjU2XlWTJk0IDQ2lZcuWjB49mvbt29OqVasE95k9ezaenp7069cPb29vpk6d+sIb9BMmTKB48eJ069aNVq1aYTAYWLhwoclUWxUqVCAyMtKkmHhc6+Jib2/P8OHDWb9+PVWrVqV79+4A3L17lyZNmtCkSRPu3bvH0qVLadKkCcOHD3/RSwNEF3O3s7PD29ubSpUq4e/vT7Zs2Vi7di1RUVF06tSJRo0aMX78eNKnT4+trS3z5s3j5s2bxloUWbNmZcyYMcyYMQNfX994j5uQzJkzs2LFCp4+fUq7du1o1qwZGzZsSLAmR5cuXXj//fcZPHgwrVu3Jm3atFSpUiVRU6ABnDt3zvjaQfR72KRJE2bNmgXAnTt3OHDgALdv3+aDDz6gSpUqxp+Y6blEREREJG5T9o2gbvvqcbYNWdkLj2LuDG0wnq+aTKZElSL0ndc1Ucdt1qchhjhuIuQrmZux2wdzfM8pupcfwriPZlLp/XJ0Gv+RcZvy9UszZGVPdizcR9fSA5ndaynN+jSkcff6r9ZJEREREStjY4jrm5aImEW7du0oUqQIw4YNM3co8gZERUXRoEEDGjRoQN++fc0djlFd25bmDkFEREQkydnY2SXYPmXfCH5ceZC9Kw+arM9VxI0lZ7+hxztfcvFE9Ghdr3qlGLt9MB/l6cGDWw/jPWa+Uh6M2TqInu98yfobCxjZfCq/f38cgA5jWlO2Tgl6Vfr3u/873mUZtrYvH7p1JSQ4lCEre2HvYMfYNjOM23zQoz4f9m/Mx/l6xDqfIYmnhxUREbFke6OSfuaVN6VBts+T/Ry778xL9nO8CRrBISLyhty8eZPvvvuOK1eu8PfffzNy5Ehu3rxJo0aNzB2aiIiIiMSj2DuFePww2JjcAPhz/1kMUQaKVigQ736p06Ri6MpezOm9lId3AmO1O6S2JyzUtJ7bs5AwUqdJRcGy+f7d5lnsbVxzuZDNw/V1uiUiIiJiFezNHYCISAx/f3+8vb3jbd+5cydubm5vJJYRI0awffv2ONsaNWrE6NGjX/qYtra2bN68mUmTJmEwGChUqBDLli0jf/78b1XfRURERFKC1oOb0GZIE+NyqjSpKFqxAD1ndjCu61yyP5mzZeLR3SCTfaMio3j8IJjM2TPFe/xu09rz15ELHN5+Is72Ez+eoWnvhtRoVZlfNhwmc/ZMtB3eHADnHNHHPbH3DN2mtuPHmp6c/vk8bgWy06Lv+8Zt7ly79wo9FxERkbdelCZdSiwlOETeIqtWrTJ3CGaVNWtWtm7dmmD7m9KnTx86deoUZ5uTk9MrHTNHjhysW7cuzra3qe8iIiIiKcHOhXv5ZeNh4/KQlb34dfMfHNp61Ljuvn/8008l5J33y1G6RnE+Lz8k3m1O7DvD4iGr6TO3M4OX9yD8WThrxm2mRNWiGP7/psauxfvJkS8bY7YNwt7BjidBIWydvZv2X7c0biMiIiKSkinBISJvDXt7ezw8PMwdBgAuLi64uLi8sfO9TX0XERERSQkeP3zC44dPjMvPQsJ4dC8I/0t3TLZ7eOcRmbJmMFlna2dLemcnHt5+FOexS9csTo782dgSsNRk/Vff9ePcb74MrBM9GnjTjF1smrEL5xyZCX4YTLY8rnQa/xG3rvwbw5Ivv2XZ8LVkzp6JwHtBlKlVAoBbl03jFBEREethMESZOwSLoQSHiIiIiIiISDz+OnKB9JmdKFg2Lxf/vAJAmZqe2Nja4HP0nzj3WT95Gz8sPWCybuGpqSwYsJIjO2JPWRVTqLxmq3e56xfAP/9/nhhRUQbjaJIarStz/vAFAgMev3bfRERERCydEhwiIiIiIiKS4jimS00aJ0fj8viPZwKQOVtG47rAe0Fc9/Xn2A+n6Du/K7N6LMbOwY4eMzvw8/rDxsSEi1tmJu8ZzuSO/+PvY5d4eCcwzsLid/0CuH3137oZLfu9z7EfT2OIMlClSQVaDfqAcW1mEPX/009lcElP1eYVOXPwLxwcHaj/SQ2qNX+HAbVHJctrIiIiIm8JTUWZaEpwiIiIiIiISIrTsl8j2o1okeA27Qr04s61e0xsP5seMzsyac9wDFEGft3yB//ru9y4nb2DPbmK5CR1mtQvFUP590rTZmhTHFI7cPnMNUY2m8qxPadMtqnbrhpdJ7XFxgb+OnKRgXVG8/exSy91HhERERFrZWMwGJQOEhERo7q2Lc0dgoiIiEiSs7GzM3cIyc4QGWnuEERERN4ae6M2mDuEV/Ze5s7Jfo4fHi5O9nO8CbbmDkBERERERERERERERORlaYoqEREREREREREREZG3RVSUuSOwGBrBISIiIiIiIiIiIiIiFkcjOERERERERERERERE3hYqm51oGsEhIiIiIiIiIiIiIiIWRyM4RERERERERERERETeEgbV4Eg0jeAQERERERERERERERGLoxEcIiIiIiIiIiIiIiJvC9XgSDQlOERERERERMTq2aZJY+4Qkl1kcLC5QxARERF5o5TgEBERERERERERERF5W0RpBEdiqQaHiIiIiIiIiIiIiIhYHI3gEBERERERERERERF5WxiizB2BxdAIDhERERERERERERERsTgawSEiIiIiIiIiIiIi8pYwqAZHomkEh4iIiIiIiIiIiIiIWByN4BAREREREREREREReVuoBkeiKcEhIiIiIiIi8v/yFnenx7R2FCqbl8CAx2xbsI+NM3e/cL+6H71Ls571yVkgO08fh/Dr1mPM7b/a2F61aXla93+fnAWyERjwmO0L97Nx1g8mx3BIZc9HgxtTq1UlMmfLyMPbgayZ9D0/rv41yfspIiIiYg2U4BAREREREREB0qZ3ZNzWAZz6+S9m911BnuLufDG3I08Cn7J7+cF492vWox7Ner3H4q++4+/jl3BMm5psubMY273qlmDw4q78b+Aa/jxwntyFc9Bn1qc8Cw1n+8L9xu2+XNGdTFkzMKPnMvwv38E5eyZsbGyStc8iIiLy9nlba3CsWbOGJUuWcO/ePYoUKcJXX31FyZIl491+9+7dzJw5k5s3b5InTx4GDBhA9erVkzQmJThEREREREREgJofVsIhlR3fdF9CRHgk13z9yVciN8161o83weGUKS3tv2rGyFYzOXXQx7j+yvkbxn/Xbl2ZwztOsmvpzwDcvnqP9d/s5MO+DY0JjnJ1PCnxbmE+LTWI4IdPALjjdz+ZeioiIiLycnbt2sWECRMYNWoUpUqVYsWKFXTq1IkffvgBFxeXWNv/+eef9O/fn379+lGzZk22b99Ojx492Lx5M4UKFUqyuFRkXERERERERAQoWiE/Zw9dICI80rjuxP5z5CqUA6dMaePcp0zN4tja2uLilpmFx8axymcaXy7/nCw5nY3bOKSyJ+xZuMl+YSHhuLo7ky139A2BdxqW4eLJK7Ts04DVvt+w+M8JdB7bilSODsnQUxEREXmrGaKS/+clLVu2jA8//JDmzZtToEABRo0ahaOjI5s2bYpz+5UrV1K1alU6d+5M/vz56du3L8WKFWP16tVxbv+qlOAQERERERERATJny8iju0Em62KWM2fNGOc+OfK4YmNrQ+v+77NgyFrGtZ9L+szpmLBtAPYOdkB0kuTdRuUoXb0oNjY25CyQjWa96gPgnD2T8TjFKxUiT7GcjP54NguGrKXqB170/KZdMvVWREREUrKwsDCCg4NNfsLCwuLd9vz581SuXNm4ztbWlsqVK3Py5Mk49zl16hSVKlUyWVelShVOnTqVZH0ATVElIiIiIiIi8spsbG1wSGXPvEHR9TUAJnZcwLf/zKBUtaKc2H+O3csPkiNvVkZ91xd7BzuePg5h67x9tPuyCVH/P8e2ja0NBoOBSZ0X8jQoBICFX65j2KruzOm3irDQ8HhjEBEREeuyN2pDsp9j9uzZzJkzx2Rdz5496dWrV6xtHz58SGRkZKypqFxcXLh8+XKcxw8ICCBLliyxtg8ICHjNyE0pwSEiIiIiIiICPLwTSKasGUzWxSw/vBsY5z4Pbkev9/P1N64LvP+YoPuPcXX/d5qqpV9vYPmojWTOlpHAgMeUrlEMgNtX7hmPc//WQ2NyA8Dvb39sbW3JktMZ/0t3kqCHIiIiItE+++wzOnToYLIuVapUZorm1WmKKpHXdOPGDQoXLoyPj0+822zevBkvL683GJW8DWbPnk3lypUpXLgw+/btM3c4IiIiIvICPkcvUeLdQtjZ2xnXla1ZnOsXbhH86Gmc+/z1x0UA3AtmN65zypyODC7puXvdtEh4VJSB+7ceEREeSY0WFfnrj38IvP84+jhHLuKcPROO6VIbt89ZIDuRkVEE3HyQZH0UERERgehkhpOTk8lPfAmOzJkzY2dnx/37pt9t7t+/H2uURowsWbLEGq2R0PavSgkOkTegYcOG7Nmzx9xhvFHxJX4uXrxIr169qFWrFoULF2b58uUvddx27doxbty4JIw0eY576dIl5syZw+jRo/ntt9+oVq3aax/z2LFjdOvWjSpVqsSbNBkyZAiFCxc2+enUqdNrn1tEREQkJfhpwxHCwyL5Ym4HPIq4Ua1ZBZp8XpfNc/79Ll/5/bIsOj7euHzznzv8vuNPuk36iKIVCuBRNCcD5nfmxoVbnP7FF4AMzk407FgD94LZyVciF90mfUTVJuWZP+Rbk3M/fvCE/v/rRO7CbnhWLkTnsR/y46pfNT2ViIiImFWqVKkoXrw4hw8fNq6Liori8OHDlClTJs59SpcuzZEjR0zW/f7775QuXTpJY9MUVSJvgKOjI46OjvG2h4WFvbEhYJGRkdjY2GBra578ZkhICO7u7rz33ntMmDDBLDG8CX5+fgDUrl0bGxubJDnm06dPKVy4MM2bN6dnz57xble1alWT19YShxeKiIiImMPToBCGNZlKj2ntmP3LSALvP2bNpO/ZvfygcZt0GdKQq1AOk/2mfraIzya0YfSGvhgMBs7+9jfDmn1DZESkcZu6H71Ll7GtsLGxwefoPwzynsSFE1eM7aFPnjH0gyl0n9KWWQdH8PjBE37ZcpQVYzYnd7dFREREXqhDhw4MHjwYT09PSpYsyYoVKwgJCaFZs2YADBo0iGzZstG/f38A2rdvT7t27Vi6dCnVq1dn165dnDt3jtGjRydpXDYGg8GQpEcUsVJRUVEsWbKE7777jlu3bpElSxZatWpFo0aNqF27NrNnz2bVqlWcOXMGDw8PRo0aZcxgbt68mfHjx3P8+HEgeuqiffv20bZtW+bNm4e/vz++vr60a9eOggULArBt2zbs7e1p06YNffr0SfAmeVBQEFOnTmXfvn08fvwYDw8P+vfvT82aNY3nnjRpEtOmTePq1av8+OOPpE+fnnHjxvHTTz8RFhZG+fLlGT58OHny5MFgMFCpUiVGjhzJe++9B8AHH3zA/fv3+e233wA4fvw4n376KceOHSNNmjSxYipcuLDJcoUKFVi1apXJulq1atG+fXs+/fTTRL0HQ4YMYcuWLSbr9u/fj7u7OxcuXGDy5MmcOHGCNGnS8O677zJ06FCcnZ35448/6NSpE8uXLzdOFbZo0SKWLl3K9u3bmTp1arzHTcjFixeZOnUqx44dw2AwULRoUSZOnMi2bdtiFWn6+++/iYiIYOLEiWzduhU7OztatGhBQEAAjx8/5n//+1+iXoMYhQsXZu7cudSpUyfWaxQUFPTSx3teXduWr7yviIiIyNvKzsnJ3CEku8jgYHOHICIi8tZ4E4W6U5rVq1ezZMkS7t27R9GiRRk+fDilSpUComdHyZkzJxMnTjRuv3v3bmbMmMHNmzfJkycPAwcOpHr16kkak0ZwiCTStGnT2LBhA0OHDqVcuXLcvXuXK1f+feJq+vTpDB48GA8PD6ZPn07//v358ccfsbeP+9fMz8+PPXv2MGfOHJPRFFu2bKFFixZs2LCBc+fOMWLECNzc3Pjwww/jPE5UVBRdunThyZMnTJkyhdy5c/PPP/+YHDM0NJRFixYxduxYMmXKhIuLC/369ePatWvMmzcPJycnpkyZQteuXdm5cycODg6UL1+eo0eP8t577xEYGMilS5dwdHTk0qVL5M+fn2PHjlGiRIk4kxsAGzZsoGXLlixfvpwCBQrg4ODwKi+7iWHDhnH16lUKFixI7969AXB2diYoKIhPPvmEli1bMnToUJ49e8bUqVPp27cvK1eupGLFirRv355Bgwaxbds2rl+/zsyZM5k5cyZZsmSJ97gJuXPnDm3btqVChQqsWLECJycn/vzzTyIiIujYsSM5c+Zk6NChxoQQRCdVtm/fzoQJE8iXLx8rV65k3759VKxY8bVfm+cdPXqUSpUqkSFDBt555x369u1L5syZk/QcIiIiIiIiIiKSsrRt25a2bdvG2fbfB5sBGjRoQIMGDZI1JiU4RBIhODiYlStXMmLECJo2bQpA7ty58fLy4saNGwB07NiRGjVqANC7d2+8vb25du0a+fPnj/OY4eHhTJ48OdaN9Bw5cvDll19iY2NDvnz5uHDhAsuXL483wfH7779z5swZdu3aRd68eQHIlStXrHONHDmSIkWKAHD16lUOHDjA2rVrKVu2LABTp06lRo0a7Nu3jwYNGlChQgXWr18PRNd+KFasGFmyZOHo0aPkz5+fo0ePUqFChXhfs5h+ZcqUCVdX13i3exnp06fHwcEBR0dHk2OuXr2aYsWK0a9fP+O68ePHU716da5cuULevHnp27cvv//+O1999RUXL16kadOm1K5dO8HjJmTNmjU4OTnxzTffGJM3Ma8/QIYMGQBixdm1a1fq1q0LwIgRI/jll19e8dWIW9WqValbty7u7u5cv36db775hi5durB+/Xrs7OxefAARERERERERERELoSLjIolw+fJlwsLCeOedd+Ld5vkpmWJuaj948CDe7d3c3OIcJVCqVCmT6ahKly7NtWvXiIyMZP78+ZQpU8b44+/vj4+PD9mzZze5uf5fDg4OJvFdunQJe3t74xAygMyZM5M3b14uXboEQPny5fnnn3948OABx44do0KFClSoUIGjR48SHh7OyZMnjQmOESNGmMT1pvn6+vLHH3+YxBCTHY6phZEqVSqmTp3Kjz/+yLNnzxg6dOhrndPHxwcvL69Ej0x5/PgxAQEBlCxZ0rjOzs6O4sWLv1Yc/+Xt7U3t2rUpXLgwderUYcGCBZw9e5ajR48m6XlERERERERERETMTSM4RBIhderUL9zm+RvdMQmKqKioeLePb2qnhLRu3dpkWFfWrFkTLF4ew9HR8aULXRcuXJiMGTNy9OhRjh07Rt++fXF1dWXx4sWcPXuWiIgIYzKjT58+dOrU6eU6k4SePn1KzZo1GTBgQKy250dQnDx5EoDAwEACAwNJmzbtK58zMa/72yBXrlxkzpyZa9euUalSJXOHIyIiIiIiIiIikmQ0gkMkEfLkyYOjoyNHjhxJ9nOdOXPGZPn06dN4eHhgZ2dHpkyZ8PDwMP7Y29tTuHBhbt++bVIP5EXy589PREQEp0+fNq57+PAhV65coUCBAkB0ksbLy4v9+/dz8eJFypUrR+HChQkLC2P9+vV4enoaEwQuLi4mccG/CZ/IyMjXej3+y8HBIVbiqHjx4ly8eJGcOXOaxOHh4WGM0c/Pj/HjxzNmzBhKlizJ4MGDTY4T13ETUrhwYY4fP054eHiitk+fPj1ZsmTh7NmzxnWRkZH89ddfiT7nq7h9+zaPHj1KsmnCRERERERERERE3hZKcIgkQurUqenSpQtTpkxh69at+Pn5cerUKTZs2JDk5/L392fChAlcvnyZHTt2sHr1atq3bx/v9hUqVMDLy4vevXtz6NAhrl+/zsGDBxOs7ZAnTx5q167NV199xfHjx/H19WXgwIFky5bNWJci5tg7d+6kaNGipEuXDltbW7y8vNi+fTvly5dPsB8uLi44Ojry66+/EhAQwOPHjwEICwvDx8cHHx8fwsLCuHPnDj4+Ply7di1Rr0/OnDk5ffo0N27c4MGDB0RFRfHRRx8RGBhIv379OHPmDH5+fvz6668MHTqUyMhIIiMjGThwIFWrVqV58+ZMmDCBv//+m6VLlyZ43IR8/PHHBAcH069fP86ePcvVq1fZunUrly9fjneftm3bsmDBAvbt28fly5cZN24cgYGBiR5d8+TJE+NrB3Djxg18fHzw9/c3tk+aNIlTp05x48YNDh8+TPfu3fHw8KBq1aqJOoeIiIiIxOaUOR2DFndl043/sdFvLl/M6YBjuheP8o4xZtMX/BC0jEreptO5lq5elG/2DmPzzf/x7cUZdBzVElu7f/9Mbzv0A34IWhbrZ+ut+UnWNxERERFLpimqRBKpe/fu2NnZMWvWLO7evYurqyutW7dO8vM0adKE0NBQWrZsiZ2dHe3bt6dVq1YJ7jN79mwmTZpEv379CAkJwcPDg/79+ye4z4QJExg3bhzdunUjPDwcLy8vFi5caDLVVoUKFYiMjDQpJl6hQgX279+fYIFxAHt7e4YPH87cuXOZNWsWXl5erFq1irt379KkSRPjdkuXLmXp0qVUqFCBVatWJXhMiC7mPmTIELy9vQkNDWX//v24u7uzdu1apk6dSqdOnQgLC8PNzY2qVatia2vL3LlzuXnzJvPnR/8hmDVrVsaMGUO/fv2oUqUKRYoUife48cmcOTMrVqxgypQptGvXDltbW4oWLUq5cuXi3adLly4EBAQwePBg7Ozs+PDDD6lSpUqii3+fO3fOJNk1YcIEAJo2bcrEiROxs7PjwoULbN26lcePH5M1a1beffdd+vTpQ6pUqRJ1DhEREZGUavLOwexd8xt7vz0Uq23w4q44Z8vEl02mYm9vR795negz61MmdVrwwuM27VEPgyH2+ryeuRi98QvWTd3BlM8WkSVHZnrNaI+tnS2Lh68HYOOsH9i55CeT/SZuH8SFPxM/eltERETEmtkYDHF91RIRc2jXrh1FihRh2LBh5g5F3oCoqCgaNGhAgwYN6Nu3r7nDMapr29LcIYiIiIgkOTsnpwTb40tw5CqUg0XHx9Or+igunrwKQLk6nozZ+AVti/Tnwe1H8R4zX4lcjPquL72rj2LtPzMZ1WYWh3dG14X7dERzytYqTu8ao43bV3yvFF+u6E7r/H0ICQ6Ndby8nrmY9/to+tcfz/nDF2O1RwYHJ9hHERGRlGRvVNLPvCJvH01RJSLyhty8eZPvvvuOK1eu8PfffzNy5Ehu3rxJo0aNzB2aiIiIiMSjaIUCPH74xJjcADj5018YogwU8coX736p06Ri8JLPmNt/NQ/vBsVqd0htT1ioaT23sNBwUqdJRcHSHnEe871PqnHj4q04kxsiIiIiKZGmqBKRt4a/vz/e3t7xtu/cuRM3N7c3EsuIESPYvn17nG2NGjVi9OjRcbYlxNbWls2bNzNp0iQMBgOFChVi2bJl5M+f/63qu4iIiEhK0Kq/N637v29cTpUmFUXK56f71LbGdV0rDCNztgwEBpgmKKIio3j88AmZs2WM9/ifTWiDzx+XOLLrZJztJ/afo0n3etRoUZFfNh8lc7aMfDS4MQDO2TPF2t4htT21PnyH9d/sepluioiIiFg1JThE3iKJqUFhzbJmzcrWrVsTbH9T+vTpQ6dOneJsc3rB9AbxyZEjB+vWrYuz7W3qu4iIiEhKsHPpz/yy5ZhxefDirvy27QSHtp8wrrt/69ErHfudBqUpVb0oPap8He82fx44z5Lh6+k1vT0DF3Yh/FkE307+nhLvFiYqKvZM0u82KkcaJ0f2xVEjRERERCSlUoJDRN4a9vb2eHjEPRz/TXNxccHFxeWNne9t6ruIiIhIShD88AnBD58Yl8NCwgm8F8Sty3dNtnt4J4iMWTKYrLO1syV95nQ8vBMY57FLVS9KjryubLo+12T98NU9Of/7BQZ5TwJg89wf2Tz3R5yzZyL40ROy5c5Cx1EtuX31Xqxj1m9fjT9+OM2je7GnuxIRERFJqZTgEBEREREREYmHz9F/SJ85HQVKe/DPqWsAlK5eFBtbG3yPX45zn+++2ckPK34xWbfgj7EsHLqWI7tPxdo+plB5jZYVuXv9Pv+cumrSns0jC6WqFWFk61mv3R8RERERa6IEh4iIiIiIiKQ4julSkyZdauPyhA7zAMic9d/RGoEBj7l+4RbH9p6h76wOzPpiBfb2dnSf2paDm44aExMuOTIxcfsgpny2iAsnrvDwblCchcXvXr/PnWsBxuUWvd/j+L5zGKKieLdxOT78wpvxn/wv1hRV9dtV5cHtQI7/eCYpXwIRERERi6cEh4iIiIiIiKQ4LXq/R9uhTRLc5hPPAdzxu8+kzgvpMbUtE78fiCHKwG/fn2DeoDXG7ewd7MhVKAeOaVK9VAxedUvSekAjHFLbc/ncdUa1mcXxvWdNtrGxsaHuR1XYu+a3OGtziIiIiKRkNgaDQd+QRETEqK5tS3OHICIiIpLk7JyczB1CsosMDjZ3CCIiIm+NvVEbzB2CvAG25g5ARERERERERERERETkZSnBISIiIiIiIiIiIiIiFkcJDhERERERERERERERsThKcIiIiIiIiIiIiIiIiMVRgkNERERERERERERERCyOEhwiIiIiIiIiIiIiImJxlOAQERERERERERERERGLowSHiIiIiIiIiIiIiIhYHHtzByAiIiIiIiKS3CKDg80dgoiIWJA9/qfNHUKyqu9WytwhiCQJjeAQERERERERERERERGLowSHiIiIiIiIiIiIiIhYHCU4RERERERERERERETE4ijBISIiIiIiIiIiIiIiFkcJDhERERERERERERERsThKcIiIiIiIiIiIiIiIiMVRgkNERERERERERERERCyOvbkDEBEREREREREREXnbHT0JKzbAGR948hQ83KFja2hU999tLl6B2Uvh/AXwv23DkJ4GPmn54mP/fQnGTIezf4NzRvi4GXT+6N/2Lbvhy4k2JvukSmXg9N5/l+csg10H4PZdcLCHYoWhb2coVew1Oy7yFlOCQ0REREREREREROQFTp6DQvmjEw8umeHnwzBkPDilg5qVo7cJDYVcblC/BkycY0jUcYOfQOcBUKkcfN0fLlyG4ZMggxN82Pjf7ZzSGdi16t9lG9N8B3ncYXif6POHPotOxnQeAHu+BedMr9V1kbeWEhwiIiIiIiIiIiIiL/BZO9Pl9i3g0DHY98u/CY4SRaN/AL5ZmLjjbt8L4eEwdjCkcoCCecH3H1i+wTTBYWMDri7xH+f9uqbLQ3rApp02/H3JQKVyiYtFxNKoBoeIiIiIiIiIiIjIKwh+AhkzvN4xTp0Hr1LRyY0YVcrDFT8bAh//u+5pCNT6EGq2gB5fRk+HFZ+wcPhuO6R3MlAk/+vFJ/I20wgOERERERERERERkZe0+wCc9YWR/V/vOAEPwD2H6ToX5/9vuw8Z00OeXDB2EBTOD4+fwLJ18FEP2L4csmf9d7+ffocBoyEkNHq0x5KpkDnT68Un8jbTCA4RERERERERERGRl/DHnzBsEoweED2lVHIr4wlN3oOiBaFCaZg1NrquxvrtpttVLAObF8O3c6FKBfhiJNx/mPzxiZiLEhwiIiIiIiIiIiIiiXT0FHT/MrrGRZP3Xv94WZxjJyHuP/j/tnhqbjjYQ9EC4HfDdH3aNODhDqWLw7jBYGcHm3a+fowibyslOOSNuHHjBoULF8bHxyfebTZv3oyXl9cbjCrladeuHePGjTN3GG8Ffd5ERERERERE5GUdPQmfD4F+n5kWAH8dpYvD8dMQHvHvut+PQ97cBjKmj3ufyEi4cCXhouMABkN0PQ4Ra6UaHPLWaNiwIdWrVzfb+bt164avry/3798nY8aMVKpUiQEDBpAtW7ZEH+OPP/6gffv2sdb/9ttvuLq6JmW4r2T27NnY2799v/aRkZHMnj2b77//noCAALJmzUrTpk3p3r07NjY2yXJOc3/e/stgMDBr1iw2bNhAUFAQZcuWZeTIkeTJk8e4zaNHjxgzZgw//fQTtra21KtXj2HDhpEuXTogOpFYu3btWMdev349pUuXfkM9EREREREREbFOf/wJnw+Fds2hXjW4dz96vYMDZPr/QuNh4XDpavS/w8PhbgD4XPx3ZAXAms2w71dYNj16+f068L8VMHwSdP4ounj4qk3RI0RizF0enQjJnROCgmHpWvC/DS3ej25/GgILVkHNd6OTHo8C4dstcCcA6tdI5hdGxIzevjudkmI5Ojri6OgYb3tYWBipUqVKtvO/8847dOvWDVdXV+7cucPkyZPp06cP69ate+lj/fDDDzg5ORmXXVxekE5/QzJlymTuEOK0aNEi1q5dy6RJkyhQoADnzp1j6NChpE+fPs6EUVJ40eftTVu0aBGrVq1i4sSJuLu7M3PmTDp16sSuXbtInTo1AAMGDODevXssW7aM8PBwvvzyS0aMGMG0adNMjrV8+XIKFChgXH5b33cRERERERERS7J1D4SE2rBwDSxc8+/68qUNrJwZ/e97AdCs878Pay5dF/3z/DYPA8HP/9/90zvB4qkwZjq06AqZM8Lnn5iOEAkKhq+mRBckz5geihWKrrNRIE90u50tXPaLjvFhYHTCpUQRWD3rzdQIETEXG4PBYDB3EGI9oqKiWLJkCd999x23bt0iS5YstGrVikaNGlG7dm1mz57NqlWrOHPmDB4eHowaNYoyZcoA0VMGjR8/nuPHjwPRow327dtH27ZtmTdvHv7+/vj6+tKuXTsKFiwIwLZt27C3t6dNmzb06dMnzqf9g4ODqVy5MrNnzzZ5Yn/v3r0MGjSI33//nTRp0sTab//+/fTo0YOzZ8/i4OBgjG/ixIlMnjyZW7duUaFCBcaOHUuOHDmAf0dwHDt2jAwZMiT6dQsLC2P69Ons2LGDx48fU7BgQQYMGEDFihVNXpvp06czfvx4bt++TdmyZZkwYQJZs2YFICIigokTJ7J161bs7Oxo0aIFAQEBPH78mP/9739A9BRVRYoUYdiwYQDUqlWLDz/8kGvXrvHDDz+QMWNGPv/8c1q1amWM7datW0ycOJFDhw5ha2tLuXLlGDZsGO7u7vH254cffmDu3Llcu3aNNGnSULRoUf73v/+RNm3aOLf/7LPPcHFxYfz48cZ1vXr1InXq1EydOvWFr1+tWrVo0aIFV69eZe/evWTKlInhw4dTpkwZhg0bxpEjR3B3d2f8+PGUKFHC5DX97+etQ4cOzJo1i8DAQKpVq8aYMWNMklXxednP5fMMBgNVq1alQ4cOdOrUCYDHjx9TuXJlJk6ciLe3N5cuXaJhw4Zs3LjR2IdffvmFrl27cvDgQbJly2YcwbF161aKFi36wpjjU9e25SvvKyIiIiIiImIN9vifNncIyaq+Wylzh5Ds9kZtMHcI8gaoBockqWnTprFo0SK6d+/Orl27mDp1KlmyZDG2T58+nU6dOrF161by5MlD//79iYiIiPd4fn5+7Nmzhzlz5rB161bj+i1btmBnZ8eGDRsYNmwYy5cvZ8OGuP+n5eTkRI0aNdixY4fJ+u3bt1OnTp04kxuPHj1i+/btlClTBgcHB+P60NBQ5s2bx6RJk1i7di1BQUF88cUXsfZv0qQJVapUoUOHDpw4cSLe/sUYPXo0J0+eZPr06Xz//fe89957dO7cmatXr5qce+nSpUyePJnVq1dz69YtJk2aZGxftGgR27dvZ8KECXz77bcEBwezb9++F5572bJleHp6snXrVj766CNGjhzJ5cuXAQgPD6dTp06kS5eONWvWsHbtWtKmTUvnzp0JCwuL83h3796lf//+NG/enF27drFy5Urq1q1LQrnUMmXKcOTIEa5cuQKAr68vJ06coFq1ai+MP8aKFSsoW7YsW7ZsoXr16gwaNIhBgwbRuHFjNm/eTO7cuRk8eHCCcfj5+bF//37mz5/PggULOHbsGIsWLUp0DC/zuXzejRs3uHfvHpUrVzauS58+PaVKleLkyZMAnDx5kgwZMhiTGwCVK1fG1taWM2fOmBzv888/p1KlSrRp04b9+/cnOn4RERERERERERFLoimqJMkEBwezcuVKRowYQdOmTQHInTs3Xl5e3LhxA4COHTtSo0YNAHr37o23tzfXrl0jf/78cR4zPDycyZMn4+zsbLI+R44cfPnll9jY2JAvXz4uXLjA8uXL+fDDD+M8TuPGjRk4cCAhISGkSZOG4OBgfv75Z+bMmWOy3ZQpU1izZg0hISGULl2a+fPnx4pnxIgRlCoVneWeOHEiDRs25MyZM5QsWRJXV1dGjRqFp6cnYWFhbNiwgfbt2/Pdd99RvHjxOGPz9/dn8+bN/PTTT8Z6H506deLXX39l8+bN9OvXz3juUaNGkTt3bgA+/vhj48gMgNWrV9O1a1fq1q0LwIgRI/jll1/iPOfzqlWrxscffwxAly5dWL58OX/88Qf58uVj165dREVFMW7cOOMohAkTJlC+fHmOHj1KlSpVYh3v3r17REREULduXXLmzAlA4cKFE4yha9euBAcH06BBA+zs7IiMjOSLL76gcePEV+uqVq0arVu3BqBHjx6sXbuWEiVK0KBBA2PfWrVqRUBAQLz1UAwGAxMmTDCO2GjcuDGHDx+OM4kVl5f9XMa4d+8eEHsqMxcXFwICAgAICAiI9Xtgb29PxowZjfunTZuWIUOGULZsWWxsbPjxxx/p0aMHc+fOjbM2h4iIiIiIiIiIiCVTgkOSzOXLlwkLC+Odd96Jd5vnb3TH3GR+8OBBvAkONze3WDd1AUqVKmUy7U/p0qVZtmwZkZGRLFq0iAULFhjbdu7cSbVq1XBwcODAgQN4e3uzZ88enJycTJ6Yh+jEQosWLfD392fOnDkMHjyYBQsWGM9lb29v8gR9/vz5yZAhA5cuXaJkyZLky5ePfPnyGdvLli3L9evXWb58OVOmTOH777/n66+/NrYvWrSI4OBgIiMjee+990xiCQsLM6mdkCZNGmNyAyBr1qzcvx9dzerx48cEBARQsmRJY7udnR3FixcnKioqztc2xvPviY2NDVmyZDEe19fXFz8/P8qWLWuyz7Nnz/Dz8+P48eN06dLFuH7UqFF4e3tTqVIlGjVqRJUqVahSpQr169cnY8aMcW7fuHFjdu/ezfbt25k2bRoFChTAx8fHOP1WTLLsRZ7vR8yooUKFChnXxSQP7t+/H2+CI2fOnCbTUT3/GidGQp9LOzu7RB/nVTk7O9OhQwfjcsmSJbl79y5LlixRgkNERERERERERKyOEhySZGIKISfk+emeYm4EJ3QDPq7po16kdevWxqf2Ifomtb29PfXr12f79u14e3uzY8cOGjZsiL296a+As7Mzzs7O5M2bl/z581O9enVOnTplrBPyKkqUKMGff/4JRNeKiBn9AZAtWzYOHDiAnZ0dmzZtinUT/PmaFf+N1cbGJsHplhIroeM+ffqU4sWLx1kHw9nZGQcHB5Opw1xcXLCzs2PZsmX8+eefHDp0iFWrVjF9+nS+++4741RYz28PMHnyZLp27Yq3tzcQnazw9/dnwYIFiU5wPN+PmM9WXJ+3hF6z/74WL9o+qcQkXO7fv2+sqRKzXKRIESA6afPgwQOT/SIiIggMDIw3YQPRSZfff/89GaIWERERERERERExLyU4JMnkyZMHR0dHjhw5Qq5cuZL1XP+tOXD69Gk8PDyws7MjU6ZMJiMfYjRq1IiOHTty8eJFjhw5Qt++fRM8R0zi5flaExEREZw7d844UuLy5csEBQXFOwIFokdBxNyAdnJyilWwumjRokRGRvLgwQO8vLwSjCk+6dOnJ0uWLJw9e5by5csDEBkZyV9//WW8Qf4qihcvzu7du3FxcYm30LaHh0esdTY2NpQrV45y5crRo0cPatasaSzgHdf2oaGhsQpx29nZvZHkQlJK6HOZEHd3d1xdXTl8+LCxOHhwcDCnT5+mTZs2QHSdkqCgIM6dO4enpycAR44cISoqymTkzn/5+PgkmAARERERERERERGxVEpwSJJJnTo1Xbp0YcqUKTg4OFC2bFkePHjAxYsXqVSpUpKey9/fnwkTJtCqVSv++usvVq9ezeDBgxPcp3z58mTJkoUBAwbg7u5uMpLi9OnTnD17lnLlypEhQwb8/PyYOXMmuXPnNhm94eDgwJgxYxg+fDh2dnaMGTOG0qVLG28wL1++HHd3dwoWLMizZ8/YsGEDR44cYenSpfHGlTdvXho1asSgQYMYMmQIRYsW5eHDhxw+fJjChQsba5a8SNu2bVmwYAG5c+cmX758rF69msDAwFiJg5fRqFEjlixZwueff06fPn3Ili0b/v7+7N27l86dO5M9e/ZY+5w+fZrDhw/z7rvv4uLiwunTp3nw4IHJ1F3/VbNmTebPn4+bm5txiqply5bRvHnzV47dHF7lcwnRCaH27dszb948PDw8cHd3Z+bMmWTNmpU6deoA0dOhVa1ala+++opRo0YRHh7OmDFj8Pb2NtZu2bJlCw4ODsYkyd69e9m0aRNjx45Nvk6LiIiIiIiIiNHRk/BJ37jvxXw330CJonHv9/VUOHwC7gZA2jRQxhP6fwb5nntOtGj12MedOsKA9//PSj10Amz9IfY2+fMY2LHipbsiYhGU4JAk1b17d+zs7Jg1axZ3797F1dXVWPg5KTVp0oTQ0FBatmyJnZ0d7du3p1WrVgnuY2Njg7e3N4sXL6ZHjx4mbY6Ojvz444/Mnj2bp0+f4urqStWqVenevTupUqUy2a5Lly7079+fO3fu4OXlxbhx44zt4eHhTJo0iTt37pAmTRoKFSrEsmXLEqxLAtGFu+fNm8fEiRO5e/cumTJlonTp0olObkB0Ee2AgAAGDx6MnZ0dH374IVWqVHmt2g9p0qRh9erVTJ06lZ49e/LkyROyZctGpUqV4h3R4eTkxLFjx1ixYgXBwcG4ubkxZMgQqlevHu95hg8fzsyZMxk1apRxmqZWrVrFep/edq/yuYzRpUsXQkJCGDFiBEFBQZQrV47FixebTP02depUxowZwyeffIKtrS316tVj+PDhJsf53//+h7+/P3Z2duTLl4/p06fHqu8iIiIiIiIiIq+nfR9o+h40bWC6vrQn/LLZdEaKWUvgyJ/gmcAkG8ULwft1wS0rPHoMc5dB5wGwdx08f2tn/BADVSr8u5zhudszX/aCfl3/PXdkJDTpBO/VeIUOilgIG4OlzQEjKV67du0oUqQIw4YNe6Pn3bx5M+PHj+f48eNv9LyvKioqigYNGtCgQYMXTsclr89cn8vkUNe2pblDEBERERERETGrPf6nE2yPL8HxX+ERUKM5fNwMun+S+PP/fQmadLRhz7cGcueMXle0ug2zxxqoUzVxx9j3K/T+KjpJkvM/k3DUdysV905WZG/UBnOHIG+ARnCIWImbN29y6NAhypcvT1hYGGvWrOHmzZs0atTI3KGJiIiIiIiIiKRIPx2CR0HQ7AWJkOc9DYHNu8E9h4HsWU3bxsyAr6ZArhzQqjE0awjxzU6+aSdUKhc7uSFiTZTgELEStra2bN68mUmTJmEwGIzTYyVUAN0SHD9+nC5dusTbfvLkyWSPwd/fH29v73jbd+7cmeD+b0MfREREREREROTVLVgFC9f8uxz6DE7/BWNn/rtu+wpwy2a638ad8G55YiUq4vLtFpi2AJ6G2JA3t4El0yCVw7/tvToaeKcsOKaGQ8dh9IzoZEi7FrGPdTcAfj0KU4bHbhOxJpqiSkTeaqGhody5cyfedg8Pj3jbkkpERAQ3b96Mtz1nzpzY28efL34b+vAyNEWViIiIiIiIpHT/naLqURAEBv27PGgs1K0W/RMjZ3Z4/vbA7btQuxVMHwn14i9NavQ4GO4/gnv3Ydk6uBMA386B58pzmpi1BLbshp82xm5buBqWfQcHN5kmSWJoiiqxFhrBISJvNUdHR7MnAOzt7V8rhrehDyIiIiIiIiLy6jJliP6JkTo1uGQGD/f499m8O3qfmu8m7hzpnaJ/8rhDqWLwzvvRdTS868S9fcliMG+lDWFhBlKl+ne9wQCbdkHjenEnN0Ssia25AxARERERERERERGxJgZD9OiKD+qDw6s8Ym6IPkZYePyb+P4DGdObJjcAjp0Cv5s2NG/4CucVsTAawSEiIiIiIiIiIiKSgCdPo+tdxJg2Ivq/9+7/u845E9jZRf/7yJ9w45YNLbxjVwe4cw869IOJX0LJonDdH3YfiK7VkTlTdPuiNdGjRKq9E73PT4cg4GH0yI7UqeD349HTUHVoFTvWjTuhZDEDhfIlSddF3mpKcIiIiIiIiIiIiIgkYNl6mLvcJsFt9q0zkDNH9L837YQyngbyxTFjdUQEXPGzITQ0OvmROhUcPwMrN0LQ4+ipr7xKwdq50f+G6Noea7fAxDnRy7lzwuAe0PJ902M/Doa9v8DQXq/TWxHLoSLjIiJiQkXGRUREREREJKX7b5Fxa6Mi42ItVINDREREREREREREREQsjhIcIiIiIiIiIiIiIiJicZTgEBERERERERERERERi6MEh4iIiIiIiIiIiIiIWBwlOERERERERERERERExOIowSEiIiIiIiIiIiIiIhZHCQ4REREREREREREREbE4SnCIiIiIiIiIiIiIiIjFsTd3ACIiIiIiIiIiIiJvk/pupcwdQrIqc9LcEYgkDY3gEBERERERERERERERi6MEh4iIiIiIiIiIiIiIWBwlOERERERERERERERExOIowSEiIiIiIiIiIiIiIhZHCQ4REREREREREREREbE4SnCIiIiIiIiIiIiIiIjFUYJDREREREREREREREQsjr25AxARERERERERERER84oMi+L0ops8uhxC8M1QspXNQMVBeWJvFx7F3xvvcuPXhzx7FEHqzPYUbp4Nj1rOCR7f7+cHXNoRQPCtZ9inscXtnUyU6pzT2G4wGLi0PYCr++8Tci+cVOntyFPfhcLNsgHw59zrXD/4MNZx07unptY3hV+v82KxlOAQERERERERERERSeEMUWCXyoZ8DVy49UdgvNsdn+7Hs8AISndzxyl7akIfhWOISvjY/+y4x6Xt9yjeLgeZC6Ql4lkUT++FmWxzdpk/984EU7xdDjLkTkN4cARhwZHG9hId3Cj2cfZ/44008NPAi7i9k/HVOixWQQkOERERERERERERkRTO3tGWUl3cAXjw91PCn0TG2ubOqccE/BVM3TlFSOUUfWs5bdZUCR43LDgC33W3qTg4D64l0hvXZ/RIY/z34xuhXN17n5rTCpHezTF65X+O65DWDoe0dsblW0cDCX8SSe6aCY8cEeumBIeIiIiIiIiIiIiIvNDt40Fkyp+Wi9vuceOXh9g52pK9XAaKts6OXaq4yz3fOxOMwQAhDyLY/8XfRIRE4VwoLZ7tc5AmS3QS4/aJINJmTcWdE485Mu4KBsC1hBPF2+YwJlL+69qBB7iWcCKta8IJFrFuKjIuIiIiIiIiIiIiIi/09M4zHvg+4fH1UCoMzEOJT9zw/yOQ04tvxrvPk7thGKLg4pa7lPjEjfL9chP2JJLfx14hKiLq/48bRkhAOP5HAinbMzdlu+ci8HIIx6Zdi/OYIQ/CuXvq8Qvrfoj1U4JDRERERERERERERF7IYIj+b7neuclcIC3ZymbAs70b1w8+JDIsnkIcUdH1Mkp0cCNr6fQ4F0qHV5/cBN96RsC5J8bjRoUbKNsjFy5F05GluBOlu7kTcP4Jj/1DYx3y+sGHOKSzI0eFDMnVVbEQSnCIiIiIiIiIiIiIyAs5ZnIgjbODSS2M9DlTgwFC7ofHuU/qzNFTTKV3T/3vugz2pM5gz9OA6ELjjpntsbEDJ7d/t0nvHl2LIyTA9LgGgwG/nx7gXjUztva6vZ3S6RMgIiIiIiIiIiIiIi/kXCQtoQ/DiQj9twB58K1nYANpXBzi3MelcLro7fyfGdeFBUfwLCjCWD/DuXA6DJHw5Pa/28RsnzaLaY2N+3894cntME1PJYASHPIWunHjBoULF8bHxyfebTZv3oyXl9cbjMpyvKnXxlLeg3bt2jFu3DiznX/27Nl88MEHr32cIUOG0L179ySISEREREREREQkbkE3Qgm8GkJ4cAQRIZEEXg0h8GqIsd29SiYc0ttz8n83CLoRSsBfwZxffQuPms7GIuP+RwPZ3/dv4z5ObqnJ7pWBs8v9efD3E4L8QvlzznXS50xNluJOQHRB8Yx503By3g0eXQnh0eWnnF50E9eSTiajOiC6uHjmgmnJkNvxDbwi8raLuwS9yFuuYcOGVK9e3dxhEBYWRsuWLfH19WXr1q0ULVrU3CG9Na+NJK1hw4ZhiJnoUkREREREREQkGRyZcIWQe/9OCfXzoIsAfPBdSQDsHe2oPDwvZ5f688uQiziktydnpYwUbZ3duE/E00iT0RoAZXvm4twKf45MvAo2kKVYOip9mRdbexsAbGxtqDg4D2eX3uS3ry9hn9qWrGXS49k+h8lxwp9GcuuPQDw/dUuO7osFUoJDLJKjoyOOjvFnacPCwkiVKlW87Ull8uTJZM2aFV9f32Q/V2K96LURyxIZGYmNjQ3p06c3dygiIiIiIiIiYuXqzX3xw7vpczpS+at88bbnruFM7hqm00c5pLWjzOe5KPN5/MdN4+xAhQF5Ejy3Q1o73l9d4oUxSsqhKarEbKKioli0aBF169bF09OTGjVqMG/ePGP79evXadeuHaVKlaJx48acPHnS2Pbf6ZFipgHasGEDtWrVomTJ6Kxyu3btGD16NKNHj6ZcuXJUrFiRGTNmxPskfHBwMCVLluTgwYMm6/fu3UuZMmUICfl3SN7Bgwc5dOgQgwcPTnSf9+3bR9OmTSlRogS1a9dmzpw5REREGNsLFy7Mhg0b6NGjB6VKlaJevXrs37/f5Bj79++nXr16lChRgnbt2rFlyxYKFy5MUFBQgq/N1q1bqVWrFuXKleOLL74gODjYuE1UVBQLFiwwvnaNGzfmhx9+SHSfYuLp1KkTt27dSvTr8e2331KnTh08PT2pX78+W7duNWlPzOtx4cIFOnfuTJkyZahcuTIDBw7kwYMHJttERkYm+BkIDAxk0KBBlC9fnlKlStG5c2euXr0KwIMHD3j33XeZP3++cfs///wTT09PDh8+nOi+Ahw7dozixYtz7949k/Xjxo3jo48+Av59//bv30/Dhg0pUaIE/v7+saaoSuj3JywsjNGjR1OlShVKlChBzZo1WbBgwUvFKiIiIiIiIiIi8rZTgkPMZtq0aSxatIju3buza9cupk6dSpYsWYzt06dPp1OnTmzdupU8efLQv39/k2TAf/n5+bFnzx7mzJljcqN8y5Yt2NnZsWHDBoYNG8by5cvZsGFDnMdwcnKiRo0a7Nixw2T99u3bqVOnDmnSpAEgICCAr776ismTJyd6tMTx48cZPHgw7du3Z9euXYwePZrNmzeb3DgHmDNnDg0aNOD777+nWrVqDBgwgEePHgHRSZ8+ffpQu3Zttm3bRuvWrZk+ffoLz+3n58f+/fuZP38+CxYs4NixYyxatMjYvmDBArZu3cqoUaPYuXMnn376KQMHDuTo0aMJHjc0NJR58+YxadIk1q5dS1BQEF988UWiXo+9e/cyfvx4OnTowPbt22ndujVffvklR44cSfTrERQUxCeffEKxYsXYuHEjixcv5v79+/Tt29fkGC/6DAwZMoRz584xb9481q9fj8FgoGvXroSHh+Ps7Mz48eOZM2cOZ8+eJTg4mEGDBvHxxx9TqVKlRPU1Rvny5XF3d2fbtm3GdeHh4Wzfvp3mzZubvK6LFi1i7Nix7NixAxcXl1jHSuj3Z9WqVRw4cIAZM2bwww8/MGXKFHLmzPlSsYqIiIiIiIiIiLztNEWVmEVwcDArV65kxIgRNG3aFIDcuXPj5eXFjRs3AOjYsSM1atQAoHfv3nh7e3Pt2jXy588f5zHDw8OZPHkyzs6mQ+By5MjBl19+iY2NDfny5ePChQssX76cDz/8MM7jNG7cmIEDBxISEkKaNGkIDg7m559/Zs6cOQAYDAaGDBlC69atKVGihDHeF5kzZw5du3Y19jdXrlz06dOHKVOm0LNnT+N2TZs25f333wegX79+rFq1ijNnzlCtWjXWr19P3rx5jaNGYvrz3yTJfxkMBiZMmICTk5Oxj4cPH+aLL74gLCyMBQsWsGzZMsqUKWOM7cSJE6xfv54KFSrEe9zw8HBGjBhBqVKlAJg4cSINGzbkzJkzxlE08VmyZAlNmzbl448/BiBv3rycOnWKpUuX8s477yTq9Vi9ejXFihWjX79+xu3Hjx9P9erVuXLlCnnz5gUS/gxcvXqVAwcOsHbtWsqWLQvA1KlTqVGjBvv27aNBgwZUr16dli1bMmDAADw9PUmTJg39+/dPsH/xadGiBZs3b6Zz584A/PTTTzx79owGDRqYvK4jR46kSJEicR4jod8fgFu3buHh4UG5cuWwsbFRckNERERERERERKySEhxiFpcvXyYsLMzkRvZ/FS5c2PhvV1dXIHq6oPgSHG5ubrGSGwClSpXCxsbGuFy6dGmWLVtGZGQkixYtMpm6Z+fOnVSrVg0HBwcOHDiAt7c3e/bswcnJicqVKwPRT8c/efKEzz77LN7YYxIFAI0aNWL06NH4+vry559/miQjIiMjefbsmTGZ8t9+p02bFicnJ+OUS1euXMHT09PkXC9KJADkzJnTmNwAyJo1K/fv3wfg2rVrhISE0LFjR5N9wsPDjUXTvb298ff3B6BcuXIsXrwYAHt7e0qU+Hfew/z585MhQwYuXbr0wrguX75Mq1atTNaVLVuWlStXmqxL6PXw9fXljz/+MHm9Y/j5+RkTHAl9Bi5duoS9vb0xSQOQOXNm8ubNy6VLl4zrBg8ezPvvv8+ePXvYtGnTK9d4adasGTNnzuTUqVOULl2azZs306BBA9KmTWvcxsHBwaTf//Wi35+mTZvSsWNH3nvvPapWrUqNGjWoUqXKK8UrIiIiIiIiIiLytlKCQ8widerUL9zGwcHB+O+Ym9NRUVHxbh+TIHgZrVu3NnlyPmvWrNjb21O/fn22b9+Ot7c3O3bsoGHDhtjbR/+6HDlyhFOnTpnc2Ado3rw5jRo1YtKkSSZTZMUkFp4+fUqvXr2oV69erDiefz2e7zdE9z2hfidGTOzPi6lB8fTpUyB6mqps2bKZbBNzE3/hwoXG6cHedAHzhF6Pp0+fUrNmTQYMGBBrv5ikWFLx8/Pj7t27REVFcfPmzQQTEAlxcXGhZs2abN68GXd3d3799ddYSR1HR0eThMx/vej3p3jx4uzfv59ffvmF33//nb59+1K5cmVmzZr1SjGLiIiIiIiIiIi8jZTgELPIkycPjo6OHDlyhFy5ciXruc6cOWOyfPr0aTw8PLCzsyNTpkxkypQp1j6NGjWiY8eOXLx4kSNHjpjUdBg+fLjJ8t27d+nUqRPTp083jgLw8PCIdcxixYpx5cqVONsSK2/evLEKoJ89e/aVjwfRoy5SpUqFv79/vNNRxTfFUUREBOfOnTOO1rh8+TJBQUHxjrJ5Xr58+fjzzz+NUyxBdPHuAgUKJDr24sWLs2fPHnLmzBlnEidGQp+B/PnzExERwenTp41TVD18+JArV64YYwkLC2PgwIE0bNiQvHnzMnz4cLZv3x5nbYzEaNGiBf379ydbtmzkypWLcuXKvdT+ifn9cXJyomHDhjRs2JD69evTuXNnHj16FOfnXURERERERERExBIpwSFmkTp1arp06cKUKVNwcHCgbNmyPHjwgIsXL7504eYX8ff3Z8KECbRq1Yq//vqL1atXG2tYxKd8+fJkyZKFAQMG4O7ubjJ9kZubm8m2MVML5c6dm+zZs8d7zB49etCtWzfc3NyoX78+tra2+Pr6cuHChUQX5m7VqhXLly9nypQptGjRAh8fH7Zs2QKQ4BP/CXFycqJjx45MmDABg8FAuXLlePz4MX/++SdOTk4mCYj/cnBwYMyYMQwfPhw7OzvGjBlD6dKlEzVtVufOnenbty9FixalcuXK/PTTT+zdu5dly5YlOvaPPvqI7777jn79+tG5c2cyZcrEtWvX2LVrF2PHjsXOzg5I+DOQJ08eateuzVdffcWoUaNwcnJi6tSpZMuWjdq1awPRBe8fP37M8OHDSZs2LQcPHuTLL780md7sZVStWhUnJyfmzZtH7969X3r/hH5/WrZsybJly3B1daVo0aLY2tryww8/4OrqSoYMGV4pXhERERERERFJmZ7eDePvTXcIOBdM6KMIHJ0dyFU1E4WaZcXW3hYA3+9u8/fGu7H2tUttw/urSsRaDxB4NYSLW+9y/++nhAVFkDZrKvLUdSF/wyzGbUIfhnNu5S0eXX7Kk9th5GuQhRKfmt6X+23kJe7/9STW8bOVSQ/rXqfnYimU4BCz6d69O3Z2dsyaNYu7d+/i6upK69atk/w8TZo0ITQ0lJYtW2JnZ0f79u1j1X74LxsbG7y9vVm8eDE9evRIkjiqVq3K/PnzmTt3LosWLcLe3p58+fLRsmXLRB8jV65czJw5k0mTJrFy5UpKly5Nt27dGDly5CvXhADo27cvzs7OLFiwgBs3bpA+fXqKFStGt27dEtzP0dGRLl260L9/f+7cuYOXlxfjxo1L1Dnr1KnDl19+ydKlSxk/fjw5c+Zk/PjxVKxYMdFxZ8uWjbVr1zJ16lQ6depEWFgYbm5uVK1aFVtbW+N2L/oMTJgwgXHjxtGtWzfCw8Px8vJi4cKFODg48Mcff7By5UpWrFhhnG5s8uTJfPDBB3z77bd89NFHiY43hq2tLU2bNmXBggU0adLkpfeHhH9/0qVLx+LFi7l27Rq2traUKFGChQsXmrwmIiIiIiIiIiIxfht5idw1MpO7hml928f+zzAYoFRXd9JlT0XQ9VBOL7hJRGgUnu2jkw0FGruSp57pLBe/j75Mpvxpic+jyyGkzmhPuV65SOPiwIO/n3J64Q1sbCHfe9FJjqhwA6kz2FGoWTYu77wX53EqDPAgKsJgXA57HMnPAy/gVinjK70OYnlsDDET8YtYoXbt2lGkSBGGDRtm7lCSzbx581i3bl2sqavk7fbll1/y4MEDk6Lzb4u6tolPuomIiIiIiIiI5Slz0nQ5vgRHXC5+f5erPz6g7pwicbYHXg3h50EXqTIqPy5F0yU6ptOLbxJ8M5R3v4499flvIy+RMU+aWCM4/uvSznv4fneH+guK8U3FTYk+t1gujeAQsTBr1qyhRIkSZM6cmRMnTrBkyRI+/vhjc4clifT48WP+/vtvduzYwbx588wdjoiIiIiIiIjIS4l4GoWDk1287dcOPCBdjlQvldyIPm4kDk6vd7v62oGH5KycCXtHzWKRUijBIWJhrl27xrx58wgMDMTNzY0OHTrw2WefmTusWLy9vfH394+zbdSoUTRu3PgNR5Q8Xraf3bt358yZM7Ru3Zp33333TYQoIiIiIiIiImLiwua7XNjyb92MyLAoHl58ypkl/97jqDW9EGmzmE6JHnz7GZd3B1C8XY44jxsZFsWNXx9RsInrS8Xz4O8n3Dz8iHeG5H2p/Z738J+nPL4eSpnP3V/5GGJ5NEWViCSLmzdvEhEREWebi4uLsZ6FpbPGfmqKKhERERERERHrVvzXCMKCI43LJ2b54VYxIzkq/lu7Iq1rKmztbIzLIQ/COfT1JVyKp6NMt1xxHvfGbw/5c+516s0rimMmh0TFEuQXyqFRl8jXMAuFm2eLc5vETFF1auENHl54Ss2phQCYXGpDos4vlk0jOEQkWeTMmdPcIbwRKaWfIiIiIiIiImI9UjnZk+q56aDsUtmSOqM9TtlTx7l9yINwDo26RObCaSndNf4REtcOPCRb2QyJT27cCOX3MZfxqOMSb3IjMSJCo7h56BFFWmV/5WOIZdJkZCIiIiIiIiIiIiISp5jkRqa8aSjbPRc2tjZxbvfkbhgB54PxqPXiQuUAQddD+X3UZXJVz0yxNq+XmPA/8oioCAO5qmZ6reOI5dEIDhEREREREREREZEUJCI0kojQKOOyV9/cAIQ+CjeuS53BntBHERwaeYk0rqko3t6NZ0H/TtP931Eafgce4JjJnmxl0sc6n//RQHy+vU3tGYWB/5+WavQlspZKT/73sxjPa2NrQ+oM/96yDrwa8v/xRhEWFEHg1RBs7G3I4O5ocvxrBx6Qo3wGUqXX7e6URu+4iIiIiIiIiIiISAryz/f3+Hvj3QS3qTunCAF/BfPkdhhPbofxYzcfk/YPvitp/LchyoDfwYfkquEc5wiPiKeRBPs/My77H3lEWFAkN359xI1fHxnXp3F1oN7cosblnwddNP478HIIN357FGubx/6hPPB9SqXhr16gXCyXioyLiIgJFRkXERERERERsW5lTpo7guSnIuMpg2pwiIiIiIiIiIiIiIiIxVGCQ0RERERERERERERELI4SHCIiIiIiIiIiIiIiYnGU4BAREREREREREREREYujBIeIiIiIiIiIiIiIiFgcJThERERERERERERERMTiKMEhIiIiIiIiIiIiIiIWx8ZgMBjMHYSIiIiIiIiIiIiIiMjL0AgOERERERERERERERGxOEpwiIiIiIiIiIiIiIiIxVGCQ0RERERERERERERELI4SHCIiIiIiIiIiIiIiYnGU4BAREREREREREREREYujBIeIiIiIiIiIiIiIiFgcJThERERERERERERERMTiKMEhIiIiIiIiIiIiIiIWRwkOERERERERERERERGxOEpwiIiIiIiIiIiIiIiIxVGCQ0RERERERERERERELI4SHCIiIiIiIiIiIiIiYnHszR2AiIhYn9DQUAwGA2nSpAHg5s2b7N27lwIFClClShUzRyevIygoiAwZMpg7DEkCERER3L17Fzc3N3OHkqTCwsK4ffs22bNnJ1WqVOYOJ9lcv36dHDlyYG9vHV/nIyMjsbOzMy6fOXOGqKgoihUrZtXvo7XR9d+6Wet1wxpFRETwzz//cO/ePQBcXV3Jnz8/Dg4OZo4s6aSEPgI8fvzYpI/p06c3c0TJIywsDEDXfAvk6+vLuXPnqFixIrly5eLixYusWbOGqKgo6tatS9WqVc0doqQANgaDwWDuIERExLp07NiRunXr0qZNG4KCgmjQoAH29vY8fPiQIUOG8NFHH5k7xNdy9+5dDh8+TKZMmahUqZLJF/GnT5+ydOlSevbsacYIk8bChQtxd3enYcOGAPTp04cff/yRLFmysGjRIooUKWLmCJPPrVu3mDVrFhMmTDB3KMnG19eXpk2b4uPjY+5QXtnmzZvJmzcvZcqU4dmzZ4waNYqtW7diMBiwtbWlefPmDB8+3Cr/WPb09GTbtm3kz5/f3KG8lps3b9KrVy98fX2pXLkyM2bMoFevXhw+fBgAd3d3Fi1aRN68ec0cadK5c+cO69ev59q1a2TNmpUWLVpY/PsYw9qv/wnx8/Nj+PDhrFy50tyhJBtruG4ArFmzhr1795IxY0Zat25NpUqVjG0PHjygZcuW7N+/34wRvrqoqChmzpzJt99+y+PHj03a0qdPz8cff0zv3r2xtbXcyTxSQh8BNmzYwLJly7hy5YrJ+rx589KhQwdatmxppsiSzqFDh1i+fDmnTp0iODgYACcnJ0qXLk2HDh2oXLmymSN8fatXr+bMmTNUr14db29vtm7dysKFC4mKiqJevXr07t3boh9W+fHHH+nbty/p06cnLCyMuXPn0qdPHzw9PbG1teXw4cNMmjSJRo0amTtUsXKW+1skIiJvrfPnzzN06FAA9uzZg4uLC1u3bmXPnj3MmjXLom9wnDlzhk6dOhEVFUVERATZsmVj7ty5FCxYEIhOcMydO9cqEhzr1q1j6tSpQPQfIL///juLFi1i9+7dTJ48maVLl5o5wuQTGBjI1q1brTrBYQ3mzp3LN998A8CMGTM4cuQIM2fOJF++fFy5coUpU6YwY8YMBg0aZOZIX118/y+JjIxk7NixpEuXDoA5c+a8ybCSzKRJk0iXLh1z585l27ZtdOnSBXt7ew4ePIiNjQ1Dhw5l6tSpzJ0719yhvrJSpUrx008/4ezszD///EPr1q1xdnamaNGi/Pzzz6xdu5Z169ZZRdLYmq//L/L06VOOHTtm7jDkBVauXMk333xDs2bNePz4MV26dKFXr1589tlnQPTNc39/fzNH+eqmTp3Kli1b6N+/P1WqVCFLliwABAQEcOjQIWbOnEl4eDgDBw40c6SvLiX0cfHixcyZM4d27drF2cfx48cTFBREp06dzBzpq9uyZQvDhw+nfv36DB06FBcXFwDu37/PoUOH6Nq1K2PHjqVJkybmDfQ1/O9//2Px4sVUqVKFCRMmcPPmTZYsWcKnn36Kra0ty5cvx97ent69e5s71Fc2f/58evXqxeeff87OnTvp06cPn376KT169ABg6dKlLFmyRAkOSXZKcIiISJILDQ013nT77bffqFevHra2tpQuXdqi/2gEmD59OnXq1GHcuHE8ffqUqVOn0rZtW5YtW0axYsXMHV6SCggIIEeOHAD89NNPNGjQgCpVqpAzZ04+/PBDM0f3el70ZOb169ffUCTJp2nTpgm2h4aGvqFIks/du3dxdXUF4MCBA4wcOZJq1aoBkD9/fjJmzMigQYMsOsGxb98+ypcvj7u7e6y2tGnTWvxUFceOHWPp0qUULVoULy8vypcvz+rVq8mWLRsA/fr1o2vXrmaO8vU8e/aMmEHz33zzDV5eXsyZMwd7e3uioqIYMGAAM2bMYP78+WaO9PVZ8/X/RSMz7ty584YiST4p4bqxfv16xowZY7zZ1qZNG3r06EFoaCh9+vQxc3Svb9u2bUyePDnWlDDu7u60atUKNzc3Bg8ebNE3/1NCH9esWcP48eONo6hj5M+fn4oVK1KkSBEmT55s0QmO+fPn8+WXX/Lxxx/HamvWrBlly5blf//7n0UnOLZs2cLEiROpV68evr6+NGvWjIkTJ9K4cWMA8uXLx5QpUyw6wXHlyhXj/08bNmzI4MGDqVOnjrG9bt26zJ4921zhSQqiBIeIiCS53Llzs2/fPurWrctvv/3Gp59+CkQ/kePk5GTe4F7T+fPnGTFiBLa2tjg5OTFy5Ejc3Nz49NNPWbx4sVXNS50hQwZu3bpFjhw5+PXXX+nbty8ABoOByMhI8wb3mnr06IGNjQ0JzdRpY2PzBiNKev/88w/e3t5x3hiH6OTA1atX32xQSczV1RU/Pz/c3NwICQkhc+bMJu3Ozs48evTIPMElkWnTpjF58mSaNGlC8+bNjeu///57vvjiCwoUKGDG6F7fs2fPjNeFdOnSYWdnZ3KdcHJyIiQkxFzhJbm//vqLqVOnGqejsLW1pXPnzhafxIlhzdf/8ePH4+rqGu/8/uHh4W84oqSXEq4bN27coEyZMsblsmXLsmLFCjp06EBERASffPKJGaN7fU+ePCFr1qzxtru6ulr8/1NTQh/v379P4cKF420vVKgQDx8+fIMRJT1/f3+T6eH+q1KlSkyaNOkNRpT07t69i6enJwBFihTB1taWokWLGtuLFSvG3bt3zRVekkiXLh2PHj3C3d2doKAgIiIiTL57P3z40Pjgg0hyUoJDRESSXI8ePRgwYAATJkygUqVKxj8kDx06ZPKlzlI9e/bMZLlr167Y2dnRqVMnxo8fb6aokl69evUYMGAAHh4ePHr0yPhkvI+PDx4eHmaO7vW4urry9ddfmzxh9DwfHx+aNWv2hqNKWgULFqRkyZLxTgnj4+PDhg0b3nBUSatRo0bMmDGDhQsX8sEHHzB37lymTZtGunTpCAkJYfbs2ZQtW9bcYb4Wb29vSpUqxcCBA/n5558ZO3YsGTNmNHdYSaZgwYJs2rSJvn37smXLFjJlysTOnTuN0zXt2LGDPHnymDfI12RjY2NMmMYkx5+XPn16goKCzBFakrPm67+bmxsDBgyI9UR1DF03LEPmzJm5ffu2SRKnUKFCrFixgk8++cTibzZWqFCByZMnM2XKFJydnU3aHjx4wNSpU6lQoYKZoksaKaGPJUqUYOHChYwbNy5WfYbIyEgWLVpEiRIlzBRd0ihYsCAbN26Md5Ttpk2bLP4hjixZsvDPP//g5ubG1atXiYyM5J9//jFObfzPP//E+gxbmkqVKjF69Gjatm3Lrl27ePfdd/nmm28YP348NjY2TJkyxeK/i4tlUIJDRESS3HvvvUe5cuW4d++eyZzilSpViveGsqUoWLAgJ0+ejDVXekxdjn79+pkpsqQ3dOhQcubMya1btxg4cKDx6Zt79+5Z/DzqxYsX5/z58/F+Hl80usMSlC1bNlZhyuelS5cOLy+vNxhR0uvRowcXLlygTp06eHp6cvz4cd59912yZcvG3bt3yZQpk1XUinF3d2fNmjXMmTOHDz74gDFjxlj8CKMYPXv2pEePHixevBhbW1uWLFnC8OHDOXLkCLa2tpw9e9ZYC8hSGQwG6tevj42NDU+fPuXvv/82uYb4+fkZ51e3dNZ8/ff09OT8+fPxJjh03bAM5cqV48cff4zVjwIFCrB8+XLat29vpsiSxqhRo+jatStVq1alUKFCJnUNLly4QP78+VmwYIGZo3w9KaGPX331FZ07d+bdd9+lfPnyJn08duwYDg4OFv/9ZvDgwXTr1o1ff/2VypUrm/Tx8OHDXL9+nYULF5o5ytfTqFEjBg8eTO3atTl8+DCdO3dm8uTJPHr0CBsbG+bPn0/9+vXNHeZrGTx4MIMGDeLrr7+mbNmyzJgxgxkzZuDt7Y2NjQ25c+dm3Lhx5g5TUgAbg6V/CxMRkbfO48ePiYyMJFOmTCbrHz16hL29vUVPU7FhwwaOHj3KlClT4mxfuHAh69at48CBA284MnkZx48f5+nTp8ZRKf/19OlTzp07Z/FPAKYUv/zyCz/99BPXr1/HYDDg6upK2bJlef/990mbNq25w0tSx48fZ/Dgwfj7+7N9+3aLf7oRoqeMOX/+PMWLF8fd3Z2AgADWrFlDaGgo1atX55133jF3iK9ly5YtJst58+aldOnSxuW5c+cSFBRkLM5tyaz5+v/PP/8QEhIS71PT4eHh3L17l5w5c77hyORl+Pr6cv78eZMp/5534cIFfvzxR3r27PmGI0s6UVFR/Prrr5w+fZqAgAAg+kny0qVLU6VKFWxtbc0c4etLCX0MDg7m+++/j7OPjRo1suj/n8a4ceMGa9eu5fTp09y7dw+IHmVdunRpWrduHe90eZYiKiqKhQsXcurUKcqUKUPXrl3ZtWsXU6ZMISQkhFq1avHVV19Z3XdViK5nGBISQr58+WKNQhJJDkpwiIhIkuvcuTM1a9aMVTRu7dq1HDhwgEWLFpkpMnkZCxYswMXFhRYtWpis37hxIw8ePLCaOeNFLM2TJ0+4fv06+fLlI1WqVOYO541auHAhrVu3JkOGDOYOReKg67+IiIgABAUF6fuavDGWn9YWEZG3zpkzZ+J84rZChQqcOXPGDBElvfbt28c5Z3pwcLDFT28QY/369eTLly/W+oIFC7Ju3TozRJS8duzYwdOnT80dRrJq1KgRt27dMncY8prSpUtHkSJFUlxyA2D+/PkEBgaaOwyJh67/1nH937RpE7t37461fvfu3bFGJFkqa+3jnj17LL7A9ut6+vQpx44dM3cYSSIyMtJk+fTp0xw7dozw8HAzRZT0/tvHM2fOcOrUKcLCwswUUfKy1r83Fi5cyK5du4zLffr0oWLFilStWhVfX18zRiYphRIcIiKS5MLCwoiIiIi1PiIigtDQUDNElPSOHj0a5x8Xz54948SJE2aIKOndu3cPV1fXWOudnZ2Nw8ityYgRI7h//765w0hWN27ciPN301r5+vpafGFjgIMHDzJs2DAmT57MpUuXTNoCAwOt5qZqYljq4POU8h7q+m8d1/+FCxeSOXPmWOtdXFyYP3++GSJKetbaxz59+lClShW++uorTp8+be5wzMLPz8/i/5969+5d2rRpQ4kSJWjbti2BgYF89tlntGrVinbt2vH+++9z9+5dc4f5Wm7evEmzZs0oUaIEnTt3Jjg4mA4dOvDhhx/SunVrGjZsmGBNIEtlrX9vrFu3juzZswNw6NAhfv/9dxYtWkS1atWYPHmymaOTlEAJDhERSXIlSpTgu+++i7V+3bp1FC9e3AwRJR1fX1/jUyj//POPcdnX15e//vqLjRs3ki1bNjNHmTRy5MjBn3/+GWv9iRMnyJo1qxkiSl6WeuNUEmbp7+v27dv5/PPPCQgI4NSpUzRt2pTvv//e2B4eHm41T6paq5T0Hur6bx3Xf39//zjnvndzc7OaUYDW3MeOHTty7tw5WrVqxfvvv8/y5ct5+PChucOSlzB16lQMBgNz5szB1dWVzz77jODgYA4ePMiBAwdwdna26EQcwKRJk0iXLh1z587FycmJLl26EBERwcGDB/nll1/w8PBg6tSp5g4zyVn699L4BAQEkCNHDgB++uknGjRoQJUqVejcuTNnz541c3SSEqjSi4iIJLm+ffvSoUMHfH19qVSpEgCHDx/m7NmzLF261MzRvZ4mTZpgY2ODjY0Nn3zySax2R0dHhg8fbobIkl7Lli0ZP348ERERxilHDh8+zJQpU+jYsaOZo5NX4eXlRerUqc0dRpJ5URHYx48fY2Nj84aiSR5LlixhyJAhxqdRd+3axbBhw3j27BktW7Y0c3SSGCnpPdT13zqu/y4uLvz999+xEgC+vr6xCshbKmvuY+vWrenRowfnzp1j48aNzJ07l2nTplGrVi0+/PBD3n33XXOH+FoqVKiQYPt/pzyyRL///jtz5syhdOnSlC1blnfeeYdly5YZk6i9e/fmq6++MnOUr+fYsWMsXbqUokWL4uXlRfny5Vm9erWxj/369VO9PwuSIUMGbt26RY4cOfj111/p27cvEJ3QsYbfSXn7KcEhIiJJrly5cqxfv57Fixeze/duUqdOTeHChRk3bhx58uQxd3ivZf/+/RgMBurUqcOGDRtwdnY2tjk4OODi4oKdnZ0ZI0w6nTt35tGjR4waNco4HUfq1Knp3Lkzn332mZmjS3qLFi2ymqdv42NtBX5/+uknKleuTJYsWeJst4Y/qK5du0bNmjWNyw0bNsTZ2ZnPP/+ciIgI6tata8boJDFS0nuo6791XP+9vb0ZN24c6dKlo3z58kD01Fzjx4/H29vbzNEljZTQR09PTzw9PRk6dCi7d+9m06ZNdO7cmRw5cnDgwAFzh/fKwsLCaNOmDYUKFYqz/ebNm8ydO/cNR5W0goKCjN9JM2XKRJo0aXBzczO2e3h4WPx0sc+ePcPJyQmIri1mZ2dnXAZwcnKyynoy1vr3Rr169RgwYAAeHh48evSIatWqAeDj44OHh4eZo5OUQAkOERFJFkWLFmXatGnmDiPJ5cyZEyBFFEuzsbFh4MCBdO/enUuXLuHo6EiePHmssrBxzFy4Z86cIW/evLi4uJg5oqSzYMECXFxcaNGihcn6jRs38uDBA4t+Oi5fvnzUq1cv3qfgfXx8+Pnnn99sUEksXbp03L9/n1y5chnXvfPOOyxYsIDPPvuM27dvmzE6SYyU9h7q+m/5+vTpw82bN/n000+xt4++ZRAVFcUHH3zAF198Yebokoa19jGuUYupU6emSZMmNGnShGvXrrF582YzRJZ0ihQpQvbs2WnatGmc7b6+vhaf4HBxceHevXvGKX8+/vhjMmbMaGwPCgoiTZo05govSRQsWJBNmzbRt29ftmzZQqZMmdi5cydFihQBootxW3piPEZoaCgGg4E0adLg5eXFzZs32bt3LwUKFKBKlSrmDi9JDB06lJw5c3Lr1i0GDhxIunTpgOiajh999JGZo5OUQAkOERFJEsHBwcanboKDgxPc9vmnc6xB2bJl2bZtm8nNK2uSLl06SpYsae4wkkVwcDCjRo1i165dxqf97ezsaNCgAV9//TXp06c3c4Svb/369XHOYVywYEG++OILi05weHp68tdff8XbnipVKuPNAUtVsmRJfvnlF0qXLm2yvkKFCsyfP59u3bqZJzAzscRp1qz9PdT13/qu/6lSpWLGjBlcvXoVHx8fHB0dKVSokDHJYw2stY8vmt/fw8PDohM4ADVq1ODx48fxtmfMmJEmTZq8uYCSQZEiRTh58qTx+/eAAQNM2k+cOEHhwoXNEVqS6dmzJz169GDx4sXY2tqyZMkShg8fzpEjR7C1teXs2bNWU4Oje/fu1K1blzZt2hAUFMSHH36Ivb09Dx8+ZMiQIVaRAHBwcKBTp06x1n/66acmy127dmXs2LFWWc9RzMvGYK0VbkRE5I0qWrQov/32Gy4uLhQpUiTOJ8gMBgM2Njb4+PiYIcLkU6ZMGb7//nuruMHRs2dPJk6ciJOT0wvrG8yZM+cNRZV8+vbti4+PD8OHD6dMmTIAnDx5knHjxlG0aFGmT59u5ghfX4kSJdi1a1esz+f169dp2LChRRf+CwsLIzIy0uKfYkzI0aNHOXnyZLzTwh05coRt27YxYcKENxxZ0ouMjGTv3r1cunQJgPz581OnTh3j09WWytrfQ13/reP6H58TJ05QokQJqxy9GcOa+njz5k1y5MiBra2tuUORZHTmzBljUs6S3bhxg/Pnz1O8eHHc3d0JCAhg9erVPHv2jOrVqxtrAFq6ihUrsnr1agoWLMiGDRtYtWoVW7duZc+ePcyaNYvdu3ebO8Q3JiVcN8U8LPuvBREReWusWLHCOHR65cqVZo5GXtXzIxasYfTCi/z8888sXrwYLy8v47qqVasyduxYOnfubMbIkk6OHDn4888/Y/0hceLECYt/euplb0YtXLiQ1q1bkyFDhmSKKOlVqFAhwYKq77zzjskNAEvsI8DFixf5/PPPCQgIIG/evAAsXryYyZMnM3/+fIu+iWPt76Gu/9atS5cuVjlK5XnW1EdLH4GSHKzxifH/jqy21D66u7vj7u5uXM6SJYuxOLU1CQ0NNU7Z9Ntvv1GvXj1sbW0pXbo0/v7+Zo5OxDoowSEiIkki5uZNREQER48epUWLFmTPnt3MUb0ZjRs3Nn5ptXQxTxAbDAZ69eqFs7Mzjo6OZo4q+WTKlCnORI6Tk5PF3Fx8kZYtWzJ+/HgiIiKMN1EPHz7MlClT6Nixo5mje7Pmz59PgwYNrOa9jYul9nH48OEUKFCATZs2GW+WBwYGMmTIEEaMGMG6devMHOGbY2nvoa7/1nH9j09KmPDBWvr4MgnG9u3bJ2Mkb5djx47x7Nkzc4eRrKypj0OHDqVv375WVYg7d+7c7Nu3j7p16/Lbb78Zp226f/++1U3dKGIuSnCIiEiSsre3Z8mSJRY/9+3LGDVqlLlDSHIGg4F69epZVYG/uHz++edMnDiRyZMn4+rqCkQXw5syZQrdu3c3c3RJo3Pnzjx69IhRo0YRHh4ORBcc7dy5c7xT5lgra7mJlRBL7aOPj49JcgOi51H/4osvaNGihRkje/Ms9T1MKdf/Z8+eGevAWOP1XyzX8uXLTZYfPnxISEiIMVkaU5ja2dk5RSU45O3k6+sb5/rt27dTu3ZtHj58CGAsOm7JevTowYABA5gwYQLvvPOOcVrcQ4cOUbRoUTNHJ2IdlOAQEZEk984773Ds2DGTIcfWKCgoiI0bNxrniy9YsCDNmze3iqmdbG1t8fDw4NGjR+YOJVmtXbuWa9euUbNmTWMx6lu3buHg4MCDBw9Yv369cdstW7aYK8zXYmNjw8CBA+nevTuXLl3C0dGRPHnyWMVc42I98uTJQ0BAAAULFjRZf//+fTw8PMwUlbyslHD99/LyomTJkpQvX56KFStSpkwZqx7pOHr0aFxcXMwdRrKylj4eOHDA+O/t27fz7bffMm7cOPLlywfA5cuX+eqrr2jVqpW5QhQxatKkCTY2NnEm9Xv16mVVtZvee+89ypUrx71790wSNpUqVaJOnTpmjEzEeijBISIiSa5atWpMmzaNCxcuULx48VgFgGvXrm2myJLO2bNn6dy5M6lTpzbOg7ts2TLmzZvH0qVLKV68uJkjfH39+/dn8uTJjBw50qLnv09ISvqjIl26dPj5+VGrVi0lN+St079/f8aNG0fPnj0pXbo0AKdOnWLu3LkMGDCA4OBg47aazuHtlRKu/8uWLeP48eMcPXqUFStWEBERgaenp7HWyrvvvmvuEJNUo0aNzB1CsrPGPs6cOZNZs2YZkxsA+fLlY+jQofTu3ZvGjRubMToRKFy4MNmzZ2fQoEHGJLHBYKB+/fosWrTI6h5ucHV1xdXVlR07dlCrVi3Spk0bq5aKiLw6G4OljoEWEZG3VkJDia3lSZyPPvoIDw8PxowZg7199PMCERERDB8+nOvXr7NmzRozR/j6ypcvT0hICJGRkTg4OMR6QvXo0aNmikxeVdmyZa2mkOqrKFOmDN9//71V999S+/j8dcPGxgb4d6qm55et5RqSEEt9DyFlXP+fFxERwdmzZ1m/fj3bt28nKirK6vr4PD8/P4YPH27VxeStpY+lSpVi1apVsW6gnjlzhnbt2nH69GkzRfbmWfL/UxPLEvsYFhbGlClT+P3335kyZQrFihUDoHjx4mzbto0CBQqYOcLkkdK/iy9YsIA2bdpYTJ0xsRwawSEiIkkuvjlVrcm5c+dMkhsQPf94586dad68uRkjSzpDhw413lgU66DnWuRtZek3EyVaSrj+A1y5coWjR49y9OhR/vjjD8LDw6lRo4ax4Lq1evr0KceOHTN3GMnKWvpYqVIlvv76a8aOHWscVXzu3DlGjhxJpUqVzBydCKRKlYphw4Zx8OBBPv/8cz766CO6dOli7rCSXUr7Lh4YGMhPP/1krM+V0ur/yZujBIeIiCS569evW/1TKU5OTty6dYv8+fObrL916xbp0qUzU1RJq1mzZuYOIdkVKVIkwSSONT+JmxJ5eXkZiwNbK0vto7XfGH4ZlvoeQsq4/letWpVnz54Zp6Tq0qULhQsXtooHAl6UaLxz584biiT5pIQ+AowfP57BgwfTvHlz48M4kZGRVKlShXHjxpk5ujerW7duZMyY0dxhJCtL7mP16tXZtGkTQ4cO5ZdffjF3OJLEbt26xdChQ40JDpHkoimqREQkyRUpUoTy5cvTokUL3nvvPYu9UZOQsWPHsnfvXgYPHkyZMmUA+PPPP5k8eTL16tVj2LBhZo7w9bVt29b4HlprAdV9+/aZLEdERODj48OWLVvo1asXLVu2NFNkyeP48eOULFnSKmtwREZGsnfvXi5dugRA/vz5qVOnjskoK0tn7X08fvw469at48aNG8ycOZNs2bKxdetW3N3d8fLyMnd4r+35OiL/lSpVKqv4vUwJ1/8PPviAy5cvU7x4cWOSo1y5crHqjViiIkWK4OrqioODQ5zt4eHhBAQEWHTyPyX08XlXr141XjPy5ctH3rx5zRxR0tmyZQuZM2emRo0aAEyePJnvvvuOAgUKMG3aNHLmzGneAJNASujj81auXMkff/zBV199Rfbs2c0dTrKwtu/iCX23geiRne3atbOa/6fK20sJDhERSXI+Pj5s2rSJnTt3Eh4eTsOGDWnRooVVFVILCwtj8uTJrFu3jsjISCB6iqo2bdowYMAAq/jSOm7cOHbs2EFYWBgNGjSgRYsWxuK/1m779u3s2rWLefPmmTuUJHP//n2uXLkCQN68eXFxcTFzREnn4sWLfP755wQEBBhv3ly9epXMmTMzf/58ChUqZOYIX5+193HPnj0MGjSIRo0asW3bNnbt2kWuXLlYvXo1Bw8eZNGiReYO8bW9aMRY9uzZadq0KT179sTW1vYNRpZ0UsL1HyAoKIhjx45x7Ngxjh49yqVLlyhatCgVK1bkiy++MHd4r6xWrVoMGDCAhg0bxtnu4+NDs2bNLPpGVUro43+dOHGCEiVKWMV30+fVr1/fOOXWyZMn6dChA0OHDuWnn37C3t6eOXPmmDvE15YS+phYXbt2ZezYsWTNmtXcobySiIgIjh49ip+fH++//z5OTk7cuXMHJycnix79/6LvNimlfpqYnxIcIiKSbCIiIjhw4ACbN2/mt99+I0+ePDRv3pwPPvgAZ2dnc4eXJEJCQvDz8wMgd+7cVvEE5/Ni3sMtW7bw66+/kjt3buN7mCVLFnOHl2yuX79O48aNOXnypLlDeW3BwcGMGjWKXbt2GZNxdnZ2NGjQgK+//pr06dObOcLX16pVKzJnzsykSZOMUzQEBgYyZMgQHj58yLp168wc4euz9j42adKETz/9lCZNmpgUS/3rr7/o0qULhw4dMneIr23r1q1Mnz6dpk2bGm/4nzlzhq1bt/L555/z4MEDli5dSqdOnejWrZuZo309KeH6D/Dw4UOOHj3K/v372blzp8UXGe/duze5cuVi4MCBcbb7+vrSpEkTi661khL6+F/WWtS4VKlS7N69Gzc3N6ZMmcK9e/eYPHkyFy9epF27dhw5csTcIb62lNDHxLLEQuoxbt68SefOnbl16xZhYWHs2bOHXLlyMXbsWMLCwhg9erS5Q3xl5cqVo1u3bpQqVSrO9mvXrjFixAiLvjaKZbCO8ewiIvJWsre3p169etSoUYNvv/2WadOmMWnSJL755hsaNGjAgAEDLPYpnBhp0qQhQ4YMxn9bm5j3sF69ety/f5/169czc+ZMpk+fTrVq1WjXrp3VFasMDQ1l5cqVFv/ZjDF8+HB8fHyYP3++cTq1kydPMm7cOEaMGMH06dPNHOHri3lq/Pn5pzNmzMgXX3xBixYtzBhZ0rH2Pl65ciXOaajSp09PUFCQGSJKelu2bGHw4MEmT47XqlWLQoUKsX79elasWEGOHDmYP3++xSc4rPn6/+OPPxqLi1+6dImMGTNSrlw5Bg8ebPG1ZHr37k1ISEi87fnz52f//v1vMKKklxL6+F/W+kxr2rRpefToEW5ubhw6dIhPP/0UgNSpU/Ps2TPzBpdEUkIfU4Jx48bh6enJtm3bqFixonF93bp1+eqrr8wY2esrVqwYEH8ttQwZMljt/4Pk7aIEh4iIJJuzZ8+yadMmdu3aRZo0aejYsSMtWrTgzp07zJkzh+7du7Nx40Zzh/lKIiIimDNnDqtWreLp06dA9B8hbdu2pWfPnvHO7Wypzpw5Y3wvXVxcaNq0KXfu3KFbt2589NFHDB482NwhvpLy5cubDKs2GAw8efIER0dHpkyZYsbIks7PP//M4sWLTW4eV61albFjx9K5c2czRpZ08uTJQ0BAAAULFjRZf//+fTw8PMwUVdKy9j5myZIFPz8/3N3dTdafOHHCIp/WjMvJkycZNWpUrPXFihXj1KlTQPSTkLdu3XrDkSU9a77+f/3115QvX55WrVpRvnx5ChcubO6QkkyBAgUSbHdwcLD4Of9TQh9TisqVKzN8+HCKFi3K1atXqV69OhA9paO1vIcpoY8pwYkTJ1i7dm2saeJy5szJnTt3zBRV0mjUqBGhoaHxtmfJkoWePXu+wYgkpVKCQ0REktyyZcvYvHkzV65coVq1akyaNInq1asb5xTPlSsXEydOpFatWmaO9NWNGTOGvXv3MnDgQGNdilOnTjFnzhwePXoU500sS3P//n22bdvG5s2buXr1KrVq1WLatGlUrVrVmBRo2rQpXbp0sdgEx5dffmmybGNjg7OzM6VKlTJ5Ut6SZcqUKc5pqJycnIyjjyxd//79GTduHD179jT5fZw7dy4DBgwwKYDo5ORkpihfj7X38cMPP2TcuHGMHz8eGxsb7ty5w8mTJ5k0aRLdu3c3d3hJIkeOHGzcuJEBAwaYrN+4caOxmOqjR48s+vcyJVz/Dx8+bO4Qkl379u2ZM2dOrM9icHAw3bt3Z+XKlWaKLOmkhD7GGD16tFXV3Yrx9ddfM2PGDG7dusWsWbPInDkzAOfPn8fb29vM0SWNlNDHlCAqKoqoqKhY62/fvm3R9Tcg+vtbQpTgkDdFNThERCTJ1atXj+bNm9O0adN4p6AICwtj586dNG3a9A1HlzTKlSvHN998Y3ySKsbBgwfp168fJ06cMFNkScfT05NcuXLRvHlzmjVrFue86cHBwXz++eesWrXKDBFKYqxfv54ffviByZMn4+rqCsC9e/cYMmQIdevWpXXr1maO8PUVKVLE+O+Y5FvMV9znly25yKG199FgMDB//nwWLlxonD4mVapUdOzYkb59+5o3uCSyf/9++vTpQ758+ShRogQA586d4/Lly8yaNYuaNWvy7bffcu3aNYYOHWrmaF9NSrj+A0RGRrJv3z4uXboERI8KqF27NnZ2dmaOLGkUKVKEQ4cOxbopfv/+fapVq8b58+fNFFnSSQl9FLEmllyDo2/fvqRPn54xY8YY++Hs7Ez37t1xc3NjwoQJ5g5RxOIpwSEiIvIKKlWqxOrVq8mfP7/J+kuXLvHxxx9bRdG/48ePxzknvrVq1KgRCxcuJEeOHOYOJUk1adKEa9euER4ebuzbrVu3cHBwIE+ePCbbbtmyxQwRvr6jR48meltLnSM/JfQRom9++/n58fTpU/Lnz2/xTzb+140bN1i/fj1XrlwBIG/evLRq1SrW1Fzy9rp27Rpdu3blzp075M2bF4iuIZM9e3YWLlxI7ty5zRzhq4sprN2kSRNWrFhhMpIxKiqKX3/9lfXr13PgwAFzhfjaUkIfE+Ln58fw4cOtZoRKYGAgGzduNCYb8+fPT/PmzcmUKZN5A0tCKaGPiWHJCY7bt2/TqVMnDAYD165dw9PTk6tXr5I5c2bWrFljVSOsnj59yu7du/Hz88PV1RVvb2/jyCOR5KQEh4iIJImYPxgT4/knkS3VnDlzuHLlChMmTDDOpxoWFsaXX35Jnjx5NBTXAlnyH04JmTNnTqK31edWzGXo0KEMGzYs1vRaT58+ZcyYMRb7dGPPnj2ZOHEiTk5ObN26lYYNG8aag9vSpbTrf5cuXTAYDEydOtV4g/Hhw4cMHDgQW1tbFi5caN4AX0ORIkVijRB7nqOjI8OHD6dFixZvOrQkkxL6mBBfX1+aNm1qkSP9/uvYsWN069aN9OnT4+npCURP3RQUFMT8+fMpX768mSN8fSmhj4m1YMEC2rRpY7HTOEZERLBz507+/vtvnj59SvHixWnUqBGOjo7mDu21NGzYkG+//ZZMmTJx69YtPv74Y4KCgsiTJw/Xr1/Hzs6O9evXW93fV/L2UYJDRESSRMwfjPFdVmLaLHX6FIh98/f3338nVapUxhs2vr6+hIeHU6lSpZe6qfw2adKkiUnR7YRY6tP+8bHWBEdKcfz4cdatW8eNGzeYOXMm2bJlY+vWrbi7u1vNSCRr7mPRokX57bffYj3F+ODBA6pUqcJff/1lpshej6enJwcOHCBr1qzx9tHSpYTr//NKly7N+vXrYxUX9/X1pU2bNpw8edJMkb2+mzdvYjAYqFOnDhs2bDCZmtLBwQEXFxeLn4bL2vv4opEZd+7cYenSpVbxu9ioUSNKly7NyJEjje9ZZGQko0aN4uTJk2zfvt3MEb6+lNDHLVu2kDlzZmrUqAHA5MmT+e677yhQoADTpk1TMfW33PPT/Q0YMIAbN26waNEi0qdPz5MnT+jZsyfOzs5MmzbN3KGKlVORcRERSRL79+83dwjJ7r+FmuvXr2+ybA1TG9WpU8fcIZiNl5cXqVOnNncY8gr27NnDoEGDaNSoEefPnycsLAyIrhGzYMECi7/5D9bbx+DgYAwGAwaDgSdPnpj8DkZGRvLLL7/EWf/HUuTNm5dvvvmGihUrYjAY2L17d7xF4Js0afJmg0siKeH6/7xUqVLx5MmTWOufPHmCg4ODGSJKOjE3El9mVI6lsfY+jh8/HldX13g/i+Hh4W84ouRz7do1Zs6caZKQsrOz49NPP2Xr1q3mCywJpYQ+zp8/n5EjRwJw8uRJvv32W4YOHcpPP/3EhAkTLPahsf+6evUqf/zxB/fv349VcNxaRlCfOnWKUaNGGf9mTpcuHb169aJfv35mjkxSAiU4REQkSbzK0zVdu3Zl7Nix8RYifdvETJFiMBi4desWzs7OFj+s+L9e5Qv2jh07qFWrFmnTpk2GiN6cRYsWmTuEZPH8dBxxsYanOOfNm8eoUaNo0qQJO3fuNK4vW53DSzgAAQAASURBVLYs8+bNM2NkScda++jl5YWNjQ02NjaxksYQ/fR/r169zBBZ0hg1ahQTJ07k559/xsbGhhkzZsT5+2hjY2OxCY6UcP1/Xo0aNRgxYgTjxo2jZMmSAJw+fZqRI0dSq1YtM0eX9MqWLcu2bdusenSjNfXRzc2NAQMG0LBhwzjbfXx8aNas2RuOKnkUK1aMy5cvky9fPpP1ly9ftorp8CBl9PH27dt4eHgAsG/fPurVq0erVq0oW7Ys7dq1M3N0SeO7775j5MiRZM6cmSxZsph8D7CxsbH4BEdMf549e4arq6tJW7Zs2Xjw4IE5wpIURgkOERExm2PHjvHs2TNzh/HSDAYD9erVY8eOHbGKNKdEI0aMoFSpUhab4Lh8+TKrV682Kd7Ytm3bWH9MWqr/PvkWERGBj48PW7Zssegbx8+7cuVKnCMY0qdPT1BQkBkiSnrW2seVK1diMBj45JNPmD17tknBXwcHB9zc3MiWLZsZI3w9ZcuW5bvvvgOik4179uyxuimqXoWlXv8Bhg8fzuDBg2nVqhX29tF/TkdGRlKrVi2GDRtm5uiSXkqY0dqa+ujp6cn58+fjTXAkNJ2cpWnfvj3jxo3j2rVrlCpVCohONq5Zs4YBAwaYjNKx1GRASuhj2rRpefToEW5ubhw6dIhPP/0UgNSpU1vsdeK/5s2bR9++fenatau5Q0kWn3zyCfb29gQHB3PlyhUKFSpkbPP39zfWqxJJTkpwiIiIvCRbW1s8PDx49OiRuUN5K1jyH8p79uyhX79+eHp6Urp0aSD6D8dGjRrxzTffxPlEuaWJa9qx9957jwIFCrBr1y5atmxphqiSVpYsWfDz88Pd3d1k/YkTJ6ziiVyw3j5WqFABiJ7myM3NLdE1gCzR/v37LXq6LYm+3gUHBzN9+nTu3LljkhiPeQJZxJx69+5NSEhIvO358+e3mmnlYqa9mTJlSpxt1lD/JyX0sXLlygwfPpyiRYty9epVqlevDsDFixetpv5GYGAgDRo0MHcYyeK/o0/++8DbgQMHLHYaVbEsSnCIiIi8gv79+zN58mRGjhxp8pSKWJYpU6bQtWtX+vTpY7J+1qxZTJkyxSoSHPEpXbo0I0aMMHcYSeLDDz9k3LhxjB8/HhsbG+7cucPJkyeZNGkS3bt3N3d4ScLa+3jp0iVu3bpl/CN4zZo1xiKjI0aMMBnZYamOHDlC2rRpY93k2L17N6GhoTRt2tRMkUli/XcEZ0pIajRu3Jh06dKZO4xkZU19LFCgQILtDg4OVnPT2FoSNQlJCX38+uuvmTFjBrdu3WLWrFlkzpwZgPPnz+Pt7W3m6JLGe++9x2+//UabNm3MHUqSe9H0WoMHD35DkUhKpwSHiIjIKxg8eDAhISF88MEHODg4xKrFcfToUTNFJi/j/9i7/7ia7/9//LcT/SCl1YpKiqiQfumELexVGJEympkfeSkN82N+pEkrLYXKr155jTCEJfVeZX7upb1eNjFRIptmC6csWsJMxTo/vn/07Xw6Tox5nh7O83m/Xi6vyyWPc/643V+ZxznPx+Nxf9TU1LTa937cuHHYsWNH2wdqI48ePUJ6erpW9r9vTVhYGORyOWbMmIGGhgZMnToVenp6mDlzJm/6N/O9xqSkJCxduhQA8NNPP2H16tWYOXMmzp49izVr1ijvQNJmaWlpiI2NVRs3MzPDJ598QgscWkAoJzgfP34MfX19AGj17ywf8L3G6dOnIzU1FcbGxirjDx8+xNy5c5Gens4oGXf4slDzLEKo0djYuNUNNwsWLGCQRjNsbW2xadMmXLx4EQ4ODsr2hs2mT5/OKBl3li9fjhUrVqBTp04q4/X19YiLi+PF5zjyaqMFDkIIIeRviIyMZB2BcMDLywvnz59X24VbVFTEm+PUYrFYpe2PQqFAXV0dDAwMWm15oI1EIhHmzJmDkJAQVFRUoL6+Hvb29rzZkQvwv8abN2/C3t4eAPD111/Dx8cHixcvxg8//MCbntVVVVVqLcaApkuBb926xSAR+TuEcILT09MTLi4uEIvFGDhwINzd3dU2cmg7vtdYWFiIxsZGtfHHjx+jqKiIQSLNyM3Nxf79+3Hz5k1kZmbC2toau3btQrdu3Vpt0amNhFDj77//juzsbJW2fxMmTODN3Q2ZmZno2LEjCgsL1TbBiUQiXixw5ObmYunSpWoLHI8ePUJeXh4tcBCNowUOQggh5G+gnbb84OPjg+TkZPzwww8qlzceO3YM8+fPV2kN4OvryyrmS3lyMU4kEsHU1BSurq68aPsDqO4aa9meg0+7xvheo66uLh49egQAOH36tPJkVefOnfHw4UOGybhjZmaGn376SW2Ro6ysjDcPcYRACCc4d+7cifPnz6OwsBC7d++GVCqFs7MzvLy84OXlhTfffJN1xJfG1xpbXjr9yy+/oKamRvlnuVyO7777Dl26dGERjXNffPEFUlJSEBwcjC1btkAulwNoOhGwe/duXjz8F0KN586dw+zZs2FkZARnZ2cAwN69e/Hvf/8bW7ZsgVgsZpzw5X3zzTesI2jMw4cPoVAolBuomk/GAYBMJsO3335L94+RNiFSaPPNoIQQQrRO80V4ALB161ZMnjxZ7fi8Nqiqqnrm61ZWVm2UhL2xY8di27ZtsLS0ZB3lhTk5OT3X+7T58kYh6NOnD06dOgUzMzOV8bt378Lb2xs//vgjo2Tc4XuNs2fPRmNjIzw8PPDZZ58hPz8fXbp0walTpxAXF4fjx4+zjvjSkpKScPToUSQkJCgf2BQWFmLFihV4++23ed+nmi/zf05OzjNf59sGCKlUitLSUmRmZuKrr76CXC7n3XzIpxqdnJyU/5219qjHwMAAUVFRmDhxYltH45yfnx8WL16M4cOHw93dHQcPHoSNjQ2uXr2KadOm4ezZs6wjvjQh1Ojv7w83NzesXLkS7dq1A9D0YDw2NhYXLlzAV199xTgheZaW/+a0RiQSYf78+ZgzZ04bpiJCRCc4CCGEcO7jjz9GdHQ0OnbsqDJ+8+ZNLFu2DF988QUA4IMPPmARjxM+Pj7P/DCnrV+MW/r+++8xaNCgVl/bv38/3nvvPQDAoUOH2jIWp1rudBQCf39/pKWlaeViVGuEsGtMCDUCQHR0NGJjY3H8+HHExMQodxh/++23GDJkCON03Fi4cCF+/fVXzJgxQ9l/Wy6XIyAgAIsWLWKcjhtCmP/5toDxNNevX1e2Uzl79iwaGxvx1ltvwcvLi3U0zvCxxvz8fCgUCgwfPhxZWVkq84Ouri7MzMyUD5G13c2bN9GnTx+1cT09PTQ0NDBIxD0h1CiRSLBp0yaVv5ft2rXDjBkzkJubyy7YS1q9ejUWLlyIjh07/uUp2+XLl7dRKu6lp6dDoVAgODgY//rXv1ROh+vq6sLKyoo3p8bIq40WOAghhHCurKwM48aNQ1JSEtzd3QE07XhctWrVUx+Ya5snP3A3NjbiypUr2LlzJ28eVIWGhmLatGlYvHgxdHV1ATTtFo+MjERRUZFygUNbNTY2IjQ0FLGxsbCzs2Mdp03cvHkTUqmUdQzOeHp6QiQSQSQS4e2331Z7vXnXmDYTQo1A06m3rVu3qo0/2WItLS0N7733nlbu/NfT08PGjRtx48YNXLlyBQYGBnBwcODVJbJCmP9PnjwJHR0dtYW3U6dOQSaTYdiwYYyScWfIkCF4/Pixsl3TrFmz4Ojo+MyNHdqGrzU2/3sihA0c3bp1w5UrV9T+Df3uu++UdzppOyHU2LdvX1y7dg09e/ZUGb927dpzn7R+Ff3444/Kz9zPOmWr7f/mNC8I5+fnw9LSEjo6OowTEaGiBQ5CCCGcy8rKwvr16zFt2jTMnDkTEokE3377LZYvX453332XdTxOtPaBu3///rCwsMCOHTswcuRIBqm4lZ6ejoiICJw+fRrr1q3DzZs3sWLFCvTo0UOrd1Q109XVxU8//cQ6BnkJQtg1JoQaX8SWLVswevRorVzgaGZnZ/fMRVUPDw/k5eXBxsam7UJxRAjzf3JyMpYuXao2LpfLsW7dOl4scJiamuLatWu4c+eO8n+2trbo0KED62icEUKNzbT535Rn+ec//4lPP/0Uf/75JwDg0qVLOHToENLS0rBq1SrG6bghhBqnT5+O+Ph4SCQSlfvw9u3bh6VLl6os1mnTgseePXta/ZmvrK2t1S6L79WrF9555x26Z4y0CbqDgxBCiMakpKTg3//+N9q3b489e/Yod3PymUQiQUBAAEpKSlhH4URdXR1iYmJw/PhxKBQKLFiwALNmzdL63UbNEhISoKen1+rDKj6aNWsW4uPjYWFhwToKp3799VdYWVnx5u9la4RQ4/No2YOcr/hQI5/nfxcXFxw5ckTtsvibN29i7NixvJn/Hzx4gHPnzuHcuXMoLCxEeXk5+vTpg4EDB/LmpKoQagT48W/K0xw8eBCpqamoqKgAAFhYWGD+/PkICgpinIw7fK/xrxYtRCKR8g4nPrQA5qvWLov/4Ycf8ODBA95cFk9ebXSCgxBCCOcaGxuxbt067Nu3Dx988AGKioowf/58xMfH82JnI9DUF78lhUKB3377DampqbC1tWWUins3btzA5cuX0bVrV/z222+4fv06Ghoa1PqrayuZTIaMjAycPn0azs7Oajs3tbknbmu2bdvGOoJGlJeX49atW/D09AQA7Nu3DwcOHECvXr0QHR2tcupBWwmhRqL9hDD/GxkZobKyUm2Bo6Kigle7/42NjeHr6wsPDw+4u7sjPz8fhw8fxsWLF3nz8F8INfLduHHjMG7cODQ0NKC+vh5mZmasI3GO7zXm5+ezjqBxH374YasbVEQiEfT09GBra4uxY8eqtenSJp9++in8/PxavSz+008/pcviicbRAgchhBDOTZgwAY8ePcKePXvg5uYGhUKBbdu2Yd68eZgwYQJWrlzJOuJLa+6L35JCoYClpSXWr1/PKBW30tLSkJKSgkmTJmHZsmWQSCRYtmyZWn91bXb16lX07dsXQNNloy3xaaf8tWvXsHfvXuWRcXt7e0ydOlWrv0i1lJSUpDyF89NPP2H16tWYOXMmzp49izVr1vzl5Y7aQAg1Eu0nhPnf19cXCQkJ2Lx5M7p37w6g6fTmmjVr4OPjwzgdN77++mvlxdvl5eXo3LkzBgwYgIiICK2+gLslIdTYbNy4cTA0NGQdg3PTp09HamoqjI2N0aFDB+UC48OHDzF37lykp6czTvjyhFAjn+6hehojIyOcOHECxsbG6NevH4Cm0w1//PEH3nzzTRw5cgTbtm3Drl27MGDAAMZp/x6+XhZPtActcBBCCOGcs7MzoqKilLv8RSIRwsLC4O3tjWXLljFOx40nv1Do6Ojgtddeg62tLdq358f0mp6ejs2bNyt33To4OKj0V798+TLjhC9PCD1xjx8/jsWLF8PZ2Rlubm4Amnob+/v7Y/369a1eXK1tbt68qbxs8+uvv4aPjw8WL16MH374AWFhYYzTcUMINRLtJ4T5Pzw8HKGhoRg9erTy/pvq6mrlw3E+iImJgVgsxqRJkyAWi+Ho6Mg6Euf4XuPjx4+hr68PAIiNjWWcRjMKCwvR2NioNv748WMUFRUxSMQ9IdQIALm5udi/fz9u3ryJzMxMWFtbY9euXejWrRuGDx/OOt5Le/311zF27FhER0crL+GWy+WIj4+HoaEhNmzYgJiYGCQnJyMjI4Nx2r+Hr5fFE+3BjycwhBBCXikJCQmtjvft2xdffvllG6fRDJFIBHd3d7XFDKlUinPnzvGiz+jBgwdhamqqMqarq4uIiAj84x//YJSKvKikpCSEhYVh4cKFKuMpKSlISkrixQKHrq4uHj16BAA4ffo0AgMDAQCdO3dWayenrYRQI2mizafHhDD/GxkZYf/+/SgoKEBZWRkMDAzg6OjIi3m/2ZkzZ1hH0Di+1+jp6QkXFxeIxWIMHDgQ7u7uMDAwYB2LEy0vnf7ll19QU1Oj/LNcLsd3332nXHzUVkKosdkXX3yBlJQUBAcHY8uWLZDL5QCaWsjt3r2bFwsc2dnZyMjIUC5uAE2b46ZOnYr33nsPixcvxpQpUzBlyhSGKV8OXy+LJ9qDFjgIIYRoRGFhIT7//HOVljihoaHK/vHabvr06Th16pRaH9w//vgD06dP58UleKamppDJZDhx4oTy99irVy/4+vryqn1DaWkpjh49ilu3bqntkktNTWWUijs1NTXKh+EtjRs3Djt27Gj7QBrg4eGB1atXw8PDA6Wlpdi4cSOApjtkunbtyjYcR4RQ4/Pw9PRU7krmK4VCwTrCS+H7/A80LUJ5e3ujV69esLCwUHloxRdPm/9bth/RdnyucefOnTh//jwKCwuxe/duSKVSODs7w8vLC15eXnjzzTdZR/zbAgMDIRKJIBKJEBwcrPa6gYEBoqKiGCTjjhBqbLZ3716sWrUKw4cPR1pamnLc2dkZa9euZZiMOzKZDNeuXUOPHj1Uxq9du6Zc0NHX19fqDQ6LFy8G0LSxqrXX6LJ4omm0wEEIIYRzeXl5iIyMxIgRIzBt2jQAQHFxMWbMmIHVq1fD39+fccKX1/wB7Un379/nzSWjEokEYWFhqK6uVn4gT0tLQ9euXZGWlqbsPa7NDh8+jIiICHh7e+PUqVPw9vbG9evXUVtbixEjRrCOxwkvLy+cP38etra2KuNFRUW8eeAYHR2N2NhYHD9+HDExMcpdjd9++y2GDBnCOB03hFBja6RSKX777TdYWVkBALZt28Y40d+XmpqKkJAQtTni0aNH2L59O+bNmwegqUZt3ZkrhPm/JT8/P+Tl5cHGxoZ1FE4JYf7ne42enp7w9PTE7NmzIZVKUVpaiszMTGzfvh1paWla/YAxPz8fCoUCw4cPR1ZWlsppY11dXZiZmWn9IpUQamx28+ZN9OnTR21cT08PDQ0NDBJxLyAgACtWrEBlZSWcnZ0BAJcvX8aWLVsQEBAAADh37hx69erFMuZLEcJl8eTVJlJo+xYhQgghr5zRo0dj0qRJmDFjhsr4zp07ceDAARw9epRNMA40P4DKz8/HkCFDoKenp3xNJpPhp59+Qo8ePXixM37WrFlQKBRITk6GiYkJAODevXsIDw+Hjo6Oyi4rbeXv74/33nsPU6ZMgbu7Ow4ePIhu3bohOjoa5ubmWLBgAeuILy0jIwMpKSkYPXq0ypHxY8eOYf78+bCwsFC+19fXl1XMNpGWlob33nsPxsbGrKNoDN9qLCsrw/jx47X6YVyzPn36tHry7969e3jjjTd4USOf5//WNM8bfFvgEML8L4Qar1+/jsLCQuVl6o2NjfD09ISXl1erpwIIYcHPzw+LFy/G8OHDVf5N3bNnD7788kvk5OSwjvjSZDIZ0tLSsG/fPty5cwdA070cU6dOxaxZs9CuXTtUVVVBR0dHUKdyCeESneAghBDCucrKylbvaPDx8cH69esZJOKOkZERgKYTHIaGhir9jHV1deHm5oagoCBW8Th17tw5ZGZmKr/4A8Brr72GpUuXYvLkyeyCcaiyslJ5ibqenh7q6+shEokwY8YMBAcH82KBo/ly0S+++AJffPFFq68BEMSR8S1btmD06NG8efjfGiHUqK2edvKvrKwMnTt3ZpCIe3ye/4VECPM/32scMmQIHj9+rGxJNWvWLDg6Omp1C5wn5eTk4LXXXsNbb70FAEhMTMSBAwfQq1cvrFu3DtbW1mwDckAINf7zn//Ep59+ij///BMAcOnSJRw6dAhpaWlYtWoV43TcaNeuHebMmYM5c+Yo703r1KmTynuaT6pqq6ed4BCJRNDX10f37t15txmAvFpogYMQQgjnLC0tcebMGbWWOKdPn4alpSWjVNxYvXo1AMDa2hozZ85Ex44dGSfSHD09PdTV1amN19XVQVdXl0Ei7hkbGytrtLCwwM8//wxHR0c8ePCAN8fiW17qJ3RCOLisbTWOHz/+ma83X6yuzcRisbKX+ttvv63ygFEmk6G+vh7vvfcew4Tc4fP835rZs2fzZnGqJSHM/3yv0dTUFNeuXcOdO3eU/7O1teVNG1WgaUF/5cqVAIALFy5g3759iIyMxH//+1+sXr2aF/eoCaHGoKAg6OvrY+PGjWhoaMCSJUtgYWGByMhIjBkzhnU8zj25sMEXH374ofKejZZa3r0xYMAAbN68mZfzJmGPFjgIIYRw7p///CdWrVqFK1euwN3dHUBTD+6cnBysWLGCcTpuNLeqAvjXEqbZW2+9hejoaMTHx8PFxQVAU2ujlStXwsfHh3E6bojFYpw+fRqOjo4YNWoU4uPj8f333+P06dMYPHgw63gvrbGxEaGhoYiNjYWdnR3rOISo+eWXXzBmzBh069at1dd/++033Lhxo21DcSwyMhIKhQKRkZGYP3++8iQg0HTyz9raWjlXajshzP8thYWFsY6gEUKY//leY15eHh48eIBz587h3LlzWL9+PcrLy9GnTx8MHDgQixYtYh3xpd2+fVu5mHrixAm8/fbbmDRpEjw8PJR3AGk7IdQIAOPGjcO4cePQ0NCA+vp6tVaO2u7OnTtYu3Ytzpw5g7t376otAvDhBPXOnTuxYcMGLFq0CP379wcAlJaWYtOmTZgzZw46deqEmJgYrF27FgkJCYzTEj6iBQ5CCCGce//992Fubo7PP/8cx44dAwD07NkTGzZswPDhwxmn4x5fW8JERUUhIiICkyZNQvv2TR8ZZDIZfHx8ePOg6pNPPsHjx48BAHPmzIGuri6Ki4sxcuRIzJkzh3G6l6erq4uffvqJdQxCnqp3795wcXHB+++/3+rrV65cQVZWVhun4lbzKZVu3brB3d2dF7vDn0Yo839WVhZ2796tXHyzs7NDcHAwb1pUCmH+F0KNxsbG8PX1hYeHB9zd3ZGfn4/Dhw/j4sWLvFjg6NixI+7fvw8rKysUFBQo7/7R19dXfrbTdkKocfr06UhNTYWxsTE6dOigPGX08OFDzJ07F+np6YwTvryPP/4Yt27dwty5c1XuvuOT+Ph4fPrpp/Dw8FCODR48GHp6eoiOjsbhw4cRGRmJyMhIhikJn9ECByGEEI0YMWIERowYwTpGm9C2ljDPy9jYGJ999hlu3LiB8vJyiEQi2Nvbq7Ue0WYte2/r6OjwcjfuuHHjkJ2djaVLl7KOQogaDw8PXL9+/amvGxoawtPTsw0Tac7Nmzfh5eWlNi6VSrFp0yYsWbKEQSru8X3+37RpE3bt2oWpU6fCzc0NAFBSUoKEhARUVVVh4cKFbAO+JIVCgYcPH2LDhg2orq5GeXk5APBq/hdCjV9//bXycvHy8nJ07twZAwYMQERERKv/DmmjN954A1FRUejTpw9u3LihvFPt559/5sXdFIAwaiwsLERjY6Pa+OPHj1FUVMQgEfeKiorwxRdfoE+fPqyjaExFRUWr7bc6deqEyspKAICtrS3u3bvX1tGIQNACByGEEI0pLS1Vfmns1asXnJ2dGScif4ednZ3yCz+fLqcEgJMnT0JHRwdDhgxRGT916hRkMpnyi6Q2k8lkyMjIwOnTp+Hs7KzWf3v58uWMkhHStIv6Wbp37449e/a0URrNWrVqFf73v/8hLi5O2X/62rVrWLp0Ke7fv8+bBQ6A3/N/RkYG4uLiMHbsWOWYr68vHB0dERcXx4sFjpEjR+LQoUMq8z+fCKHGmJgYiMViTJo0CWKxGI6OjqwjcS4mJgYbN27ErVu3kJKSgtdeew0A8MMPP/Dm7gY+19jyjrhffvkFNTU1yj/L5XJ899136NKlC4tonLO0tOTthrhm/fr1Q2JiIhITE2FqagoAuHv3LpKSkpQtqyQSCbp27coyJuExWuAghBDCudu3b2Px4sUoLi5Wtm168OAB3N3dsWHDBt59sDly5IjKcePmi9T4gO9tOJKTk1s92SCXy7Fu3TpeLHBcvXoVffv2BQC1nfJ8+Xv6vDw9PaGvr886hkYJoUZtlZubi/DwcPj7+2P16tW4ceMGkpKS4Ovrq7xEVtsJYf6XSqWtLtj069cPMpmMQSJu6ejowNbWFvfv32cdRWOEUOOZM2dYR9A4Y2NjREdHq40vWLBA5c8rV67EggULlA9dtQmfawwMDIRIJIJIJEJwcLDa6wYGBn+5CUJbREZGYt26dYiNjX3qnWPaLj4+HnPnzsXQoUNhaWkJALh16xZsbGzw73//GwBQX1/PixbA5NUkUvB9GZEQQkibCwkJwR9//IE1a9agZ8+eAJp2qUZGRsLQ0BA7duxgnPDlbd++HaGhoWrjMpkM4eHhWL9+PYNU3HpaG469e/dixowZWr9LFQBcXFxw5MgRtS8bN2/exNixY1FSUsImGOGEVCrFb7/9BisrK9ZRNIaPNfr7+yMtLU35BZlP5HI5EhISsG/fPrRr1w5r1qxROQmg7YQw/8fFxaF9+/Zqp9/Wrl2LR48eISYmhlEy7nzzzTfYvn07Vq5cCQcHB9ZxNEIINcpkMpw4cULlNJWvry/atWvHOFnb8vDwQF5eHmxsbFhH0RhtrPHXX3+FQqHA8OHDkZWVpbI4o6urCzMzM978XRWLxWhoaIBMJoOBgYHaXVyFhYWMknFLLpfj1KlTyo1xPXr0wJtvvgkdHR22wYgg0AkOQgghnDt37hz279+vfLgBNF0yGhUVhSlTpjBMxp0dO3agc+fOKicZZDIZFi1ahJ9//plhMu7wvQ0HABgZGaGyslJtgaOiokKtlRPRPr/88gvGjx+PK1eusI6iMXys8ebNm5BKpaxjaMT//vc/HD58GG5ubrhx4ways7MhFot504ZDCPM/AGRnZ6OgoACurq4AgEuXLqGqqgqBgYFYvXq18n3a2gIwIiICDQ0NCAgIgK6uLgwMDFRe58PDOL7XKJFIEBYWhurqavTo0QMAkJaWhq5duyItLQ3du3dnnLDtCGFPrzbW2HyHSMtWVXwllIu1dXR0MHToUAwdOvSp7+HzJhbCFi1wEEII4ZylpWWrD6fkcrlKKydttnXrVoSEhMDIyAijRo2CVCrFRx99hGvXriE9PZ11PE7wvQ0H0LRgk5CQgM2bNyu/7EskEqxZswY+Pj6M03GntLQUR48exa1bt9QuckxNTWWUihBhiY6ORk5ODhYtWoR//vOfuHPnDiIjIzFu3DjExMTAz8+PdcSXJoT5v2Xbv4qKCgCAiYkJTExMcPXqVeX7tLkFoBAexvG9xlWrVsHGxgaZmZkwMTEBANy7dw/h4eFYtWoV0tLS2AYk5P+Xk5OD1157DW+99RYAIDExEQcOHECvXr2wbt06XlymPn78eNYRXhl83sRC2KIFDkIIIZwLDw9HXFwcoqOjlZeKlZaWIj4+HhEREYzTccPFxQUpKSn48MMPoauri+zsbFRUVCA9PR2vv/4663icCAgIQEZGhtoO1AMHDsDf359RKm6Fh4cjNDQUo0ePVu6grq6uxoABA3jzd/Xw4cOIiIiAt7c3Tp06BW9vb1y/fh21tbUYMWIE63gv5a++MD569KiNkmiOEGp8El/vESkuLkZWVhacnJwAAObm5ti2bRv27duHFStW8GKBQwjzP18uvX8WITyM43uN586dU1ncAIDXXnsNS5cuxeTJk9kFI+QJW7ZsUd5DdeHCBezbtw+RkZH473//i9WrV/NmI05FRQX+7//+D5WVlVixYgXMzMxw8uRJWFlZoXfv3qzjEaL1aIGDEEIIJ8Riscpuxfr6erz77rvK3qkymQzt2rVDZGQkhg8fziompwYPHozExEQsWLAAPXv2xJ49e7Tqcr/WtGytIRKJkJWV9dQ2HHxgZGSE/fv3o6CgAGVlZTAwMICjoyPEYjHraJzZsmULli9fjilTpsDd3R0rVqxAt27dEB0dDXNzc9bxXsovv/yCMWPGPPXCxt9++03ZB1hbCaHGJ23bto11BI348ssvoaenpzY+ZcoUDB48mEEibghp/m9sbISrqytyc3N5e28DAJw8eRI6OjoYMmSIyvipU6cgk8kwbNgwRsm4w/ca9fT0UFdXpzZeV1en1v+fEJZu374NW1tbAMCJEyfw9ttvY9KkSfDw8MC0adMYp+NGYWEhZs2aBQ8PD5w7dw6LFi2CmZkZfvrpJ/zf//0fUlJSWEckROvRAgchhBBO8P2oPwDMmzev1fHXXnsNxsbGiI6OVo5p626jH3/8UeXP/fr1A6DehoMv94wATQs53t7e6NWrFywsLHh3EV5lZaXyQY2enh7q6+shEokwY8YMBAcHY8GCBYwT/n29e/eGi4sL3n///VZfv3LlCrKysto4FbeEUCPQ1PbPzMwMEydOVBnPzs7G3bt3ERYWxigZd/T09J65g1NbCWH+b6arqwtLS0vI5XLWUTQqOTkZS5cuVRuXy+VYt26d1j/8B/hf41tvvYXo6GjEx8fDxcUFAHDx4kWsXLmSVy04ifbr2LEj7t+/DysrKxQUFGDGjBkAAH19fTx+/JhtOI6sW7cOH330Ef75z3/C3d1dOT5o0CDs3buXYTJC+IMWOAghhHCC70f9gabd/q15cvefNhNC642n8fPzQ15eHmxsbFhH4ZSxsbFyF6eFhQV+/vlnODo64sGDB2hoaGCc7uV4eHjg+vXrT33d0NAQnp6ebZiIe0KoEQAyMzORnJysNt67d28sWrSIFwscfN3BKYT5v6XZs2dj/fr1SExMVGn/wycSiQT29vZq4z179lRueNB2fK8xKioKERERmDRpEtq3b3rsI5PJ4OPjgxUrVjBO17bGjRsHQ0ND1jE0SptrfOONNxAVFYU+ffrgxo0bysXFn3/+mRf3bwBNdze19hnH1NQU9+7dY5CIEP6hBQ5CCCEawcc+oy3bNwmJRCJBRUUFxGIxDAwMoFAotPry1KdRKBSsI2iEWCzG6dOn4ejoiFGjRiE+Ph7ff/89Tp8+rdVtcYCmBzjP0r17d61ftBNCjQBQU1PTass0U1NT1NTUMEjEPaHs4OTj/N/Svn37IJFIMGTIEFhZWaFjx44qr+fk5DBKxh0jIyNUVlaqtcarqKhAhw4dGKXiFp9rVCgUePjwITZs2IDq6mqUl5cDAOzt7ZWtgPigrKys1XGRSAR9fX1YWVlBT08PsbGxbZyMO0KoMSYmBhs3bsStW7eQkpKC1157DQDwww8/YMyYMYzTccPIyAg1NTVqm6iuXLmivAOQEPJyaIGDEEII5/i6S1Vo7t27h48++ghnz56FSCTC119/DRsbG0RGRqJz5874+OOPWUckz+GTTz5RHvGfM2cOdHV1UVxcjJEjR2LOnDmM0xHSxNLSEsXFxWpf/ouKimBhYcEoFbeEsINTCPO/tt8j8jx8fX2RkJCAzZs3o3v37gCaNjusWbOGN+2N+FyjQqHAyJEjcejQIdjZ2fFqUaOlwMDAZ264ad++Pfz8/PDpp59CX1+/DZNxRwg1Ptnmt9mTLVRXrlyJBQsWaOV9h2PGjEFycjI2bdoEkUgEuVyOoqIirF27ljf3GrbmwYMHMDY2Vhn79NNPYWZmxigR4TNa4CCEEMI5IexS9fHxeeYXjvz8/DZMoxmrV69G+/bt8b///Q+jR49Wjvv5+WHNmjW8W+CYPXs2OnfuzDoG51q2UNHR0eFFq59n8ff3R1paGiwtLVlH0Rg+1hgUFISEhARIpVIMGjQIAHDmzBkkJSVh5syZjNNxQwg7OIUw/z/tPi4+CQ8PR2hoKEaPHq38u1ldXY0BAwYgIiKCcTpu8LlGHR0d2Nra4v79+6yjaFRqaiqSk5MREhKivGfk0qVL2LlzJ+bNmwepVIp169Zh48aNWvs7FUKNz+vgwYMICQnRygWORYsW4dNPP8Vbb70FmUyGMWPGQCaTYezYsbzZbJSWloZu3brBz88PALBw4UJ8/fXXeP3117Ft2zY4OTkBaPoMS4gm0AIHIYQQzglhl2pwcLDKn6VSKX788UecOnUKISEhjFJxq6CgADt27EDXrl1Vxu3s7FBVVcUolebw9cH/yZMnoaOjo3ZXzKlTpyCTybT+ItUn3bx5E1KplHUMjeJjjaGhobh//z5iY2PR2NgIoOmC0dDQUHzwwQeM03FDCDs4hTD/C4GRkRH279+PgoIClJWVwcDAAI6OjhCLxayjcYbvNS5ZsgSJiYlYuXIlHBwcWMfRiC1btmDFihUqn28cHR3RtWtXbNq0CdnZ2ejYsSPWrFmjtQ//hVDj89LmVrJ6enpYtWoVPvzwQ1y9ehV1dXXo27cv7OzsWEfjzP79+5Xzf0FBAU6fPo1t27bh6NGjSExMxOeff844IeE7WuAghBDCOSHsUn1ygaPZvn37cPny5TZOoxn19fUwMDBQG79//z709PQYJNKMrKws7N69Gzdu3ADQtIATHByMoKAgtsE4kpycjKVLl6qNy+VyrFu3jncLHEQ7iUQihIeHY+7cuSgvL4eBgQHs7Ox49W+NEHZw8nX+9/LywrFjx2BqagqxWPzME5yFhYVtmExzRCIRvL290atXL1hYWEBHR4d1JM7xucaIiAg0NDQgICAAurq6ap/n+PD39OrVq7CyslIbt7KywtWrVwEATk5OWn2PkxBqFBJLS0tUVVVh8ODBvPp8AwB37txRniz+73//i9GjR8Pb2xvW1tZ49913GacjQkALHIQQQjgnhF2qTzN06FCsW7eOFxeSe3p6Ijc3Fx999JFyTC6XY/v27Rg4cCC7YBzatGkTdu3ahalTp8LNzQ0AUFJSgoSEBFRVVWHhwoVsA3JAIpHA3t5ebbxnz56oqKhgkEizPD09tbYP9fPic42GhoaoqKiAj48P7778C2EHJ1/n/+XLl6NTp04AgMjISMZp2pafnx/y8vLUFq34hI81CuHvac+ePbFt2zZ8+umnyvmisbER27ZtQ8+ePQE0tR3T5n7/QqhRaGbNmsW7f2+AprtUbt26BUtLS3z33XfK748KhQIymYxtOCIItMBBCCGEc0LYpfo0x44dU7nzQJuFh4djxowZuHz5MhobG5GUlIRffvkFv//+OzIyMljH40RGRgbi4uIwduxY5Zivry8cHR0RFxfHiwUOIyMjVFZWolu3birjFRUV6NChA6NUmrNt2zbWETSO7zVGR0fD1dUVHTt2ZB2FU6mpqQgJCYGlpaXK/SmPHj3C9u3beXG3A1/n//Hjx7f6sxBoc1uY58XHGoXw9zQ6Ohpz5szBsGHD4OjoCKDpxINMJsPWrVsBAJWVlXj//fdZxnwpQqhRaPj47w0AjBw5EkuXLlXe/zN06FAATSc4bW1tGacjQkALHIQQQjjXvEt17ty5+Pnnn3m5SzUwMFClRYVCocCdO3dw9+5dxMTEMEzGHQcHBxw/fhx79+6FoaEh6uvrMWLECEyZMgUWFhas43FCKpXC2dlZbbxfv3682W3k6+uLhIQEbN68Gd27dwfQdKpjzZo18PHxYZyOG1u3boWZmRkmTpyoMp6dnY27d+/y4n4VIdTYjK9f/jdv3ozJkyerLSw2NDRg8+bNvFjgEML8DzSdZpRIJKitrVX7+8qXOxyIdhPC/VseHh7Iz8/HV199pWwzOmrUKIwdO1Z54kqbT44BwqiR8MPy5cthbW2NW7duITw8HIaGhgCAmpoaWoAjbYIWOAghhGiMlZVVq31j+WD48OEqfxaJRDA1NYWXl1er7YC0lZGRkVbvuv0rAQEByMjIwPLly1XGDxw4AH9/f0apuBUeHo7Q0FCMHj1a2QO/uroaAwYM4M2FlJmZma1ebNy7d28sWrSIFw//hVAj3ykUilbvbigrK0Pnzp0ZJNIcPs//JSUlWLJkCaqqqtQWN0QiEa5cucIomWbMnj2bd38/n8THGvl6/9b48eOxa9cudO7cWXkqbvLkyaxjcUoINf4d48aNUz4012affvopL1uK6erqIiQkRG18xowZbR+GCJJIwdctUoQQQpiRyWT48ssv8f3336O2thZyuVzl9fT0dEbJyIt68OABLl261OouVT7sGIuLi0Nubi4sLS3h6uoKALh06RKqqqoQGBiI9u3/316QJxdBtIlCoUBBQQHKyspgYGAAR0dHXu0y7t+/P44cOaLWz7iyshJ+fn4oLS1llIw7Qqix2fnz5+Hi4sKbOziaL6X+448/0KlTJ5VFDplMhvr6erz33nu8OP0nhPk/ICAAdnZ2WLBgAczNzdUWrYyMjBgl04zmuf9ZF6trOz7W6OLigiNHjqi1p7x58ybGjh2LkpISNsFekouLC77++mt07doVffr0walTp3j3sFgINbZUVlbW6rhIJIK+vj6srKx483mAz4R00pi8mugEByGEEM7Fx8cjJycHw4YNQ+/evXn1hbE1jx8/RmNjo8pY87FxbfbNN99g6dKlqK+vV3soJxKJeLHAcfXqVfTt2xcAlBdum5iYwMTEBFevXlW+T9v/DotEInh7e6NXr16wsLCAjo4O60icsrS0RHFxsdrD/6KiIt60UxNCjQBQW1sLoGmhsUePHrx4qBMZGQmFQoHIyEjMnz9f5QG4rq4urK2t4e7uzjAhd4Qw/0skEqSkpPC+p3hWVhZ2796tbItjZ2eH4OBgBAUFsQ3GIT7XyNf7t/r06YPly5djwIABUCgU2LFjx1Pva9LWtn9CqLGlJ9v+Pql9+/bw8/PDp59+Cn19/TZM9vJqa2tVPsdcuXIFu3btgkQigYWFBaZMmYKBAwcyTMgdOmlMWKMFDkIIIZw7fPgwNm7cqLXH359HfX09kpOTcfToUdy/f1/tdT60qFi7di0mTJiAxYsXa/WX4WfZs2cP6whtys/PD3l5eWoPybVdUFAQEhISIJVKMWjQIADAmTNnkJSUhJkzZzJOxw2+1/jw4UPExsbiyJEjyvtv2rVrh9GjRyMmJkard8U3X/bbrVs3eHh4qJwMa01aWhree+89GBsbt0U8Tglh/ndxcYFEIuH1AsemTZuwa9cuTJ06FW5ubgCaWnMlJCSgqqoKCxcuZBuQA3yvka/3b61evRr/+te/8N///hcikQjfffcd2rVrp/Y+kUiktQ//hVBjS6mpqUhOTkZISAhcXFwANG1y2LlzJ+bNmwepVIp169Zh48aNWtda1dvbW3kCp7i4GNOnT4e7uzs8PDxQVlaGmTNnYteuXbw4VV1TUwNzc3O1cVNTU9TU1DBIRISGWlQRQgjhnLe3N/bs2YMePXqwjqIxsbGxOHv2LBYuXIhly5YhOjoa1dXVyMzMxJIlSzBu3DjWEV+am5sbvvrqK949DG/W2NgIV1dX5ObmwsHBgXWcNuHu7o6DBw/y7neqUCiQnJyMPXv2KE9T6evrIzQ0lBdf/gH+1/jRRx/hypUriIqKUp5muHDhAuLj49GnTx9s2LCBccK24+HhobULkXyd/1u2UKmsrMTGjRsREhICBwcHtQUrJyento7HuUGDBiEqKgpjx45VGT906BDi4uJw9uxZRsm4w/ca//jjD4SGhuLy5ctq92+lpqZq5QLqk5ycnFBQUMCLk35PI4QaJ06ciIULF2LIkCEq49999x02bdqE7OxsnDhxAmvWrMGJEycYpfx7Wv7+Zs6cia5duyIhIUH5enx8PK5evYrdu3czTMmNkSNH4sMPP0RAQIDKeG5uLv71r38hPz+fUTIiFHSCgxBCCOdmzpyJ9PR0REdH87I9BQD897//xdq1azFw4EAsX74cnp6esLW1hZWVFb766iteLHB4e3ujtLRUKx+yPQ9dXV1YWlqq9Ygn2kckEiE8PBxz585FeXk5DAwMYGdnx6uezXyv8X//+x+2b98OT09P5diQIUOwatUqhIaGMkzW9rR5/xlf5//mFiotfzeRkZHKn5tf48sl41KpFM7Ozmrj/fr1U56w0nZ8r9HIyAj79+/n9f1bT7u7gU+EUOPVq1dhZWWlNm5lZaVsF+vk5KT1pwCuXr2KBQsWqIy9++67mDZtGqNE3OL7SWPy6qMFDkIIIZwrKirC2bNn8e2336J3795quxtTU1MZJePO77//rnzw36lTJ/z+++8AgAEDBiA2NpZlNM4MGzYMSUlJKC8vb3WXqq+vL6Nk3Jk9ezbWr1+PxMREmJiYsI6jcbNnz0bnzp1Zx9AYQ0NDVFRUwMfHhzcP/p/E1xpNTExabUPVqVMnXuw0Fgq+zv9C23kaEBCAjIwMLF++XGX8wIED8Pf3Z5SKW0Koke/3bwnhUmMh1NizZ09s27YNn376qfJzTWNjI7Zt24aePXsCaDp9pK2nWOrq6qCvrw99fX21z236+vp49OgRo2TcCg0Nxf379xEbG6t20viDDz5gnI4IAS1wEEII4ZyxsTFGjBjBOoZGdevWDTdv3oSVlRV69uyJo0ePwsXFBf/973+1uld8S5988gkAYPPmzWqv8WWX6r59+yCRSDBkyBBYWVmpXeKYk5PDKJlm8OGL8F+Jjo6Gq6vrUy/k5AM+1jhnzhysWbMGiYmJyh7ONTU1SEpKwty5cxmnI8+Lr/O/tbW18mchPHAEmuopKCiAq6srgKae+FVVVQgMDMTq1auV73tygUCbCKFGgL/3bwnhUmMh1BgdHY05c+Zg2LBhcHR0BNB02kEmk2Hr1q0AmloDvv/++yxj/m1vv/02gKbTmZcvX0bfvn2Vr/3888+wsLBgFY1TfD9pTF59tMBBCCGEcy2/FPLVhAkTUFZWBi8vL4SFhWH27NnYu3cvpFIpPv74Y9bxOCGEY/HDhw9nHaFNZGVlYffu3bhx4wYAwM7ODsHBwQgKCmIbTAO0ub3P8+JjjRkZGZBIJPjHP/4BS0tLAMCtW7egq6uLu3fvIjMzU/levi088okQ5n8hPHC8evWq8iFcRUUFgKZTViYmJsqWMQC0ug2ZEGpsxsc5AxDGpcZCqNHDwwP5+fn46quvlJ9TR40ahbFjx6JTp04AmtoEaqP09HSVPz/5u7x58ybefffdtoykcYaGhsrL4glpS7TAQQghRGPu3r2La9euAWg6fmxqaso4EXdmzJih/PmNN97A0aNH8cMPP6B79+68uGBUKPhwOfNf2bRpE3bt2oWpU6fCzc0NAFBSUoKEhARUVVVh4cKFbAMSAuEsNgoFn+d/ITxw3LNnD+sIGieEGvnO0tISxcXFaidTioqKeLMrnq81jh8/Hrt27ULnzp2RmpqKkJAQTJ48mXUsznl5eT3z9eDg4DZKohnz5s3DmjVr0KlTp7/8TqWtLSqJ9qAFDkIIIZyrr69HXFwc8vLylBc4t2vXDgEBAfjkk0/QoUMHxgm5dfv2bVhaWqq0sOCLwsJCfP755ygvLwcA2NvbIzQ0VOUiYPJqy8jIQFxcHMaOHasc8/X1haOjI+Li4ni3wLFt2zZ06dKFdQyN4mONQlhsfF6enp7Q19dnHeNvEcL8z9cHjs0aGxvh6uqK3NxcODg4sI6jEUKosSW+3r8lhEuN+VpjeXk5Ghoa0LlzZ2zevBmTJ0/mxfzwV0pLS1W+U/Xv359xopfTsi0zX1o0E+1FCxyEEEI4t2bNGpw7dw6fffYZBgwYAKDpi/+qVauwZs0a3lzC3YyvvY3z8vIQGRmJESNGYNq0aQCA4uJizJgxA6tXr9baSzi9vLxw7NgxmJqaQiwWP7P9RGFhYRsm0wypVApnZ2e18X79+kEmkzFIpDm1tbUAmvqo9+jRQ2svpHwWIdQoNFKpFL/99husrKwANC1gaSshzP98feDYTFdXF5aWlsoFKj4SQo0t8aFtWmuEcKkxX2vs06cPli9fjgEDBkChUGDHjh1PvVeMDxsgbt++jcWLF6O4uBjGxsYAgAcPHsDd3R0bNmxA165dGSf8e5rbUioUCsyfPx+mpqYwMDBgnIoIlUjB14aMhBBCmBk4cCBSUlIwcOBAlfHvv/8eH330Eb7//ntGyTTD3d0dBw8e5N0Cx+jRozFp0iSVdlwAsHPnThw4cABHjx5lE+wl5eTkYMyYMdDT0/vLXv7jx49vo1SaExcXh/bt26tdkrp27Vo8evQIMTExjJJx5+HDh4iNjcWRI0eUizbt2rXD6NGjERMTw4tdZXyv0cnJ6ZmLjVeuXGnDNG2rrKwM48eP50WNQpj/FQoFkpOTsWfPHrUHjnx4EAc03dv0n//8B4mJiTAxMWEdRyOEUqMQ7t+qq6t75qXGt2/fhoWFBXR0dBglfHl8q/HatWv417/+hYqKCvz444/o1asX2rVrp/Y+kUjEi3u3QkJC8Mcff2DNmjXo2bMngKb/DyIjI2FoaIgdO3YwTvhy5HI5XFxccOjQIdjZ2bGOQwSKTnAQQgjh3KNHj/D666+rjZuZmeHRo0cMEpG/o7KyEv/4xz/Uxn18fLB+/XoGibjRctGCDwsYzyM7OxsFBQVwdXUF0LT7v6qqCoGBgSqXAj+5CKItoqKicOXKFWzZsgXu7u4AgAsXLiA+Ph7R0dHYsGED44Qvj+81PtmbWSqV4sqVK8jJycH8+fMZpSIvSgjzv0gkQnh4OObOnfvMB47abN++fZBIJBgyZAisrKzUdlbz4YEj32sU0v1bf3WpMR9OWvOtxp49eyo/tzg5OWHXrl28PpF67tw57N+/X7m4ATT9fxAVFYUpU6YwTMYNHR0d2Nra4v79+6yjEAGjBQ5CCCGcc3NzQ0pKChITE5V9xB89eoTU1FTllyw+4WtvY0tLS5w5cwa2trYq46dPn4alpSWjVNyTy+WQSCSora3FkwdbxWIxo1TcuXr1Kvr27QsAqKioAACYmJjAxMQEV69eVb7vWbvnX3X/+9//sH37dpW7YYYMGYJVq1YhNDSUYTLu8L3G1i4ZHzVqFHr16oUjR45o9Y7jv1pI5cuDf0BY8/9fPXDUZq3998g3fK9RaPdvPYsQmpZoc41lZWWsI2icpaUlpFKp2rhcLufF3U0AsGTJEiQmJmLlypWCuNuIvHpogYMQQgjnVqxYgZCQEAwdOhROTk4Amj686uvra/0R3NbwtbfxP//5T6xatQpXrlxR7hgvLi5GTk4OVqxYwTgdN0pKSrBkyRJUVVWpfTkUiUS8aBmzZ88e1hE0zsTEpNUWTZ06dVL2OtZ2QqixNW5uboiOjmYd46X88ssvGDNmDLp169bq67/99puyhYy2E9r8z1d8abX1LHyvUUj3bxHttnXrVpiZmWHixIkq49nZ2bh79y4vvmeFh4cjLi4O0dHRyovFS0tLER8fj4iICMbpuBEREYGGhgYEBARAV1dX7S4OPtxrSF5tdAcHIYQQjWhoaMBXX32Fa9euAQDs7e3h7+/Pq4vHhNDb+D//+Q8+//xz5e+xZ8+eCAkJ4c3Ox4CAANjZ2WHBggUwNzdXO8Wg7fcaNDY2wtXVFbm5ubzeTZWZmYljx44hMTER5ubmAICamhp8/PHHGDFiBN577z3GCV+eEGp80qNHj7Bu3Tp8++23OH78OOs4f9s777yDiRMn4v3332/19StXruCdd97hxYIqIIz5n5BXnRDu33pefL0rryVtrtHHxwfJycnw8PBQGb948SIWLVqEb775hlEy7ojFYjQ0NEAmkynvGmn++cn2eNq6EPDll18+8zS4UNoCE3boBAchhBCN6NChA959991nvicsLAyrVq3SyqO5QultPGLECIwYMeKZ7zl06BB8fHzUPqBrA4lEgpSUFLU2XHyhq6sLS0tLyOVy1lE0KiMjAxKJBP/4xz+U7dNu3boFXV1d3L17F5mZmcr3amtfdb7XKBaLVb4YKxQK1NXVwcDAAElJSQyTvTwPDw9cv379qa8bGhqqtB7Tdnyf//nKy8sLx44dg6mpqdp/j0/S1gdwQqixJb7fv0X4oaamRrlxoyVTU1PU1NQwSMS9yMhI1hE07p133mEdgQgcLXAQQghh5ty5c3j8+DHrGH8L9Tb+f6Kjo+Hq6qqVCxwuLi6QSCS8XeAAmu6IWb9+PRITE2FiYsI6jkbw5UTRs/C9xie//ItEIpiamsLV1VXr7ziKiop65uvdu3cXRCu5lrR5/uer5cuXo1OnTgD4+zBOCDU2E8L9W8+Lany1WVpaori4WO30SVFREW8WwYVwemHq1KmYOHEiRo0aRSc2CRO0wEEIIYT8DdTb+P/Rtm6XLS8znDZtGtauXYs7d+7AwcEB7durfjRq7iGvzfbt2weJRIIhQ4bAyspKbSFKG3f7P4nvvdQB/tcohC//hLzKWv43yNf/HoVQYzOhLZo+i7Z9Tv07tLnGoKAgJCQkQCqVYtCgQQCAM2fOICkpCTNnzmScjhstW1MBTe23/vzzT7i5uUFXV5dhMu706dMHa9euRVxcHEaPHo2JEycquxwQ0hZogYMQQgj5GwICApCRkaF2rP/AgQPw9/dnlIo8j8DAQIhEIpUvgy13cja/xpdLxvm+85/wj7+/P9LS0pStuPhICDUS7SaXyyGRSFBbW6v28FQsFjNKxS2+1iiU+7ee15EjR3hzEuBptLnG0NBQ3L9/H7GxsWhsbAQA6OvrIzQ0FB988AHjdC/nt99+w8KFC3Hx4kV4eHhg8+bNWLZsGU6ePAkAsLW1xZ49e7T2d9fSihUrEBERgW+++QY5OTmYOnUqunfvjgkTJiAgIACvv/4664iE52iBgxBCCPmbqLexdsrPz2cdoU3xfec/0HTS5lntGfiwUCWEGpvdvHkTUqmUdQyNEkKNRHuVlJRgyZIlqKqqUnvwz5fFfz7XKJT7t56moqICUVFRSE9PBwBeLiTzqUaRSITw8HDMnTsX5eXlMDAwgJ2dHfT09FTed/v2bVhYWEBHR4dR0heXnJwMhUKB1NRUfPXVV/jggw/Qrl07nDx5EjKZDEuWLMGWLVsQHR3NOion2rdvj5EjR2LkyJGora1FZmYmNm3ahA0bNmDo0KGYNm0aBg8ezDom4Sla4CCEEEL+BuptrL2sra2VP2/duhVmZmaYOHGiynuys7Nx9+5dhIWFtXU88jekpqaq/FkqleLKlSvIycnB/PnzGaXilhBqJIS8GmJiYuDs7Iy0tDSYm5vz8rMM32sUwv1bT1NfX49z586xjqFRfKzR0NAQLi4uT33dz88PeXl5and1vMpOnz6N1NRUuLm5wcPDA4MGDcLOnTvRpUsXAMCCBQvwySefME7JvUuXLuH//u//cOTIEZiZmWH8+PGorq7G7Nmz8f777yMiIoJ1RMJDtMBBCCGE/A3U25gfMjMzkZycrDbeu3dvLFq0SGsXOLy8vHDs2DGYmppCLBY/88FNYWFhGybTjNbacI0aNQq9evXCkSNHEBQUxCAVt4RQYzNPT0/o6+uzjqFRQqiRaC+JRIKUlBTY2tqyjqIxfK+Rz/dvNZ9aeJrq6uo2SqI5QqjxRWnjPSMPHjxQLmaYmJigQ4cOsLKyUr5ua2uLmpoaVvE4VVtbi7y8PHz55Ze4ceMGfHx8sG7dOgwZMkT5PWT8+PGYNWsWLXAQjaAFDkIIIczMnj0bnTt3Zh3jhVFvY1XW1tZql3Nri5qaGpibm6uNm5qaavUXjuXLl6NTp04AVO8XERo3NzfeHPt/Gj7WuG3bNtYRNE4INT6Lts7/QuHi4gKJRMLbh/8A/2vk8/1bCQkJMDc3f+rlzM33OGgzIdQoBGZmZqipqVG2EJsyZYrK3PfgwQN06NCBVTxODRs2DDY2NpgwYQLeeecdmJqaqr3HyckJzs7ODNIRIdDOpxGEEEJeedeuXcPevXtRXl4OALC3t8fUqVPRs2dP5Xu09eI4ofU2Li0tVfk99u/fX+X1Q4cOsYjFCUtLSxQXF6sddy8qKtLqC//Gjx/f6s9C8ujRI6Snp2v17/Gv8K3G55k3tJlQWuLxef7ns7KyMuXP06ZNw9q1a3Hnzh04ODiobWJwcnJq63icEEKNzfh8/5aVlRWWLl0KPz+/Vl+/cuUK3nnnnTZOxS0h1CgETk5OuHDhgrL11tKlS1VeLyoqgqOjI4tonNu1axc8PT2f+Z5OnTpRFwSiMbTAQQghhHPHjx/H4sWL4ezsDDc3NwDAxYsX4e/vj/Xr1+Ptt99mG5ADQuhtfPv2bSxevBjFxcUwNjYG0LTTyN3dHRs2bEDXrl0ZJ3x5QUFBSEhIgFQqxaBBgwAAZ86cQVJSEmbOnMk4HXfkcjkkEglqa2vVjviLxWJGqbjzZBsuhUKBuro6GBgYICkpiWEy7vC9RiHMG3xtideSEH6PfBUYGAiRSKQyR7Q8Adj8mjZfwC2EGoXA2dkZP/zww1Mf/j/5O9ZGQqhRCD777LNnvt6/f39efA4H8JeLG4RomkhB/yoSQgjh2PDhw+Hv74+FCxeqjKekpODgwYM4ceIEo2TcCQwMhEQigVQq5V1v42YhISH4448/sGbNGuXO22vXriEyMhKGhobYsWMH44QvT6FQIDk5GXv27FEe99fX10doaChvdj+WlJRgyZIlqKqqUvsyzJeHOE/+9yYSiWBqagpXV1fetMHhe41CmDf69++PI0eOqJ0Yq6yshJ+fH0pLSxkl444Qfo989euvvz73e62trTWYRHP4XqNQ7t/65Zdf0NDQoHaiuFljYyN+++03rfwdNhNCjS/Kw8ND6y4Zb/b48WNe3rvVvGj8PPjw3Zi82ugEByGEEM7V1NQgMDBQbXzcuHG8eCgO8Lu3cbNz585h//79Km1FevbsiaioKEyZMoVhMu6IRCKEh4dj7ty5KC8vh4GBAezs7KCnp8c6GmdiYmLg7OyMtLQ0mJubP/cXEW0ihDZcfK9RCPMGX1vitSSE3yNftXxQytd2anyvUSj3b/Xq1euZr+vq6mr9g38h1PiitHlv9uDBgzFy5Ej4+/tj8ODB0NHRYR2JE0L4Pky0By1wEEII4ZyXlxfOnz+vdnFjUVERb46v8mV3/7NYWlpCKpWqjcvlct48jGtmaGio7I/LNxKJBCkpKby9SPVJ/v7+SEtLU17oyEd8rFEI84YQWuIJ4fcoBEJop8bHGoV2/9b06dORmpqqbKPa7OHDh5g7dy7S09MZJeOOEGp8XkeOHNHa7x9r167FV199hblz58LIyAijR4/GuHHjnnpCR1v8ne/Dhw4dgo+Pj1r3A0JeFi1wEEII4UR+fr7yZx8fHyQnJ+OHH36Aq6srgKYe3MeOHcP8+fNZRSQvKDw8HHFxcYiOjlZ+AC8tLUV8fDwiIiIYpyPPy8XFBRKJRDALHDdv3mx1YY5P+FjjX80bLecYX19fVjFfSmhoKO7fv4/Y2Fi1lnjafOk2zf/8U1NTA3Nzc7VxU1NT1NTUMEjEPSHUyPf7twoLC5X/lrb0+PFjFBUVMUjEPSHU+DQVFRWIiopSLuJo86aOESNGYMSIEXj48CGOHz+Ow4cPY9KkSbCxsYG/v78gNs41i46OhqurKy1wEM7RHRyEEEI44eTk9Fzv0+ae/0LobfxkXfX19ZDJZGjXrh0AKH/u2LGj1tYoBGVlZcqfKysrsXHjRoSEhMDBwQHt26vub3ne/3a1hbu7Ow4ePKiVPZqfFx9rFMIc0qyuro5XLfGE9LsTipEjR+LDDz9EQECAynhubi7+9a9/qSxqaSu+18jn+7eaP+MEBgZi9+7dKvdQyeVyfPfdd8jMzMQ333zDKuJLE0KNf6WsrAzjx4/X6r+rz/LLL79g6dKl+Omnn3hbY2v4+BmWvBroBAchhBBOtHygyldC6G3M17qEpvnSv5YPNVr+bptf0/aHHK3x9PTk5UWOLfGxRiHMIc0MDQ1RUVEBHx8frV/cAIT1uxMKIbRT43uNfL5/q/kzjkgkQnBwsNrrBgYGiIqKYpCMO0Ko8a/aa1VXV7dRkrbz+PFj5Ofn49ChQ/juu+/w+uuvIyQkhHUsQniBTnAQQgjRqNu3b8PCwoI3l6kRog1+/fXX536v0C6pJK+exsZGhIaGIjY2FnZ2dqzjtAkPDw/k5eXxegcjzf/aS6FQIDk5GXv27FFrp8aXVip8r9HNzQ15eXm8bE/566+/QqFQYPjw4cjKyoKpqanyNV1dXZiZmSlPHmsrIdTo5OQEc3Nz6Orqtvp6Y2Mj7ty5w4uNON999x0OHTqEEydOoH379nj77bfh7+/Pi1ZxL4pOcBBNoQUOQgghGsXnhzh8723cUlhYGFatWqW1l/sJ2datW2FmZoaJEyeqjGdnZ+Pu3btaeZFqa65du4a9e/eivLwcAGBvb4+pU6eiZ8+ejJNxh881Dho0CPv37xfMAocQvuDzef4XCr61U2sNX2ucPn06QkNDMXToUNZRCGmVj48Pli5dCj8/v1Zfv3LlCt555x1eLHC4urrirbfegr+/P4YNG/bURR0hEMLnH8IGtagihBCiUXxdR+dzb+PWnDt3Do8fP2Ydg/wNmZmZSE5OVhvv3bs3Fi1axIsFjuPHj2Px4sVwdnaGm5sbgKaLjf39/bF+/Xq8/fbbbANygO81jhs3DtnZ2Vi6dCnrKIQjfJ3/hcTQ0BAuLi6sY2gUn2ps2S5u2rRpWLt2Le7cuSOI+7eEsKDKtxqdnZ3xww8/PHWB48lWq9qsoKBA2eaYTjcSohm0wEEIIYT8DXzubUz4paamBubm5mrjpqamqKmpYZCIe0lJSQgLC8PChQtVxlNSUpCUlKT1D/8B/tcok8mQkZGB06dPw9nZGR06dFB5ffny5YySaca2bdvQpUsX1jEIITwi5Pu3+PIg/Fn4VuOCBQvQ0NDw1Nft7e2Rn5/fhok0p3lxAwD8/Px4tVD1oqytrdUWXAnhAv2tIoQQolGzZ89G586dWcfgnEQiQUpKCi97G7eGPoxqL0tLSxQXF6t9kSoqKuJNy7GamhoEBgaqjY8bNw47duxo+0AawPcar169ir59+wIArl+/rvIa3xaQa2trAQCXLl1Cjx49YGZmxjiRZvB1/ifkVcWXh8FEGHr16vXM13V1dXl5TxzfFqqaff/99xg0aFCrr+3fvx/vvfceAODQoUNtGYsICD2pIIQQojF//vknRowYgY4dO7KOwjkXFxdIJBLBLHDQh1HtFRQUhISEBEilUuUXjzNnziApKQkzZ85knI4bXl5eOH/+vNp/j0VFRfD09GSUilt8r3HPnj2sI2jcw4cPERsbiyNHjkAmkwEA2rVrh9GjRyMmJgZGRkaME3KHz/M/Ia+qlg+DhXL/VrNx48bB0NCQdQyN4muN06dPR2pqKoyNjVXGHz58iLlz5yI9PZ1RMvIiQkNDMW3aNCxevFh5x8jdu3cRGRmJoqIi5QIHIZpCl4wTQgjhXENDA+Li4pCbmwugqXe8jY0N4uLi0KVLF639UtWyt3FlZSU2btyIkJAQXvc2Pn/+PPbv34+bN29i06ZN6NKlC3Jzc9GtWzdePFQVAoVCgeTkZOzZsweNjY0AAH19fYSGhmLevHmM03EjIyMDKSkpGD16NFxdXQE03U9x7NgxzJ8/X+Wkiq+vL6uYL0UINfLdRx99hCtXriAqKgru7u4AgAsXLiA+Ph59+vTBhg0bGCd8eXyd/wnRNj4+PkhOToaHh4fK+MWLF7Fo0SJ88803jJJx5/Hjx9DX12cdQ6OEUKOTkxMKCgrUTjPW1tZi6NCh+OGHHxgl04ytW7di8uTJags62q64uBgRERHo2LEj1q1bh5s3b2LFihXo0aMH1q5dy8vTOOTVQgschBBCOLdq1SoUFxcjMjISs2bNwsGDB2FjY4MTJ04gNTVV+eBD2zg5OT3zwju+9TY+fvw4li1bBn9/f+Tl5eHIkSOwsbHB3r17cfLkSWzbto11RPIC6urqUF5eDgMDA9jZ2UFPT491JM4874KiNv+3KYQaS0tLcfToUdy6dUu5GNcsNTWVUSruuLm5Yfv27WqLw+fPn0doaChKSkrYBOMQX+d/QrRN//79lZ/bWqqsrISfnx9KS0sZJeNO//794eLiArFYjIEDB8Ld3R0GBgasY3GKzzU2bxwLDAzE7t27VVoayuVyfPfdd8jMzOTFYlxLzd8j+dZ+E2j6rhETE4Pjx49DoVBgwYIFmDVrFi9rJa8ealFFCCGEc/n5+diwYQPc3NxUxnv37o2Kigo2oTggtN7Gn332GWJjYxEYGIjDhw8rxz08PPDZZ58xTEb+DkNDQ7i4uLCOoREtT1fxFd9rPHz4MCIiIuDt7Y1Tp07B29sb169fR21tLUaMGME6HidMTExabUPVqVMn3uzk5Ov8T4i2EcL9Wzt37sT58+dRWFiI3bt3QyqVwtnZGV5eXvDy8sKbb77JOuJL43ONgYGBEIlEEIlECA4OVnvdwMAAUVFRDJJpRlZWFnbv3o0bN24AAOzs7BAcHIygoCC2wTh048YNXL58GV27dsVvv/2G69evo6GhgdpVkjZBCxyEEEI4d/fu3VYvTW1oaNDqHRxC6218/fr1VttQGRkZ4cGDBwwSEaKusbERoaGhiI2NhZ2dHes4GiGEGrds2YLly5djypQpcHd3x4oVK9CtWzdER0fD3NycdTxOzJkzB2vWrEFiYqKyppqaGiQlJWHu3LmM03GDr/M/IdpGCPdveXp6wtPTE7Nnz4ZUKkVpaSkyMzOxfft2pKWlae1pxpb4XGN+fj4UCgWGDx+OrKwsmJqaKl/T1dWFmZkZ2rVrxzAhdzZt2oRdu3Zh6tSpyg0AJSUlSEhIQFVVFRYuXMg2IAfS0tKQkpKCSZMmYdmyZZBIJFi2bBnGjRuHpKQkZWtOQjSFFjgIIYRwztnZGf/73/8wbdo0lfGsrCy1XZ3aKjMzE8nJyWrjvXv3xqJFi3ixwPH666+joqIC3bp1UxkvKipS2xFICCu6urr46aefWMfQKCHUWFlZiWHDhgEA9PT0UF9fD5FIhBkzZiA4OBgLFixgnPDlZWRkQCKR4B//+AcsLS0BALdu3YKuri7u3r2LzMxM5XtzcnJYxXwpQpj/CdEGoaGhuH//PmJjY9Xu3/rggw8Yp+PO9evXUVhYiMLCQpw9exaNjY1466234OXlxToaZ/haY/PGMb6fUAWa5v+4uDiMHTtWOebr6wtHR0fExcXxYoEjPT0dmzdvVn6Wc3BwQFZWFtavX49p06bh8uXLjBMSvqMFDkIIIZxbtGgRZs2ahV9++QUymQzp6ekoLy/HhQsXsGfPHtbxOFFTU9PqrmJTU1PU1NQwSMS9d999F/Hx8UhISIBIJEJ1dTUuXLiAtWvX8ma3MeGHcePGITs7G0uXLmUdRWP4XqOxsTHq6uoAABYWFvj555/h6OiIBw8eoKGhgXE6bgwfPpx1BI0TwvxPiDYQiUQIDw/H3LlzeXv/1pAhQ/D48WNlu6ZZs2bB0dGRV6fFhFBjSx4eHsjLy+PdRqrm1mJP6tevH2QyGYNE3Dt48KDKKRygaYNOREQE/vGPfzBKRYSEFjgIIYRwztPTE3l5eUhLS4ODgwMKCgrQt29f7N+/H46OjqzjcUIIvY3DwsIgl8sxY8YMNDQ0YOrUqdDT08PMmTPVducSwpJMJkNGRgZOnz4NZ2dndOjQQeX15cuXM0rGHb7XKBaLcfr0aTg6OmLUqFGIj4/H999/j9OnT2Pw4MGs43Fi3rx5rCNonBDmf0K0CZ/v3zI1NcW1a9dw584d5f9sbW3V5kdtJoQaW2q+gJtvAgICkJGRofZZ7cCBA/D392eUilumpqaQyWQ4ceIEysvLAQC9evWCr6+v1p82ItpBpODrvyCEEEKIBm3btg3bt2/HsmXLWu1tzKfj/3/++ScqKipQX18Pe3t7GBoaso5EiIpnLbiJRCKkp6e3YRrN4HuN9+/fx+PHj9GlSxfI5XJs374dxcXFsLOzw5w5c9C5c2fWEQkhhLxiHjx4gHPnzuHcuXMoLCxEeXk5+vTpg4EDB2LRokWs43FCCDU2c3d3x8GDB3l3giMuLg65ubmwtLSEq6srAODSpUuoqqpCYGAg2rf/f3vPtXXDikQiQVhYGKqrq9GjRw8ATe3VunbtirS0NHTv3p1xQsJ3tMBBCCFEI+RyOSQSCWpra9V244jFYkapuKNQKJCcnIw9e/ao9TYWwi5dQgghL8bJyemZbUW0+bLYlvg+/xNCXj337t1DYWEh8vPzcfjwYcjlct78m9pMCDXGxMRg4cKFaq2OtN3znnzX5g0rs2bNUn4/NjExAdD0dzY8PBw6OjpIS0tjG5DwHi1wEEII4VxJSQmWLFmCqqoqtYcbIpGIVx/G6+rqeNvbuL6+Hmlpafj+++9RW1sLuVyu8np+fj6jZIQQvjl58iR0dHQwZMgQlfFTp05BJpMpL63UZidOnFD5s1QqxZUrV5CTk4P58+cjKCiIUTLuCGn+J4Sw9fXXXysv3i4vL0fnzp0xYMAA5X0VTk5OrCO+NCHU+PjxY+jr67OOQV6Sm5sbMjMz1dpRlpWVYfLkybhw4QKjZEQo6A4OQgghnIuJiYGzszPS0tJgbm7O24vwAH73No6KikJhYSECAgJ4/3sk2q+0tBRHjx7FrVu3lKeqmqWmpjJKxS0+15icnNzqBepyuRzr1q3jxQJHa5eMjxo1Cr169cKRI0d4scAhpPmfEMJWTEwMxGIxJk2aBLFYzMt7foRQo6enJ1xcXCAWizFw4EC4u7vDwMCAdSzONDY2wtXVFbm5uXBwcGAdR2P09PRQV1enNl5XVwddXV0GiYjQ0AIHIYQQzkkkEqSkpMDW1pZ1FPISvv32W2zduhUDBgxgHYWQZzp8+DAiIiLg7e2NU6dOwdvbG9evX0dtbS1GjBjBOh4n+F6jRCKBvb292njPnj1RUVHBIFHbcXNzQ3R0NOsYnKD5nxDSVs6cOcM6gsYJocadO3fi/PnzKCwsxO7duyGVSuHs7Kw8pfLmm2+yjvhSdHV1YWlpqXYSnm/eeustREdHIz4+Xrn57+LFi1i5ciV8fHwYpyNCQAschBBCOOfi4gKJREIPOLScsbGxsocqIa+yLVu2YPny5ZgyZQrc3d2xYsUKdOvWDdHR0TA3N2cdjxN8r9HIyAiVlZXo1q2bynhFRQU6dOjAKJXmPXr0COnp6bCwsGAdhRM0/xNC2pJMJsOJEydQXl4OAOjVqxd8fX3Rrl07xsm4w/caPT094enpidmzZ0MqlaK0tBSZmZnYvn070tLSeNHacPbs2Vi/fj0SExN5+90qKioKERERmDRpkvLSdJlMBh8fH6xYsYJxOiIEtMBBCCGEc9OmTcPatWtx584dODg4KD/kNONDv1ghWLhwITZt2oS1a9fy+gEj0X6VlZXKFkZ6enqor6+HSCTCjBkzEBwcjAULFjBO+PL4XqOvry8SEhKwefNmdO/eHUDTaYA1a9bwZuefWCxWadmkUChQV1cHAwMDJCUlMUzGHZr/CSFtRSKRICwsDNXV1ejRowcAIC0tDV27dkVaWppyLtFmQqgRAK5fv47CwkLlfSONjY1466234OXlxToaJ/bt2weJRIIhQ4bAysoKHTt2VHk9JyeHUTLuGBsb47PPPsONGzdQXl4OkUgEe3t72vBA2gwtcBBCCOHc/PnzAQCRkZHKMZFIBIVCQZeMapGdO3eioqICb7zxBrp166b2oIoPH8YJPxgbGyv7/lpYWODnn3+Go6MjHjx4gIaGBsbpuMH3GsPDwxEaGorRo0ejS5cuAIDq6moMGDAAERERjNNxo+WcCDTNi6ampnB1dUXnzp0ZpeIWzf+EkLayatUq2NjYIDMzU7kr/t69ewgPD8eqVauQlpbGNiAHhFDjkCFD8PjxY2VLqlmzZsHR0ZFXdzi1dgcXX9nZ2SkXNfj0OySvPlrgIIQQwrn8/HzWEQgHhPRhnGg3sViM06dPw9HREaNGjUJ8fDy+//57nD59GoMHD2YdjxN8r9HIyAj79+9HQUEBysrKYGBgAEdHR4jFYtbRODN+/HjWETSO5n9CSFs5d+6cyoN/AHjttdewdOlSTJ48mV0wDgmhRlNTU1y7dg137txR/s/W1pZXp8fnzZvHOkKbyMrKwu7du3Hjxg0ATYsdwcHBCAoKYhuMCAItcBBCCOGctbU16wiEA0L5ME603yeffILHjx8DAObMmQNdXV0UFxdj5MiRmDNnDuN03BBCjSKRCN7e3ujVqxcsLCygo6PDOpLG+Pv7Iy0tDZaWlqyjcIrmf0JIW9HT01OebGyprq4Ourq6DBJxTwg15uXl4cGDBzh37hzOnTuH9evXo7y8HH369MHAgQOxaNEi1hHJc9i0aRN27dqFqVOnws3NDQBQUlKChIQEVFVVYeHChWwDEt4TKRQKBesQhBBCtF9+fj6GDh0KXV3dv9zB6evr20apCCGEaBsPDw/k5eXBxsaGdRSNcXd3x8GDB3lRI83/hBAWli1bhh9//BHx8fFwcXEBAFy8eBGffPIJ+vXrhzVr1jBO+PKEUGNL9+7dQ2FhIfLz83H48GHI5XKtbW3o5eWFY8eOwdTUVO0OricVFha2YTLNGDRoEKKiojB27FiV8UOHDiEuLg5nz55llIwIBZ3gIIQQwokPP/wQBQUFMDMzw4cffvjU91EP7leb0D6ME344efIkdHR0MGTIEJXxU6dOQSaTKS/n1mZCqLEZ7b/SLjT/E0JYiIqKQkREBCZNmqS8J04mk8HHxwcrVqxgnI4bQqjx66+/Vl4uXl5ejs6dOyvv39LmS8aXL1+OTp06AVC/g4uPpFIpnJ2d1cb79esHmUzGIBERGlrgIIQQwomysrJWfybaRWgfxgk/JCcnY+nSpWrjcrkc69at48XDfyHUKCSenp7Q19dnHYMTNP8TQtqaQqHAw4cPsWHDBlRXV6O8vBwAYG9vr7zgWNsJoUYAiImJgVgsxqRJkyAWi+Ho6Mg6Eida3rslhDu4AgICkJGRgeXLl6uMHzhwAP7+/oxSESGhBQ5CCCGEKAntwzjhB4lEAnt7e7Xxnj17oqKigkEi7gmhxmazZ89G586dWcfQqG3btrGOQAghWkuhUGDkyJE4dOgQ7OzsePXAv5kQagSAM2fOsI7QJuRyOSQSCWpra9VOqorFYkapXs7q1auVP4tEImRlZaGgoACurq4AgEuXLqGqqgqBgYGMEhIhoQUOQgghnEtPT291XCQSQV9fH927d4dYLEa7du3aOBl5EQ8fPnzqa3p6etDT02vDNIQ8nZGRESorK9GtWzeV8YqKCnTo0IFRKm4JocZmYWFhrCNozLVr17B3716VnbhTp05Fz549GSfjBs3/hJC2oKOjA1tbW9y/f591FI0RQo3NZDIZTpw4oZwbe/XqBV9fX97MFSUlJViyZAmqqqrUFje0uX3jjz/+qPLnfv36AYBy442JiQlMTEzw888/t3k2Ijx0yTghhBDO+fj44N69e2hoaFDuwv3999/RoUMHdOzYEbW1tbCxsUF6ejosLS0ZpyVP4+Tk9Mw7OLp27Yrx48dj3rx50NHRacNkhKiKjo7GhQsXsHnzZnTv3h1A04mH+fPno3///oiPj2ec8OUJocasrCzs3r0bN27cAADY2dkhODgYQUFBbINx5Pjx41i8eDGcnZ3h5uYGoOmy2NLSUqxfvx5vv/0224AcoPmfENJWvvnmG2zfvh0rV66Eg4MD6zgaIYQaJRIJwsLCUF1djR49egAArl+/jq5duyItLU35mUebBQQEwM7ODgsWLIC5ubna9ysjIyNGyQjhD1rgIIQQwrlDhw4hMzMT8fHxKg/ioqOjMWnSJHh4eGDRokUwNzdHSkoK47TkaXJzc7FhwwaMHz8eLi4uAJqOGufm5mLOnDm4e/cuPv/8c4SEhGD27NmM0xIh++OPPxAaGorLly+jS5cuAIDq6moMGDAAqampMDY2Zpzw5fG9xk2bNmHXrl2YOnWq8uF/SUkJ9u7dixkzZmDhwoVsA3Jg+PDh8Pf3V6slJSUFBw8exIkTJxgl4w7N/4SQtiIWi9HQ0ACZTAZdXV0YGBiovF5YWMgoGXeEUOOsWbOgUCiQnJwMExMTAMC9e/cQHh4OHR0dpKWlsQ3IATc3N+Tl5fG2zVhLEokEFRUVEIvFMDAwgEKheOaGOUK4QgschBBCODd8+HD861//Qp8+fVTGf/zxR8yfPx/5+fkoLi7GggULcOrUKUYpyV8JDg7GpEmT4OfnpzJ+5MgRZGZmYvfu3cjNzcWWLVtw7NgxRikJaaJQKFBQUICysjIYGBjA0dFRa3saPw2faxw0aBCioqIwduxYlfFDhw4hLi4OZ8+eZZSMO66urjh48KDaA44bN24gICAAFy9eZJSMOzT/E0LaSk5OzjNf58NdckKo0c3NDZmZmWqXi5eVlWHy5Mm4cOECo2TcmT59OkJDQzF06FDWUTTm3r17+Oijj3D27FmIRCJ8/fXXsLGxwfLly9G5c2d8/PHHrCMSnqM7OAghhHCupqYGUqlUbVwqleLOnTsAAAsLC9TV1bV1NPICLly4gNjYWLXxvn37oqSkBAAwYMAA3Lp1q42TEaJOJBLB29sbvXr1goWFBS/bpvG5RqlUCmdnZ7Xxfv36QSaTMUjEPS8vL5w/f15tgaOoqAienp6MUnGL5n9CSFvhw8P9vyKEGvX09FqdE+rq6qCrq8sgETfKysqUP0+bNg1r167FnTt34ODggPbtVR/FOjk5tXU8zq1evRrt27fH//73P4wePVo57ufnhzVr1tACB9E4WuAghBDCuYEDByImJgarVq1C3759ATTt3ly5ciUGDRoEALh69araZbnk1WJpaYns7GwsXbpUZTw7Oxtdu3YFANy/f1/rW+MQfvHz80NeXh5sbGxYR9EYPtYYEBCAjIwMLF++XGX8wIED8Pf3Z5SKWz4+PkhOTsYPP/wAV1dXAE13cBw7dkx5uqGZr68vq5gvheZ/QkhbOXnyJHR0dDBkyBCV8VOnTkEmk2HYsGGMknFHCDW+9dZbiI6ORnx8vLIl7sWLF7Fy5Ur4+PgwTvf3BQYGQiQSqVwqHhkZqfy5+TVtvmS8pYKCAuzYsUP5HbGZnZ0dqqqqGKUiQkILHIQQQjgXHx+PZcuW4Z133lHuUJHJZBg8eLDyItyOHTsiIiKCZUzyF5YtW4aFCxfi22+/Rf/+/QEAly9fxrVr15S900tLS9VaWBHCkhC6r/K1xuzsbBQUFCgf/l+6dAlVVVUIDAzE6tWrle97chFEWzSfiPviiy/wxRdftPoaAK1+2EHzPyGkrSQnJ6ttwgEAuVyOdevW8eLhvxBqjIqKQkREBCZNmqQyb/j4+GDFihWM0/19LTctCEF9fb3aHTFA02Y4PT09BomI0NACByGEEM6Zm5tj586dKC8vx40bNwAAPXr0QM+ePZXvad7JSV5dvr6+OHr0KDIzM5W/x6FDh2Lz5s3K3bfvv/8+w4SEEL64evWqcsd/RUUFAMDExAQmJia4evWq8n3afFFly3YVfEXzPyGkrUgkEtjb26uN9+zZUzmPaDu+16hQKPDw4UNs2LAB1dXVKC8vBwDY29tr/YXc1tbWyp+3bt0KMzMzTJw4UeU92dnZuHv3LsLCwto6Huc8PT2Rm5uLjz76SDkml8uxfft2DBw4kF0wIhi0wEEIIURj7O3tW/1QTrSHjY1NqzvHCHlVzZ49G507d2YdQ6P4WOOePXtYR9CoxsZGhIaGIjY2FnZ2dqzjaBzN/4QQTTMyMkJlZaVay7uKigp06NCBUSpu8b1GhUKBkSNH4tChQ7Czs9P6RY2nyczMRHJystp47969sWjRIl4scISHh2PGjBm4fPkyGhsbkZSUhF9++QW///47MjIyWMcjAkALHIQQQjgnk8nw5Zdf4vvvv0dtbS3kcrnK6+np6YySkRf14MEDXLp0CbW1tWptcQIDA9mEIuQZ+PAl8a/wrcbGxka4uroiNzcXDg4OrONohK6uLn766SfWMTSO5n9CSFvx9fVFQkICNm/ejO7duwNoOvGwZs0arb67oSW+16ijowNbW1vcv3+fdRSNqqmpgbm5udq4qakpampqGCTinoODA44fP469e/fC0NAQ9fX1GDFiBKZMmQILCwvW8YgA0AIHIYQQzsXHxyMnJwfDhg1D7969tbqliJB98803WLp0Kerr69GpUyeV36NIJKIFDvJKycrKwu7du5Vtcezs7BAcHIygoCC2wTjE1xp1dXVhaWmp9jCcb8aNG4fs7Gxen4qj+Z8Q0lbCw8MRGhqK0aNHo0uXLgCA6upqDBgwgDf3/AihxiVLliAxMRErV67k7SYHS0tLFBcXw8bGRmW8qKiIVw//jYyMMGfOHNYxiECJFHy9pZAQQggzAwcORGJiIi8uvhOyt99+G0OHDsXixYt5cQye8NemTZuwa9cuTJ06FW5ubgCAkpIS7N27FzNmzMDChQvZBuQA32vMysrCf/7zHyQmJsLExIR1HI2Ii4tDbm4ubG1t4ezsrPbvqrZent4Szf+EkLakUChQUFCAsrIyGBgYwNHREWKxmHUsTvG9RrFYjIaGBshkMujq6qpdVF1YWMgoGXe2bduG7du3Y9myZcp7qM6cOYOkpCTMnDkTH3zwAeOE3KCT/4QlWuAghBDCOW9vb+zZswc9evRgHYW8BDc3N3z11Vdqu40IedUMGjQIUVFRGDt2rMr4oUOHEBcXh7NnzzJKxh2+1xgYGAiJRAKpVAorKyt07NhR5fWcnBxGybgzbdq0p74mEol40b6J5n9CCAu3b9+GhYUFdHR0WEfRGL7W+Ffz+/jx49soieYoFAokJydjz549aGxsBADo6+sjNDQU8+bNY5yOG3918p8PC1Xk1UYtqgghhHBu5syZSE9PR3R0NLWn0GLe3t4oLS2lBQ7yypNKpXB2dlYb79evH2QyGYNE3ON7jcOHD2cdQeP4fpE6QPM/IYQNPz8/5OXl8fozK19r5MMCxl8RiUQIDw/H3LlzUV5eDgMDA9jZ2UFPT491NM6sXbsWEyZMoJP/hBla4CCEEMK5oqIinD17Ft9++y169+6N9u1Vp5vU1FRGyciLGDZsGJKSklBeXg4HBwe136Ovry+jZISoCggIQEZGhlqLnwMHDsDf359RKm7xvUa+7GAUOpr/CSEsCKExCV9rPHnyJHR0dDBkyBCV8VOnTkEmk/Gq5aGhoSFcXFxYx9CI6upqTJ8+nRY3CDO0wEEIIYRzxsbGGDFiBOsY5CV98sknAIDNmzervSYSiXDlypW2jkTIU2VnZ6OgoACurq4AgEuXLqGqqgqBgYFYvXq18n3afM+BEGrku9LSUhw9ehS3bt1StqloxoeH/zT/E0IIeRHJyclYunSp2rhcLse6det4tcDBZ3Tyn7BGCxyEEEI41/JBG9FeZWVlrCMQ8lyuXr2Kvn37AgAqKioAACYmJjAxMcHVq1eV79Pmljl8rNHLywvHjh2DqakpxGLxM7PzoXfz4cOHERERAW9vb5w6dQre3t64fv06amtrebMoQPM/IYSF2bNno3PnzqxjaBRfa5RIJLC3t1cb79mzp/LzDnn10cl/whpdMk4IIUQjpFIpCgsLUVFRgbFjx6JTp06orq5Gp06dYGhoyDoeeUGPHz+Gvr4+6xiEEB7JycnBmDFjoKenJ4hLRv39/fHee+9hypQpcHd3x8GDB9GtWzdER0fD3NwcCxYsYB2REzT/E0LaWvNjLW1a5H9RfK3xzTffRHJyMgYPHqwyfvr0aSxZsgRnzpxhlIy8CCcnp6e+Rif/SVugExyEEEI49+uvvyI0NBS3bt3Cn3/+iTfffBOdOnXCtm3b8Oeff+LTTz9lHZE8B5lMhi1btmD//v2ora3F8ePHYWNjg40bN8La2hpBQUGsIxKCxsZGuLq6Ijc3Fw4ODqzjaARfa2y5aMGHBYy/UllZqWy1oaenh/r6eohEIsyYMQPBwcG8WOCg+Z8Q0paysrKwe/du3LhxAwBgZ2eH4OBgXn1G5XuNvr6+SEhIwObNm9G9e3cATac61qxZAx8fH8bpyPOik/+ENVrgIIQQwrn4+Hg4OzsjLy8PAwcOVI6PGDFCea8DefV99tlnyM3NRXh4uMrvzcHBAbt37+bNFyui3XR1dWFpaQm5XM46isYIoUagqd+2RCJBbW2t2mWqYrGYUSruGBsbo66uDgBgYWGBn3/+GY6Ojnjw4AEaGhoYp+MGzf+EkLayadMm7Nq1C1OnToWbmxsAoKSkBAkJCaiqqsLChQvZBuSAEGoMDw9HaGgoRo8ejS5dugBourB6wIABiIiIYJyOEKItaIGDEEII54qKipCRkQE9PT2VcWtra1RXVzNKRV5UXl4e4uLiMHjwYMTExCjHHR0dce3aNYbJCFE1e/ZsrF+/HomJiTAxMWEdRyP4XmNJSQmWLFmCqqoqtcUNvrQ2EIvFOH36NBwdHTFq1CjEx8fj+++/x+nTp9Vac2grmv8JIW0lIyMDcXFxGDt2rHLM19cXjo6OiIuL48XDfyHUaGRkhP3796OgoABlZWUwMDCAo6MjLzY2CE1hYSE+//xzlJeXAwDs7e0RGhoKT09PxsmIENACByGEEM7J5fJWdxrfvn2b+m9rkerqauVR8ZYUCgWkUimDRIS0bt++fZBIJBgyZAisrKzQsWNHldf/6n4HbcD3GmNiYuDs7Iy0tDSYm5vzrsc4AHzyySd4/PgxAGDOnDnQ1dVFcXExRo4ciTlz5jBOxw2a/wkhbUUqlcLZ2VltvF+/fpDJZAwScU8INQJNGxm8vb3Rq1cvWFhYQEdHh3Uk8oLy8vIQGRmJESNGYNq0aQCA4uJizJgxA6tXr4a/vz/jhITvaIGDEEII5958803s3r0bcXFxyrG6ujr861//UvYfJ6++Xr164fz587C2tlYZP3bsGPr06cMoFSHqhg8fzjqCxvG9RolEgpSUFNja2rKOojEtT97o6OggLCyMXRgNofmfENJWAgICkJGRgeXLl6uMHzhwgDcPU4VQY0t+fn7Iy8uDjY0N6yjkBW3ZsgXh4eGYMWOGcmz69OnYuXMn/v3vf/Py7yt5tYgUT54BJ4QQQl7S7du3ERISAoVCAYlEAmdnZ9y4cQOvvfYa9u3bBzMzM9YRyXM4ceIEPv74Y4SFheHf//435s+fj+vXryM3Nxdbt27Fm2++yToiIYQnpk+fjtDQUAwdOpR1FI05efIkdHR0MGTIEJXxU6dOQSaT8WIBgOZ/QkhbiYuLQ25uLiwtLeHq6goAuHTpEqqqqhAYGIj27f/fft4nFwi0hRBqbMnd3R0HDx6kBQ4t5OzsjMOHD6ttVJFIJBg7dixKS0sZJSNCQSc4CCGEcK5r167Iy8vDkSNHUFZWhvr6ekycOBH+/v4wMDBgHY88p+HDh2PLli3YvHkzOnTogJSUFPTt2xdbtmyhxQ1CyEsrKytT/jxt2jSsXbsWd+7cgYODg8pDGwBwcnJq63icS05OxtKlS9XG5XI51q1bx4sFDpr/CSFt5erVq+jbty8AoKKiAkDTSTkTExNcvXpV+T5tbnkohBoJP1haWuLMmTNqCxynT5+GpaUlo1RESOgEByGEEEII0TpeXl44duwYTE1NIRaLn/nlvrCwsA2TcYfvNTo5OUEkEqldKt6s+TW+XDLu4uKCI0eOoFu3birjN2/exNixY1FSUsImGCGEEPIK2Lp1KyZPngxjY2PWUcgL+uKLL5CQkIAJEybA3d0dQNMdHDk5OVixYgXee+89xgkJ39EJDkIIIRrl4eFBvVR5YOXKlViwYAFMTU1ZRyEEQFMrhk6dOgEAIiMjGafRDL7XmJ+fzzpCmzIyMkJlZaXaAkdFRQU6dOjAKJXm0PxPCNGUxsZGuLq6Ijc3Fw4ODqzjaIQQanwSH++mEor3338f5ubm+Pzzz3Hs2DEAQM+ePbFhwwbe3yNHXg20wEEIIUSj6KAgPxw8eBAhISG0wEFeGePHj2/1Zz7he43W1tbKn7du3QozMzNMnDhR5T3Z2dm4e/cuLx56+Pr6IiEhAZs3b0b37t0BNPWmXrNmDXx8fBin4x7N/4QQTdHV1YWlpSXkcjnrKBojhBqbZWVlYffu3bhx4wYAwM7ODsHBwQgKCmIbjLyQESNGYMSIEc98z6FDh+Dj44OOHTu2USoiFLTAQQghhJC/RA+qyKtOLpdDIpGgtrZW7e+rWCxmlIpbfK4xMzMTycnJauO9e/fGokWLeLHAER4ejtDQUIwePRpdunQBAFRXV2PAgAGIiIhgnI4QQrTL7NmzsX79eiQmJsLExIR1HI0QQo2bNm3Crl27MHXqVLi5uQEASkpKkJCQgKqqKixcuJBtQMKp6OhouLq60gIH4RwtcBBCCNGocePGwdDQkHUMQgiPlZSUYMmSJaiqqlJ78M+X+xv4XmNNTQ3Mzc3Vxk1NTVFTU8MgEfeMjIywf/9+FBQUoKysDAYGBnB0dNT6xamnofmfEKJJ+/btg0QiwZAhQ2BlZaX2wDQnJ4dRMu4IocaMjAzExcVh7NixyjFfX184OjoiLi6OFjh4hjbNEU2hBQ5CCCEaFRsbyzoC+Zvq6+uVX6QuXLjAOA0hTxcTEwNnZ2ekpaXB3Nz8mZdxayu+12hpaYni4mK1+xqKiopgYWHBKBX3RCIRvL290atXL1hYWEBHR4d1JE49fvwY+vr6AGj+J4RolhD6+guhRqlUCmdnZ7Xxfv36QSaTMUhECNFGtMBBCCFEIx48eIDs7GyUl5cDaGozMmHCBBgZGTFORp7Xm2++iVGjRmHChAnw9PRkHYeQp5JIJEhJSYGtrS3rKBrD9xqDgoKQkJAAqVSKQYMGAQDOnDmDpKQkzJw5k3E67vn5+fHyAm5PT0+4uLhALBZj4MCBcHd3h4GBAetYhBAemjdvHusIGieEGgMCApCRkYHly5erjB84cAD+/v6MUhFCtA0tcBBCCOFcaWkpQkNDoa+vDxcXFwDAzp078dlnn+Hzzz9Hv379GCckzyMpKQlffvklZsyYAWtra0yYMAEBAQHK3vGEvCpcXFwgkUh4+/Af4H+NoaGhuH//PmJjY9HY2AgA0NfXR2hoKD744APG6bjH1xYNO3fuxPnz51FYWIjdu3crd+Z6eXnBy8sLb775JuuIhBBCXjHZ2dkoKCiAq6srAODSpUuoqqpCYGAgVq9erXzfk4sghBDSTKTg66drQgghzLz//vuwtbVFXFwc2rdvWkuXSqWIiopCZWUl9u3bxzgheRF3795FXl4evvzyS1y7dg3e3t6YMGECfHx8lL9fQtpaWVmZ8ufKykps3LgRISEhcHBwUPt76eTk1NbxOCGEGp9UV1eH8vJyGBgYwM7ODnp6eqwjaYS7uzsOHjzIuxMcLUmlUpSWliIzMxNfffUV5HK51t8VQwhhy8vLC8eOHYOpqSnEYvEz2zUWFha2YTLuCKHGlqZNm/Zc7xOJREhPT9dwGqJpQvj8Q9igBQ5CCCGcc3FxQU5ODuzt7VXGf/nlF0yYMAEXL15klIy8rD179iAxMRGNjY147bXX8N577yEsLAwdOnRgHY0IjJOTE0Qi0VN3wje/ps0XcAuhRqHaunUrJk+eDGNjY9ZROHf9+nUUFhaisLAQZ8+eRWNjIzw9PeHl5YXg4GDW8QghWiwnJwdjxoyBnp7eX16wPX78+DZKxS0h1EiEa+zYsdi2bRssLS1ZRyE8QwschBBCOPfGG28gMTER3t7eKuPfffcdIiIicPr0aUbJyN9x584d5OTkICcnB1VVVRg+fDgmTpyI27dvY/v27bCwsMDnn3/OOiYRmF9//fW532ttba3BJJojhBqFqvkrGN8uix8yZAgeP36sbEnl5eUFR0dH3tVJCCHk5TU2NsLV1RW5ublwcHBgHYdwoLS0VHkHp729Pfr37884EREK6itBCCGEc35+flixYgUiIiLg7u4OACguLkZiYiLGjBnDOB15Xl9//TW+/PJLnDp1Cvb29nj//fcxbtw4lR3HHh4e8PPzY5iSCFXLB/pbt26FmZkZJk6cqPKe7Oxs3L17F2FhYW0djxNCqFFosrKysHv3bty4cQMAYGdnh+DgYAQFBbENxhFTU1Ncu3YNd+7cUf7P1taWTvkRQjRCLpdDIpGgtrZW7bSjWCxmlIpbfK5RV1cXlpaWkMvlrKOQl3T79m0sXrwYxcXFyu+KDx48gLu7OzZs2ICuXbsyTkj4jk5wEEII4dyff/6JxMRE7N+/HzKZDADQvn17TJ48GUuXLuVtT3W+GTBgAMaMGYOJEycqL4t/0qNHj7B9+3bMmzevjdMR8v/4+PggOTkZHh4eKuMXL17EokWL8M033zBKxh0h1Mh3mzZtwq5duzB16lS4ubkBAEpKSrB3717MmDEDCxcuZBuQIw8ePMC5c+dw7tw5FBYWory8HH369MHAgQOxaNEi1vEIITxRUlKCJUuWoKqqSu3BP19aNwqhxqysLPznP/9BYmIiTExMWMchf1NISAj++OMPrFmzBj179gQAXLt2DZGRkTA0NMSOHTsYJyR8RwschBBCNKahoQEVFRUAgO7du9MOTi3T0NBAvzOiFfr3748jR46oXVhYWVkJPz8/lJaWMkrGHSHUyHeDBg1CVFQUxo4dqzJ+6NAhxMXF4ezZs4ySaca9e/dQWFiI/Px8HD58mC4ZJ4RwKiAgAHZ2dliwYAHMzc3VWuEZGRkxSsYdIdQYGBgIiUQCqVQKKysrdOzYUeX1v7qHhLwaXFxcsH//fvTt21dl/PLly5gyZQrdwUk0jlpUEUII0ZgOHTooj6jSg3Lt0/J39vjxYzQ2Nqq83qlTp7aOREirLC0tUVxcrPbwv6ioCBYWFoxScUsINfKdVCqFs7Oz2ni/fv2Upx213ddff628XLy8vBydO3fGgAEDEBERAS8vL9bxCCE8IpFIkJKSAltbW9ZRNEYINQ4fPpx1BMIBS0tLSKVStXG5XE6fU0mboAUOQgghnJNKpUhNTcWePXtQX18PAOjYsSOmTp2KefPmQVdXl3FC8jzq6+uRnJyMo0eP4v79+2qv005c8qoICgpCQkICpFIpBg0aBAA4c+YMkpKSMHPmTMbpuCGEGvkuICAAGRkZWL58ucr4gQMH4O/vzygVt2JiYiAWizFp0iSIxWI4OjqyjkQI4SkXFxdIJBJeP/wXQo3U5pYfwsPDERcXh+joaOXF4qWlpYiPj0dERATjdEQIqEUVIYQQzsXExOA///kPFixYoNJnPDU1Fb6+voiNjWUbkDyX2NhYnD17FgsXLsSyZcsQHR2N6upqZGZmYsmSJRg3bhzriIQAABQKBZKTk7Fnzx7lSSN9fX2Ehoby5ouzEGrku7i4OOTm5sLS0hKurq4AgEuXLqGqqgqBgYFo3/7/7T17chGEEEIIUFZWpvy5srISGzduREhICBwcHFT+DQUAJyento7HCSHUSPhBLBartE2rr6+HTCZDu3btAED5c8eOHVFYWMgqJhEIWuAghBDCuQEDBmD9+vUYNmyYyvjJkyexePFiFBUVMUpGXsRbb72FtWvXYuDAgfDw8EBOTg5sbW2Rm5uLw4cPY9u2bawjEqKirq4O5eXlMDAwgJ2dHfT09FhH4pwQauSradOmPdf7RCIR0tPTNZxGc2QyGU6cOIHy8nIAQK9eveDr66t84EEIIX+Xk5MTRCKR2oXbzZpf0+YLuIVQo5eXF44dOwZTU1O1h+RPogfjr64XuR9l/PjxGkxCCLWoIoQQogF6enro1q2b2ni3bt2oPZUW+f3335X9/jt16oTff/8dQNMCFp3CIa8iQ0NDuLi4sI6hUUKoka/27NnDOoLGSSQShIWFobq6Gj169AAApKWloWvXrkhLS0P37t0ZJySEaLP8/HzWETROCDUuX75ceZdfZGQk4zTk76JFC/IqoQUOQgghnJsyZQr+/e9/Y/Xq1crdxX/++Sc+++wzTJ06lXE68ry6deuGmzdvwsrKCj179sTRo0fh4uKC//73vzAyMmIdjxBCtEZjYyNcXV2Rm5sLBwcH1nE0ZtWqVbCxsUFmZiZMTEwAAPfu3UN4eDhWrVqFtLQ0tgEJIVrN2tpa+fPWrVthZmaGiRMnqrwnOzsbd+/eRVhYWFvH44QQamz5YJwekvNPWFgYVq1aRZeLkzZFCxyEEEI48WQP+NOnT2Po0KHK3rBlZWVobGzE4MGDWcQjf8OECRNQVlYGLy8vhIWFYfbs2di7dy+kUik+/vhj1vEIIURr6OrqwtLSEnK5nHUUjTp37pzK4gYAvPbaa1i6dCkmT57MLhghhHcyMzORnJysNt67d28sWrRIax/+tySEGgFALpdDIpGgtrZWrTWXWCxmlIr8XefOncPjx49ZxyACQwschBBCOPHkjv63335b5c+WlpZtGYdwYMaMGcqf33jjDRw9ehQ//PADunfvTpcaEkLIC5o9ezbWr1+PxMRElQUAPtHT00NdXZ3aeF1dHbWoJIRwqqamBubm5mrjpqamqKmpYZCIe0KosaSkBEuWLEFVVZXa4oY23zNCCGlbtMBBCCGEE6tXrwYAKBQK3Lp1C6ampjAwMGCcinDJ2tpa5dg8IYSQ57dv3z5IJBIMGTIEVlZW6Nixo8rrL3JZ56vqrbfeQnR0NOLj45V3xVy8eBErV66Ej48P43SEED6xtLREcXGx8r64ZkVFRbxpjSOEGmNiYuDs7Iy0tDSYm5s/88Jxoh2sra3Rvj09biZti/7GEUII4ZRCocDIkSNx6NAh2NnZsY5DXlB6ejomTZoEfX19pKenP/O9HTt2RO/eveHq6tpG6QghRHsNHz6cdQSNi4qKQkREBCZNmqR8uCGTyeDj44MVK1YwTkcI4ZOgoCAkJCRAKpVi0KBBAIAzZ84gKSkJM2fOZJyOG0KoUSKRICUlBba2tqyjEI4cOnSIdQQiQLTAQQghhFM6OjqwtbXF/fv3WUchf8OuXbvg7+8PfX197Nq165nv/fPPP3H37l0EBwcjIiKibQISQoiWevKuKr5RKBR4+PAhNmzYgOrqapSXlwMA7O3t6cEVIYRzoaGhuH//PmJjY9HY2AgA0NfXR2hoKD744APG6bghhBpdXFwgkUhonuCB8+fPY//+/bh58yY2bdqELl26IDc3F926dYOnpyfreITnRIonm9wRQgghL+mbb77B9u3bsXLlSjg4OLCOQzSooKAAS5Yswffff886CiGEEIbkcjlcXFzoBCchpE3V1dWhvLwcBgYGsLOzg56eHutInONbjWVlZcqfKysrsXHjRoSEhMDBwUGttRHd+6cdjh8/jmXLlsHf3x95eXk4cuQIbGxssHfvXpw8eRLbtm1jHZHwHC1wEEII4ZxYLEZDQwNkMhl0dXXV7uIoLCxklIz8XY8fP4a+vr7a+KNHj5CZmYng4GAGqQgh5NXm5eWFY8eOwdTUFGKx+Jm9xfkwN44ZMwbx8fFwc3NjHYUQQsgrysnJCSKRSO1S8WbNr9El49ojMDAQM2bMQGBgINzd3XHw4EHY2Njgxx9/xKxZs1BQUMA6IuE5alFFCCGEc5GRkawjEA7IZDJs2bIF+/fvR21tLY4fPw4bGxts3LgR1tbWCAoKgoGBAS1uEELIUyxfvhydOnUCIIy5ccmSJUhMTKQTnIQQQp4qPz+fdQTCsevXr7fahsrIyAgPHjxgkIgIDS1wEEII4dz48eNZRyAc+Oyzz5Cbm4vw8HB88sknynEHBwfs3r0bQUFBDNMRQsirr+V8KIS5MSIiAg0NDQgICKATnIQQQlplbW2t/Hnr1q0wMzPDxIkTVd6TnZ2Nu3fvIiwsrK3jkb/h9ddfR0VFBbp166YyXlRUBBsbG0apiJDQAgchhBDOVVVVPfN1KyurNkpCXkZeXh7i4uIwePBgxMTEKMcdHR1x7do1hskIIUQ7yeVySCQS1NbWqrXmEIvFjFJxRwinVAghhHAnMzMTycnJauO9e/fGokWLaIFDS7z77ruIj49HQkICRCIRqqurceHCBaxduxZz585lHY8IAC1wEEII4ZyPj88z+4xTL1XtUF1dje7du6uNKxQKSKVSBokIIUR7lZSUYMmSJaiqqlJb3OBLn3EhnFIhhBDCnZqaGpibm6uNm5qaoqamhkEi8neEhYVBLpdjxowZaGhowNSpU6Gnp4eZM2di2rRprOMRAaAFDkIIIZzLzc1V+XNjYyOuXLmCnTt3YtGiRWxCkRfWq1cvnD9/XuUYOQAcO3YMffr0YZSKEEK0U0xMDJydnZGWlgZzc/NnbgTQVidPnoSOjg6GDBmiMn7q1CnIZDIMGzaMUTJCCCGvIktLSxQXF6u1MSoqKoKFhQWjVORFiUQizJkzByEhIaioqEB9fT3s7e1haGjIOhoRCFrgIIQQwjknJye1sf79+8PCwgI7duzAyJEjGaQiL2ru3Ln4+OOPUV1dDYVCga+//hrXr19Hbm4utm7dyjoeIYRoFYlEgpSUFNja2rKOojHJyclYunSp2rhcLse6detogYMQQoiKoKAgJCQkQCqVYtCgQQCAM2fOICkpCTNnzmScjrwoPT099OrVi3UMIkC0wEEIIaTN9OjRA6WlpaxjkOc0fPhwbNmyBZs3b0aHDh2QkpKCvn37YsuWLXjzzTdZxyOEEK3i4uICiUTC6wUOiUQCe3t7tfGePXuioqKCQSJCCCGvstDQUNy/fx+xsbFobGwEAOjr6yM0NBQffPAB43TkedXX1yMtLQ3ff/89amtrIZfLVV7Pz89nlIwIBS1wEEII4dzDhw9V/qxQKPDbb78hNTWV1w92+MjT0xM7d+5kHYMQQrRSWVmZ8udp06Zh7dq1uHPnDhwcHNC+vepXsdZOP2obIyMjVFZWolu3birjFRUV6NChA6NUhBBCXlUikQjh4eGYO3cuysvLYWBgADs7O+jp6bGORl5AVFQUCgsLERAQwNs2nOTVJlI8ecMdIYQQ8pKcnJzUPtQoFApYWlpi/fr1cHd3Z5SMEEIIaTvN8+HTvnI1v8aXS8ajo6Nx4cIFbN68Gd27dwfQdKpj/vz56N+/P+Lj4xknJIQQQgjXPD09sXXrVgwYMIB1FCJQtMBBCCGEc4WFhSp/1tHRwWuvvQZbW1u1Havk1dXaQlVLfHgYRwghmvTrr78+93utra01mKRt/PHHHwgNDcXly5fRpUsXAEB1dTUGDBiA1NRUGBsbM05ICCGEEK75+Phg27ZtrbapJKQt0AIHIYQQzp07dw7u7u5qixlSqRQXLlyAWCxmlIy8iBMnTqj8WSqV4sqVK8jJycH8+fMRFBTEKBkhhGifrVu3wszMDBMnTlQZz87Oxt27dxEWFsYoGbcUCgUKCgpQVlYGAwMDODo60rxPCCGE8FheXh7y8/Oxdu1aaklJmKAFDkIIIZzr06cPTp06BTMzM5Xxe/fu4Y033qCd/1ruq6++wpEjR/DZZ5+xjkIIIVrDx8cHycnJ8PDwUBm/ePEiFi1ahG+++YZRMs24ffs2LCwsoKOjwzoKIYQQQjQoMDAQFRUVUCgU6Natm9pGx5ycHEbJiFBQnxBCCCGca+4n/qT79+/Tjg4ecHNzQ3R0NOsYhBCiVWpqamBubq42bmpqipqaGgaJNMvPzw95eXmwsbFhHYUQQgghGjR8+HDWEYjA0QIHIYQQzsybNw9A06WpH3/8MfT09JSvyWQy/PTTT3TBuJZ79OgR0tPTYWFhwToKIYRoFUtLSxQXF6s98C8qKuLlv6nUKIAQQggRhubnAISwQgschBBCOGNkZASg6aGGoaEhDAwMlK/p6urCzc2N7m3QImKxWOUkjkKhQF1dHQwMDJCUlMQwGSGEaJ+goCAkJCRAKpVi0KBBAIAzZ84gKSkJM2fOZJyOEEIIIYQQ7UR3cBBCCOFcamoqZs6ciY4dO7KOQl7Cl19+qbLAIRKJYGpqCldXV3Tu3JlhMkII0T4KhQLJycnYs2cPGhsbAQD6+voIDQ3l5c7HrVu3YvLkyTA2NmYdhRBCCCEc8/LywrFjx2Bqaqq2Me5JhYWFbZiMCBEtcBBCCNGotLQ0vPfee/SAgxBCCAFQV1eH8vJyGBgYwM7OTqWdI580f8181gMPQgghhGinnJwcjBkzBnp6en95ifj48ePbKBURKlrgIIQQolEeHh50yagWKSsre+73Ojk5aTAJIYQQbZSVlYXdu3fjxo0bAAA7OzsEBwdTi0pCCCGEEKIRdAcHIYQQjaJ1dO0SGBgIkUj0l783kUiEK1eutFEqQggh2mDTpk3YtWsXpk6dCjc3NwBASUkJEhISUFVVhYULF7INSAghhBDOPXz48Kmv6enp8fa0Knl10AIHIYQQQpTy8/NZRyCEEKKlMjIyEBcXh7FjxyrHfH194ejoiLi4OFrgIIQQQnjI09PzmS0pu3btivHjx2PevHnQ0dFpw2REKGiBgxBCiEYdOXIEFhYWyj8rFArqx/0Ks7a2Zh2BEEKIlpJKpXB2dlYb79evH2QyGYNEhBBCCNG0NWvWYMOGDRg/fjxcXFwAAJcuXUJubi7mzJmDu3fv4vPPP4eenh5mz57NOC3hI1rgIIQQwrnt27cjNDQUAGBpaakcl8lkCA8Px/r161lFIy/o2rVr2Lt3L8rLywEA9vb2mDp1Knr27Mk4GSGEkFdNQEAAMjIysHz5cpXxAwcOwN/fn1EqQgghhGhSTk4OIiIi4Ofnpxzz8fGBg4MDMjMzsXv3blhaWmLLli20wEE0ghY4CCGEcG7Hjh3o3LmzyoWiMpkMixYtws8//8wwGXkRx48fx+LFi+Hs7KzspX7x4kX4+/tj/fr1ePvtt9kGJIQQ8srJzs5GQUEBXF1dATTt4KyqqkJgYCBWr16tfN+TiyCEEEII0U4XLlxAbGys2njfvn1RUlICABgwYABu3brVxsmIUNACByGEEM5t3boVISEhMDIywqhRoyCVSvHRRx/h2rVrSE9PZx2PPKekpCSEhYWp9UxPSUlBUlISLXAQQghRcfXqVfTt2xcAUFFRAQAwMTGBiYkJrl69qnwftaokhBBC+MPS0hLZ2dlYunSpynh2dja6du0KALh//z6MjY1ZxCMCQAschBBCOOfi4oKUlBR8+OGH0NXVRXZ2NioqKpCeno7XX3+ddTzynGpqahAYGKg2Pm7cOOzYsaPtAxFCCHml7dmzh3UEQgghhLSxZcuWYeHChfj222/Rv39/AMDly5dx7do1pKSkAABKS0tVWlgRwiWRQqFQsA5BCCGEn06cOIGFCxeiZ8+e2L17N0xNTVlHIi9g1qxZGDVqFCZMmKAy/n//9384cuQILXIQQghRamxshKurK3Jzc+Hg4MA6DiGEEELaUGVlJTIzM3Hjxg0AQI8ePTBp0iR069aNbTAiCHSCgxBCCCfmzZvX6vhrr70GY2NjREdHK8dSU1PbKhZ5Qfn5+cqffXx8kJycjB9++EHZS/3ixYs4duwY5s+fzyoiIYSQV5Curi4sLS0hl8tZRyGEEEJIG7OxsVFrUUVIW6ETHIQQQjjxIpeFtrxklLxanJycnut9IpEIV65c0XAaQggh2iQrKwv/+c9/kJiYCBMTE9ZxCCGEENJGHjx4gEuXLqG2thZPPmpure0xIVyiBQ5CCCGEEEIIIS8tMDAQEokEUqkUVlZW6Nixo8rrOTk5jJIRQgghRFO++eYbLF26FPX19ejUqRNEIpHyNZFIhMLCQobpiBBQiypCCCGE/KXbt2/DwsICOjo6rKMQQgh5RQ0fPpx1BEIIIYS0sbVr12LChAlYvHgxOnTowDoOESA6wUEIIYRzPj4+Krs2ntTyngeiHTw8PJCXlwcbGxvWUQghhBBCCCGEvCLc3Nzw1Vdf0XdFwgyd4CCEEMK54OBglT9LpVL8+OOPOHXqFEJCQhilIi+D9kMQQgghhBBCCHmSt7c3SktLaYGDMEMLHIQQQjj35AJHs3379uHy5cttnIYQQgghmuLl5YVjx47B1NQUYrH4mSc4qQc3IYQQwj/Dhg1DUlISysvL4eDggPbtVR83+/r6MkpGhIJaVBFCCGkzlZWVCAgIQHFxMeso5AVt3boVkydPhrGxMesohBBCXiE5OTkYM2YM9PT0/vIS8fHjx7dRKkIIIYS0FScnp6e+JhKJcOXKlTZMQ4SIFjgIIYS0mW3btiEjIwPffPMN6yjkBTV/XHjWzlxCCCGEEEIIIYSQtkQtqgghhHAuMDBQ5UG4QqHAnTt3cPfuXcTExDBMRl5UVlYWdu/ejRs3bgAA7OzsEBwcjKCgILbBCCGEvJLkcjkkEglqa2vV7m8Si8WMUhFCCCGkLTx+/Bj6+vqsYxC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XOv/5hZo0b61WbN2vzKzDAcsy1cmprEteXKT2f/9Sl7y4qNKyAKAysMABIGQ1aNDA77+GDRtKkhISEkrc16BBg0obx9atW5WRkaFevXr5bktISFCHDh20fPlySdLy5ctVtWpVtW/f3rdNr169FBYWppUrV0qSVqxYoS5duigq6o8Pmnr37q2NGzdq//5jHwmA4FR0pMjIXk1UJz5KYR6pTnyURvZqoulDOgfkwsFF4qLC9eLgDhrR0z9rRM8mAf+tQVOLKded3lCta5ee07p2vK47vWFAciRznUwueg1MrnfcBaKBye5biDLVyVSOZG7Ry2QnU0eLZGQd/3FOdP/JsPGIKBuPvrJx0ass16MKFFNZJufJ1EKeyU6mFlNMLqTMXL5NI2b+pPdX7tDenHx5f896f+UOjZj5k2YuD8w8mV4cciJrV1auCr1/HKkU6CwAqCycogoAHJaRkSFJqlWrlt/ttWrVUmZmpiQpMzNTNWvW9Ls/IiJC1apV8/35zMxM3yJNkcTERN991apVK/OYYmP/WCTJzy9Qbm6BoqLCFRHxxwfdeXkFyssrUHR0hMLD/1gvz83NV35+oWJiIhVW7BOxQ4fyVFjoVWxslDzFPijLycmT1+tVXJz/bwBnZ+fK4/EotthvIHu9Uk5OrsLCPIqJ+eP2wkKvDh3KU0REmKKiIhQREaa4uCgVFBTq8OF8RUaGKzLyj7EHslNBQWGldZKkm/s00+19W/nOf1pZneLipNv7ttLIM5oqMjJcYWFhldbp5T911NvLtundZenKyDqs2vHRGtD+FA3r0VjVqvxxvuGKdIqLi9Jrf+mi1xZt1jtLtyrzYK5qx0frqs4NdH2PxqoSFeG6Tm0aROmdkd2NdLogqY4+T92ltD0lr4PQuEas+neq78uoSKfhfZrpu1/3KHXnAb8PW8I8UlLdBA3v00yeAm9AOl13ekN9u2F3id8wLlqIGt6nmeKiIlzV6W/nt9bds1eVOk9NasZqYv9TAzJP/TvV1xdrMrRpd3YpOXHq36m+PB5PQDolVonSruMsLtSOjw5Ip7iocB08zoc2cVHhrusUGxl23GvxxEaGBaxTbIRHOfnH+jj7SFYgOoWFeVQ7Plo7Dxz7N7CLjiCqaKeyLKQEqlNZF20q2qks16MKVKeyXvvKTfNU1oU8N3Wa/b8dZbqmUkU7/Tsl7bgLKe+u3K5bzmwekE6eMI880jFPtVrgPXKPmzpN//HX42a9vSxdw3s0Dsj7pxnL08vUKxDvnw7m5us/32/S+z9tK/E6NixAr42KvycsUpRfme8JCwu9Cg8P8xt/ZbzPtblTZb93h91Y4AAAlJCTkyvvUS9yc3OPvLA42uHD+aU+xqFDpb8pzMkp/U1cadfM8Hq9pd5eWFj67fn5haWeI7Toxc/RAtHpWNtKdDpWp6iwMA3r0lDDupQ8iqK07cvbySOVnpNfqOxiP1M6lbx97uqd2rQnp+RjSNq0J0cfLEvXyF5NK9zJI+n/rko+5jVtPPmFvg8sKtopLipcL1zdwXfe8b05+aoRG+E777jnqJ9hIDodKydQnRrViNX0Px3/mkBH/5nydPpgWbo27i55wXKvpI27s/32h4p2Oj+p9nGvCXRem8SAdBqYfMpxcwYmnyLv7/8QVrTTwOR6mpaSVuqHimEeaUD7UwLS6YoTXE/pig71Atbpio71T5gViE7SkZ/P8X5+RUcQVbTTiRaiEquUvL5XeTuVJUuqeKeyXI8qUJ3Keu0rN82TjZ0yTnC6pqLFlop2OtFRKe8s3VritUx5O32yasdxjx76fPUu3X5mc1d1emfp1uNmvf/TNg3v0Tggr2HfWZZ+3Ky3f9ji16u8nbbszdHdH6xS2t4/filj54HDem7Br/p45XY9NbCdGtWIde37J0k6cOBQqbfTyblOHo9Updgvm8FeLHAAgMNq164tSdq9e7fq1Knju3337t1KSkqSdORIjD179vj9ufz8fO3fv9/35xMTE31HfBQp+r7oSI5QERkZXuqLIjdn2djJZBadTs6g5Ho6s8UfR5VFRIQrP/+PrEBec6HomjY39mxS6T+7oqzezWtq6BvL9ewV7ZVUN8G1OcWzKvPnZ3J/iAgLO+4HVRFhgTnD7oieTfXj5v0lfmu16DR2gbz20HWnN9SC9buPmRWoU+aZ7GTjz+9EC1GBPBWbqawrO9Y/bk4gTwNoKsvkPNnYqayLaxVl6tRyJrNs7CSZO+XgP75Yq017j/HLM3tz9I8v1uqFwR0CkiUdOfXW8X4BxG05R7Ph/QYQSFyDAwCKmTRpkvr162c0s2HDhqpdu7ZSUlJ8t2VlZemnn35Sp06dJEmdOnXSb7/9plWrVvm2WbRokQoLC5WcnCxJ6tixo3788Ufl5f3xInThwoVq1qzZSZ2eygbFD2m1JcvGTiaz6HRyEuOjlVQ3wfdfcqPqft8nxlfOb0KZnCcbVdbPz+T+MLhTfU0b3EGDkk9RjdgIeSTViI3QoORTNG1wBw3uFJgPFE1ee6h4Vo3YI79fViM2IuBZTnWy5edn8tpNprLo5I4sk51MXVPpRAslgVwYr1HslDjlub+sTHYymVV0JFJ57y+rTXtKHgl6MvefjC17czTsjWV6aaH/dUVeWpimYW8s05ZSFlqCOadI8YvBd54838jF4HltDrfweL1Hn4QEABBoBw8e1ObNmyVJAwYM0NixY9W9e3dVq1ZN9evX10svvaRp06bpscceU8OGDfXMM89ozZo1+vTTTxUdfeSDoxtvvFG7d+/WhAkTlJeXp3Hjxqldu3Z68sknJUkHDhzQhRdeqDPOOEMjRozQunXrNG7cOI0dO1aDBw8+qfFmZh4ocYoqN4mLK3kov9uzbOxkMotO7siqzJzMrMO+33jctDtbD85do4kXtVHTWkcuxJ1YJSrgCzepOw9o6BvL9fqQTpV2BEdxNsyTU1mmckzuEzbOU2X//Ip+E7e008sF+jdxTWWZ/O1i078xbeM8mci5aeZPxzwiKlCLhv9OSTvuUSkjfj/yMBBunvmTlm7df8z7T29YLSBHBpjsZGNW96e+PeapsIqyFt99ZoVzJHP7hKkcqfRTfEm/Xw+tRqzvFF+BZvK1RGXweKTExMp/DQ7ncYoqADBg1apVuv76633fT5o0SZI0cOBAPfbYYxoxYoRycnL00EMP6bffftPpp5+uf//7377FDUmaMmWKJk6cqGHDhiksLEznn3++HnjgAd/9CQkJevnll/XII49o0KBBqlGjhm699daTXtwAABu9v3K7pqVs9rvtwblrfF+P6Nm4xHVFyuPohZTi/5cqZyEFQGA4cXo5U6fMK7pwdGV+UGUqy+Z5MpHz4uBjX48qkEdEmTi1nCT97fzWx/3g92/ntw5IjslONmbViD3+NW0CdaSNZO5oEZNHpZg+xRfgNixwAIAB3bt315o1a455v8fj0R133KE77rjjmNtUr17dd7TGsSQlJemtt94q9zhtUfzc8LZk2djJZBad3JFVmTlHX0fi6HMKB+p0D6YWUkpjwzw5lWWykyk2zhMqhn0iOJleGDexmGJqIUWSGtWI1fQhnSv96CGTnWzMalozTruzj320Q9OacQHJkaS9Oce/bsiJ7g+2HMnsYkpxPJfDLVjgAABYJ7cSz0PqVJaNnUxm0ckdWZWZkxgfbeTIiaMXUkqMI4DnzT6aDfPkVJbJTqbYMk8cFRU4tuwTtnFyYbwyOXGkTaBO23SiHJuOHjKVZepIG8nc0SKJVaK0K+vYR6oF8jWfycWU4nguh1uwwAEAsE5UVLixF2OmsmzsZDKLTu7IsqHT0QspNnRyKsdklslOptgyTzZ++OvUoo0t+4RtTB1hGCrY94KTqSNtJHNHiwxMrnfc65cMTK4XkBzJ7Cm+iuPvE9yCBQ4AgHUiIsy9EDOVZWMnk1l0ckcWndyRRSd3sGWejv7wNyYmUocO/fEhT6A+/DW56ODUoo0t+4Rtjl4Yd/tFfZ3Gvhe8TF2nx8brspg8xVdx/H2CW7DAAQAAAAAISqY+/DW56GBq0QYAQpGN12UxeYovwI1Y4AAAAAAAhDSTiw78xj5sx7Vz4DRTR4uYulaKqUWbzKzD2rrvkOau3qn56zK1Lydf1WMjdE6rRF3Utq4aVo/h7y6CEgscAPC7gwcPatOmTcrJyVGXLl2cHg4qoPh5i23JsrGTySw6uSOLTu7IopM72DhPlZl19KLD0ddBqEy25ZjOso0NPzsnr51jw88vFPB8dPKKL9pU1r9RM5dv06tLtvjdtjcnX++v3KH3V+7Qn7s10qg+zQKeC1QUCxwAQt7WrVv1j3/8Q99++60KCwvl8Xj0yy+/SJKWLl2qBx98UA8//LC6d+/u8EhRVja+YLaxk8ksOrkji07uyKKTO9g4Tyaz6OSeLNtU5s/O1JEVRx8RdbTKPA1bZf38OColsHg+qpjK6pRfWCiPpFKumy7P7/cDwYgFDgAhbdu2bRo8eLD27dunvn37KiMjQytWrPDd36FDh/9n777Do6gaLoCfTaUEUAigFGkKKL0TUEBAQVoSpEooCiLSi9RIFREsgBQREKWD0lsQlCbSwQAiBF+kdwgQEtI38/2RL2NCEkRz5w735vyex+clm7xz5szs7iRzd+bi7t272LRpEwc4FOLp6YaYmHitsnTsJDOLndTIYic1sthJDTruJ5lZ7KROlm6s3Hayrqx4+IooHZ57dl6VoiMdnhN2sqrT1pBbaQ5uAImDHltDbqFf3RLCc4kyigMcRJSpTZ8+HWFhYVi0aBEqV66MGTNmpBjgcHNzQ9WqVfHbb7/Zt5L0r7m6umiXpWMnmVnspEYWO6mRxU5q0HE/ycxiJ3WydGPltrNrgnsdnnt2bTtd6fCcsJNVnZKuUvqv3yeyCwc4iChT2717N1577TVUrlw53Z8pUKAA9u/fL3GtiIiIiIiIxOIE9/8dtx1lBk9ndUdoZNwjv0/0JNJvGJOI6F8ICwtDwYIFH/kzhmEgNpa/vBIRERERERGRnormzpah7xPZhQMcRJSpeXt748KFC4/8mT///BPPPvuspDUiEWJj5d1jVVaWjp1kZrGTGlnspEYWO6lBx/0kM4ud1MnSjY77iZ3oYTo+J2SyqlPg6yVR9OmscDz0uANA0aezIvD1kpbkEmUUBziIKFOrVasWduzYgZCQkDS/f/jwYezfvx9169aVvGaUEfHxCdpl6dhJZhY7qZHFTmpksZMadNxPMrPYSZ0s3ei4n9iJHqbjc0ImqzoVfjorFgRURvdaRZDPywMuDiCflwe61yqCBQGVUfjprJbkEmUU5+Agokzt/fffx5YtWxAQEICuXbuaV3Ps2rULwcHBmD9/Pp5++ml07drV5jWlf+PhSf90yNKxk8wsdlIji53UyGInNei4n2RmsZM6WbrRcT+xEz1Mx+eETFZ2yubhim4+RdDNp4iW2470xAEOIsrUChUqhHnz5mHAgAH48ssv4XA4YBgGevToAcMwUKBAAXz55ZfIly+f3atK/4KLy8MX1aqfpWMnmVnspEYWO6mRxU5q0HE/ycxiJ3WydKPjfmInepiOzwmZ+DwnSokDHESU6VWoUAFbt27Fjh07cOzYMYSFhcHLywvly5dHgwYN4OHhYfcqEhERERERERER0UM4wEFEBMDNzQ2vvfYaXnvtNbtXhYiIiIiIiIieYLcjYnD7QSwA4HxoZIr/BQDv7B7w9vK0Zd2IMhsOcBBRptapUye0bNkSfn5+6f7MunXrsGrVKixcuFDeilGGyLxPqKwsHTvJzGInNbLYSY0sdlKDjvtJZhY7qZOlGx33EzvRw3R4Tqw+fg1z911M8djIzafNf7/r8xy61ypqSTaf50QpcYCDiDK1gwcPonr16o/8matXr+LQoUOS1ohESEgwtMvSsZPMLHZSI4ud1MhiJzXouJ9kZrGTOlm60XE/sdO/kxmuDNDhOdGy/LOoUyJPut/3zm7dra51eJ4TicQBDiKifxAVFQU3N75dqiRrVg9ERcVqlaVjJ5lZ7KRGFjupkcVOatBxP8nMYid1snSj435ip3/HzisDZNHhOeHt5ZlioEmHTnblEGUUz9gRUaZz9erVFF+Hh4enegwAnE4nrl+/ji1btqBgwYKyVo8EcDj0y9Kxk8wsdlIji53UyGInNei4n2RmsZM6WbrRcT+x07/z8JUBWbK4p7hVkJVXBsjC54QaWXwvJ1VwgIOIMp369evD8f9HaofDgYULFz5yfg3DMDBkyBBZq0dERERERESZ1MNXBmTL5oHISH6KnogoPRzgIKJMx8/PDw6HA4ZhYO3atShdujRefPHFVD/n4uKCXLlyoWbNmqhTp44Na0pERERERERERETp4QAHEWU6EydONP998OBBtGzZEp06dbJxjUi0qKi4f/4hxbJ07CQzi53UyGInNbLYSQ067ieZWeykTpZudNxP7KROliw6bj92IrIPBziIKFPbvn273atAFjAMQ7ssHTvJzGInNbLYSY0sdlKDjvtJZhY7qZOlGx33EzupkyWLjtuPnYjs42L3ChAREYmWLZu8ifdkZenYSWYWO6mRxU5qZLGTGnTcTzKz2EmdLN3ouJ/YSZ0sWXTcfuxEZB9ewUFEmV5ERASWLFmCvXv34ubNm4iNTT2Bm8PhwM8//2zD2hEREREREREREVFaOMBBRJnanTt30K5dO1y8eBFeXl6IiIhAjhw5EBcXh+joaABAvnz54ObGt0siIiIiIiIiIqInCW9RRUSZ2vTp03Hx4kVMmjQJhw4dAgB07twZR48exQ8//IDy5cujYMGC2LRpk81rSkRERERERERERMlxgIOIMrVdu3bBx8cHvr6+cDgcKb5Xvnx5zJ07F1euXMGMGTNsWkP6LyIjU99mTPUsHTvJzGInNbLYSY0sdlKDjvtJZhY7qZOlGx33EzupkyWLjtuPnYjswwEOIsrUbt26hRdffNH82tXVFTExMebXuXLlQp06dbB582Y7Vo/+o4cHq3TI0rGTzCx2UiOLndTIYic16LifZGaxkzpZutFxP7GTOlmy6Lj92InIPhzgIKJMLUeOHIiPjze/zpkzJ65fv57iZ7y8vBAaGip71SgDsmZ11y5Lx04ys9hJjSx2UiOLndSg436SmcVO6mTpRsf9xE7qZMmi4/ZjJyL7cICDiDK1woUL48qVK+bXL730Evbu3Yu7d+8CAKKjo7Fjxw48++yzdq0iERERERERERERpYEDHESUqdWuXRv79u1DVFQUAKBt27YIDQ2Fr68v+vbti2bNmuHixYto2bKlzWtKREREREREREREyXGAg4gytXbt2mH8+PHmAMfrr7+OIUOGICoqClu3bsXt27fRpUsXdO3a1eY1pX/DMPTL0rGTzCx2UiOLndTIYic16LifZGaxkzpZutFxP7GTOlmy6Lj92InIPm52rwARkZ3y5cuHJk2apHjsnXfeQefOnXH37l3kyZOHE2spKCoqVrssHTvJzGInNbLYSY0sdlKDjvtJZhY7qZOlGx33EzupkyWLjtuPnYjswys4iIjS4OrqCm9vbw5uKMrFRd5+k5WlYyeZWeykRhY7qZHFTmrQcT/JzGIndbJ0o+N+Yid1smTRcfuxE5F9OMBBRPT/EhIScPPmTVy9ejXN/0gdWbK4a5elYyeZWeykRhY7qZHFTmrQcT/JzGIndbJ0o+N+Yid1smTRcfuxE5F9eIsqIsr01q1bh2+//RZ//fUXnE5nmj/jcDhw8uRJyWtGRERERERERERE6eEABxFlavPmzcPnn38ONzc3VK1aFXnz5oWbG98aiYiIiIiIiIiInnQ8i0dEmdrixYuRP39+LF++HM8884zdq0OCJCQY2mXp2ElmFjupkcVOamSxkxp03E8ys9hJnSzd6Lif2EmdLFl03H7sRGQfzsFBRJnanTt38Prrr3NwQzPR0XHaZenYSWYWO6mRxU5qZLGTGnTcTzKz2EmdLN3ouJ/YSZ0sWXTcfuxEZB8OcBBRpla0aFHcv3/f7tUgwdzc5B3eZGXp2ElmFjupkcVOamSxkxp03E8ys9hJnSzd6Lif2EmdLFl03H7sRGQfPlOJKFPr0qULtm3bhitXrti9KiSQh4e8OzDKytKxk8wsdlIji53UyGInNei4n2RmsZM6WbrRcT+xkzpZsui4/diJyD58phJRpubv74/Q0FC0a9cOb731FkqXLg0vL680f7ZatWqS146IiIiIiIiIiIjSwwEOIsr0IiIiEBERgWnTpj3y506dOiVpjYiIiIiIiIiIiOifcICDiDK1L7/8ErNnz0bu3LnRpEkT5M2bF25ufGtUndOZoF2Wjp1kZrGTGlnspEYWO6lBx/0kM4ud1MnSjY77iZ3UyZJFx+3HTkT24Vk8IsrUVq1ahaJFi2LlypXInj273atDgsTExGuXpWMnmVnspEYWO6mRxU5q0HE/ycxiJ3WydKPjfmIndbJk0XH7sRORfTjJOBFlavfv30e9evU4uKEZd3dX7bJ07CQzi53UyGInNbLYSQ067ieZWeykTpZudNxP7KROliw6bj92IrIPBziIKFMrWbIkbt68afdqkGD85ZJZduXIzGInNbLYSY0sHf+A13E/ycxiJ3WydKPjfmIndbJk0XH7sRORfTjAQUSZWo8ePbBt2zb88ccfdq8KERERERERERER/Qucg4OIMrX79++jVq1aaNeuHXx9fVG6dGl4eXml+bN+fn5yV46IiIiIiIiIiIjSxQEOIsrUhg0bBofDAcMwsHLlSgCAw+FI8TOGYcDhcHCAQyHx8U7tsnTsJDOLndTIYic1sthJDTruJ5lZ7KROlm503E/spE6WLDpuP3Yisg8HOIgoU/vkk0/sXgWyQGysvF/EZGXp2ElmFjupkcVOamSxkxp03E8ys9hJnSzd6Lif2EmdLFl03H7sRGQfDnAQUabm7+9v9yqQBTw8XKX9MiYrS8dOMrPYSY0sdlIji53UoON+kpnFTupk6UbH/cRO6mTJouP2Yyci+3CScSIi0o6bm6t2WTp2kpnFTmpksZMaWeykBh33k8wsdlInSzc67id2UidLFh23HzsR2YcDHEREREREREREREREpBzeooqIMpXSpUvDxcUFmzZtQrFixVC6dOlUk4qnxeFw4OTJkxLWkIiIiIiIiIiIiB4HBziIKFOpVq0aACBr1qwpvia9xMXJu0+orCwdO8nMYic1sthJjSx2UoOO+0lmFjupk6UbHfcTO6mTJYuO24+diOzDAQ4iylQWLVr0yK9JD/zlkll25cjMYic1sthJjSwd/4DXcT/JzGIndbJ0o+N+Yid1smTRcfuxE5F9OAcHERFpx9NT3vi9rCwdO8nMYic1sthJjSx2UoOO+0lmFjupk6UbHfcTO6mTJYuO24+diOzDAQ4iytQaNGiAhQsXPvJnlixZggYNGkhaIxLB1VXe4U1Wlo6dZGaxkxpZ7KRGFjupQcf9JDOLndTJ0o2O+4md1MmSRcftx05E9uEzlYgytStXruD+/fuP/Jn79+/j6tWrktaIiIiIiIiIiIiIHgcHOIiI/kF4eDg8PDzsXg0iIiIiIiIiIiJKhjdTI6JM59ChQym+vnLlSqrHAMDpdOL69evYsGEDihYtKmntSITY2HjtsnTsJDOLndTIYic1sthJDTruJ5lZ7KROlm503E/spE6WLDpuP3Yisg8HOIgo0+nYsSMcDgcAwOFwYO3atVi7dm2aP2sYBhwOBwYNGiRxDSmj4uMTtMvSsZPMLHZSI4ud1MhiJzXouJ9kZrGTOlm60XE/sZM6WbLouP3Yicg+HOAgokynV69ecDgcMAwDM2fORLVq1VCjRo1UP+fi4oJcuXKhZs2aKFGihA1rSv9VlizuiI6O0ypLx04ys9hJjSx2UiOLndSg436SmcVO6mTpRsf9xE7qZMmi4/ZjJyL7cICDiDKdPn36mP8+ePAg3nzzTfj5+dm3QiSci4tDuywdO8nMYic1sthJjSx2UoOO+0lmFjupk6UbHfcTO6mTJYuO24+diOzDAQ4iytQWLVpk9yoQERERERERERHRf+Bi9woQEdnp2rVr2LdvH6KioszHEhISMGfOHLRr1w5dunTBzp077VtBIiIiIiIiIiIiShMHOIgoU/vyyy/Rv39/uLn9fUHbrFmzMHnyZBw9ehT79+9Hr169cPz4cUvXY/r06ShVqlSK/xo3bmx+PyYmBmPHjkWNGjVQqVIl9OnTB7dv306xjKtXr6J79+6oUKECfHx8MGnSJMTHx1u63k8qmfcJlZWlYyeZWeykRhY7qZHFTmrQcT/JzGIndbJ0o+N+Yid1smTRcfuxE5F9OMBBRJnab7/9Bh8fH7i7uwMADMPAkiVLULx4cezcuRMrVqxA1qxZMW/ePMvX5YUXXsCvv/5q/rd06VLzexMmTMCOHTswdepULFq0CDdv3kTv3r3N7zudTrz33nuIi4vD8uXLMXHiRKxZswbTpk2zfL2fRAkJhnZZOnaSmcVOamSxkxpZ7KQGHfeTzCx2UidLNzruJ3ZSJ0sWHbcfOxHZhwMcRJSphYaGokCBAubXp06dwp07dxAQEIBnnnkG5cqVQ8OGDfH7779bvi6urq7Imzev+V/u3LkBAOHh4Vi1ahWGDRsGHx8flC1bFhMmTEBwcDCOHj0KAPj1119x5swZfPbZZ3jxxRdRt25d9OvXD0uWLEFsbKzl6/6kyZrVQ7ssHTvJzGInNbLYSY0sdlKDjvtJZhY7qZOlGx33EzupkyWLjtuPnYjswwEOIsrUEhISYBh/fyrh4MGDcDgcqFmzpvlY/vz5U90OygoXLlzAyy+/jAYNGmDQoEG4evUqAODEiROIi4tDrVq1zJ8tUaIEChQoYA5wHD16FCVLloS3t7f5My+//DIiIiJw5swZy9f9SeNw6JelYyeZWeykRhY7qZHFTmrQcT/JzGIndbJ0o+N+Yid1smTRcfuxE5F93P75R4iI9FWgQIEU82v8/PPPyJs3L4oXL24+duvWLeTMmdPS9Shfvjw++eQTFCtWDLdu3cLMmTPRoUMHbNiwAbdv34a7u3uqdciTJw9u3boFALh9+3aKwQ0A5tdJP/NvJP+kRny8E7GxTnh4uMLNzdV8PC7Oibg4Jzw93eDq+vd4eWxsPOLjE5AliztcXP7+jSg6Og4JCQayZvVI8YtSVFQcDMNAtmwpPx0SGRkLh8OBrFndzccMA4iKioWLiwNZsvz9eEKCgejoOLi5ucDDww3u7q7Ils0DTmcCYmLi4e7uCnf3v9ddZKek7cVO/74TALi7u8LT042d2Imd2ClTdEr6nnuyfqp3SuohYz8lJBjm8ZCd2En26wkAsmRxNztwP7GTbp2Sf1+XTgDg5ubCTgp0svrvXNIbBziIKFN7/fXX8fXXX6Nv377w8PDAkSNH0KFDhxQ/89dff6FQoUKWrkfdunXNf5cuXRoVKlTAq6++is2bNyNLliyWZqclKioWxkO324yNTfzF4mExMWlPZJ7ehGRRUWnfMisyMvXjhmGk+XhCQtqPx8cnID4+FtmyeaT4ftIvPw9jJ3s7AUC2bB7murETOwHsxE56d0rKjovVpxMgdz/FxTnTXB92ynydZL+ekr738DpxP7GTLp2S5+vSCYB5Mp6dnuxOyTNFdXI4gOzZPdP8PumFt6giokyta9euKFeuHLZu3YqNGzeiZMmS6NOnj/n9K1eu4Pjx46hRo4bU9cqZMyeKFi2KixcvwtvbG3Fxcbh//36KnwkNDUXevHkBJF6t8fBttJK+TvqZzCQqKv0/TFXN0rGTzCx2UiOLndTIYic16LifZGaxkzpZutFxP7GTOlmy6Lj92InIPryCg4gyNS8vL/zwww/4888/ASTObeHq6priZ6ZPn45y5cpJXa8HDx7g0qVLyJs3L8qWLQt3d3fs27cPjRo1AgCcPXsWV69eRcWKFQEAFStWxNdff43Q0FDkyZMHALB37154eXnh+eefl7ruTwLj4ctPNMjSsZPMLHZSI4ud1MhiJzXouJ9kZrGTOlm60XE/sZM6WbLouP3Yicg+vIKDiAhAyZIlUbJkyVSDGwULFkTDhg2RP39+S/MnTZqEgwcP4vLly/jtt9/Qu3dvuLi4oFmzZsiRIwfefPNNTJw4Efv378eJEycwYsQIVKpUyRzgePnll/H8889jyJAhCAkJwe7duzF16lR06NABHh4ejw7X0MP3BNUhS8dOMrPYSY0sdlIji53UoON+kpnFTupk6UbH/cRO6mTJouP2Yyci+/AKDiIiJE7EvXXrVpw7dw5RUVH4+OOPAQB37tzB5cuXUbJkSUvnwrh+/ToGDhyIe/fuIXfu3KhSpQp++OEH5M6dGwAwYsQIuLi4oG/fvoiNjcXLL7+M0aNHm/9/V1dXfP311xgzZgzatm2LrFmzwt/fH3379rVsnYmIiIiIiIiIiOzEAQ4iyvSWLFmCSZMmITY2cYIrh8NhDnCEhoaibdu2GDt2LNq0aWPZOkyZMuWR3/f09MTo0aNTDGo8rGDBgpg7d67oVSMiIiIiIiIiInoi8RZVRJSpbd++HR999BFKliyJWbNmoX379im+/8ILL6BUqVL4+eefbVpDIiIiIiIiIiIiSguv4CCiTG3evHkoUKAAFi5ciGzZsuGPP/5I9TMlS5bE4cOHbVg7+q8iI2O1y9Kxk8wsdlIji53UyGInNei4n2RmsZM6WbrRcT+xkzpZsui4/diJyD68goOIMrVTp06hbt26yJYtW7o/kz9/foSGhkpcK8ooh8OhXZaOnWRmsZMaWeykRhY7qUHH/SQzi53UydKNjvuJndTJkkXH7cdORPbhAAcRZWqGYcDN7dEXs4WGhsLDw0PSGpEIWbO6a5elYyeZWeykRhY7qZHFTmrQcT/JzGIndbJ0o+N+Yid1smTRcfuxE5F9OMBBRJlasWLFcOTIkXS/Hx8fj8OHD6NkyZIS14qIiIiIiIiIiIj+CQc4iChTa968OU6ePIkZM2ak+p7T6cSkSZNw6dIl+Pn5yV85IiIiUt7tiBiE3AhHyI1wnA+NBACcD400H7sdEWPzGhIRERERqYuTjBNRphYQEIDt27dj5syZ2LBhg3krqn79+uHEiRO4cuUKateujVatWtm8pvRvGIZ+WTp2kpnFTmpksZMaWez076w+fg1z911M8djIzafNf7/r8xy61yoqPFfH/SQzi53UydKNjvuJndTJkkXH7cdORPbhAAcRZWru7u6YN28eZs6cieXLlyMsLAwAsGXLFnh5eeHdd99Fnz59OLmWYqKiYrXL0rGTzCx2UiOLndTIYqd/p2X5Z1GnRJ50v++d3Zp5vnTcTzKz2EmdLN3ouJ/YSZ0sWXTcfuxEZB8OcBBRpufh4YEBAwagf//+OHv2LMLCwuDl5YUSJUrA1dXV7tWj/8DFxYGEBDkfN5GVpWMnmVnspEYWO6mRxU7/jreXJ7y9PKVkJafjfpKZxU7qZOlGx/3ETupkyaLj9mMnIvtwDg4iov/ncDhQokQJVK5cGSVLluTghsKyZHHXLkvHTjKz2EmNLHZSI4ud1MjSsZPMLHZSJ0s3Ou4ndlInSxYdtx87EdmHAxxERERERERERERERKQcDnAQEREREREREREREZFyOMBBRETakXmfUFlZOnaSmcVOamSxkxpZ7KRGlo6dZGaxkzpZutFxP7GTOlmy6Lj92InIPhzgICIi7URHx2mXpWMnmVnspEYWO6mRxU5qZOnYSWYWO6mTpRsd9xM7qZMli47bj52I7MMBDiIi0o6bm7zDm6wsHTvJzGInNbLYSY0sdlIjS8dOMrPYSZ0s3ei4n9hJnSxZdNx+7ERkHz5TiYhIOx4ebtpl6dhJZhY7qZHFTmpksZMaWTp2kpnFTupk6UbH/cRO6mTJouP2Yyci+3CAg4joH4SGhiIkJMTu1SAiIiIiIiIiIqJkOMBBRJnOiy++iJkzZ6Z4LCgoCL17907z55ctWwZ/f38Zq0ZERERERERERESPiQMcRJTpGIYBwzBSPHb27Fls27bNpjUi0ZzOBO2ydOwkM4ud1MhiJzWy2EmNLB07ycxiJ3WydKPjfmIndbJk0XH7sRORfTjAQURE2omJidcuS8dOMrPYSY0sdlIji53UyNKxk8wsdlInSzc67id2UidLFh23HzsR2YcDHEREpB13d1ftsnTsJDOLndTIYic1sthJjSwdO8nMYid1snSj435iJ3WyZNFx+7ETkX04wEFERNrhL5fMsitHZhY7qZHFTmpksROz7MqRmaVjJx3puJ/YSZ0sWXTcfuxEZB8OcBARERERERERERERkXI4wEFERERERERERERERMpxs3sFiIjssGTJEgQFBZlf3717FwDQpEmTVD+b9D1SR3y8U7ssHTvJzGInNbLYSY0sdlIjS8dOMrPYSZ0s3ei4n9hJnSxZdNx+7ERkHw5wEFGmdPfu3TQHLs6ePZvmzzscDqtXiQSKjZX3i5isLB07ycxiJzWy2EmNLHZSI0vHTjKz2EmdLN3ouJ/YSZ0sWXTcfuxEZB8OcBBRphMSEmL3KpDFPDxcpf0yJitLx04ys9hJjSx2UiOLndTI0rGTzCx2UidLNzruJ3ZSJ0sWHbcfOxHZh3NwEBGRdtzcXLXL0rGTzCx2UiOLndTIYic1snTsJDOLndTJ0o2O+4md1MmSRcftx05E9uEABxHRPxg+fDheeuklu1eDiIiIiIiIiIiIkuEABxHRYzAMw+5VICIiIiIiIiIiomQ4wEFERNqJi5N3n1BZWTp2kpnFTmpksZMaWeykRpaOnWRmsZM6WbrRcT+xkzpZsui4/diJyD4c4CAiIu3wl0tm2ZUjM4ud1MhiJzWy2IlZduXIzNKxk4503E/spE6WLDpuP3Yisg8HOIiISDuenm7aZenYSWYWO6mRxU5qZLGTGlk6dpKZxU7qZOlGx/3ETupkyaLj9mMnIvtwgIOIiLTj6irv8CYrS8dOMrPYSY0sdlIji53UyNKxk8wsdlInSzc67id2UidLFh23HzsR2YfPVCIiIiIiIiIiIiIiUg6vNSKiTKdChQr/6ufj4+MtWhMiIiIiIiIiIiL6rzjAQUSZTp48eexeBbJYbKy8QSlZWTp2kpnFTmpksZMaWeykRpaOnWRmsZM6WbrRcT+xkzpZsui4/diJyD4c4CCiTGf79u12rwJZLD4+QbssHTvJzGInNbLYSY0sdlIjS8dOMrPYSZ0s3ei4n9hJnSxZdNx+7ERkH87BQURE2smSxV27LB07ycxiJzWy2EmNLHZSI0vHTjKz2EmdLN3ouJ/YSZ0sWXTcfuxEZB8OcBARkXZcXBzaZenYSWYWO6mRxU5qZLGTGlk6dpKZxU7qZOlGx/3ETupkyaLj9mMnIvvwFlVElOmsXbv2P/3//Pz8hK4HERERERERERER/Xcc4CCiTGfYsGFwOBI/iWAYhvnv9CT9DAc4iIiIiIiIiIiInhwc4CCiTMnV1RV169ZFhQoV7F4VskB0dJx2WTp2kpnFTmpksZMaWeykRpaOnWRmsZM6WbrRcT+xkzpZsui4/diJyD4c4CCiTKdx48bYvn07tm/fjgsXLqBly5bw8/ND7ty57V41EiQhwdAuS8dOMrPYSY0sdlIji53UyNKxk8wsdlInyyq3I2Jw+0EsAOB8aGSK/wUA7+we8PbyFJ6r435iJ3WyZNFx+7ETkX04yTgRZTpTp07F7t27MXz4cLi7u+PTTz9FnTp10KdPH+zcuRMJCQl2ryJlUNasHtpl6dhJZhY7qZHFTmpksZMaWTp2kpnFTupkWWX18WvouDgYHRcHY+Tm0wCAkZtPm4+tPn7Nklwd9xM7qZMli47bj52I7MMrOIgoU8qVKxc6deqETp064Y8//sDKlSsRFBSEn3/+Gd7e3vD390fLli1RtGhRu1eV/oN/mFZFySwdO8nMYic1sthJjSx2UiNLx04ys9hJnSyrtCz/LOqUyGN+nSWLe4rbtXhnt+bEn477iZ3UyZJFx+3HTkT24QAHEWV6ZcqUQZkyZTB8+HBs3boVq1evxjfffINvvvkGc+bMwcsvv2z3KhIRERERkUTeXp4pbkGVLZsHIiNjbVwjIiIiSgtvUUVE9P88PDxQvXp1VK9eHXny5EFCQgJiYmLsXi0iIiIiIiIiIiJKA6/gIKJMLz4+Htu2bcOqVauwZ88eOJ1OlCtXDr169UKtWrXsXj36D6Ki4v75hxTL0rGTzCx2UiOLndTIYic1snTsJDOLndTJkoX76cnPkZmlYyeZdNx+7ERkHw5wEFGmdfr0aaxcuRIbN27E3bt38fTTTyMgIABvvvkmSpYsaffqUQYYhqFdlo6dZGaxkxpZ7KRGFjupkaVjJ5lZ7KROlizcT09+jswsHTvJpOP2Yyci+/AWVUSU6SxZsgQtW7aEn58fli5dinLlymHatGnYvXs3hg8fzsENDWTLZs2kj3Zm6dhJZhY7qZHFTmpksZMaWTp2kpnFTupkycL99OTnyMzSsZNMOm4/diKyD6/gIKJM56OPPoKbmxteffVV+Pv7I3/+/ACAkydPPvL/V758eRmrR0RERERERERERI+BAxxElCnFx8djx44d2LFjx2P/f06dOmXhGhEREREREREREdG/wQEOIsp0/P397V4FIiIiIiIiIiIiyiAOcBBRpvPJJ5/YvQpkscjIWO2ydOwkM4ud1MhiJzWy2EmNLB07ycxiJ3WyZOF+evJzZGbp2EkmHbcfOxHZh5OMExGRdhwOh3ZZOnaSmcVOamSxkxpZ7KRGlo6dZGaxkzpZsnA/Pfk5MrN07CSTjtuPnYjswwEOIiLSTtas7tpl6dhJZhY7qZHFTmpksZMaWTp2kpnFTupkycL99OTnyMzSsZNMOm4/diKyDwc4iChT6dq1K44fP/6f/r+RkZGYM2cOlixZInitiIiIiIiIiIiI6N/iHBxElKncvXsXbdu2RdWqVeHn54fXX38dOXLkeOT/5+jRo1i/fj02bdqEmJgYTJw4UdLaEhERERERERERUXo4wEFEmcrq1auxZs0azJgxA4GBgRg5ciSKFSuGMmXKIE+ePMiZMydiYmIQFhaGc+fO4cSJE3jw4AFcXV3RpEkT9O/fHwUKFLC7Bv0Dw9AvS8dOMrPYSY0sdlIji53UyNKxk8wsdlInSxbupyc/R2aWjp1k0nH7sRORfRyGwacrEWU+hmFg165dWL16NQ4cOICwsLBUP+Pi4oJSpUqhYcOGaN26NfLly2fDmtrj9u1w/jJDRERERE+skBvh6Lg4GIsCKqF0/kdfkU1E/4yvKdKNwwF4e/O5nBnwCg4iypQcDgfq1auHevXqAQD++usvXL9+Hffu3YOnpydy586NF1544R9vX0VPJhcXBxIS5IzQyMrSsZPMLHZSI4ud1MhiJzWydOwkM4ud1MmShfvpyc+RmaVjJ5l03H7sRGQfTjJORASgRIkSqF27Npo2bYqGDRuicuXKHNxQWJYs7tpl6dhJZhY7qZHFTmpksZMaWTp2kpnFTupkycL99OTnyMzSsZNMOm4/diKyDwc4iIiIiIiIiIiIiIhIORzgICIiIiIiIiIiIiIi5XCAg4iItCPzPqGysnTsJDOLndTIYic1sthJjSwdO8nMYid1smThfnryc2Rm6dhJJh23HzsR2YcDHEREpJ3o6DjtsnTsJDOLndTIYic1sthJjSwdO8nMYid1smThfnryc2Rm6dhJJh23HzsR2YcDHEREpB03N3mHN1lZOnaSmcVOamSxkxpZ7KRGlo6dZGaxkzpZsnA/Pfk5MrN07CSTjtuPnYjsw2cqERFpx8PDTbssHTvJzGInNbLYSY0sdlIjS8dOMrPYSZ0sWbifnvwcmVk6dpJJx+3HTkT24QAHEREREREREREREREph0NxRJSpGYaB/fv34+jRo7h16xYAIG/evKhYsSJq1qwJh8Nh8xoSERERERERERFRWjjAQUSZ1q5duzB+/HhcvnwZQOJgBwBzUKNw4cL48MMPUadOHdvW8b9asmQJ5s2bh1u3bqF06dIYOXIkypcvb/dqSeN0JmiXpWMnmVnspEYWO6mRxU5qZOnYSWYWO6mTJQv305OfIzNLx04y6bj92InIPhzgIKJMaeXKlRg1ahQSEhJQoUIF1KxZE88++ywA4Nq1a9i/fz+OHTuGHj16YPz48WjZsqXNa/z4goKC8Mknn2Ds2LGoUKECFixYgK5du+LHH39Enjx57F49KWJi4rXL0rGTzCx2UiOLndTIYic1snTsJDOLndTJkoX76cnPkZmlYyeZdNx+7ERkHw5wEFGmc+HCBYwZMwa5cuXCF198gVq1aqX5c/v27cOgQYMwevRoVK1aFc8995zkNf1vvvvuO7Rp0wZvvvkmAGDs2LHYuXMnVq1ahe7du9u8dnK4u7siLs6pVZaOnWRmsZMaWeykRhY7qZGlYyeZWeykTpYs3E9Pfo7MLB07yaTj9mMnIvtwknEiynTmz58PwzDw9ddfpzu4AQA+Pj74+uuv4XQ6MX/+fHkrmAGxsbH4448/UvRycXFBrVq1EBwcbOOayeXu7qpdlo6dZGaxkxpZ7KRGFjupkaVjJ5lZ7KROlizcT09+jswsHTvJpOP2Yyci+/AKDiLKdPbu3YuaNWuiQoUK//iz5cuXh4+PD/bs2SNhzTLu7t27cDqdqW5FlSdPHpw9e/axl5M1q4f57/h4J2JjnfDwcIWb29+/4MTFOREX54SnpxtcXf8eL4+NjUd8fAKyZHGHi8vfk7RHR8chIcFA1qweSD53e1RUHAzDQLZsf2cCQGRkLBwOB7JmdTcfMwwgKioWLi4OZMny9+MJCQaio+Pg5uYCDw83uLu7Ils2DzidCYiJiYe7u2uKX85EdkraXuz07zsBib80e3q6sRM7sRM7sRM7/WOnhATDPB6yEzslfc89WT/VOyX10Gk/sZM6nZJ/X5dOAODm5sJOCnSy+u9c0pvDSJpVl4gok6hYsSICAgLwwQcfPNbPf/7551i8eDGOHj1q7YoJcOPGDdSpUwfLly9HpUqVzMc//fRTHDp0CCtWrHis5dy+HQ6Vjw7ZsnkgMjJWqywdO8nMYic1sthJjSx2UiNLx04ys9jpycy6HRGD2w8Sl3s+NBIjN5/GR2+UQtE82QAA3tk94O3lKTwX4H5SIUdmlo6dQm6Eo+PiYCwKqITS+XNYmqXj9mOnJ4/DAXh7W/tcpicDr+AgokzHxcUFTufj30fS6XTCxUWNO/o9/fTTcHV1RWhoaIrHQ0ND4e3tbdNayRcfL+8+obKydOwkM4ud1MhiJzWy2EmNLB07ycxipycza/Xxa5i772KKx0ZuPm3++12f59C9VlFLsrmfnvwcmVk6dpJJx+3HTkT24QAHEWU6hQoV+lfzUQQHB6NgwYIWrpE4Hh4eKFOmDPbt24eGDRsCABISErBv3z4EBATYvHbyxMbK+0VMVpaOnWRmsZMaWeykRhY7qZGlYyeZWez0ZGa1LP8s6pTIk+73vbN7pPu9jOJ+evJzZGbp2EkmHbcfOxHZR42PJBMRCfTKK6/g2LFj2LFjxz/+7M6dO3H06FHUqVNHwpqJ8fbbb+OHH37AmjVr8Ndff2HMmDGIiopCy5Yt7V41aTw85E2GJitLx04ys9hJjSx2UiOLndTI0rGTzCx2ejKzvL08UTp/DvO/8oWfSvG1VbenArifVMiRmaVjJ5l03H7sRGQfDnAQUabz9ttvI2vWrBg4cCBWrVqFtKYiMgwDq1evxoABA5AtWzZ06dJF/or+R02aNMHQoUMxbdo0+Pr64tSpU/jmm28y1S2qkk8+pkuWjp1kZrGTGlnspEYWO6mRpWMnmVnspEYWO6mRxU7qZMmi4/ZjJyL78BZVRJTpeHt7Y8qUKejTpw8+/PBDTJ8+HdWrV8ezzz4LALh27RoOHjyIGzduwM3NDdOnT0fevHltXut/JyAgIFPdkoqIiIiIiIiIiDIfDnAQUaZUt25dLF26FB9//DGCg4Oxfv36VD9TqVIlBAYGomzZsjasIRERERERERERET0KBziIKNMqW7Ysli1bhgsXLiA4OBi3bt0CAOTNmxeVKlVCkSJFbF5D+q/i4uRNhiYrS8dOMrPYSY0sdlIji53UyNKxk8wsdlIji53UyGIndbJk0XH7sRORfTjAQUSZXpEiRR45mDF8+HCsW7cOJ0+elLhWlBH85ZJZduXIzGInNbLYSY0sdmKWXTkys9hJjSx2UiNLx04y6bj92InIPpxknIjoMaQ1ETk9uTw95Y3fy8rSsZPMLHZSI4ud1MhiJzWydOwkM4ud1MhiJzWy2EmdLFl03H7sRGQfDnAQEZF2XF3lHd5kZenYSWYWO6mRxU5qZLGTGlk6dpKZxU5qZLGTGlnspE6WLDpuP3Yisg+fqUREREREREREREREpBwOcBARERERERERERERkXI4wEFERNqJjY3XLkvHTjKz2EmNLHZSI4ud1MjSsZPMLHZSI4ud1MhiJ3WyZNFx+7ETkX04wEFERNqJj0/QLkvHTjKz2EmNLHZSI4ud1MjSsZPMLHZSI4ud1MhiJ3WyZNFx+7ETkX3c7F4BIiLZKlSo8K9+Pj6en1pQTZYs7oiOjtMqS8dOMrPYSY0sdlIji53UyNKxk8wsdlIji53UyGIndbJk0XH7sRORfTjAQUSZTp48eexeBbKYi4tDuywdO8nMYic1sthJjSx2UiNLx04ys9hJjSx2UiOLndTJkkXH7cdORPbhAAcRZTrbt2+3exWIiIiIiIiIiIgogzgHBxERERERERERERERKYcDHERE/yA2NhYRERF2rwb9CzLvEyorS8dOMrPYSY0sdlIji53UyNKxk8wsdlIji53UyGIndbJk0XH7sRORfTjAQUSZToMGDbBw4cIUj+3evRuffPJJmj8/Z84cVKtWTcaqkSAJCYZ2WTp2kpnFTmpksZMaWeykRpaOnWRmsZMaWeykRhY7qZMli47bj52I7MMBDiLKdK5cuYL79++neOzYsWOpBj1IXVmzemiXpWMnmVnspEYWO6mRxU5qZOnYSWYWO6mRxU5qZLGTOlmy6Lj92InIPhzgICIi7Tgc+mXp2ElmFjupkcVOamSxkxpZOnaSmcVOamSxkxpZ7KROliw6bj92IrIPBziIiIiIiIiIiIiIiEg5HOAgIiIiIiIiIiIiIiLlcICDiIi0ExUVp12Wjp1kZrGTGlnspEYWO6mRpWMnmVnspEYWO6mRxU7qZMmi4/ZjJyL7cICDiIi0YxiGdlk6dpKZxU5qZLGTGlnspEaWjp1kZrGTGlnspEYWO6mTJYuO24+diOzjZvcKEBHZYcOGDTh27Jj59cWLFwEA7777bqqfTfoeqSNbNg9ERsZqlaVjJ5lZ7KRGFjupkcVOamTp2ElmFjupkcVOamSxkzpZsui4/diJyD4c4CCiTOnChQu4cOFCqsd3796d5s87HA6rV4mIiIiIiIiIiIj+BQ5wEFGms23bNrtXgYiIiIiIiIiIiDKIAxxElOkULFjQ7lUgIiIiIiIiIiKiDHIYnDGGiIgecvt2OHh0ICIiIiIiyhxCboSj4+JgLAqohNL5c9i9OkQZ5nAA3t58LmcGLnavABERkWgy50yRlaVjJ5lZ7KRGFjupkcVOamTp2ElmFjupkcVOamSxkzpZsui4/diJyD4c4CAiIu1kzequXZaOnWRmsZMaWeykRhY7qZGlYyeZWeykRhY7qZHFTupkyaLj9mMnIvtwgIOIiIiIiIiIiIiIiJTDAQ4iIiIiIiIiIiIiIlIOBziIiEg7MidIl5WlYyeZWeykRhY7qZHFTmpk6dhJZhY7qZHFTmpksZM6WbLouP3Yicg+DsPg05WIiFK6fTucv8wQERERERFlEiE3wtFxcTAWBVRC6fw57F4dogxzOABvbz6XMwNewUFERNpxcXFol6VjJ5lZ7KRGFjupkcVOamTp2ElmFjupkcVOamSxkzpZsui4/diJyD4c4CAiIu1kyeKuXZaOnWRmsZMaWeykRhY7qZGlYyeZWeykRhY7qZHFTupkyaLj9mMnIvtwgIOIiIiIiIiIiIiIiJTDAQ4iIiIiIiIiIiIiIlIOBziIiEg7CQnyZkiXlaVjJ5lZ7KRGFjupkcVOamTp2ElmFjupkcVOamSxkzpZsui4/diJyD4OwzD4bCUiohRu3w4Hjw5ERERERESZQ8iNcHRcHIxFAZVQOn8Ou1eHKMMcDsDbm8/lzIBXcBARkXbc3OQd3mRl6dhJZhY7qZHFTmpksZMaWTp2kpnFTmpksZMaWeykTpYsOm4/diKyD5+pRESkHQ8PN+2ydOwkM4ud1MhiJzWy2EmNLB07ycxiJzWy2EmNLHZSJ0sWHbcfOxHZhwMcRERERERERERERESkHA5wEBERERERERERERGRcjjAQURE2nE6E7TL0rGTzCx2UiOLndTIYic1snTsJDOLndTIYic1sthJnSxZdNx+7ERkHw5wEBGRdmJi4rXL0rGTzCx2UiOLndTIYic1snTsJDOLndTIYic1sthJnSxZdNx+7ERkHw5wEBGRdtzdXbXL0rGTzCx2UiOLndTIYic1snTsJDOLndTIYic1sthJnSxZdNx+7ERkHw5wEBGRdvjLJbPsypGZxU5qZLGTGlnsxCy7cmRmsZMaWeykRpaOnWTScfuxE5F9OMBBRERERERERERERETK4QAHEREREREREREREREphwMcRESknfh4p3ZZOnaSmcVOamSxkxpZ7KRGlo6dZGaxkxpZ7KRGFjupkyWLjtuPnYjswwEOIiLSTmysvF/EZGXp2ElmFjupkcVOamSxkxpZOnaSmcVOamSxkxpZ7KROliw6bj92IrIPBziIiEg7Hh7yJkOTlaVjJ5lZ7KRGFjupkcVOamTp2ElmFjupkcVOamSxkzpZsui4/diJyD4c4CAiIu24ucn7RUxWlo6dZGaxkxpZ7KRGFjupkaVjJ5lZ7KRGFjupkcVO6mTJouP2Yyci+3CAg4iIiIiIiIiIiIiIlMMBDiIiIiIiIiIiIiIiUg4HOIiISDtxcfImQ5OVpWMnmVnspEYWO6mRxU5qZOnYSWYWO6mRxU5qZLGTOlmy6Lj92InIPhzgICIi7fCXS2bZlSMzi53UyGInNbLYiVl25cjMYic1sthJjSwdO8mk4/ZjJyL7cICDiIi04+nppl2Wjp1kZrGTGlnspEYWO6mRpWMnmVnspEYWO6mRxU7qZMmi4/ZjJyL7cICDiIi04+oq7/AmK0vHTjKz2EmNLHZSI4ud1MjSsZPMLHZSI4ud1MhiJ3WyZNFx+7ETkX34TCUiIiIiIiIiIiIiIuVwgIOIiIiIiIiIiIiIiJTDAQ4iItJObGy8dlk6dpKZxU5qZLGTGlnspEaWjp1kZrGTGlnspEYWO6mTJYuO24+diOzDAQ4iItJOfHyCdlk6dpKZxU5qZLGTGlnspEaWjp1kZrGTGlnspEYWO6mTJYuO24+diOzDAQ4iItJOlizu2mXp2ElmFjupkcVOamSxkxpZOnaSmcVOamSxkxpZ7KROliw6bj92IrIPBziIiEg7Li4O7bJ07CQzi53UyGInNbLYSY0sHTvJzGInNbLYSY0sdlInSxYdtx87EdmHAxxERERERERERERERKQcDnAQEREREREREREREZFyOMBBRETaiY6O0y5Lx04ys9hJjSx2UiOLndTI0rGTzCx2UiOLndTIYid1smTRcfuxE5F9OMBBRETaSUgwtMvSsZPMLHZSI4ud1MhiJzWydOwkM4ud1MhiJzWy2EmdLFl03H7sRGQfDnAQEZF2smb10C5Lx04ys9hJjSx2UiOLndTI0rGTzCx2UiOLndTIYid1smTRcfuxE5F9OMBBRETacTj0y9Kxk8wsdlIji53UyGInNbJ07CQzi53UyGInNbLYSZ0sWXTcfuxEZB8OcBARPQHq16+PUqVKpfhvzpw5KX4mJCQEb731FsqVK4e6deti7ty5qZazefNmNG7cGOXKlUPz5s2xa9cuWRWIiIiIiIiIiIikcrN7BYiIKFHfvn3Rpk0b8+vs2bOb/46IiEDXrl3h4+ODsWPH4s8//8SIESOQM2dOtG3bFgDw22+/YdCgQRg4cCBeffVVbNiwAb169cLq1atRsmRJ6X2IiIiIiIiIiIisxCs4iIieENmzZ0fevHnN/7Jly2Z+b/369YiLi8OECRPwwgsvoGnTpujYsSO+++4782cWLlyIV155Bd26dUOJEiXQv39/vPTSS1i8eLEddWwVFRWnXZaOnWRmsZMaWeykRhY7qZGlYyeZWeykRhY7qZHFTupkyaLj9mMnIvtwgIOI6Akxd+5c1KhRA35+fvjmm28QHx9vfu/o0aOoWrUqPDz+nuTr5Zdfxrlz5xAWFmb+jI+PT4plvvzyyzh69KiU9X+SGIahXZaOnWRmsZMaWeykRhY7qZGlYyeZWeykRhY7qZHFTupkyaLj9mMnIvvwFlVERE+Ajh074qWXXkKuXLkQHByMyZMn49atWxg+fDgA4Pbt2yhUqFCK/4+3t7f5vVy5cuH27dvmY0ny5MmD27dv/+v1yZr174GU+HgnYmOd8PBwhZubq/l4XJwTcXFOeHq6wdX17/Hy2Nh4xMcnIEsWd7i4/D0rWXR0HBISDGTN6pFisrKoqDgYhoFs2f7OBIDIyFg4HA5kzepuPmYYQFRULFxcHMiS5e/HExIMREfHwc3NBR4ebnB3d0VcnBNOZwJiYuLh7u4Kd/e/111kpyxZ3GEYYKf/0AkA3N1dER0dx07sxE7sxE7s9I+dEhIM5MqVFXFxTnZiJ3ZiJ3YS3Cn593XpBABubi64fz+anZ7wTlb/nUt6cxgcjiMissTnn3+e5kTgyQUFBaFEiRKpHl+5ciVGjx6N4OBgeHh44J133kGhQoUwbtw482fOnDmDpk2bmssoW7YsJk6ciGbNmpk/s2TJEsycORN79+79V+t++3Y4VD46ZMvmgcjIWK2ydOwkM4ud1MhiJzWy2EmNLB07ycxiJzWy2EmNLHZSIyvkRjg6Lg7GooBKKJ0/h6VZOm4/dnryOByAt7e1z2V6MvAKDiIii7zzzjvw9/d/5M8ULlw4zccrVKiA+Ph4XL58GcWLF4e3t3eqKzGSvk66aiOtnwkNDU11VQcREREREREREZEOOMBBRGSR3LlzI3fu3P/p/3vq1Cm4uLggT548AICKFSti6tSpiIuLg7t74uWde/fuRbFixZArVy7zZ/bv348uXbqYy9m7dy8qVqyYoR5ERERERERERERPIk4yTkRks+DgYMyfPx8hISG4dOkS1q9fj08++QQtWrQwBy+aN28Od3d3BAYG4n//+x+CgoKwcOFCvP322+ZyOnXqhN27d+Pbb7/FX3/9henTp+PEiRMICAiwq5ptZF5GKytLx04ys9hJjSx2UiOLndTI0rGTzCx2UiOLndTIYid1smTRcfuxE5F9OAcHEZHN/vjjD4wdOxZnz55FbGwsChUqBF9fX7z99tvw8Ph78q6QkBCMGzcOv//+O55++mkEBASge/fuKZa1efNmTJ06FVeuXEHRokUxePBg1K1b91+vk+pzcDgcDsg6vMnK0rGTzCx2UiOLndTIYic1snTsJDOLndTIYic1sthJjSyZc3DouP3Y6cnDOTgyDw5wEBFRKqoPcHCCN2bZlSMzi53UyGInNbLYiVl25cjMYic1sthJjSwdO3GScTVyZGZxknFSBefgICIiIiIiIiIiymRuR8Tg9oPEE9jnQyNT/C8AeGf3gLeXpy3rRkT0uDjAQURERERERERElMmsPn4Nc/ddTPHYyM2nzX+/6/McutcqKnmtiIj+HQ5wEBGRdmTeXktWlo6dZGaxkxpZ7KRGFjupkaVjJ5lZ7KRGFjupkcVOT25Wy/LPok6JPObXnp7uiImJM7/2zu6R1v8tw3TZfnbkyMxS+bbVlLlwDg4iIkpF9Tk4iIiIiIiIiCjz4hwcmYeL3StAREQkmouLQ7ssHTvJzGInNbLYSY0sdlIjS8dOMrPYSY0sdlIji52YZVeOzCx2IrIPBziIiEg7WbK4a5elYyeZWeykRhY7qZHFTmpk6dhJZhY7qZHFTmpksROz7MqRmcVORPbhAAcRERERERERERERESmHAxxERERERERERERERKQcDnAQEZF2EhLkzZAuK0vHTjKz2EmNLHZSI4ud1MjSsZPMLHZSI4ud1MhiJ2bZlSMzi52I7OMwDIPPViIiSuH27XDw6EBEREREREREKnI4AG/vHHavBknAKziIiEg7bm7yDm+ysnTsJDOLndTIYic1sthJjSwdO8nMYic1sthJjSx2YpZdOTKz2InIPnymEhGRdjw83LTL0rGTzCx2UiOLndTIYic1snTsJDOLndTIYic1stiJWXblyMxiJyL7cICDiIiIiIiIiIiIiIiUwwEOIiIiIiIiIiIiIiJSDgc4iIhIO05ngnZZOnaSmcVOamSxkxpZ7KRGlo6dZGaxkxpZ7KRGFjsxy64cmVnsRGQfh2EYht0rQURET5bbt8PBowMRERERERERqcjhALy9c9i9GiQBr+AgIiLtuLu7apelYyeZWeykRhY7qZHFTmpk6dhJZhY7qZHFTmpksROz7MqRmcVORPbhAAcREWmHv1wyy64cmVnspEYWO6mRxU7MsitHZhY7qZHFTmpk6dhJZhY7qZHFAQ5SBQc4iIiIiIiIiIiIiIhIORzgICIiIiIiIiIiIiIi5XCAg4iItBMf79QuS8dOMrPYSY0sdlIji53UyNKxk8wsdlIji53UyGInZtmVIzOLnYjs4zAMw7B7JYiI6Mly+3Y4eHQgIiIiIiIiIhU5HIC3dw67V4Mk4BUcRESkHQ8PeZOhycrSsZPMLHZSI4ud1MhiJzWydOwkM4ud1MhiJzWy2IlZduXIzGInIvtwgIOIiLTj5ibvFzFZWTp2kpnFTmpksZMaWeykRpaOnWRmsZMaWeykRhY7McuuHJlZ7ERkHw5wEBERERERERERERGRctzsXgEiInryOBx2r0HGyewgK0vHTjKz2EmNLHZSI4ud1MjSsZPMLHZSI4ud1MhiJ2bZlSMzi52eLCqvO/07nGSciIiIiIiIiIiIiIiUw1tUERERERERERERERGRcjjAQUREREREREREREREyuEABxERERERERERERERKYcDHEREREREREREREREpBwOcBARERERERERERERkXI4wEFERERERERERERERMrhAAcRERERERERERERESmHAxxERERERERERERERKQcDnAQEREREREREREREZFyOMBBRERERERERERERETK4QAHEREREREREREREREphwMcRERERERERERERESkHA5wEBGR0uLj46XkHD9+HPPnz8eBAweELvfu3bv4/PPPsXjxYgDA1KlT8dZbb2H06NG4d++e0Cz675xOJ5YuXYoOHTqgfv36qF+/Pjp06IAlS5bA6XQqm0XqiI2NxeXLl3H58mXExsZalhMZGWm+r967dw/79u3D9evXLcsDgGvXruGnn37ChQsXhC87NjYWy5Ytw44dOwAAK1euxODBgzFnzhzLtuPx48cRFRUFAAgKCsKkSZNw48YNS7IeltRTdadPn8bKlSvx+++/W7L8S5cu4dChQ4iOjk7x+J49eyzJk+XSpUs4cOAADhw4gEuXLtm9OkpJ/n5w6dIl7NixQ+oxd9myZZYuPywszNLlJzd8+HBpWVb566+/EBoaav57xYoVOHbsmGV5so4bMo9P165dM19XR44cweLFixEREWFJltVk/y6xfft2c1vNmzcPffv2xZ9//ik8h0gnHOAgIiJlHD9+HK1bt0bfvn1x8+ZNvPXWWyhbtizeeOMNnDx5UmhW586dzX//+OOP6Nu3L86ePYtRo0Zh+fLlwnICAwMRFhaG4OBgvPfee7h06RLee+89uLi4YNSoUcJygMQ/LpJERUVh7NixaNGiBYYNG4b79+8Ly7l79y6GDx+OTp06YeHChSm+16dPH2E5/2To0KHCljV27Fjs3r0b3bt3x9y5czF37lx0794dv/76K8aMGSMsR3ZWejp16iR0eZcuXcKAAQMwadIkREVFYfDgwahbty66deuGy5cvK5cDAJs3bzb/fefOHXTv3h1VqlRBx44dcfXqVWE5N2/eRL9+/VC1alW0bdsWbdq0QdWqVdGvXz/hJyXWrl2LmjVrokGDBti3bx+aNWuGL774Ar6+vggKChKWM3jwYPPfBw4cwJtvvonly5ejQ4cO+Omnn4TlAMDo0aOxbds2zJs3D6NHj8b69etRsWJFBAcHY9y4cUKzknz44Yfw8PDA+fPnMXXqVLi5uWHEiBGWZD1s7NixQpcn63neuXNn82RiUFAQunXrht27d6Nfv35Cj7kAsH79erRu3Rrjxo1Do0aNEBwcbH7v888/F5qVHpHHJyDxBGyrVq3Qvn17fP755/j888/Rvn17tGrVCv/73/+E5Vy8eBEdO3ZEgwYN8MknnyAmJsb8Xtu2bYXlAHLfzwGgffv2iIiIwN27d/HWW29h9uzZwl9PjzJ79mxhy1qwYIH570uXLqFp06Z45ZVXUL9+fZw+fVpYDgB88sknqf776aefzH/LIvI19c0336Bjx4548803sW7dOnTt2hW//vor+vfvn2LbiiTruCHz+NSzZ08YhoEbN25g4MCB+O2334Rmyfx7Q/bvElOmTIGXlxdCQkKwfv161KpVS9rfAID4vwOIZHCzewWIiIge14QJE9CxY0eEh4cjICAAnTt3xrx587Bjxw589NFHQj/9lvyTbgsWLMC8efNQokQJ3L59G127dkW7du2E5Fy6dAlfffUV4uPj8fLLL+PXX3+Fm5sb6tSpgxYtWgjJSDJ+/HisWbMGADBt2jQ8ePAA48aNQ1BQED7++GNMmjRJSM7o0aNRqFAh1KtXD4sXL8ahQ4cwdepUuLq6Sv1Eqcirbfbv34+tW7emeKxEiRKoU6cOGjVqJCxHZtajPkUn+pP0H374IWrWrImIiAgEBASgZs2amDdvHrZv347Ro0dj3rx5SuUAwJw5c/DGG28AACZPnoySJUvi448/xsaNG/Hxxx9j5syZQnKGDBmCOnXqYMKECciePTsA4MGDB1i+fDkGDx6c6o/6jJg3bx42b95svsd+9913KFeuHC5cuIA+ffqgSZMmQnKSn3CdNWsWZsyYgcqVK+P8+fMYNGgQXnvtNSE5QOLA+MaNGxETE4PatWtj9+7dyJYtG9q0aQN/f39hOcm5urrC1dUVv/zyC9q3b4+3334bfn5+wpaf3klDwzAQHh4uLAeQ9zy/c+cO8uTJAyDxmLt8+XIULFgQ9+7dQ8eOHYUdc4HE5/natWvxzDPPYO/evRgwYAA++eQT+Pj4wDAMYTmPIvpq0GHDhuHdd99NdYz48ccfMXz4cKxcuVJIztixY9G4cWNUqFABCxcuROfOnfHNN9/Ay8srxWCHCDLfz4HEqye9vLywdu1a+Pv7Y+DAgWjevLnQjN69e6f5uGEYQq/aXbt2rflBnSlTpuCtt95Chw4dsGXLFkycOBHfffedsKzvv/8er732GooUKWI+5nA4kCNHDmEZj0Pka2rNmjXYvHkzIiMj8cYbb2DDhg0oXLgw7ty5g06dOqX4EJQoVh83ZOck8fT0xM6dO9G2bVv07NlT6N82Mv/ekP27hJtb4qnaX3/9FW3atEG7du3w/fffC82Q+XcAkQwc4CAiImVER0ebvxjPnTsXHTp0AAA0adIEc+bMEZrlcDhS5JYoUQIA4O3tDRcX8RdAGoYBp9NpnlxxOBzCT7QkX96+ffuwfPlyZMmSBeXLl4evr6+wnAsXLmDatGkAgNdeew1jxoxBr169MH36dGEZSapXr57m44Zh4MGDB8JyHA4H7ty5g9y5c6d4/M6dO8L3k6ysqlWrpnqeJX2d/Pkvwt27d/H+++/DMAy88sor5if4n3/+eWzatEm5HCDl6+n48eNYs2YNXF1d8fbbb5sDiSJcv34d77zzTorHsmfPjq5du2LFihXCcoDEEx8FCxYEAOTMmRPlypUDABQpUkTo+17y59e9e/dQuXJlAEDRokWF3xLG1dUVDocDnp6e8PT0RLZs2QAA7u7ulryXA4m3srh9+zZ27NiBDz74AACE9lq6dCm6desGV1fXVN8T/dqV9TyPjY2F0+mEq6srDMMwn4dPPfWUsIwkhmHgmWeeAQDUqlULs2fPxvvvv4+PPvpI6PaTdXwCgPv376c5AN64cWNMmTJFWE5oaKj5u9enn36Kr7/+Gl26dMF3332n7HEjSVxcHIDEE+VJAxui3yN+/fVXjBgxAu7u7ikeNwwDhw8fFpqV5MyZM5g8eTIAoFGjRvjqq6+ELn/VqlUYNWoUKlSogICAAADA6tWr0x3MyQhZrykPDw/kypULuXLlwtNPP43ChQsDAHLnzm2eeBbN6uOG7JykrNjYWOzZs8eSQSGZf2/I/l3C6XTi2LFj2Lp1q/mhBtG3ZZb5dwCRDBzgICIiZcTFxSE6OhoPHjzAvXv3cPv2bXh7eyMyMlL4JwcvXbqE3r17wzAMXL9+HTExMfD09DTXQ5SXXnoJ/fr1Q3R0NF5++WUMHjwYr732Gn799VcUL15cWA4AJCQkmJ/WcXV1RZYsWQAk/gGf1omy/yr5vWhdXFwwbtw4jB8/Hr169RK67ZKWP3/+/FSfFDQMA+3btxeW061bN/j6+qJBgwYoUKAAAODq1avYvn278MvgZWXlzZsX69atSzWQAgB169YVlgMk/qGWkJCAqKgoPHjwABEREfDy8kJcXJzQ54SsHACIiYnB6dOnzT8Ek7+GRP5h6OnpiUOHDqFatWopHj948CA8PDyE5QCJr6f//e9/CAsLQ2RkJI4cOYIqVargr7/+EnoC5Pr16/jkk09gGAbu3r1rntgGxJ9oKVCgACZNmoQHDx7g+eefx0cffYTmzZtj9+7dyJs3r9CsJF26dEHjxo1Rq1YtlClTBhcvXkSuXLmELf+FF15A48aNUapUqVTfEz3oJet53qxZMwwYMACDBg1Co0aNMGvWLDRv3hy//PILChUqJCwHSDw+JL03AECpUqUwZ84cdO/eXehJUlnHJwB4+umnsXbtWrRo0cI82ZaQkIB169bh6aefFpbz8JwlPXr0gLu7Ozp37ix80Ebm+zkA1KhRA02aNIHT6cS4ceMQFhYm9HcjAChdujRefPFFc/A4uS+//FJYzv3797F9+3YYhpHqpKjoD2WUKFECCxYswMyZM/HOO+8IHyhMTtZrysPDAzt37kRYWBgcDgeCgoLQpEkT7N+/37KBcauPG7JzAKBp06aoXbs2ihYtisqVK+PmzZvImjWrsOXL/HtD9u8S/fv3x6hRo1CrVi2UKFECZ8+eRdGiRYVmyPw7gEgGDnAQEZEyfH190aRJE8THx6NPnz7o3bs3SpYsieDgYLz++utCswIDA81/N2zYEFFRUfD09MSNGzfQoEEDYTnjxo3D8uXL4XA40K5dO+zevRsrVqxAoUKFMGzYMGE5APDnn3+iWrVq5omq69ev45lnnkF0dDQSEhKE5RQoUAC//fab+alsIPFWE+PHj8fu3buF5QBAmTJlEBYWhtKlS6f6nsiTOq1bt4aPjw+2bNmCa9euAQAKFy6MJUuWmJ/sE5lVs2ZNbN261dKsSpUq4fTp0/Dx8Un1vbS2Z0a88soraN++PWJjY815dGrWrIn9+/ejSpUqyuUAiSd+k+4vDcB8PYWHhws9ATJu3DgMHjwYbm5u5oDXlStX4HQ68dlnnwnLAYB+/fohICAADocDU6ZMwdSpU3Hr1i3cunULH330kbCcpE+AA4nP93v37iFPnjy4ceMGypQpIywHSLy14ddff42sWbNi+vTp2LhxI0aOHIlChQpZdn/91q1bo3Xr1ubXBQsWxLfffits+f369TMHqB82ceJEYTmAvOd5nz59sGDBAnTq1AmhoaGIj4/HN998g6ZNmwq/j3+bNm1w4sQJ1KxZ03zs+eefx9y5c/Hxxx8Ly5F1fAKASZMmYdSoURg/frx5su3WrVt46aWXhG6/EiVK4JdffkGdOnXMx7p27QoXFxdht7lMIvP9HABGjhyJkJAQFC5cGO7u7nA6nRg/frzQjMDAQOTLly/N782fP19YToECBczbUCW9t+bPnx+hoaGprh4Rwc3NDf369cOxY8fQp08fcxJr0WS9pgIDAzFq1Ci4uLjgq6++wpw5czB06FBky5YNU6dOFZaTnNXHDdk5QOIcHAEBAfDy8oLD4UD27NnNKy5EkPn3Rnq/SxQuXNiS3yXq16+P+vXrm18XL15c+JUpMv8OIJLBYci60SgREZEAISEhABJ/8bp8+TK2bt2KwoULC71ne2Zz//59nD17FhUrVhSyvJs3b8LV1dW8n3pyD/8hklGRkZFwc3MT/kl2EsswDGzbtg0OhwP169fH77//jnXr1qFw4cJ46623hO0/WTmPEhUVhdu3bwsdjDIMAydOnDAHvJ599lmULVvW8lsIOJ1OnDp1Cs8++2yK13NsbKyUbbl582Zz/geVTJs2DR07djRPuN25cwdLly615JYtj2Ll9rPieZ4kIiICTqfTsk8Vy2LH8enOnTsp3ifS+mRuRiR9YjqtTkkn0UWR/X6+fft2VK1aFTlz5gSQOBdbcHAw6tWrJzTncSxYsMCSW/o4nU7ExsYK/RT9w6Kjo3Hx4kWULFlS+LLt/J3v7t27yJUrV4qB3UuXLgl7D5R13JB5fPr+++/RqFEj81aDd+/exU8//YQ2bdoIWb7MvzdkCwwMxAcffJBiP02dOtWSCc2JtGEQEREp7P79+8bp06ctWfbOnTuNwYMHGwEBAUZAQIAxePBgY+fOnZZkTZ061QgLCzMSEhKMd99916hevbrx448/WpKloxUrVjzWY1aYPHmy0OXFxsYa8+fPNxYsWGDExcUZmzZtMnr06GFMmTLFiImJEZr1sF9//dXS5SeXkJBghIeHa5MjU1xcnK35fn5+yuUsW7bMuH//vmEYhjF27FjD39/fOHjwoLDlJ9eiRYtUj8naZnZnWuHOnTvCl3nq1Cnj1KlThmEYxrlz54zvvvvO2Lt3r/Ccx/HBBx/YkpsRo0ePfqzHRLPy/fzh121CQoJtryEVX7tOpzPVY/fu3bM8988//7Q8Iz0i95Os44bM41NaWb6+vsJzrly5YkRHR5tfR0dHG1evXhWe87DevXtbtuy0tpNV++nh7RcVFSVl+xGJZs0NBImIiCzUtWtX3L9/Hw8ePICvry969Ogh9N7FADBlyhRMmzYNFStWRLdu3dCtWzdUrFgR06ZNEzphZ5Jt27YhZ86c2Lt3L1xdXbFs2TLMmjVLeE56OnXqpHTOkiVLUj22dOlSS7Ietm7dOqHLGz9+PA4dOoRffvkFQ4YMQVBQEJo3b44LFy4IvyXRwz7//HNLlz9ixAjcv38fsbGx8PX1Re3atdPcd6rkpCetyX7/q+PHj5u3Z7l58ybeeustlC1bFm+88QZOnjwpLOffMCRdAC4yZ8mSJciRIweOHDmCP//8EwMGDBB+S50kad3yz4o5A/6JiO1Xo0YNjB8/3rx60g7+/v5Cl7do0SK8//77ePfddzF//nwMGDAA586dw5gxY7B8+XKhWY/jzJkzGV6G7P107NixVI8FBwdbkmXX+7nD4bBs8uV/ktHX7sWLF9GxY0c0aNAAEyZMSDFPXdu2bTO6ein8/vvvqF+/PsqXL49evXrhzp075ve6dOkiNCstQ4YMsTwjPSKPUbKOGzKPT2ltHyteU3379k2V+/BjVrh8+bJly354OxmGYdl+Smtbydh+RKJxDg4iIlJOaGgocubMiaCgINSvXx9Dhw5Fy5Yt0a9fP2EZmzdvxsaNG1NdBt+qVSs0bdoUAwYMEJYFwLzk/eDBg2jcuDGKFy8u/PYzSROMp+XChQvK5QCJJ3+Dg4Nx584dLFy40Hw8PDw8xeSDGZXeCTbDMBAaGiosB0i8rH7Dhg2IiYmBj48P9uzZg6xZs6Jhw4Z48803hWY9zOoT13/88Qdy5syJbdu24aWXXsLSpUvRvn37FHMyqJLzqBOJIifbnTBhAjp27Ijw8HAEBASgc+fOmDdvHnbs2IGPPvoIy5YtE5b1uKy+NZYVOW5uiX/27N+/H76+vnjllVcwefJkYctPrlixYpg7dy7eeecdGIaBb7/9FsWLF7ck61FEbL/s2bPDMAx06tQJhQsXRqtWrdC8eXNzgm5Rtm3blu73kp+cFeGHH37Axo0b8eDBAzRs2BA//vgjChQogDt37uCdd95Bu3bthObJIGs/BQUFYdOmTbh8+XKKW9qEh4cjW7ZsQrOSyDpuZM+ePcVtbY4cOYLs2bMLzXhcGX3tjh07Fo0bN0aFChWwcOFCdO7cGd988w28vLyEv54++eQTjBo1ChUqVMCCBQvQoUMHzJ8/H/nz55cyGC5rwD0tIo9Rso4bMo9PefPmNSdoBxLfP9KbgyYj4uLi4OnpaX6dJUsWoX8DpMfK516FChUwbtw4dO3a1dxPFSpUsCTLru1HJBoHOIiISDnx8fEAgMOHD+OVV16Bu7s7XF1dhWYYhpHmL64JCQmW/EKbNWtWzJkzB0FBQVi2bJkln9SpWrUqHA5HivVP+lrkH2mycoDE+++GhIQgOjoap06dMh/Pnj270IlVL126hC+++CLVfasNwxA+2JV0ItbT0xOFCxc2Mz08PIQ/zx+W9EeoVZKeE4cPH0a9evXg5eVlSScZOX5+fihYsGCa7wf37t0TlhMdHY0WLVoAAObOnWue1GvSpAnmzJkjLEd3DocDQUFB2Lx5M2bPng3Auk+tBgYGYvDgweaVhdWqVbPsahGr5cqVCyNHjsTQoUOxZcsWrFq1Cp9++ilee+01tG7dGtWqVROS07t3b1SrVi3N15PIAUMAcHV1Rfbs2ZE9e3Y899xzKFCgAAAgd+7c0gbvRJO1n4oXL44GDRrg5MmTaNCggfm4l5dXmhPViiDruDF48GD07t3bPNl7/vx5zJw5U3iODKGhoeax4tNPP8XXX3+NLl264LvvvhP+HI+MjDTnKenfvz+KFSuGTp06Yf78+VJeT1WrVrU8QwZZxw2Zx6cRI0agZ8+e5tXBWbJkwVdffSU8x+FwIDQ01JyL49atW1IGvhYtWmTZsocNG4aPP/4YrVq1MuchGj58uCVZdm0/ItE4wEFERMp54YUX0K1bN5w9exaDBw9GVFSU8Ax/f3+0atUKLVq0QMGCBQEAV65cwfr169GyZUvheRMnTsTixYsxePBgeHt748KFC+ZJTVHy5s2LdevWpTnpaN26dZXLAYCGDRuiYcOG2LVrl/BlJ/fiiy8iR44caU5Y6O7uLjTLMAw4nU64urqm+EMwPj7ekkv7r169ijx58sDT0xPdu3dHdHQ07t69i2effVZ4Vt68eTF69Gjs3r0b77//PuLi4izpJCOnQIECWLp0aZqT6op8LsbFxSE6OhoPHjzAvXv3cPv2bXh7eyMyMlL4J3Efl4q3qBo9ejRmz56N1q1bo2DBgjh37hxq1qwpbPnJ5c+fHwsXLkRkZCQAWPbJ9n8icvt5eHigefPmaN68OS5fvoyVK1diyJAh2LFjh5DlFylSBBMmTEChQoVSfU/0e3vy94I+ffqk+J7qn1q1ej+VLl0apUuXRr169cxjfFhYmKUTwss6blSqVAlBQUE4evSo+XXShOOyZfS1Gx0dneLrHj16wN3dHZ07dxY+YBgVFYWEhATzSmRfX1+4u7ujS5culr+erl+/jnfffdfSjEcR+R4r67gh8/hUokQJBAUF4dy5cwASrx6xYnCyY8eOaNu2LXx9fQEA69evR69evYTnAMDy5cvRtGlT5MiRA1OmTMHRo0cxfPhwYYPISby8vIR+UOtRZG4/IitxgIOIiJQzceJE7N69G6VKlULWrFlx48YNDBw40Px+bGxsqltL/Vs9e/ZEtWrVsHnzZhw5cgRA4gnNkSNHonr16hladlqKFCmCwMDAFF93797d/Hrw4MEZnn+hUqVKOH36dJqfsixdunSGlm1HTnLJT4D16dMH06dPF7r8iRMnpnurjy1btgjNGjNmDOLj4+Hq6moOrgGJAxEdO3YUmgUk3mf34fuZ9+3bFytWrBCe9dlnn2H9+vXw9/dHzpw5cfnyZbz99ttK5tSvXx+XLl2yfIDD19cXTZo0QXx8PPr06YPevXujZMmSCA4Oxuuvvy4s59+w6jYJDxN5dVSFChVSDBgWK1YMH374ofn1Z599hsGDB2co4/z58yhatGi6ty+z6v3v+vXrcDgcqZ6LIrZfWifwChUqhP79+wu9LaS/vz/u3r2b5gCH6FtGtWvXDhEREfDy8koxX85ff/2FKlWqCM16HEknhjNC1n5KkvwDDF26dMGaNWuEZySRddwAEq+EsfLDEo9r4sSJGfr/lyhRAr/88gvq1KljPta1a1e4uLgI/7R+5cqVsWvXLrz66qvmY0lXg1o1P0ZISAgGDBiA27dvw+FwwNvbG5MnT7bsPTY9r732WoaXIeu4IfP4FBkZiWzZspm3rH3mmWcAwPxAmuhb57355psoVKgQdu3aBSDxtmlWXdmzZMkStGvXLtV8XitXrhSy/IMHD6J69erp3rYx+ZVzosjcfkRWchi89oiIiDTj7+9v6R/bdtCxk1Xs3FYiTpLKzvL19U01UXpaj8nQuXNnLFiwQJscQMyAa9IJidKlS+Py5cvYunUrChcuLOTkSlpiY2Mxf/587N27Fw6HAz4+PujSpUuGeyTp1avXI29dMmPGDCE5/4aI94333nsPs2fPRv369VN9z+FwPHKeif9Cxkm+P//8EyVLlhS2vIy6dOkSChcubPdq/Cs9e/ZMdVuWtB7LCDv3k5+fH9auXWtLNpDx9/OAgAAsXrwY1apVS/G+lHRbzYMHD4pYzRT++OMPTJ48GZcvXzZvuwo8ei6afyPpyom03rNv3LhhDoaKOD49LpGv3TfffBPdunXDG2+8AQD48ccfMXfuXKxatUrI8pOEhYXhiy++wL59+8xj4cCBA4VesSTruCHz+JR0PC1dunSKW9Qm/W/yW8qK9r///Q8vvPCCZctP6jZz5kzky5cPrVu3Fvp3x4cffojx48en+YEmh8ORYr5BK1i9/YisxCs4iIhIO6LG7nft2oVNmzbh2rVrAIBnn30WTZs2fSI+3Wcl1U8y2/nZjb179yqX9STdezcsLEyrHABo27Zthv/wTX7CulChQvD398fTTz+d0VVL1+jRo3H37l0EBAQAAFavXo3Ro0cLu11Cw4YNhSxHJBHP+dmzZ8MwDCxbtizNK3tECwwMRN++fVOc5AsMDBR6ku9JGtwAEq8us2IA24or/5Ik/Q6R3KVLl4Rm2LmfnnvuOduygYy/n0+ePBkApA7SDBs2DB06dEDFihUtuWXPowYtkr83iTg+PS6Rr93Y2FjzfQ8AGjdubMl8KcOGDcMzzzxjvjesWLECw4YNw6xZs4RlyDpuyDw+Je3n9K4WsdKQIUMsfU5bPZ/X+PHjkZCQgEGDBqFixYrClvu4rN5+RFbiAAcREWlHxKSGU6ZMwa+//oo333wTTZs2BZA4B8e0adPw22+/CZ9Y+kmi+klmKyf9+ycyBwZEZT1J996VNcGvzImErXhOtGrVSvjVAMkFBwdj8+bN5nZ69dVXzfdBEfz9/R/r52ReESXyOdG1a1ds3LhR2PLSI+skX3o6depk+adJH2bVe+zly5eFL3P58uVYvnw5zp8/n+I5Hx4ejueff15oVv369R/5HLby/WLatGmWLftxZPS1my9fPjidTgQGBmL+/PliVuofuLi4CL/12n+h4u8sAPDSSy/hwIEDqFGjBoDE2/qULVtW2PKTnD9/PsVgxsiRI1O854ok67ghK8fpdKJ58+YICgqyPCs5q5/TMubzcnFxwahRo7B+/Xqhy30cvMEPqYwDHERERGnYvHkzNm7cmOpTcK1atULTpk21HuBQ8SRz586dUbt2bdSsWRPlypUTttx/S+aJc1FZvPeutTK6n9Ka8yc8PNy8nYoVt0956qmnEB0djaxZswJIPJFu5RUj6ZF5RZQoSXNh3LlzJ8U8BVaQcZIv6R7qablw4YLQrMdh1XusFSd1XnnlFRQrVgxjxozB8OHDzce9vLxQqlQpoVlJnyTetGkTrly5grZt2wJI/MR5gQIFhGYBQHx8vHkbOwCoXbs2OnfuDDc3NU8vuLq6Ijo6OsVk2VaqXLkyfv/9d1t/XwHU/J0FAE6ePIn169eb85RduXIFzz//vDmQKOoT6Pny5UvxXn7nzh1Lrn6QddyQeXxydXVF7ty5ERUVZf4uIYPVv78mn88rLCws1XxeohQtWhQXLlxAkSJFhC/7Ufj7P6lMzd9AiIiIHkHEiQrDMNJcTkJCgi2fbpHxB7fK+vTpgz179mDChAm4cOECqlSpAh8fH3To0MHuVVNCjRo1UKNGDd579wlUunRpFC1aFO+++y5cXFxgGAY6dOiApUuXWpZZvHhxtGnTBo0bNwYAbNmyBeXKlTM/rd+pUyfLspNT9dPF2bNnh5+fH+rWrYts2bKZjyc/yS2CjJN8VatWNe+dniT5vdR1YcWVfwULFkTBggWxbt26VB+WCAsLE3of/6T37d27d6e4RVmVKlXQqlUr4RONT5w4ERcvXsRbb70FAFi5ciWuXbtmyYk+WcqWLYv33nsPLVq0SPG6tWJS38OHD2PFihV47rnn4OnpaT7OW8M8npEjR0rJyZUrF5o3b27emvaXX35BlSpVzNs1inxPl3XckJUDJN6+rn379mjcuHGKLCt/h5D5HtSlSxfLXrP37t2Dn58fKlWqlGLbWT1Hmcrv4UQc4CAiIu1UqFAhw8vw9/dHq1at0KJFixQnj9avX4+WLVtmePmP4+7du+anpkVPnKibqlWromrVqnjnnXfw008/YcaMGdi1a5f0AQ5VT8gmsfveu88884xWOUDG99PChQsxf/58jBgxAuPGjUOxYsXg5uZmvi9ZwTAMlC1b1rxtT5kyZZCQkGDpxKBpkXkC/dtvvxW2rJIlS0qZE0HGSb68efNi3bp1aX7a1475qES+7y1fvhxNmzZFjhw5MGXKFBw9ehTDhw9HtWrVhGUAQJs2bTBt2jRzrorffvsNQ4cOxU8//SQ0B0i84iYyMtI8IRYZGfnIq3D+qwMHDmDdunXmhy/q1av32LeeE03U+/np06cBAD/88IP5mMPhsGSAQ9YJ+n+i6u8saV3ZaIWH38utvK2YrOOGrBwgcZ+/+OKLtlztN3ToUEyaNMnSDCtfP/7+/ra9pwJyth+RaBzgICIiLezYsQOvvvoqAGDs2LEZXl7Pnj1RrVo1bN68GUeOHAEAFChQACNHjpT2h5W/vz927twpJSs5FU8yT5kyBfv370dsbCxq1KiB0aNHCz9JBSROFpsnTx54eHjgyJEjOHXqFPz8/ODl5QVA7ElSmVlJ7Lg6KSQkxJxEW+TEnXblPEzEgGuXLl1Qu3ZtDB8+HI0aNbJ8P4maTPxJ16hRI2zZsgUAhN6uo2fPnlKuuqtevTri4uJw7do1yyZ6rlSpEk6fPg0fH59U30t6Pcn02muvCVvWkiVL0K5dOxw5cgR//vknBgwYgEmTJmHlypXCMgCgR48e6NixI4YOHYqrV69i+fLl+Oyzz4RmJGnWrBnatm1rXn31448/onnz5pZkJb+dk+xjhxXv5zLn70r6PfLGjRsAYPmkz+kRcXx6XCJfux07dkxzAFz0nEC9e/cWurxHkXXckJUD2Pu7xIEDByzPsOq4CyReOZYzZ07Llv9PZGw/ItEcBmeRISIiDdSrV8+WwYAFCxagc+fO//n//6iJPz/88EPs27fvPy87PYcOHUr1WI4cOVCsWLEUt0pQJQdIvP934cKF0aJFC9SuXduye9b6+/tj+fLluHfvHtq0aYMqVaogPj7ekklWZWYlGT9+vPTL02W9dq3KWbt2barHcuTIgbJlywo/aRUfH48ZM2bg0KFDWLJkidBlJxceHo4pU6bg6tWr+Prrr3HmzBmEhISgWbNmlmWmxc/PL83t+2+EhISk+71u3brh119/zdDy01KvXj20a9cObdq0sfQ+5wcOHMCgQYPg5uaGnTt34vjx41i4cCE+//xzyzKtFhYWhi+++AL79u2Dw+GAj48PBg4cKPR2Tkn8/f2xZs0azJw5E/ny5UPr1q3Nx0Q7fvw42rdvj9y5c6d7RYwou3btMn938PHxseRKm0mTJuGPP/4wr2hdu3YtXnrpJQwZMkR4VlqseD8fOHAgAgICULlyZaHLTctff/2Fvn374ubNmwASP/AxdepUlChRQmiOzOOTzNdu8n0fExODjRs3omjRohg0aJDQnGvXrmHMmDG4fv061q1bh1OnTuHAgQPo0qWL0BxA3nFDVg4AtG3bFgEBAWjcuDHc3d2FLz+9D5wZhoEHDx7g5MmTwjOTxMbGprr1oEg1a9ZEw4YNERAQYNmHCezcfkRW4BUcRESkjPQ+CWQYBsLDwyWvTaK1a9dmaICjd+/eqFatWpqffnzw4EFGVi1d48ePx59//onChQvD4XDg4sWLKFasGMLDw/HZZ5+hZs2aSuUAwJ49exASEoJ9+/bh448/xpUrV1CpUiWMHz9eWEYST09P7Ny5E23btkXPnj3RokUL4Rl2ZF2/fh3vvvuuJctO71OVhmEgMjJSuZzkNmzYgEOHDqFKlSpwOBw4cuQIypcvj3PnzmHEiBFo0qSJsCw3Nzf0798/ze999tlnGDx4sJCcUaNG4YUXXjAnMC9UqBAGDRpkyQDHiRMncObMGfj5+SEsLAwxMTHIly8fADFXKfn5+aFgwYJpvsfeu3cvw8tPy7fffotly5ahWbNmqF27NgICAiz5pPQXX3yBpUuXom/fvgCA8uXLS7+NmGjDhg3DM888g+nTpwNInCR72LBhllx15XA4EBQUhM2bN5uTdMfFxQnPOX78OD744AP07dsXJ0+exAcffIDPP//cspOLdevWRd26dS2dU2nw4MFYvnw5tm/fDiDxaqikic1Fkf1+XqNGDYwdOxYuLi5466230KJFC+EfxkgyZswY9OjRw7y6ZtOmTRgzZozwq0hkHp9kvnbr1auX4usGDRpk6Hfx9IwaNQrNmjXDvHnzACTOdTNkyBBLBjhkHTdk5QCJ8+MtXboUn376Kd588020b99e6MCai4sL5s+fjxw5cqR43DAMtG/fXlhOciEhIfjggw9w//59/PLLLzhx4gSCgoKED+7+9NNPWLVqFfr164c8efIgICAAjRo1gqurq7AMO7YfkZU4wEFERMpYunQpunXrluYvd3ZNdprRCyGLFCmCCRMmoFChQqm+Z9X9zcuUKYMRI0agRo0aAICDBw9izZo1eOuttzB69GisXr1aqZwkTz31FHLmzIkcOXLg3r17+P3334UuH0j8xFZsbCz27NljyR/TdmSFhIRgwIABuH37NhwOB7y9vTF58mShnxibNGkSmjdvnubrVOQJRVk5yWXLlg1r1qwxP3l79uxZTJ48GcuXL8f7778v9ATSo+zdu1fYss6fP48pU6Zg69atAIAsWbJYcguaJUuW4Pvvv0dkZKQ5wBEYGGie5BNxArhAgQJYunRpmidVrHqPLV68OAIDAzFw4ECsX78e/fv3R+7cudGlSxc0a9ZM2PHK6XSmukWG6E/J1q9f/5Hr+6irEP+L8+fPpzghOnLkSLzxxhtCM5KMHj0as2fPRuvWrVGwYEGcO3dO6MB7kv79++PTTz9F1apVAQCLFy9G69athW+7h1k5p1LSIEDSSTArfgeT/X7etm1btG3bFocPH8ayZcvw5ZdfokWLFujQoYPwOY/u37+f4tZhTZs2xZw5c4RmAHKPTzJfuw9LSEgwr4YRKTQ0FL6+vvjuu+8AJH7IQOQJ5uRkHTdk5QDAyy+/jJdfftm8Nd+bb76JypUro3PnzqhSpUqGl1+mTBmEhYWl+ftq0hyGon388ccYM2aM+QGqMmXKYOjQocIHOHLkyIEuXbqgS5cu+OWXXzBq1Ch88skneOutt9C5c+cUE4//V3ZsPyIrcYCDiIiU8cILL6Bx48YoVapUqu+tWLHChjXK+B/1/v7+uHv3bpoDHFZNZnjixAlMmDDB/Lp69eoYP348ypUrh/j4eOVygMRPj8bFxcHHxwevvvoqRowYgTx58gjNABJPQtSuXRtFixZF5cqVcfPmTWTNmlV4jsyswMBA9O3b1zwR8eOPPyIwMFDoxPbFixdH9+7dUbx48VTfE3liXlZOcufPn09xW5HixYvjwoULKFSokLT7XANi74H/8Eny6OhoSwY4fvjhB/zwww/me91zzz2Hu3fvCs2oX78+Ll26JHWAA0jcH3v27EFQUBCyZcuGZs2aYdOmTfjxxx8xc+ZMIRmenp548OCBeRw6ffo0smTJImTZSZKubNi0aROuXLlifkp/xYoVKFCggNAsAMiXLx/u3LljDm7duXPHsvkJKlSogK+++gpA4u11ihUrZskt+lauXJlisE7WbZCsvBP11atXMXLkSPMqrxo1amDcuHFCnxN2vJ8n5RYvXhyHDx/G2bNn8dZbb6FDhw7o3r27sAxXV1ecOXMGzz//PADgzJkzlpw4l3l8kvna7dWrl/m+53Q6cfr0aUvez93c3FK8jsLCwix9Xck4bsjMSXL//n3cvn0bLi4uyJcvHz766CNUrlwZo0aNytByp0+fDje3tE9prl+/PkPLTs+DBw/MwWog8e9AK26/BQARERFYuXIlli1bhueffx5t2rTBgQMH0LVrVyxbtizDy7dj+xFZiQMcRESkjH79+qV78mbixImS10aM9957L93vvf/++5Zkuri44NChQ+Yk3IcOHTL/0BX5yS1ZOUDiSbiiRYsKXWZaevbsiYCAAHh5ecHhcCB79uyWzYkhKys2NjbFpywbN24s/A/cLl26pPuJ2/RuufQk5ySXPXt2rF27Fr6+vgCAdevWIXv27JZkPYrI11SNGjUwa9YsxMTEYO/evZg/f77QCWKTeHh4pHpPF32S71EnrMeNGyc0K8ns2bPx/fff44UXXsC7776Ll19+GQDw9ttv4/XXXxeW07NnT3Tt2hU3btzABx98gH379gmffyPpFke7d+9OMehZpUoVtGrVCv369ROalytXLjRv3tw8WfnLL7+gSpUq5i0qhw8fLjQvSZcuXSy72sHd3R3jxo3DlStXMHv2bJw5cwZnz57FSy+9ZElekuQn4UQbOnQo6tati6lTp8IwDKxYsQJDhw4Veosl2e/nR48exaJFi3Dw4EG0bNkSP/zwA/Lnz4/IyEg0adJE6ADHgAED0KFDB/MDO3/++aclc+fIPD7JfO02bNjQ/Lerqyt69OhhyW2WGjdujFGjRiEiIgIrVqzAsmXL0Lp1a+E5gLzjhqwcIHFgfNGiRXjw4AE6duyIUaNGIUuWLHA6nXjttdcyPMCRdBXDypUr0apVqxTfS+sxEdzc3BAXF2f+znXt2jVLPswyatQobNu2DY0aNcKsWbPMgd7XX39d2JVRdmw/IitxgIOIiJTxqE9n+fj4SFyTv1nxSa6wsDBLJmVMMmrUKAwcOND81E58fDwmT56MBw8eCL2vsKwcAChatCg2b95sfqqzdu3aaNy4sdCMJLt378bevXvhcDhQq1YtS29BJCPrpZdewoEDB1LcSqxs2bJCM9588810v+fv769cTnITJkzAkCFDzBPppUuXxqRJkxAZGSltwl3R+vXrh3nz5sHLywuTJ09Gw4YNhZ7cS5I7d26cO3fOPFGwevVqPPvss8JzZLt58ybmzZuHYsWKpfre5MmTheW8/PLLKFKkCHbv3g3DMNC3b99Ut6wSJSIiApGRkeYJkcjISERERAjPKVmyJEqWLGl+bdWVjA+z8lPZMue0Sc6Kq1GS3LlzB926dTO/7tq1q/ABItnv5yNHjkSnTp0wYcKEFHNvZMuWDT169BCa9corryAoKAjHjx8HkHg1kRVzssg8Psl87Sbf/1b+zvzOO+9g48aNCA8Px6+//oq33347xa3FRJJ13JCVAyTOAdO3b1/UqlUrxeOurq5C35+WLFmS6mT80qVLLTlB36FDB/Tq1Qt37tzBlClTsGHDBnzwwQfCc4oWLYoff/wx1fwYALBgwQKhWTK3H5GVHIaVv80RERFZ6Nq1azhx4gRKliyJIkWKWJYTGRmJkydPwuFw4MUXX0xx39OQkJAMzVWwYMECc36FS5cuoUePHrh06RK8vb0xa9asNG/H9V/t2bMHtWvXRkREBDw9PXH27FkAQLFixeDh4aFcTnIzZszAtm3b4OvrC4fDgXXr1qFhw4bo2bOn0JxJkybh4MGD5mTfGzduRLVq1Sw5kS0rq3nz5jhz5ox5j/ErV67g+eefNwemrPhUc1RUFM6dO4fnnnsOXl5ewpcvI2fNmjXw9/fHX3/9hRIlSpgne63s8yh+fn5Yu3atkGWl9b6W0fe6tFy4cAEDBw7EmTNn8NRTT8HLywtff/01ChcuLCxj8+bN5qcd79y5g2HDhuHIkSN46aWXMGnSJEtusyTLV199leo9Lq3HRJg+fTq2bt1qDhz/+OOPaNSoEXr37i08yw59+/a17Go8f39/rFmzJsVrtEWLFtJuATJ06FBMmjRJ6DLff/99DBkyxDxJeu7cOXz++eeW3N4miazjhg6etOOTlZJeX1b45ZdfUKdOnX98jOxx/PhxBAcH49tvv0XXrl3Nx8PDw7F582Zs3LjRktzffvsN27Ztg2EYqF+/vqVXy1nJru1HZBUOcBARkTIGDx6Mzz77DABw4MABDBgwAC+++CJOnz6N0aNHW3ILlX379mHQoEHInz8/DMPArVu38MUXXwibiDT5H2YDBw5ElSpV0KFDB2zZsgXLly83JzYUoWXLlli9erWlfwzKzEmuefPm+OGHH8w5KiIjI9G2bVts2LBBaE6jRo2wbt0687Y60dHR8PX1xZYtW4TmyMxK+lRxeqpXr57hjM8++wyDBw8GkHiivFu3bvDy8kJYWBimTZtm3sZMlRxA/vP82rVryJMnDzw8PHDkyBGcOnUKfn5+5gmr5Pc+z6i0OlnVMyEhAefOnYNhGChWrJjwW1QlX+8PP/wQTz31FDp37oyNGzfi8OHDQk/I+vn5PfJWYaK3n8z9BAC7du3Cvn37ACReNWnFPe+vXbuGMWPG4Pr161i3bh1OnTqFAwcOCL/qT6Y2bdrghx9+MAc4oqOj0bp1a+HHp/TUq1cPO3fuFLKspLkPwsPDERwcjEqVKgFIvL1TpUqVMH/+fCE5gLz386RbKKVH5K2VAgICsHjxYlSrVi3Fe4VhGHA4HP94PH5cdvweZtdrV+Tg/sNkvMfKOm7IPD4lnyMlLTNmzBCS8/PPP2Pbtm3Yvn076tevbz6ePXt2+Pr6oly5ckJyZHr4vSGJ6PcIQM/tR5kbb1FFRETK+N///mf+e9asWZgxYwYqV66M8+fPY9CgQZYMcEyYMAGzZs0y7+17/PhxBAYGWnJi4syZM+bl4Y0aNTInPxUlLi4Oc+bMQWhoKBYuXJjq+506dVIq52HJJ+BOfpWNSDly5EhxFYqbmxty5sypdJaIAYx/knxC2KlTp2LMmDFo2LAhjh49iokTJ2L58uVK5SQZPXo0bty4keYJMtFzBfTs2RPLly/HjRs3zMHQgwcPmp86FzG4ERoailu3biE6OhqnT582b9uTdHsi0Y4fP44XXngBJUqUQFBQEFatWoUuXboInZg2+We5jh8/jjVr1sDV1RVvv/228BN/I0aMELq89OzevRu7d+9O9dwLDw+3NLdu3bqoW7cu/ve//5lzc4g2atQoNGvWDPPmzQOQOAfIkCFDLDlJev/+fSxfvhyXLl1CfHy8+fg/nfD+t2TMaZPe+7hhGHjw4IGwnORzH/j5+aX5b1FkvZ+ndQsYqyT9jmfVCfnkZB6fALmv3eSsuC3fuXPncPbsWYSHh2Pbtm3m4+Hh4YiKihKaJeu4ISsHSPk+YXVOw4YNsWvXLksG3NNy+fJlzJ07N9VxI62/d/4LGe8NSezYfkRW4gAHEREpI/knWu7du4fKlSsDSLxPqdPptCwz+cSF5cuXFzqZ3P3797F9+3YYhpHiF2VA/D3Bx48fjzVr1iAmJganTp0Sumw7cpIrW7YsBg8ejDZt2gBInBzPik8eVaxYEV27djUn7NywYQMqVqxo/gHcoEED5bI6duyY5qfFRP2x9rBr166Zf/xWrFgR0dHRSuZ8+eWX2Lx5M1xcXKSdIPP09MTOnTvRtm1b9OzZ07x9mSgbN27EggULcPPmTbz//vvm415eXinuty/Khx9+iDVr1uD8+fOYOnUqGjVqhBEjRpgnyESIiYkxB2scDkeKK0RETswOPP5gYfKrEf8LT09P5MyZM9Vz79lnn7Xk9lQPGzJkiGWfCg8NDYWvr6959aKbm5vwq3qS9O3bF7lz50bFihUtywDkzGnj4uKC+fPnp3ovMgwD7du3F5bj7+8Pp9OJyZMnm1dXyGDl+/nj3mYt+S1F/6t8+fIBSJzs28rby9lxfJL52k1iGAa+/PJL4cs9evQoVq9ejdDQ0BRXJXl5eWHYsGFCs2QdN2TlAI8/R07yq7QyIvnJ+T59+mD69OkZXmZ6+vfvDx8fH3To0MGS53fS7WL/SefOnYXNxSFz+xFZiQMcRESkjOvXr+OTTz6BYRi4e/cunE6n+culVQMctWvXNi/zBxL/KK1du7aw5RcoUMD8YzBPnjy4ceMG8ufPj9DQULi7uwvLARInsaxQoQIKFChgyYTBsnOSGzlyJL766ivzk4q1atWy5ETf6dOnAQCrVq0yHwsJCUFISAgcDofQAQ5ZWcnvuxsTE4ONGzeiaNGiQpadJOlqnrQ+TZyQkKBcDgAULlwY3bt3R758+Sz59PLDYmNjERsbiz179mT4JFt6OnfujM6dO2PmzJno1auXJRnJubq6wtXVFb/88gvat2+Pt99+W/i2jImJQc+ePc0B4+vXr+OZZ55BeHi40MHqf+PMmTMZ+v9Xr14d1atXR8OGDYXPi/I4rLzDsZubW4rlh4WFWZZ369YtobdUSs+ZM2fw3nvv4b333jMfEz2nTZkyZRAWFpbmMp9++mlhOUDi6/bAgQNCl5kWme/nj2Pt2rXC3nt/+umnVL+jpPXYfyX7+ATIfe1evXoVI0eOxIEDB+BwOFCjRg2MGzdO2JxK/v7+8Pf3x4oVK9C6dWshy8yojB43nrQcIOVVWqJcvnxZ+DKTi4mJwaBBgyzNeBxhYWGWLNfq7UdkJQ5wEBGRMjp06GD+u3Xr1rh37545KFCmTBlLMleuXInw8HCMGjUKABAfH48cOXJgxYoVQu6FumjRojQff+qpp7B48eIMLTs9zz//PO7fv2/e7igsLAzBwcGoV6+ekjlOpxOjR4/O8CfOHkd6+0vlrIf3R4MGDYSfQK9du7Z5NU+1atVw8+ZN5MuXDzdu3ECePHmUy0kuJiYG9+7dw1NPPQUAuHv3Ln766SfzaiJRmjZtitq1a6No0aKoXLkybt68meK2bCK98soriIqKQtasWREUFITff/9d+K2jgMRBm9u3b2PHjh344IMPAIgfrN6+fXuaj7u5uVk2qbQsW7ZsQYECBZAjRw689957OHbsGMaNG4dGjRpZmmvlhKqNGzfGqFGjEBERgRUrVmDZsmWWnWAsXLhwimOUVYYPH57qipe0HsuI6dOnw80t7T/trZjMvG7dupg1axZatmyJ7Nmzm4+LnMTajvfzRxFxsl727eVkHZ8Aua/doUOHom7dupg6dSoMw8CKFSswdOhQ4b835cmTBxEREfDy8sK8efNw7Ngx9O7dGyVLlhSak1lZMQBm9RTDJUuWxNWrV4UNpv1Xoq9ATcIpmkllnGSciIiUk9ZkuiIn2E3uypUrj/z+415K/E969uyZas6NtB4TwdfXF+vWrTO/NgwDLVu2FH7LEVk5QOKA14oVK4Qv92Hx8fFYuHAhLl68iDFjxuDixYu4cuUKfHx8lM5KLjY2Fk2bNsVPP/1kaY4uHn6eA9ZNenr//n14eXnBxcUFDx48QEREhPBBBwBo0aIF1qxZg0uXLqF79+5o1KgRTp48KfTWUQCwYsUKTJo0CbVq1cK0adNw8eJFjBgxwpLB3TFjxmDMmDH/+JgMoiapbdGiBdavX489e/Zg8eLFGDx4MAYOHCj1Ht5W2LhxI37++WcYhoGGDRuiefPmQpefdGL55s2bOH78OF555RV4enqa3xc1P0HSnDYDBgwwT8QCiXPaBAYGYsuWLUJyklu5ciVatWr1j49lVPIrRRwOh3kLOFm3pbSDiNftwYMHcfDgQSxfvhzt2rUzH/fy8kLDhg1RqFChjK5mCjKPT4D1r90kTZs2xaZNm1I81qxZM2zcuFFoTvPmzbFhwwaEhIRg6NChaN++PdavX4+lS5cKzXkcsiaMlzkxvRVZ4eHhlt6W7e2338aJEydQsWLFFMcNUROnPy6r9pPV24/ISryCg4iIlNO1a9dUv9Sl9ZgI/zSAIeoeqNeuXUv12KVLlzK83MfhcDgsu8WXrJwaNWpg5MiR8Pf3TzHBuOjbt4wbNw4JCQk4cuQIgMQrbfr374/Vq1cLzZGZ1atXL/OTYE6nE6dPn7ZsssFWrVph5cqV//iYKjlA2p92s+p5vnv3buzduxcOhwO1atVCkyZNLMmRcesoIHFgMvknfAsVKoRvv/1WeA4AHDt2LNVjwcHBlmTJknSLrYMHD6Jx48YoXry4ZZ/qTMvQoUMxadIkocv85Zdf0KxZMzRr1izFY3Xq1BGWkXTyJkeOHChRooSw5T4svTltcuTIYcmcNgCwZMmSVIMZS5cuFT7AERISInR5jyLz/dxqsm8vJ/P4JOO1m+S5557DuXPnUKxYMQCJk4IXKVJEeE7SVVG//vor2rRpg3bt2uH7778XnkMZ07lzZ9SuXRs1a9a0ZP695Fq0aCF8/jO7ydx+RFbiAAcRESkj6R70TqcTERER5uPh4eGIjIy0ZZ0yeg/U5cuXY/ny5Th//nyKSfnCw8Px/PPPZ3T10pQ9e3b89ttv5iTtR44cSXGLCdVyACAoKAgAsGfPHvMxh8NhTsgtyrFjx7Bu3TrzZG/OnDlTTQ6vWlbSxK1A4ontHj16oEKFCsJzgNQnVuLj41PdW12lHADImzcvgoKCzMGGoKAgcyJZkSZNmoSDBw+af1h/9913OHHiBIYMGSI8y+pbRx08eBDVq1dP9/Upci6boKAgbNq0CZcvX04xmXB4eHiKwVCZRM39kTVrVsyZMwdBQUFYtmwZDMNAXFyckGU/DivmYZgyZUqqE6JpPZYRjzupdEY97pw2ly5dQuHChTOUdfz4cQQHB+POnTtYuHCh+Xh4eDhiY2MztGy7yXw/fxSRN74oXbo0jh8/jlOnTiEmJsZ8vFOnTsIyAHnHJ0DOazdJZGQkfH19UalSJQCJk4JXqlTJfG2L+jS90+nEsWPHsHXrVvPKL6t+5/snsuaMkjk3lajXVJ8+fbBnzx5MmDABFy5cQJUqVcyJwEV73AnUrfbMM88IW5bM7UdkJQ5wEBGRMubMmYMZM2bA4XCkuAe4l5cX3n77bVvWKaOfln3llVdQrFgxjBkzJsVtMby8vFCqVKmMrl6aBg8ejN69e6N48eIAgPPnz2PmzJnK5gDp32dftOSXowOJf/xadbdPWVnJ/1gLCwtDrly5hGfMmTMHc+fORWRkJKpXr24+Hh0dLfTKAFk5yY0YMQI9e/bE559/DgDIkiWLJbeW2759O9atW4csWbIAANq2bQtfX19LBji6dOmCxo0bo1atWihTpgwuXrwo9Hmxfv16VK9ePc0Jnh0Oh9ABjuLFi6NBgwY4efJkiuV6eXlZdru3w4cPp5qnYvPmzXjjjTcAAKtWrRKSM3HiRPPWVN7e3rhw4YLwT5Ymfx0ll9bEzxlx7tw5nD17FuHh4SkGvsLDwxEVFSUsJz1t27a17JPZjxrcAIC+fftm+ArUmzdvIiQkBNHR0SluE5U9e/YUcz2IUrp06TR//xF5iyrZ7+d3795NNSH7xYsX8dxzzwFIfL2J8vXXX2PLli24evUqqlevjj179sDHx0f4AIeM45Mdr10/P78UzwGrju/9+/fHqFGjUKtWLZQoUQJnz55F0aJFLcmSddyQlQMk/t7/8PYKDg42B6ZEXbFZtWpVVK1aFe+88w5++uknzJgxA7t27RJ6gv7bb7/FO++8k+77qahbGybZuHFjiquhAOCbb74xr/6bNWuWsCwZ249IBs7BQUREyhk9ejTGjh1r92oAEH8P1OvXr8PhcFhyX/3kwsLCcPToUQBApUqVUkyyGhsbCw8PD6Vytm/fjqpVq1o+ofnIkSNRtWpVzJs3D9OnT8fcuXPh6emJkSNHCs2RnZXEynv6hoWFYcyYMSleu15eXkJPnMvKeZjT6cS5c+cAAMWKFYOrq6v5PRGfzgYSb8nyww8/mJ+ujI+PR/v27aXMPeN0OuF0Os3Xa/KTIapImqcp6U8fK2/l9Nprr6FNmzZ49913ERcXh48//hi///670BNHj2Pw4MH47LPPMrSMmjVrYv78+anuyW0YBtq3b4/du3dnaPlJ1qxZg9WrV+PEiRMoW7as+biXlxfatm0r/L38YVbOSyAze9euXZbdYjC55FfNRkdHY926dXA6nUJvvSX7/bx+/fr4/PPPzatOg4KC8Nlnn2HHjh3Cs5o1a4ZVq1ahTZs2WLduHc6ePYspU6Zg+vTpwrOsPj7Jfu06nU5MnjwZgwcPFrrc/2LBggXo3LmzkGXJOm7IPD7VrVsXQ4cONa8gmjt3LlasWIGtW7cKzZkyZQr279+P2NhY1KhRAz4+PqhWrZrQqzST5s1J7+og0VcGtmzZEuXKlUNgYCCioqIwZMgQOBwOfP3110JzADnbj0gGDnAQEZGSrl69ikOHDsHhcKBatWp49tlnbVkPUSeEQ0JCMGDAANy+fRsOhwPe3t6YPHmylHs0P0zFiQxlTWj+4MEDTJo0CT///DOAxNs7DRs2zJI/AmRmJZFxki8yMhInT56Ew+HAiy++aFkfWTn/RNTzfPz48fjrr7/g6+sLANiwYQOKFy+OmjVrAhB7W6d/IvK1u3nzZuzduxcA8PLLL6NRo0ZClvuwq1evYuTIkTh48CCAxHl7xo0bhwIFCgjPunfvHoYNGwan04nQ0FBUrFgRw4YNEzag+7hE7KeuXbuie/fuqFGjRqrvJU1yLtKKFStSzMsiS7t27bB8+XLpuYB1x9w+ffpYcsI8Pa1bt7ZswFXG+3lwcDAGDx6MNm3a4Nq1azh27Bi+/PJLIQPUD2vZsiVWr16N5s2bY/369XA4HGlOCG41kc89ma/dJ2UOFpHbT9ZxQ+bx6eLFi+jfvz/Kli2LmzdvAki8Euqpp54SmlO7dm0ULlwYLVq0QO3atS2Zj0W22NhYTJw4Eb/99hsePHiAdu3aoWvXrpZk6bj9KHPiLaqIiEg5GzZswPjx481LrCdMmICRI0eiadOm0tdF1D1QAwMD0bdvX/NT0T/++CMCAwOlf+IXEHufabtyrJrQPCYmBuPGjcO4cePMx+7cuWPJyRaZWUmSbsVhlX379mHQoEHInz8/DMPArVu38MUXX5gn6VXLeRyinuenT58GkPL2ESEhIQgJCRF+W6d/IqrTjBkzsG3bNvj6+sLhcGD27Nn466+/0LNnTyHLT27o0KGoW7cupk6dCsMwsGLFCgwdOhSLFi0SnvXUU0/Bz88PH374IbJly4YOHTpIH9wQZfr06eZEuw8TPbgBAHny5EFERAS8vLwwb948HDt2DL1790bJkiWFZyVn1+CGlS5fviwt66+//sLdu3ctWbas9/NKlSphypQpaNeuHXLnzo1NmzaluOpUpCxZsiAuLg4vvvgiJk2ahGeeeQYJCQmWZD2KyN/DZL5269ati1mzZqFly5Yp5nbz8vISnvUoIrefrOOGzOPTc889h2HDhuGdd97B008/jbVr1wof3AAS598LCQnBvn378PHHH+PKlSuoVKkSxo8fLzwrrSs4cubMiYoVK6J8+fLCcjw8PFCoUCHs2LEDCQkJlk7+LXP7EVnKICIiUkyjRo2Mixcvml9funTJaNSokWV5N27cMI4cOWIcPHjQ/E+0Zs2aPdZjMvj5+SmX0759e+PIkSPm14cPHzbatWsnbPlJ0lpnq7aXzCzDMIyEhAQjISHBsuUbRuJz+ujRo+bXx44ds+R5Livncch6PckkqlOzZs2MyMhI8+sHDx5Ytp+aNGmS6rGmTZtakjVu3DjDz8/POH/+vLF9+3bj1VdfNdauXWtJ1qOIfO6tWLHisR7LqKT9f+rUKaNFixbGsmXLjPbt2wvPeViXLl0sz0iPr6+vUss1DMOoWrWqUa1aNaNatWpG5cqVjUqVKhmrVq2yJEvW+/mPP/5o1KtXz9iwYYMxceJEo3nz5sZff/0lPMcwDOP06dPGgwcPjNDQUCMwMNDo06ePcfLkSUuyHkXke4TM126pUqXM/0qXLm3+r2wit5+s44bM49O8efOMBg0aGEeOHDEWLVpk1K9f3zhw4IAlWdeuXTNWrlxpDBw40KhVq5bRokULS3IGDBhg1K5d2wgMDDQ+/PBDo3bt2kavXr2M119/3ViwYIGwnB49ehjvvvuucffuXePEiRPG66+/bsycOVPY8h8ma/sRWYlXcBARkXKyZs2a4pYBhQoVQtasWS3JmjVrFubNm4fChQub9753OBzCL41/6aWXcODAAfM2IAcPHkxxL2N6tOQTmhuGgQsXLgid0Dw2NhaxsbFwOp2IiIgwHw8PD09xL3LVsoC/b91z4MABOBwOS2/d43A4UKFCBfPr8uXLm68rFXNkio+Px8KFC3Hx4kWMGTMGFy9exJUrVyybKFuW5O/dVl+ddO7cORQrVgxA4sS4Vt2GITY2Ft9//z08PDxQpEgRlCpVCgMHDjRvL6aiJUuWoFWrVikeW7p0aarHMirpapFff/0Vbdq0Qbt27YRP/p3WvdKPHj1qPp7ePdat8tprr1myXCuuTkqS/FaGbm5u8Pb2TjG3g0iy3s+/+uorfPfddyhatCiaNWuGHTt2oGvXrpbMwZF0VUO2bNm0+ZS0jNdukpCQEEuWaydZxw2Zx6e9e/dixYoVePrpp1G5cmVUqlQJgwYNwo8//ig0p1GjRoiLi4OPjw9effVVjBgxAnny5BGakSQsLAxr166Ft7c3AOD27dsYMmQIvv/+e3To0AGdOnUSklOhQgX06NEDQOJVN6tWrUJgYKCQZT9M5vYjshIHOIiISDl169bF9OnT0bp1axiGgVWrVuHVV181TwaLvER91apV+Omnn/D0008LW2ZaTp48ifXr16NgwYIAgCtXruD555+Hv78/AEiZEyOJoeAtqipVqoSgoKB0JzTPqDlz5mDGjBlwOBzmrdGAxOfa22+/LSxHdhYg99Y9tWvXxurVq83n9bp161C7dm1lcx6HqOf5uHHjkJCQgCNHjgBI/IO3f//+WL16tZDl/xuiOpUrV8685z0ArFy50rLbMERGRsLX1xeVKlUCkHhCu1KlSpac1P7oo48QFRWF3377DQDw4osvYsmSJcKW/7hEnAQ+fvw4goODcefOHSxcuNB8PDw8HLGxsRle/sOcTieOHTuGrVu34pNPPgGQOLgnUnBwMF599VVUqVIFQOLz+fDhw5bc5u3SpUu4fv06ypUrhyxZspiP79mzx3xP6tWrl7C8zp07o3bt2qhZs6altzRZt25dqlvJffXVV5bcXk7W+/kPP/wAT09P8/3t1VdfFT4P2rfffot33nkHEyZMgMPhSPX94cOHC837JyJ/D5Px2n3SiNx+so4bMo9Pc+fOhcPhwI0bNwAAZcqUsWTulNmzZ6No0aLCl5uWGzdumIMbAODt7Y2bN2/iqaeeSvd2jv9Fjx49cO3aNRw+fBgAUL16dXz55ZfClp+czO1HZCUOcBARkXK+/vprAEj1Cf2vvvoKDocDp06dEpbl7e1t+eAGAIwcOdLyjCR37txB7ty5030s+SclVchJkitXLtStWxdr1qwRft/s3r17o3fv3hg9ejTGjh0rdNl2ZgGJ+6Rbt27m1127drVsQG3lypUIDw/HqFGjACSe/MiRIwdWrFgBh8NhTgCtSg6Q+EnSh0+CJX9M1Kezjx07hnXr1sHPzw9A4j2f7Tp5NGDAACHL+fDDDzFz5kzzZFitWrUsOUEKAH5+fua2S/raKsHBwejTp0+KT3hOnz7dHFyRRcQcTjdv3kRISAiio6NTHFuzZ89u7jeR+vfvj1GjRqFWrVooUaIEzp49K/zEy/r16zF69Gj8+eefGDBgADw8PDBz5kzzBLrInAkTJiBv3ry4f/8+pk6daj4HPv/8c0tO0vfp0wd79uzBhAkTcOHCBVSpUgU+Pj7o0KGD0Jyffvop1Ws1rcdEkPV+HhYWhsDAQOzfvx8OhwM+Pj746KOPhCw7SdJValbN7fEwWccnQM5rN8n58+cxfvx4hISEpBhoFXlsfxwTJ04UtixZxw2Zx6ezZ8+ib9++5gTjzzzzDL788kvhc6UULVoUmzdvxt69ewEkDoo2btxYaEaS/PnzY8aMGXjzzTcBJB5n8+XLB6fTmeag5X/1888/IzAwMMV8kx9//DHq168vLCOJzO1HZCmbbo1FRESkhC+//NIYP368cezYMePUqVPmfyqTNbeD7DkkZGRcvXrViImJMQwjcZ6PRYsWGeHh4Upn9ejRwzh79qz59dmzZ42ePXsKzzEMw7h8+fIj/1MtxzDkPc9bt25tGMbf99WPj4+XOq/IkCFDpGWprnXr1sbhw4fNr48cOWLuPxEuXLhgBAQEGPXr1zcmTJhgREdHm99r06aNsJzkdu7cacly/6358+cLW9aKFSuMVq1aGceOHTPq168vbLlJWrRoYVy7ds0wDMPYs2ePUbduXWPv3r2GYVg7P4ZhGMb9+/eNVatWGa+++qpRtmxZYcv95ZdfjI8//tjw8fExJkyYYP43fPhwy469st7P33vvPWPWrFlGWFiYERYWZsyePdt47733hC0/SXx8vNB79T+KXb+HpUXkazcgIMDYtGmT0aRJEyMkJMT48MMPjVmzZglb/qN07NjRkuVafdyQnWMYiftp/fr15tcbN240AgIChOdMnz7d8PPzM7777jtj/vz5hr+/v2XzVdy8edPo27evUb16daN69epG3759jevXrxvR0dFGSEiIsJykeVKSnD9/3rLXrsztR2QlXsFBRET0CEn3md62bZv5mMPhSPG1CB07dkz1yZ+cOXOiYsWK6NSpEzw8PDKcIWtuB9lzSDzMsPAWWz179sTy5ctx48YNDBw4EFWqVMHBgwcxbdo0ZbNk3ron6RZsVpORExoailu3biE6OhqnT582n3cRERGWPM9LlSqFdevWISEhARcuXMDcuXNRvXp14TnpOXDggPBlxsfHY+vWrbh48WKKq1HSmiMho9K69UvSe+wbb7whNCs6Otq8/REAVK5cGdHR0cKWP3bsWDRu3BgVKlTAwoUL0blzZ3zzzTfw8vJCTEyMsJzk6tata/67T58+mD59uiU5/2Tt2rXo3LmzkGW1atUKNWrUQGBgIB48eCBkmckZhoFnnnkGQOLVSbNnz8b777+Pjz76SOgnfZObMmUK9u/fj9jYWNSoUQOjR49GtWrVhC3f09MTOXPmhIuLC3LkyGE+/uyzz1p29ZWs48a1a9fMK4QBoHv37pbMS+Dq6oq1a9cKu1d/WmQfnx6HyNduREQEmjRpglmzZqFUqVIYN24cWrdubc5ZIGL56blw4YKQjIdZfdyQnQMA9+/fR/Pmzc2vmzZtijlz5gjP2bJlC3744QdzTq/WrVujbdu2lrwn5c2bN91bRZUqVUpYjtPpTDFPWJEiRZCQkCBs+cnJ3H5EVuIABxERKad06dKpTg7kyJEDFStWxKhRo1CoUCFhWdu3bxe2rEcpW7YsTp8+DT8/PzgcDqxduxb58uXDiRMn8NFHHwm5TYKsuR1kzyHxsC5duli6fE9PT+zcudP85b9FixZKZ8m8dU/9+vXTHcjr168fnnrqKWVyNm7ciAULFuDmzZt4//33zcdz5MiR4pZfogwbNgyTJk3C7du30b59ezRs2BCDBg0SmpHegIlhGJacAB44cCBu3bolZRJ4d3d3BAcHo0mTJnA4HNi8eTNefPFFLFq0CKdOncLAgQOFZWXLlg179+5FrVq1AAD79u0TOoF6aGioecuhTz/9FF9//TW6dOmC7777zrIT58ldvnzZ8oz0iB7ALly4MBYuXPjIE5r/lWEYiIiIMG/HUqpUKcyZMwfdu3e35PUEJN7OqXDhwmjdujVq166d4gSZCNWrV0f16tXRsGFD4fNTpEfWccMwDNy6dQt58+YFANy6dcuyD0zUqlUL69evt+z3B9nHp8chclsmzXWQPXt2XL58GXnz5sXdu3eFLb9q1apwOBwp1jnpa6veY60+bsjOARIH886cOYPnn38eAHDmzBm4urpakpV0ch6AZX2SHDt2DBcvXoTT6TQfE/27c548ebBixYoUt8J6+La/IsncfkRW4QAHEREpp2/fvnA6nebEtCtWrEBcXBzy5MmD0aNHY968eRnOiIyMRLZs2dI96SH6/rHBwcFYsmSJ+Yt/48aN0aFDByxdujTFp58yQtbcDrLnkEhy9epVHDp0CC4uLrh69SoKFCggPCPp6pQ9e/YI+ySinVlOpxNnzpzB4MGDLVn+w1q0aIEbN26gVatWAIDVq1cjZ86cMAwDo0ePFjaBooyczp07o3Pnzpg5c6bQSYLTE/N/7J15VFRH2safC7iiaBBj3HBJ1BBXlEVAP4LLgAsCIiAiUUGN40JcwA2RBBFlYlQ2cRkdgzEiO6JINBgSowiJ4haDEyOLiBEVRASR7X5/9Ok73YBmsaqwO/U7J2fo23Pqabu7qvrW+77P+/w5AgICEBAQIF0rLS0leiOqoaGBgwcPKmVmA7KDKVdXV2I6cm7evIm0tDQmh/K3b99GdHQ0tLW1Aciq5hYuXIj9+/fD0dGRaIDD19cXXl5e0NDQkA7ISFY8NM62XbRoEVq1aoU5c+ZQOzhXhGaV3O9B8rvi4OCAGTNmwNbWlkpPBGdnZ1y/fh2jR4+Wrr3zzjvYt28fNm/eTFwPkDUvz83NRWZmJjZv3oy7d+/C0NAQgYGBRHUUgxsuLi44evQo0fEVYbVveHh4wMHBAWPHjgUAnD17FqtXryYydmOOHj2KiooK+Pr6ol27dtLBOakeEqz3pz8CyblrZGSEsrIyuLm5wdHREa1atSJaide1a1ckJyc3e6CsWM1GEtr7BmsdQNavy83NDYMGDYIoivjll1+wbds24jpDhgyBj4+PdF8YFxeHoUOHEtcBAH9/f3z//fcwMDCQEjMEQSAe4Pjkk0/g7e0t3UcNHjyYynsHsH3/OBya8AAHh8PhcFSOr7/+GgkJCdLjpUuXYvr06UhISEBMTAwRDTc3NyQmJr4wi4tkI3MAKCsrU7r5EwQB5eXl0NLSQps2bYhqNVdFkZOTQ7zBICsdAEhJSUFgYCCMjY0hiiKCgoLg5+eHKVOmENWZMmUKLCws0LdvX4wcORIlJSVKWU+qpqWpqUnFeuhFnDt3DrGxsdLjkSNHwsnJCXFxcZg8ebLK6QCAqalpk2snT54kbnvUXPN30g3hBw8ejPLy8mYzs9944w1iOnK6d++O2tpaIhZ8v0dpaakU3ABkmb9lZWVo164dcf2hQ4fi1KlTyMvLAwD069cPrVq1Ijb+22+/je+++w7/93//J13z9PSEhoYGgoODiem8iEOHDlHXYMG6deuQkJCA0NBQmJmZwdHREWPGjCF2EOvu7t7s9bfffhsHDhwgotEcnTt3ho6ODjp27IjHjx/j2rVr1LQAULNFk8NqPbe3t8d7770nBRk8PDwwYMAAYuMrIrc/pQ2r/Yk1a9asAQDY2trCyMgIFRUVGDhwILHxDQ0NcfPmTZiZmTV5jlblEu19g7UOAIwdOxYnT57ElStXAADDhw+nUoXg5+eHXbt2YcuWLQBkFVK07JUyMzORmppK/N6sMfr6+oiJiZGSFhR/v5CG5fvH4dCEBzg4HA6Ho3JUVlaitLRU+pFcWloq/QCUl62/KvJDw9zcXCLj/R5mZmZYsGCBVK1x/PhxjB49GpWVlcQP3+bMmYM1a9ZIBwP79u1DbGwsTp06pZI6ABARESFZcwAyC5X58+cTD3AsXrwYs2fPRocOHSAIArS1tZV6Yly8eFHJ21gVtCwtLREZGYnp06cr3UCRrlICgPLycjx79kwK1Dx79gwVFRUAQPRmkZUOIDskdXZ2xoIFC1BbW4vNmzfj2rVrxA6QWPa0CQsLe+EaeuzYMaJagOwG3t3dHRMmTFD6XGh40w8aNAjr1q2T7B4SExMxcOBA1NTUULHH+umnn3D+/HkIggBzc3MMHz6c2Ng7duxo9vq8efOIB/DkzJkzBxYWFhg9enSLZnaSrB6R2y1VVVUhLS0Ne/fuhZ+fHzIyMohpyH9DvPvuu8jPz0dGRgYGDRrU7MEpCaytrVFbWwszMzNYWVlh/fr16NKlCxUtOW3btqU6Psv1vFevXnjy5AkEQaDa+4NVXxHa+9OfgeTcPXPmDIyMjKCjo4Pu3bujffv2yMjIwPvvv09k/Jf1OtuzZw8RjeaguW+0hA4gqziUzykawdD6+nr4+/vj008/JT52c3Tt2pVJUgYAnDhxQulzorG/s37/OBya8AAHh8PhcFSOefPmYdq0aVL26vfff49//vOfqKysxMiRI6loPn36VKkJLinPZzkbNmzA0aNHpeblVlZWcHFxgZaWFrGqFDmHDh3C8uXLceHCBZSUlAAAcQ2WOoDMO1Ye3ABkhxS0KisUrUy0tbWVggKBgYFEM+pZaEVERAAAQkJClDymSVcpAcDUqVPh7OwMGxsbAMCpU6cwZcoUVFZWEj3wYaUDyCzy1q5di+zsbDx69AgjRozAkSNHiI3PsqdNc3ZXv/zyC7Us5traWvTv3x+3b9+mMr4igYGBiIiIQFBQEABZZvO6deugoaGBf//730S19u/fjy+++AITJ04EILPpcHd3J/Z5yQ9XPv74Y3z88cdKz0VGRja5RoJly5bh3LlzCAoKQkFBAUaNGgUzMzOpFwgrtm7dSnzMqqoqlJaW4tGjR03s2V6FQ4cO4cCBA6irq4OnpyeSk5MxbNgwHDlyBPPmzcPMmTOJacnZs2cP+vbtS3zcxjx//lwKLkRHRwOQ9YahEUxhtZ5nZmZi1apV6Natm9SP47PPPlOyGCPFo0ePEBoaips3byod+pL8/QDQ35/+DCTnbkhICJKTk6XHOjo6CAkJIRbgaI5z587BwsKC2vi09w3WOgCb6mpNTU3k5+cTG+/3GDZsGLy8vDBp0iSlAOv48eOJ6gQHByM7O1vq0/Of//wH169fJ26bx/r943BoIogtaaLK4XA4HM5f5JdffsGFCxcAyA6qSJamK5KamopNmzahvLxcsq0QBAHXr1+novciPv30U6J9ErKzs+Hh4YE33ngDSUlJ1DI8Wens3LkTmpqacHJygiiKiI+PR0NDAzw8PADQqUZoDnt7e2bWEyy1SPLtt98iMzMTADB69GhqBxKsdAAgLS0NGzZsQPv27fGf//wHb7/9NnEN1j1t5Dg4OBA/dPujsLRS+fzzz4n1urG2tkZ0dLRk6/X48WO4uLjgq6++IjK+nOY+Gzs7O6WDP9JUVFTg9OnTCA8Px4MHD6jbHwGyip6oqCji4546dQoJCQm4cuUKbGxs4ODggGHDhhEb39bWFtHR0aisrMSECROQlpaGHj16oLS0FB4eHtTW75MnT+L8+fMAAAsLCykwQJLFixcjIiJC+l30+PFjzJ07l9q/icV6bmtri8DAQCmb/erVq/D19UVKSgpxrUWLFmHkyJGIj4/HmjVrcPToURgYGGD58uXEtVjsTy+C1txtbp2bNm0alUpDObT3Qlb7BisdQNZPcN++fU2qq9PS0ojqbNu2DeXl5XBwcFBK1KBhJ9ac9aAgCMS/59bW1khOTpYq5Kqrq2FnZ0flc2L5/nE4NOEVHBwOh8NRSQYMGPDCrOI5c+bg888/J6Lz2WefYe/evS3ebE1+WEGCAwcO4Msvv0RUVBRu3LgBZ2dnbNmyBSYmJsQ0WOoAwO7duwH8rxpBzq5du6hVIzQHi2bJLaFFEktLyxc26fTx8SFWJs9KZ9OmTbh06RLi4+Nx+/ZtLFiwAB999BHs7OyIjC9n0aJFqKmpQevWrXHx4kX8/PPPsLe3px68a8lcqL179zILcCQlJRELcGhrayv1LOncuTNR/+zU1FScOHECRUVFWLp0qXS9oqKCaNN5RXbs2IELFy6gpqYGpqam8Pf3h7GxMbHxFe3XGlNQUEBMR5Ho6GhMnz4dISEhVPzUNTU1pco7fX199OjRAwCgq6tLbf0ODw9Heno67OzsIAgC9u7di9u3bxP3U+/Xrx8CAwPh5+eHp0+fYuHChVSreVis54IgKFn1DBs2jIp9HQDcu3cPCxcuREpKCsaNG4cxY8bA3d2deICDxf7UEnNXW1sbly5dkqq2L168SLVHAUB/L6S9b7DWAdhVV6empgKQVdnIEQRBqoonCaseVB07dlSywtLS0lKq6iYJy/ePw6EJD3BwOBwOR+0oLy8nNlbXrl1bPLgBkL2xOn/+PGJjY/HGG29g5MiRMDQ0xMqVK4lnBbHSAdj1SlFH8vPzERgYiNzcXNTU1EjX5Y1WWXLr1i2V06mpqcHRo0fRunVr9OnTB4MGDcLKlSuJBzgWL16M6Oho3L9/HytXrsSoUaOQnZ39Uq9wEijaYrGGZXCFhJZ8HRo9ejTWrl2LGTNmAAASEhJgbm7+yuPL6d+/P8aPH48bN24o2WJ06NCBWm8HeY8jJycnWFhYoE+fPkTHNzIykizy5Cha5tFAsdF3YmIiHBwciI5fX18v/b1s2TKl5xTXWpJ89dVXiImJkQ4RnZyc4OLiQjzA4ePjg5UrVyIyMhLnz5/HlClT4OTkRFTjj0JqPbewsEBCQoL0PUhOTqZmSSRv6ty6dWuUlZWhU6dOKCsrI67DYn9qibnr4+ODpUuXon///hBFEQUFBU0SXEhDq78Rq32DlQ7wv6CXpaUlwsLClKqrraysiGoBsp4srKirq0NUVBQKCwvx8ccfo7CwEHfv3iW298qDCiNGjICnp6c0V1NSUjBixAgiGo1h+f5xODThAQ4Oh8PhqB0kb6icnZ2xe/duWFtbK2V4yjMxWUHy37Rv3z4IgiBlgw8ePBjx8fHExmetU19fD1tbWykDqSVRtQNZAPDz84OrqysiIiKwfft2fPHFF8waoKoDmzZtQm1tLQoLC6Us7cOHD1PRatOmDTIyMqQDS7k3My1+++03LFiwgKrGy1C1iqjGh8iKQUJBEODt7f3KGoDMNuLdd9/F+++/D11dXQCywH6nTp2IjN8c586dQ25uLjIzM7F582bcvXsXhoaGCAwMJDJ+165dkZycLP17FHlR5j5JoqKiiAc4Zs6ciadPn6JDhw6wtraWrv/6668YNWoUUS1FFDOkSVf0KGbr+/r64sMPP8To0aPh6Ogo/VtVDWNjY+lAvqKiAhs3bgQgO8jU0dEh7nkPAH379kVZWRmmTZsGZ2dndOjQAYMHDyauw2J/aom5a2hoiNTUVFy+fFl6TCO7vbi4GF26dEGbNm2wcOFCVFdXo6ysDN27dyemwWrfYKUDNA16KQafBEGAl5cXMS1Auek8INsPc3JyqFjZBQQEoKGhARcvXgQgq4BZvnw5EhISiIx/8OBBpceK9003b94kotEYlu8fh0MTHuDgcDgcDucl1NTUIDIyEgcOHJCsCgRBkLygVZH//ve/WLVqFZ48eYLvvvsO169fR2pqKvGbeFY6mpqa0NXVxbNnz6g1Fv+jsGy4S0rr6dOnmDx5MiIjIzFo0CAEBATAyckJixYtIjK+upOdnY2VK1dCS0sLGRkZuHr1KqKiorBt2zaiOjU1NaipqcG5c+eIWSm9iNzcXKxYsQIPHz6EIAjQ09PD9u3buR/z78A6C1LxQHHu3LnUe6V07twZOjo66NixIx4/fky0/4ahoSFu3rzZbBYsi+8djeD0i9bot99+GwEBAcT1AGDIkCHw8fGBs7MzAFnlDckqVMWDS/n/Xr9+Hf/+97+Z2kGSpCV6Wcn3hzlz5mDIkCF48uQJxo4dS1yHxf7UUnO3U6dOsLS0RGJiIjXrHi8vryYBIS8vL8TGxhLTYLVvsNyfWFdVs2w6f+XKFSQnJ8Pe3l7SqqurIzY+KwssRVi+fxwOTXiAg8PhcDicl7Bnzx6kpKRAX1+/RV8HycOXwMBAfPzxx1Lm7eDBg7FmzRrigQdWOgCgr68PV1dX2NjYKGWsfvDBB0R11q1b1+Sajo4ORowYgUmTJhG16GClpaUl+zmora2NoqIidO3alYpVhrqybds2fPnll1JG4rBhw6gc8k2ZMgUWFhbo27cvRo4ciZKSEmoBPV9fX3h5eUn9L9LS0uDr60ulAutlqGJFlJyvvvoKeXl5WLRoEe7fv4/Hjx9j0KBBRDUUof1eWVtbo7a2FmZmZrCyssL69evRpUsXYuO/zGptz549xHRexNy5c6lrADKrqrCwMGrj+/n5YdeuXdiyZQsAwNzcnKg9lTraQSpWLJaUlCAvLw+mpqaoq6tDQ0MDFc1Dhw7Bzs4OOjo6VKt5WOxPLT13aVRfyamtrVWq3m7bti01ezmA3b7Bcn+6fv06bt26BXt7ezx58gTV1dV48803qWjJEQRBySKQJI37NdXX11PZf2lbYb0Mmu8fh0MTOl2zOBwOh8NpQd566y1iY3Xr1o1JcOPevXvSTdPFixfxxRdfKFlBKHqFvyqVlZVKvvqCIEh+0CRhpQPIDvcMDAxQUFCAn3/+WfqPNK1atcL169ehr6+PPn364MaNGygvL8ehQ4ewfft2ldQyMjJCWVkZ3Nzc4OjoiPHjx2PcuHHExv8z0GroSlOnvr6+yRpB43u+ePFipKen4+jRoxAEAdra2koHS3K7BBLU1NQoNfe2sbGheqjzIlasWEFsLMXXf+fOHXzzzTdKN/Bbt24lphUSEoLY2FipokIQBPj7+xMbvzlo71N79uzBmTNnsHnzZkydOpVocONFKDY8pUVxcTGSk5OhoaGB4uJi6npFRUXUxq6vr4e/vz+8vb2RkJCAhIQEeHt7U2s8/7pAaj1PS0uDi4uLlFxw69YtLFmyhMjYjblx4wYmTpyIjz76CN9++y21ACWr/akxLOauHJrBXUEQ8OjRI+nxgwcPqOmx2jdY7k+HDx/G+vXrER4eDgB4/PgxVq1aRVxH3nReDs2m84MGDUJycjIaGhpQUFAAf39/mJiYENcJCAjA7du3kZWVBUBWQfnpp58S1wHYvn8cDk14BQeHw+FwVI4zZ87AxMQEHTp0wP79+3HlyhUsXboUAwcOBABERkYS0xo9ejS2bt2KyZMno3Xr1tJ10mX3v9dAuDlv47+KlpYWamtrJc/5e/fuUTlYZqUDQMpWpc3t27cRHR0t/fB3d3fHwoULsX//fjg6OmLlypUqp7VmzRoAgK2tLYyMjFBRUSHNJdJcvXoVAwYMQLt27ZCamopr165h7ty56NatGwAQqxBgpQPIsvkqKyul7/nNmzfRtm1bYuMromjDoa2trXQDGhgYSMyi6L333kNWVhZMTU0ByGxOhgwZQmTs32PNmjUIDg4GQNa/3dXVFZ9//jlqa2sxa9Ys9OzZE998841kFURyTU9PT0diYiIcHR0BAG+++SYqKyuJjd8ctJvN9+3bFydPnsT58+cByBoy29jYUNXctm0btSbPgKxpa2BgIIyNjSGKIoKCguDn54cpU6ZQ06R5GKupqYn8/Hxq4yvy7rvvNtu3hkZiAav1fO/evUhISMC8efMAyP6NtIJeW7ZsQVVVFU6ePIl///vf8Pf3h52dHdGgLsB2f1KE9txVhGb1lbu7O1xcXKRGz8eOHaMW9GK1b7Dcn2JiYhATE4OZM2cCkAXiaVQIs2w6v3btWgQHB+Phw4eYOXMmJk6cSLR/iRzaVliKsHz/OBya8AAHh8PhcFSOHTt2ICUlBbm5uTh27BhcXV3x8ccf48svvySudezYMQDAqVOnpGuCICA9PZ24FqsGwm5ubliyZAlKS0ul95LGj3MWOtnZ2TAxMXnh5zF+/HiieqWlpUqHytra2igrK0O7du2UAmCqpKXYXLB79+5o3749MjIyqHjvbtiwAYmJicjPz8fOnTthbW2N9evXY//+/SqpA8iCk56enrh//z68vb2RmZlJvP/GH4HkwemNGzdw7Ngxybrl7t27eOeddyQbEJq9HuTZiqSpr69Hhw4dkJSUBAcHB6xcuRK2trZUtNq2bQtNTU0qYytSV1eHgwcPKgUd5syZI9nOkSQ8PBzp6emws7ODIAjYu3cvbt++TdT+qDG0bbciIiIQFxeH3r17A5BVV8yfP59qgIO2v7qpqSn8/Pzg4OCgVLlBOilDMdu3uroaycnJ1CxNWK3nGhoaeOONN5Su0ax2aN++PRwdHfF///d/CAsLw969e4kHOFpqf2JhL1hcXIwffvhBqr7q0aMHcQ1HR0f06tUL3377LQBZYEqxMpkkrPYNVjoA0Lp16yYBNRrarJrOA7Lf4gEBAdT6KMlhZYUFsH3/OBya8AAHh8PhcFQO+eHN999/D2dnZ8ycORNHjx6lovV7Tfnu3LkjHY68CiwbCNvZ2aF3795IT09HbW0t/vWvf1G5YWOhc+zYMZiYmODgwYNNnhMEgXiAY9CgQVi3bp2U+ZaYmIiBAweipqaGeHUKKy2WzQU1NTWhqamJ7777Dq6urpg3b56UnaaKOgAwZswY9OnTB2fPnoUoivDy8mqRnj3NZVP/Vfz8/IiN1RwvsnMQRZFaJmltbS0AWQBFHtigVVHWo0cP/PjjjxAEAbW1tdizZw+VZrtbt25FYWEhZs2aBUDWUPrevXvYsGEDca2vvvoKMTExUt8XJycnKRhPi8mTJ1MbGwDatWuntH/36tWLSl+b6OhoTJkyBR07dsSOHTtw+fJlrFu3DsbGxsS1UlNTAShbBNFIylAMnrRv3x7z5s2Dk5MT5s+fT1QHYLeea2tr4+HDh9JampmZiU6dOhHXAWTByTNnziA+Ph7Xrl2DjY0NYmJiiOu01P5Ee+6yrL4yNTWFqakpfvnlFwwYMID4+HJY7RusdABZ9XleXp40pxISEtC9e3cqWiyazjeGZk+lxlZY+/bto2KFJacl3j8Ohzgih8PhcDgqhq2trXj58mXRyclJvHXrliiKojh16tQWeS329vZExomIiBCNjIzEGTNmiA0NDeL9+/dFZ2dnImM3JjY29g9dUxUdljx9+lQMDg4WHRwcRAcHB3Hr1q1iRUWFWFtbKz569EgltaZNm9bkmq2tLbHxFZk8ebL44MEDce7cueL169dFUaQzd1npiKJs7v6Ra7QhtRaxwNTUVPz555/FoqIipf/u3LkjjhkzhormJ598Ik6aNEn8xz/+IdbU1IiPHz8WHRwcqGg9ePBA9PDwEN977z1x8ODBooeHB/H1QRRl3+n6+nrpcW1tLbXveXPj0tC6e/euWF1dLT1+9uyZWFxcTFxHFEVxx44dYmhoqHjv3j2xuLhYDAsLE0NCQsSKigqxoqKCmI78ffrxxx9FNzc38bvvvhMdHR2Jjf86cOvWLXH8+PFUxma1nl+9elW0t7cXR40aJc6cOVMcM2aMeOPGDeI6oiiKZmZmooeHh3j8+HHx+fPnVDREke3+xHLuWltbi4WFhdLjO3fuiNbW1lS05NDeY1ntG6x0RFEU8/PzxenTp4vDhg0T/+///k+cPHmy0udGA5a/hWhqPX36VPTz8xPNzMxEMzMz0c/PT6ysrKSmJ0eVfktyOI3hFRwcDofDUTmWL1+OjRs3wtzcHG+//TZu376Nvn37tshrEQmVCy9evBizZ89Ghw4dmm0gTJLDhw9jxowZSte+/PLLJtdURUdOSUkJioqKlGwySGXIbtq0CX5+fvj666+xevXqZv8/pPqksNQC/tdccOTIkQDoNhecO3cubGxsYG5ujsGDB6OwsJBKhiwrHQA4ffp0kyz25q7RhtRaBMh8x5urCImKiiIy/uDBg1FeXt5s1mhjixhS+Pn5ITc3F71790arVq1QX1+PwMBAKlp6enrYv38/nj17BlEUqTZ5bmhokCpRSH4HGjNkyBD4+PjA2dkZgKxaZOjQocR1vLy8cPjw4SbXYmNjiWvt3r0bAJp4je/atQuCIBDrJyGvOr1w4QLs7OwwduxYbN++ncjYjVG0HASA8vJy5OTkEK/IMzY2ltYIuXUKrcovVuv50KFDERUVJdlv0bRpSUhIwFtvvfXC50+ePIlJkya9sg7L/Ynl3GVVfaUIzfUVYLdvsNyf+vTpg9jYWOTl5UEURfTr14+6PRbtz4mVFisrrMawfP84HNLwAAeHw+FwVI5x48Zh3Lhx0uP+/ftTKxH+PUjZwhw9ehTW1tbSQVVNTQ2+/fZb6TCJBFevXkVOTg5KS0uVDiorKipQU1OjcjqKREZGYv/+/ejdu7f0HgqCgLi4OCLj//DDDwCAgwcPSs0macFSC2DbXNDJyQlOTk7S4549e+LAgQMqqXP27FmcPXsW9+/fV2pyX1FRQVTnj+Lm5kZsLE9PT+nv58+f4/jx40SDyGFhYS/sEyHve0Sab775BkZGRujQoQMAme1NSUkJ3nvvPSp6NAOucsaMGQMPDw9Mnz4dAJCUlISxY8cS1ZDj5+eHXbt2Sd91c3NzKoektbW1St7jbdu2pbZv5ObmUhm3MYIgIDU1FSdPnsSePXsA/M8yjTSsLAeTkpKkv7W0tKCnp0ft4JLVvgEAHTt2hKWlJZWxFXlZcAOQNTx/lQBHS+xPLOeupaUlwsLC4OTkBFEUER8fDysrKzx9+hQApHWeJLR6byjCYt9gqSOnQ4cOqK+vx/379wGASr8UOTSbzjeGdk+lK1euoLCwUOlzomW3Kofl+8fhkIYHODgcDoejcvj6+sLb21vK9C0tLcXOnTuZZ7mQ5Msvv4SLi4v0+I033sCXX35JNMBRUlKC3NxcVFdXK2WmamtrK90Aq4qOIvHx8Th9+jS17O/u3btj0qRJuHfvntRoWRGSTZdZagFsmwuGhobC3d1d+pzKy8vx5ZdfYunSpSqn06ZNG+jo6EBDQwMdO3aUrnfv3p3Kwe+6deuaXNPR0cGIESMwadIkpQPAV6XxYej48eOJ9gZqLmOUtr85y14ztAOucnx8fBAdHS31irK2tlbaR0hRX18Pf39/fPrpp8THbowgCHj06BG6dOkCAHjw4AGVjNL6+nrY2tpKPSto4u/vjz179sDJyQk9e/ZEXl4eRo8eTV0XkL2fNJp/9+zZk/iYL4LVvvHdd98hKChIOvgVRZFoJc+f4VW/86z3J4Dd3AXYVV/J+e2337BgwQKiYzaG1b7BSgeQVSoFBgaiVatWUkKYIAjIzMwkrsWi6bwi9+7dw/Xr1zFw4ED06dOH+Pj+/v74/vvvYWBgoPQ50QpwsH7/OBwa8AAHh8PhcFSOn376SekgW1dXF9euXWuR10Lq5q25cUgfSkyYMAETJkzAt99++9IMxVe1RmClo4ienh614AYAhIeH48aNG/Dx8Wn2oFlVteSwai6Ynp4OLy8v6bGuri7S09OJH1Sx0DExMYGJiQkmTJjw0gadn3/+OZHgQKtWrZCTk4PJkydDEAScPHkSBgYGOHToEH7++WesXLnylTVeRENDA0pKSqiNDwCrV68mHrx7GbQOfgH6AVc5GhoamDVrFlxdXQGQbTSviKamJvLz86mM3Rh3d3e4uLhI1WvHjh3DkiVLiOtoampCV1cXz549o25tM3z4cOzatQuA7HC+X79+VBrBA+wsBx89eoTQ0FDcvHkTz58/l67TmMOs9o3Nmzdjw4YNMDQ0lA4UW4pXncus9yeA3dwF2FVf5ebmYsWKFVLzeT09PWzfvp1KU25W+wYrHUAWcIqLi0P//v2p6rBoOu/j4yMF+bOysrBixQoYGBjg5s2b8Pf3x8SJE4lpAUBmZiZSU1OVqqJoweL943BYwAMcHA6Hw1E5Gh9KiaJIze7h9yD1g7Zr165ITU3F5MmTAQCpqal48803iYzdmN+zX3hVawSWOvKbXHNzc2zevBm2trZo3bq19Dypm9BWrVph+PDhiIyMxNtvv01kzNdBqzFRUVHNVo2QoqGhock1GnOXlQ7w+9+xpKQkIgdIt2/fRnR0tHRY6e7ujoULF2L//v1wdHQkGuBYsmSJkr/+zZs3qdu20PZ9ZtlrhnbAVU5xcTH8/PyQnZ0NADA1NUVAQACVzEtTU1P4+fnBwcFBqQKH9EGfo6MjevXqhW+//RYAsGXLFmrWMPr6+nB1dYWNjY3Sv+mDDz6gogfI7D9oBvJYWQ76+vpi5MiRuHDhAtasWYOjR4/CwMCAuA7Abj3X1tamZvHWUrDanwB2c5dl9ZWvry+8vLyk36ppaWnw9fVFfHw8cS1W+wYrHUBWjU47uAHIKnni4uKkvixFRUWYP38+0QP6X375Rfo7MjIS4eHhGDlyJPLz87Fq1SriAY6uXbsq3c/QhMX7x+GwgAc4OBwOh6NyDB8+HAEBAfD09IQoijhw4ACGDx9OVKOmpgbx8fF46623YGVlhbi4OGRlZWHAgAGYO3eu9KOTVHba+vXrsXjxYmzbtg2AzLtYnvHJGlYN5kjoNLZaSE9Pl/4WBEHpMQkOHDjAzB6NpZYc2p99v379sG/fPnh4eEhzl8bNLyudPwKp97S0tFTpQF5bWxtlZWVo164d8ZvgCRMmSH9rampi0aJFxNfYxtD2N1c8+AWA/Px8ar1maAdc5axZswaWlpbYuXMnRFFEbGws1qxZQ8UXXH6YeO7cOekajTUWkAVTTE1NqduWiaIIAwMDFBQUUNNoTpMmrCwH7927h4ULFyIlJQXjxo3DmDFj4O7ujuXLlxPXYrWeW1lZ4euvv1Za/1oKVfodpgiLucuy+qqmpkYpEcfGxkbl9w1WOoDst8TBgwdha2urVIlAukcKi6bzilVVjx8/lpIl+vbtS6UadNiwYVJwTfG9Gz9+PHEtFu8fh8MCHuDgcDgcjsqxdu1abN68GTNmzIAgCBg3bhxxKx9/f388ePAA1dXVyMjIQF5eHqytrfH999+jsLAQgYGBRPXefvttpKamIi8vD4Dshp5Ww87fg5bNCQ0dufd8eno6jIyM0KlTJwAyG5BLly698viNYWmP1hJWbLSbC/r6+sLHxwchISEAZE0tg4ODVVbnj0BqPg0aNAjr1q2Do6MjAJkVzMCBA1FTU0PcTkWxiqe8vFyaV7Rg4W/OsteMvAEz7YBraWkp5s+fLz329PSkVh0gX2tZQtu2jFZPqJehr69PXYOF5WCrVq0AAK1bt0ZZWRk6deqEsrIyKlqs1vOoqChUVFSgbdu2aN26tdSDQ14hxZIVK1Yw0aH1e4/23GVVffXee+8hKysLpqamAIDs7GwMGTKEqIYcVvsGKx0A2LFjBwBg69atSlqke6SwaDr/22+/YcuWLRBFEWVlZaivr5fu02gEOK5fvw4AOHLkiHRNEAQqAQ4W7x+HwwIe4OBwOByOytGhQwfqBxNXr17F8ePH8fz5c1hYWODs2bNo3749nJ2diVr4VFVVoX379tKPyLfeegsA8OzZMwD8R+UfJTQ0tEkD4dDQUFhZWRHVYWmPxlKLVXPBbt26ISoqClVVVQCabzatSjosCQwMREREBIKCggDIMmXXrVsHDQ0N/Pvf/6amS9NSh6W/OfC/g1/asAoG6OvrIy8vD/369QMA5OXlUWl2Csj+TUZGRtKBeXl5OXJycqg0aZdDK4s9OzsbJiYmLzzQo3GAJCc0NJTa2I2haTnYt29flJWVYdq0aXB2dkaHDh0wePBgKlqs1nP5wW9LsWbNGilww2KdogntChRW1Vc3btzAsWPH0LNnTwDA3bt38c4770jziuTeyGrfYBmsZtUrhUXTeTc3N+lvJycnPH78GF26dMH9+/eprH00KjFfBIv3j8NhAQ9wcDgcDkdlYHkooampCUEQ0KZNG7Rp00a6oW7VqhXRbGk3NzckJibCyMgIgiBIGYPy/22JH5Wqao2gCK0Gwizs0VhrsWgumJ+fj759+77wZpfUgTYrnT/Dq37PN23aBD8/P3z99ddYvXp1s/8fXV3dV9J4GTTnKQt/89mzZ+OLL76AsbGxUrYy7ezsq1ev4vz58wAACwsLDB06lNjY8h4pVVVVsLOzg6GhIQDg8uXL0t+kCQkJaRJEDgkJoRrgoGVbduzYMZiYmODgwYNNnqORIfvkyRNER0fjzp07qKurk67TTtSgOXfldppz5szBkCFD8OTJE+L9K1iv5z179sSzZ8+k310GBgZMbVqysrKYacmh9R2hbTnIqvrKz8+PiY4cmvtGS+gAMju7H3/8EQBgYmKCbt26EddgEUhZunRps9e7deumVKFCkpMnT0qf05gxY2BtbU1Fh1UgisOhDQ9wcDgcDkdlYHko0aNHDwQHB6OyshLvvPMONm3aBFtbW5w9exZdu3YlpiPP/nqdflyyskYgqcOqgTALezTWWiyaC27ZsgV79uxp0jMFIGuNwErnz/CqN74//PADAODgwYOws7Mj8ZL+FDQtdVj4m2/fvh0A2+zso0ePIjIyEhMnToQgCPDy8sLixYvh5OREZHzFHgH29vbN/k0bWkFkOTRty+QWk6wyZL28vKCrq4sRI0YwtZ6kbTkop7CwkEqlCOv1/NKlS/Dy8oKenh4A4OHDhwgLCyMaNDQxMWn2uiiKqKysJKbzR6FxMEtz7rKuvnrR50UD2vsGax0A+Prrr+Hr64tRo0ZBEAQEBQVh8+bNGDduHDENlk3nAdnvloMHD+L8+fMQBAFmZmZKvRlJER4ejvT0dNjZ2UEQBOzZswe//vprs+vhq8D6/eNwaCKIrNI0ORwOh8MhQENDA65evYoRI0ZQ1SktLcXu3bshCAIWL16M48ePIzo6Gr1798b69evRq1cvYlqvw49LRWsEVdTJyclptoHwsGHDiGu9jJMnTyod2KqCloODQxObheauvSqiKKKkpIRK9l5L6LyMDz74AFFRUUTG+vDDD1FYWIh79+5JVkSK0PQ5l98m0PJpX7NmDaZPn67kb56YmEg8O7e+vh6enp7NBsdpYGtri88//1yqrCktLcWcOXOQkpJCTKO+vh7bt2+Hj48PsTFfxqxZs+Dt7a0URN62bZuSPzgJWNuWlZSUoKioSClYY2xsTFRjypQpOHHiBNExX4bcclAQBBgZGVGzHJRDY7+Qw3I9d3Z2xpo1azBq1CgAsoDH1q1bERMTQ0xj9OjROHjwIDp27Kh0XRRFuLq64uzZs8S0XgTJ/UkRFnN3w4YNCAwMhLu7e5PnBEEg/u9yd3dvdv+j8f6x2DdY6gCytWHnzp2SdWJBQQGWL19OfL2YPXs29u3bx6Tiat26dSgrK8OMGTMAAAkJCejUqRPx3y22traIiYmR/k1VVVVwcXGh8jmxfP84HJrwCg4Oh8PhqBQaGhrYuHEjjh07RlVHV1cX69evlx67ubkp+a+SRFNTE7q6unj27FmL/bhkZY1AS4dlA+GXsXfvXmYBDlJaLJsLenp64vjx48TGa0kd+fvTHCR9wcPDw3Hjxg34+PhQqxZqTHFxMfz8/JCVlQVBEGBqaoqAgADiB6Ws/M01NTVRXV2NhoYG4g3ZX4SibRgNCzFNTU2mljY+Pj5SEFkURRQUFBCvtgHY2JbJiYyMxP79+9G7d2/peyEIAuLi4ojq9O7dG0+ePGGyJ7GwHGwM7XxJVvtGdXW1FNwAgJEjR+L58+dENQYPHozy8vJmD/3feOMNYjqs9idFWMxd1tVXnp6e0t/Pnz/H8ePH0bdvX2p6tPcN1jr19fVKfaH69OmDhoYG4jqsms4DsoSqkydPSoEvKysrauur4j0hzV5yLN8/DocmPMDB4XA4HJWjb9++KCgooNZM9UUsW7YMYWFhVMZm8eOSlTVCS1kwsGog/DJYFsaS0mLVXFAQBHTr1g2lpaVUb6hZ6Sj2zVHUlvd2IEWrVq0wfPhwREZG4u233yY27stYs2YNLC0tsXPnToiiiNjYWKxZs4b4oRJLf/MhQ4bgww8/xLRp05TWWBoNpfv27YsdO3bAxcUFABATE0PlUMzS0hKRkZGYPn26kiUfyaCkHFZBZBa2ZXLi4+Nx+vRpogfLisgzetu1awcHBweMHTsWbdq0kZ5XVcvBxtC0wmK1ngOyA8Tz58/D3NwcAJCZmUk86SQsLAxaWs0fwZBM3GG1PynCcu4CbKqvGvcYGj9+PObMmUNUQw6rfYOVDgB06dIFsbGxcHR0BCBbc2nMY1ZN5wGgc+fOqK6ultaGmpoaKnvI0KFD4ePjA2dnZwBAXFwctV4pLN8/DocmPMDB4XA4HJXj8ePHsLe3h6GhodJBVXh4OFXdoqIiamOz+HGpoaHxUmsEVdN5HaF1cEBTi2X/F21tbdjb28PS0lJp7pI+6GOh07VrVyQnJzd7s04j0HbgwAF4e3tLN9KlpaXYuXMnAgICiGuVlpZi/vz50mNPT08qFjQs/c1v3rwJAEp2MzQaSgPAJ598gk2bNsHBwQGCIMDc3Bwff/wxcR354WFISIjS4SWpoGRj5EHkxMREatUI7733HrKyspRsy4YMGUJFS09Pj1pwA4C0B3bs2JFZcLJdu3ZScAMAevXqRa0yVG6FpaGhgeLiYmpWWKz2DXkFgryaRxRF4kktzWVh//LLLxgwYABRHdb7E8B27rKqvmpMQ0MDSkpKqIzNat9gpSPX8vb2xieffAJAVsG0bds24jqsms4DQP/+/eHs7AwbGxsAwFdffYWhQ4dKtmWkEtM2bNiAXbt2Sf82c3Nz4v035LB8/zgcmvAAB4fD4XBUDgcHByoNLX8Pmtn5LH5csrJGYKXDeXVY938ZOHAgBg4cqBY6hoaGuHnzJszMzJo8R6NfwE8//aQ0f3R1dXHt2jXiOoCsoiwvL0/q+ZGXl0elYo6lvzkrSxNA9tns2LHjhc+T6p/DMjipSFRUFLU9mIVtmfx9Mzc3x+bNm2Fra6vUIJbU/F26dCmRcf4MrCwHWVphsdo3hg4dilOnTiEvLw8A0K9fP7Rq1Up6/s6dO0rBI1KsXr2aeACZ9f4EsLMcBOhXX8lZsmSJtEfV19fj5s2b1AJErPYNVjqA7LdETEyMVL2tWGkIyHo5KdrC/VlYN50HZPeCQ4YMkZLeBg8ejIaGBuKJBe3bt4e3t/cLn//8889fuZqoJd4/DocmvMk4h8PhcFQOVl7WjamoqGhSlUAKFxcXzJ49GzY2Nko31CSpqqqClpaW0kGOKuu8jtjb2yMpKUmltFg2F2TVA4FlrwVW2NraKjWXFEURtra2VLzp58yZg5ycHBgaGgIALl++DENDQ+lwlFS1XEZGhvS3or/5qlWriIyvyMqVKzF79mypSXZLQrMpMwtornPZ2dkvfZ5E1c+4ceNe+JwgCC887CGBi4sLjh49Sm38lx1ek6zusbGxwb59+5pYYaWlpREZX5HXZT2nNW9Z/m6gCYu5K2fmzJmIjo4mNt6LUPy8NTU10adPHwwfPpy6bnOw2jdY7k+vqsW66fzrBInP6e/8/nHUE17BweFwOByV4x//+AcmTJiA2bNnU8tEkxMdHY0pU6agY8eO2LFjBy5fvox169YR9/ldtmwZvvzyS/zrX/+Co6MjXF1d0a1bN6IacmuEuLg4zJgxQ+m55q697jqvIytWrFA5LZbNBceNG4eZM2fC2dmZqp86K53GnDt3DhYWFlTGHj58OAICAuDp6QlRFHHgwAFqBy329vawt7dXekwDlv7mpqam+OSTT6ChoYFZs2Zh2rRpSv0QWEIqv+zdd99ttgKGlkWVHJo9F1jYlp05cwYAkJ6eDiMjI3Tq1AkAUF5ejkuXLlHVJt20ujGsqnpYWmG11HreGFp5oUZGRlTGbQzN/QlgM3dZVV/JUaxUKy8vl9aKloBVXrIq9ZJj3XRe/v179913kZ+fj4yMDAwaNKjZSinakPicWL9/HA5teICDw+FwOCrH6dOnER8fj48++ghdunTB7NmzYW1tDU1NTeJahw8fxsyZM3Hx4kX897//xYoVKxAcHEzc53fMmDEYM2YMiouLER0dDUdHR4wcORJz5sx5pfLt5jh8+HCTIMOXX35JPPDASqelWbNmDYKDgwHQ87amqcWyueCBAwdw5MgRTJ06FRYWFpg9ezaVQ3pWOo3Ztm0btQOktWvXYvPmzZgxYwYEQcC4ceOoNCmur6/HrVu34OPjQ3zs34Omv7mLiwtcXFzw448/4siRIwgJCcG0adPg5uYmWaqwglT/HMXD+OrqaiQnJys13CUNi54LLG3LQkNDkZycLD3W0dFBaGgorKysiGvJadu2LbWxWVoOsrLCAlpuPW8MjR5bv/32GxYsWEB83OaguT8BbOZu4x4EitVWtKuv5s6d26KVd6x6vKliLzmAftP5Q4cO4cCBA6irq4OnpyeSk5MxbNgwHDlyBPPmzcPMmTOJaf0RSH9OtN8/DocFPMDB4XA4HJWjY8eOmDt3LubOnYvvvvsOGzduxJYtWzBr1izMmTOn2SaOfxUtLdlWeeHCBdjZ2WHs2LHYvn07sfEb8+TJEzx8+BAaGhp48803sWnTJowcORIbN2585bGvXr2KnJwclJaWKt1wVlRUoKam5pXHZ63zupCVlaXSWqybM/r6+mLlypU4duwYli9fDl1dXcydOxdTp04ldsPGSqcxNDMfO3To8NLPipRvtqamJrPvNEt/czn9+/dH//798eOPP+L27duYNWsW3NzcsHDhQqq6NFDc69q3b4958+bByclJqUE8KVj1XPD09JT+VrQtY4EgCFQDRACo2upoampCV1cXz549o245uHv3bgD/a3QvZ9euXcQb3bfUek6T3NxcrFixAg8fPoQgCNDT08P27dupViXTzsxnMXdbsvqKO7u/vrBoOh8TE4Pjx4+jsrISEyZMQFpaGnr06IHS0lJ4eHgwD3CQhMX7x+GwgAc4OBwOh6OSPH36FHFxcThy5AjeeecdODs7IysrC56enjhy5AgxHUEQkJqaipMnT2LPnj0AgNraWmLjyzlx4gQOHTqEyspKuLu7Y+PGjWjbti3q6+sxceJEIgGOkpIS5Obmorq6WunwQVtbm+ghNysdlrzIekEURal5oqpptVRzQVEUce7cOaSmpqJ9+/aYOnUqTpw4gbS0tCaHZaqgo8jkyZOpjPtH2Lt3L7HGoJaWloiMjMT06dOVmoKSzMoGgAkTJkh/a2pqYtGiRdQysy9fvoxDhw4hOzsb06dPR0xMDLp164aqqipMnjyZaYCD1kHZr7/+irKyMipjR0REIC4urknPBdIBDpa2Zdra2rh06ZLUl+XixYtNmuCSZt68efjPf/5DbXxWloOsG9y3xHre3Gsgha+vL7y8vKQ1Oy0tDb6+voiPjyem0Rja+xPLudsS1Vf6+vrUxv4jcIuqF8Oi6bympia0tbWhra0NfX19qYJRV1e3RYKsJD8nFu8fh8MCHuDgcDgcjsqxceNGpKenw9raGpGRkejfvz8AWW8OUgd8cvz9/bFnzx44OTmhZ8+eyMvLw+jRo4lqALLsWC8vL5ibmytd19TUxIYNG4hoTJgwARMmTMC3335LNUualQ5LNDQ0cPDgwSZN5kVRhKurq0pqHTt2DCYmJjh48GCT5wRBoBLg2LNnD44ePYoBAwZgwYIFGDNmDADZod8//vEPldMBZLY9Xbp0QZs2bbBw4UJUV1ejrKwM3bt3J6rze5C82ZUfGIaEhEAQBIiiSDwrG2Drb+7n54cPPvgAQUFBSr032rdvj0WLFlHR/O233yAIQpN+SqT65xgbGytVwIiiSGy/aAzLnguK0LQt8/HxwdKlS6XfEPn5+UQPy5cuXdrk2uXLl6Xr4eHhxLTksLAcZGmFBbBdz1/GxIkTiY1VU1Oj9HvVxsaGSqCmJfcnmnO3MbSrr0RRREhICLXxFaG9b7DWAf73+6RxIMDNzY3I+Hp6etQP5xW/X8uWLVN6jlZ1elVVFW7cuAFBEGBgYKAUtN66dSsxHRbvH4fDAh7g4HA4HI7K0bdvX6SlpTU5AAaAzz//nKjW8OHDsWvXLgCyA7h+/fpROUCS2z00x7hx44hqKQYdli1bhrCwMKLjs9ZhweDBg1FeXt6sfQTpmwJWWi3RXLCkpAT79+9Hv379mjxH0vqNlQ4AeHl54fDhw02uxcbGEtX5PUhmELLOzgbo+5unpKS88DnS1hK/Zz9DKvCblJQk/a2lpQU9PT0qvagAdj0XWNqWGRoaIjU1FZcvX5Ye6+joEBs/JycHVlZWUh8tURTx448/UquOA9hYDrK0wgLor+c1NTWIj4/HW2+9BSsrK8TFxSErKwsDBgzA3LlzpSbWS5YseWUtOe+99x6ysrJgamoKQFZROWTIEGLjy2G5P7Gcu6yqr4qLi+Hn54esrCwIggBTU1MEBARQ6T/Eat9gpQP8/vvn5OT0SuOzbDo/c+ZMPH36FB06dIC1tbV0/ddffyXeKxEAMjMzsWrVKnTr1g2iKOLBgwf47LPPpCQ7Ev82lu8fh8MCQeRmghwOh8Ph/CEcHByIH8Ap3hA2B40MT0Vo/JtaUocWVVVV0NLSUvrhrw5acnhzwb+OnZ2dklXGi67RRtXnmL29vdKBPSl+78CXRqN2R0dHzJ8/X8l+Zt++fcTtZ3bt2tWk6W5z10jwsoMOktU9it9hTU1N9OnTp0UaSpPg0aNH8Pf3R+/evbFixQq0bt0a48ePp9IImbXl4Pr163Hjxg3qVlgsWLduHR48eIDq6mq8/fbbyMvLg7W1Nb7//nt06dJFSgYgia2tLW7duoWePXsCAO7evYt33nlH6vtGai1nuT+xnLs5OTnNVl8NGzaMqI67uzssLS3h4uICURQRGxuLjIwMKokhrPYNVjoA/ffvZQlgtJvO08bW1haBgYHSHLp69Sp8fX1fmqzxZ1Hn94/z94RXcHA4HA5HZVC041BEbp+SnZ1NVZ9GToCiB31LoI6evjSQH+DExcVhxowZSs81d01VtAA2zQXt7e1fGsgjdZjDSkcRQRDw6NEjdOnSBQDw4MGDFvm+k9TMz89HYGAgcnNzlawXaK6xtPzNm6v0ow0r+5nTp083CWY0d40ErKp6WNqW0aZLly4IDw9HXFwc3Nzc4OfnR02LteUgCyssVuv51atXcfz4cTx//hwWFhY4e/Ys2rdvD2dnZ6XvI0lofhcUYbk/sZy7tKuv5JSWlmL+/PnSY09PT2qJBKz2DVY6AP33ryWazjs4OGDGjBmYOnUq1e+4IAhKAcJhw4ZJv9FJ0RLvH4dDEx7g4HA4HI7KQCO7989A4wDuj948f/rpp/Dx8SGuz8qeiKUNEk0OHz7cJMDw5ZdfEg86sNRi0Vxw/fr11MZuCR1F3N3d4eLiAjs7OwCyg0aSViZ/FJK+2X5+fnB1dUVERAS2b9+OL774Qso0pgFNf/Pm+iA0x+eff06sIS5t+5mzZ8/i7NmzuH//vlKFSkVFBTENRVj3XJBD27aMFTNmzICpqSl8fX1RWVlJRYO15SALKyxW67mmpiYEQUCbNm3Qpk0bKcmgVatWxA8U5ZiYmFAZtzEttT+xmLudOnWi3udNX18feXl5kj1aXl4e+vTpQ0WLlW0ZKx2A3fvHsun8unXrkJCQgNDQUJiZmcHR0RFjxowh3mjcwsICCQkJ0n1icnIyLCwsiGrIYfn+cTg04QEODofD4agMf/SAbc6cOcR7cdTU1CA0NJTomH+G8+fPExtrzpw5sLCwwOjRozF06FBi47aUDguuXr2KnJwclJaWIioqSrpeUVFBvLkgSy2ATXPBP3qY4+Pjg08//fS111HE0dERvXr1wrfffgtAdvBnZGREZOzfY82aNQgODgZA1jf76dOnmDx5MiIjIzFo0CAEBATAycmJeDNulv7mv0dSUtIrBzjkGed1dXVITk5Gr169AABFRUUYMGAAiZcJAGjTpg10dHSgoaGhVKHSvXt3KtUbrHsuyFH1yj9FevfujaioKKlnCU1oWg6ytMJitZ736NEDwcHBqKysxDvvvINNmzbB1tYWZ8+eRdeuXf/yuC/D3d292QNRxT2fBC21P6nL3K2qqoKdnR0MDQ0BAJcvX4ahoaEUOCdhI8tq32ClA/zPfvdF7x9taDadNzExgYmJCaqqqpCWloa9e/fCz88PGRkZRMaXuxWIooiKigps3LgRAFBXVwcdHR2sXr2aiM7LoPn+cTg04QEODofD4agd5eXlxMbKzc2Ft7c3njx5gu+++w7Xr19Hamoqkx+YipC8WVy2bBnOnTuHoKAgFBQUYNSoUTAzM4ObmxsxDZY6LCgpKUFubi6qq6uVvOa1tbWJZ7Ky0nodmwveunVLJXVMTU1hamqKX375hfhBwcvIysqiMq7cB15bWxtFRUXo2rUrysrKiOusWbMGlpaW2Llzp+TPvWbNmhap+CKxxrLKOJcfsEyYMIHZPNXX14erqyvTngu0bMtYI7c0sbW1pWKjowhty0HWVlh/hFddz4OCgrB79260a9cOYWFhOH78OPz8/NC7d2988sknhF6lMp6entLfz58/x/Hjx9G3b18qWi2xP6nL3LW3t4e9vb3SY9KoY4Wrov0u7fcPYNd0XpGqqiqUlpbi0aNHRK0wW8KtoCXePw6HBrzJOIfD4XDUDpLNdt3d3fHRRx8hMDAQSUlJEEURU6dOxYkTJ4iM/0eh0UC4oqICp0+fRnh4OB48eIBr164RHZ+1Dgu+/fZb6pYIrLRex+aCqt70nsa4L8piFkURlZWVuHHjBlE9AAgODsbChQvx/fffIzAwEK1atcKkSZPg6+tLVGfKlClN1tKpU6fi+PHjRHX+CLS+E6wOFV1cXHD06FFq47+oGTstqyL5LSpp24+WIDs7GwkJCfjmm2+oWpoAsoPF2NhY6lV5rxOs9g2a1NXVYc6cOTh8+DA1DVbvk7rM3fr6emzfvp2KPezvwWrfYBn0otmXhVXTeQA4deoUEhIScOXKFdjY2MDBwYGKjiLnzp2jZk8FsH3/OBya8AoODofD4XBeQmVlpVI5vyAIaNWqVQu+oldnx44duHDhAmpqamBqagp/f39i9hUtocMSxYDDsmXLEBYWprJavLkgeWjkDWloaODgwYNNMgRFUYSrqytxPUBWWQEAtra2MDIyQkVFBQYOHEhch6W/eUuxevVqJoeKz58/pzo+i54LwOtlW0YK2pYmirCwHJRD0wqrpaG9vzemoaEBJSUlVDVo57Wq29zV1NSkViX5e7DaN1jpAHT7srBqOg8A0dHRmD59OkJCQtCmTRsqGo3Ztm0b1QAHy/ePw6EJD3BwOBwOh/MStLS0UFtbK2WivTYmVAAAgXpJREFU3bt3j1rTyZdB8sY0Li4OvXv3hpOTEywsLKgdKLLSaSmKiorUQos3FyQHDW/zwYMHo7y8vFkrIloHmWfOnIGRkRF0dHTQvXt3tG/fHhkZGXj//feJ6rDwN/+j0Dr8Y1Us37ZtWyrjsuy5ALxetmWkoWVpArC3HKRthdXS0N7f5T0KAFmlwM2bN6lXh9LuvaGOc9fS0hKRkZGYPn26kmVPhw4dqOqy2jdYmrnQ1mLRdB4ADhw4IP2dmJgoNQGnCYvPidX7x+HQhAc4OBwOh6N2vPXWW8TGcnNzw5IlS1BaWoodO3YgJSUF3t7exMaXk5+f38R/OScnRzr4U/xB/aqcO3cOubm5yMzMxObNm3H37l0YGhoiMDCQmAZLnZZCnW4MFWnJ5oKsgoc0dH777TcsWLCA+LhhYWFST4zGHDt2jLgeAISEhDQJeoWEhBAPcLDwN5dTVlbWJCBUWFgoecVv3bqVii7NQ8Xnz59LGaTR0dEAgEePHqFLly7ENFj3XCgtLcX8+fOlx56enipvP9TY0mTr1q3ErT8aN5dXDEjRsByMj4/H6dOnXwsrLBrrOe09V7FHgaamJhYtWoThw4dT06O1PymijnM3IiICgGxPlDd+FgRBqT8aDVg0gmepA6hPXxZFoqKimAQ4Jk+eTF2Dw1ELRA6Hw+FwVIyUlJQm1/bt20dN7+LFi+K//vUvMTg4WPzhhx+oaPzf//2feOLECenx3r17xYkTJ1LREkVRvHfvnhgXFyeuXLlSNDc3F6dNm6bSOi3BkydP1ELL1dVVvHjxovT4xx9/FGfOnElFq7n5k5qaqrI6oiiKP//8s2hjYyMaGRmJxsbG4qRJk8Sff/6ZuE5sbOwfukaC5uapra0tUY26ujrxX//6F9ExX4aVlZXS9/zEiRPi+++/T02vpqZGLCgooDa+KIriP//5T7GhoUF6XFZWJtrZ2VHVpM2iRYvE27dvS49v374tLl68uAVf0aszb948MSUlRayurqau9fXXX4uPHz+WHj9+/Fg8c+YMcR0XFxfiY74Iluu5HJb7u+LnRRpW+5MoqufcZQ2LfYOljpznz58z02IJ7f32/v374oULF0RRFMXa2lq1fR85HFLwJuMcDofDUTmmT5+OoUOHwtfXF8+ePcPq1ashCAJ2797d0i/tL1NYWIjly5djyJAhkg/z1q1b0blzZ+Ja1tbWqK2thZmZmfQfyYxf1josmTNnDiwsLDB69GgMHTqUahNNVlosmwtOnDgRzs7OWLBgAWpra7F582Zcu3YN8fHxKqkDAI6Ojpg/fz4mTZoEAEhLS8O+ffuIazXXIHb69OlISEggqgMAs2bNgre3N0aOHAkAuHjxIrZt24YjR44Q1ZkxYwYzS5ucnBz4+PjA2dkZ9+7dw5UrVxASEoLevXsT18rKysKqVaugpaWFjIwMXL16FVFRUdi2bRtRnU8//RTV1dXw8/PD06dP4eHhAScnJzg5ORHVkcOi58KcOXOUqhfltmVySxiWtmU0oG1pYmdnp1R9JYoipk+fTiyTXm6FderUKVRUVFC3wgLYrefR0dGYMmUKOnbsiICAAFy+fBnr1q2j3leEZvNvVvsToP5zlzas9g1WOoBsvfD29saTJ0/w3Xff4fr160hNTcXq1auJa7UESUlJ1CpP09LSEBwcDEEQcObMGeTm5uKzzz7Dvn37qOhxOOoAD3BwOBwOR+WoqanB1q1bcenSJVRWVmLmzJnw9PSkolVUVIR9+/bhzp07qKurk65HRUUR18rOzoaHhwfeeOMNJCUlUQsGNGeHpco6LPnxxx9x7tw5ZGZmoqCgAKNGjYKZmRnc3NxUWqu8vJxJc8HHjx9j7dq1qK+vx6NHjzBixAisXbtW6YBMlXQAWSPulJSU3732V7l69SpycnJw4MABpXWuoqICJ0+exPHjx4noKKIY9BJFEQUFBVSCXnL7LVb+5teuXcPMmTOhq6uLEydOUPueOzs7Y9u2bfDy8kJSUhIAYMqUKThx4gRxrZUrV2LAgAE4f/48JkyYgDlz5hDXANj1XPi9g14WdiA0oXmYDTQNcADAtGnTiNnZjRs37oXP0bDCAtit5/J1++LFi9ixYwc+/PBDhISEUA/C2tvbS+sEaWjvT4qo49zNz89HYGAgcnNzUVNTI13Pzs4mrsVq32C5P7m7u+Ojjz5CYGAgkpKSIIoipk6dSkWLJcXFxfjhhx8gCAKMjIzQo0cP4hrTp0/H/v37MW/ePOqfE4ejLvAeHBwOh8NROVq3bo1evXrhm2++QUNDA4YOHUpNa/ny5dKhsqamJjWdAwcO4Msvv0RUVBRu3LgBZ2dnbNmyBSYmJsS1+vbti5MnT+L8+fMAAAsLC9jY2KisDkuMjIxgZGQEDw8PnD59GuHh4fj222+pBB1YarFqLti5c2fY29tjw4YNaN++Pdzc3KgEHVjpAMB7772HrKwsmJqaApAdfAwZMoTY+CUlJcjNzUV1dbWS77e2tja2bNlCTEcRQ0NDpKamUg96sfQ3/+qrr7B161YEBwfjp59+wuzZs7Fz506pcokk9fX1TfzGW7VqRWz8p0+fSn/7+vriww8/xOjRo+Ho6IinT59SCRCx6LlQX1+PW7duwcfHh5pGS0M7t1BbWxuXLl1Sqr5SDB6+KmfOnAEg6/FhZGSETp06AZAFyS9dukRMRxFW67m819GFCxdgZ2eHsWPHYvv27cR1GkOzNwHt/UmOus5dPz8/uLq6IiIiAtu3b8cXX3yBnj17UtGivW+w1gGAyspKpT4fgiBQ02JFSkoKAgMDYWxsDFEUERQUBD8/P0yZMoWojoaGRpP9VtXfOw6HNjzAweFwOByV45///Cfq6+uRmJiIu3fvYuXKlbCzs2vSZJMEz58/x6pVq4iP25jz588jNjYWb7zxBkaOHAlDQ0OsWrUKaWlpxLXCw8ORnp4OOzs7CIKAvXv34vbt28TfP1Y6LNmxYwcuXLiAmpoamJqawt/fn5p9BUstVmzatAmXLl1CfHw8bt++jQULFuCjjz6CnZ2dSuoAwI0bN3Ds2DHp0OPu3bt45513pGzVV83WnjBhAiZMmIBvv/2WSRBKjjzolZiYSK3SQW53w4Jdu3bhP//5D/r27YupU6fim2++gaenJ7755hviWm3atEFlZaVkK3fz5k20bduW2PhGRkZKASFRFHH9+nX8+9//phYg0tPTo95QWlNTE1lZWVQ1Wpq5c+dSHd/Hx6dZy0HShIaGKlWK6OjoIDQ0FFZWVsS1WK3ngiAgNTUVJ0+exJ49ewAAtbW1RDUaI4oiQkJCqI1Pe3+So65z9+nTp5g8eTIiIyMxaNAgBAQEwMnJCYsWLSKuRXvfYK0DyIKGtbW1kta9e/ekCkBVJSIiAnFxcZK9ZVFREebPn088wKGtrY2HDx9K711mZqYUUOZwOM3DAxwcDofDUTmGDx8u3Vx07twZ8fHx8PX1paI1cOBAFBcXUyk/VmTfvn0QBAH3798HAAwePJiaLcJXX32FmJgYtGvXDgDg5OQEFxcX4oEHVjoskd/UODk5wcLCAn369FELLVbU1NTg6NGjaN26Nfr06YNBgwZJAUpV1AFkGZ4sUAxuLFu2DGFhYUx0o6KiVNJapDExMTFo06aNlEFvZWVFpV8AACxevBienp64f/8+vL29kZmZSdTfnGVgSK5lbm6OzZs3U++5YGlpicjISGa2ZayQW5poaGhQ/U3BqvqqMYIgKPVmIQmr9dzf3x979uyBk5MTevbsiby8PIwePZqohpzi4mL4+fkhKysLgiDA1NQUAQEBxL8XrPYnQD3nrryqR1tbG0VFRejatSvKysqoaNHeN1jrAICbmxuWLFmC0tJS7NixAykpKfD29qaixYp27dop9e7q1auXdJ9DEm9vbyxYsAB37tyBq6srioqKsHfvXuI6HI46wXtwcDgcDkcluXfvHn788UcAgImJCbp160ZFZ968ebh+/TpGjBiBNm3aSNdJN0v89ddf4eXlJTUYf+uttxASEkLFPoWVJzNL72eW5ObmIjMzE5mZmbh79y4MDQ0RGBio8lqsePbsmZRhbmBggNatW1Oxf2Ol0xLQ9vFXhKY/PEt/85KSEvj6+uLChQsQBAFmZmbYtGkT3nzzTeJaAHDnzh2cPXsWoihi7NixVG1oaMK654JiwIS2bRkrGluaXLx4kYqlCUtmzZoFb29vJSusbdu24ciRI1T0WK/n5eXlVLOl3d3dYWlpCRcXF4iiiNjYWGRkZODQoUPUNGmjjnM3ODgYCxcuxPfff4/AwEC0atUKkyZNopZUxWrfYLk/Xbp0Cenp6RBFEePGjVOyrFJFdu7cCU1NTTg5OUEURcTHx6OhoQEeHh4AyAb0KioqJOs/VsFqDkeV4QEODofD4agcX3/9NXx9faUfyZcuXcLmzZtfehDzV3nRISLpjGZ3d3c4OzvD1tYWAHDixAlER0dTudldt24d6urq4OzsDEBWKaCpqYmgoCCV1GHNb7/9hnPnzuH8+fO4cOEC9PT0mjR1VUUtFuTk5GDZsmXQ09MDADx8+BBhYWEwNDRUSR1ANnflFgKKREVFEdeSQzPo0JikpCTY29tTGdvd3b1Zf3Ma9h+LFi3CiBEjMGvWLABAdHQ0Ll26hN27dxPXYsW7777b7HePxoHii3ou0LAkUjdsbGywb9++JpYmNCwoWZGTk9OsFdawYcOoaLFaz+XQDiI31yx46tSpOH78OFGdltif1JV79+6hoqICAwcObOmXwmlBXla1qOoBPQ5H1eEWVRwOh8NROSIiIhATEyNZ9hQUFGD58uVUAhysrFmePHkiBTcA2c0vrVJkPz8/7Nq1S2pQbG5uTsU2ipUOS6ytrVFbWwszMzNYWVlh/fr16NKli8prsWLLli0ICQnBqFGjAMiCk1u2bEFMTIxK6gCAp6en9Pfz589x/Phx9O3bl7iOIiyyfFlY6rD0N793755SMGPhwoVULMsA4KeffsL27dtRVFSEuro66TrpagfFps7V1dVITk6mZhPEsueCusHK0oQlLK2wWK7ncmjngOrr6yMvLw/9+vUDAOTl5VGxoWyJ/UmdOHPmDIyMjKCjo4Pu3bujffv2yMjIwPvvv09ci9W+wUoHkAVz9+3bhzt37ihpqXKAjZVF5HfffYegoCAUFRWhvr5eLSqiOBza8AAHh8PhcFSO+vp6pRvBPn36oKGhgajGgQMH4OHhIR3ON2bdunVE9TQ1NXHr1i288847AIBbt25RsV+or6+Hv78/Pv30U+Jjt4QOa/bs2cPscIClFiuqq6ulQyoAGDlyJKqrq1VWB0CTg47x48djzpw5xHXmzJkDCwsLjB49GkOHDiU+viKNLXWCgoKoWOqw9DcXRREPHjxA165dAQAPHjygdoi5du1auLm5YcSIEVRtdNq3b6/097x58+Dk5IT58+dT05RDq+cCS9syVlhaWiIsLEzJ0sTKygpPnz4FoLo9Cjp16qTUG4gWLNdzObQt5aqqqmBnZydVoVy+fBmGhoZYunQpAHI2qKz2J0A9525ISEiTwG5ISAiVAAerfYOVDgAsX74cZmZmcHNzUwuL0Pr6etja2iI1NZW61ubNm7FhwwYYGhqqfGN2DocVPMDB4XA4HJWjS5cuiI2NhaOjIwAgPj4eurq6RDXkB0cdO3YkOu6LWLFiBdzc3DBo0CCIoohffvmFStM/TU1N5OfnEx+3pXRY07dvX5w8eRLnz58HAFhYWMDGxkbltVjRvn17nD9/Hubm5gCAzMxMpUNaVdNpjoaGBqmXDkmWLVuGc+fOISgoCAUFBRg1apR0cECaiIgIqck98D9LHdIBDiMjI5SVlcHNzQ2Ojo6SvzkNPDw84ODggLFjxwIAzp49i9WrV1PR0tDQwMyZM6mM/TJ+/fVXagEibW1tXLp0SanngmIjYVL4+fk1a1umysgrhyIiIpSu79q1i2fk/gFYr+c1NTUIDQ2lNj4gsxlUtP6jZQPYGFr7E6Cec7cxtAK7ALt9g+X+9Pz5c6xatYqJFgs0NTWhq6uLZ8+eUa/C09bWln6vcDicPwYPcHA4HA5H5fjkk0/g7e2NTz75BAAwePBg4sEA+Y9/eTYdbcaOHYuTJ0/iypUrAIDhw4cTD9rIMTU1hZ+fHxwcHJQOCV7mK/s667AkPDwc6enpsLOzgyAI2Lt3L27fvk3FeoulFit8fX3h5eUFDQ0NKXs+LCxMZXUAYMmSJZLHeX19PW7evEklq9nIyAhGRkbw8PDA6dOnER4ejm+//ZZKgIOVpc6aNWsAALa2tjAyMqLqb25vb4/33ntPyib28PDAgAEDqGiNHDkS165do15pY2xsrPTdE0URfn5+VLR8fHya7blAGpa2ZaxgZWmirrBaz3Nzc+Ht7Y0nT57gu+++w/Xr15Gamko8EFpfX49bt27Bx8eH6LjNwWp/AtRz7rIK7ALs9g1WOgAwcOBAahaXLYW+vj5cXV1hY2OjdG/zwQcfENWxsrLC119/jQkTJhAdl8NRZ3iTcQ6Hw+GoLJWVlQBA7WYDaN4mQEdHByNGjCDeTFPueS8IAoyNjdG9e3ei48tprleJIAjE/XdZ6bDE1tYWMTEx0mFvVVUVXFxckJKSotJaLKmtrUVeXh4AoF+/fmjVqpVK6yg2otXU1ESfPn0wfPhw4jo7duzAhQsXUFNTA1NTU5iZmcHY2JhKJvPOnTuhqampZKnT0NAADw8PAOQsdRT9zQFZ4+qcnBwq9h+AbA7duHEDgiDAwMCAWha4ra0t8vLyoK+vjzZt2kjXSTctvnv3rvS3lpYW9PT0qNqAlJeXU++54OTkhNjYWMycORPbtm1D165dMXnyZJXdN1hamqgzLNZzd3d3fPTRRwgMDERSUhJEUcTUqVObNAMnwYwZMxAXF0d83Maw2p8A9Zu7gKzBvTywK4oiCgoKEBERQfz3P8Bu32ClAwDz5s3D9evXMWLECCUtUhZsLcGLLIpfZGn8VzE2NkZFRQXatm2L1q1bSz04VNnyjcOhDa/g4HA4HI5KcuLECZw/fx6CIMDc3ByTJ0+monP79m1kZ2fj/fffhyAI+OabbzBixAgcPnwYbm5uxDJ2WHneA7JDRRaw0mGNYiY7bdsjllqs+Omnn5TmLq3DFlY6Dg4O0t/l5eXo1KkTFR25ZZSTkxMsLCyoNKSVw8pSh6W/eWZmJlatWoVu3bpJ/Tg+++wzjB49mrgWrSqKxrC2f2HRc4GlbRkLWFqaqDMs1vPKykoYGRlJjwVBoBYYt7S0RGRkJKZPn66UpEO6Hwur/QlQv7kLyAK5qamp1AO7ALt9g5UOAEybNg3Tpk1jpscC0oGMF5GUlMREh8NRJ3gFB4fD4XBUjuDgYGRnZ0s/mo8fPw5jY2Mqfuqenp4IDg6Gnp4eAODhw4dYvXo1tm/fDjc3N2KZfTY2Nti3b18Tz/u0tDQi4yvCKmuadXY2C9atW4e6ujo4OzsDkB06a2pqIigoSKW1WLF//3588cUXmDhxIgDg66+/hru7O+bNm6eSOo1xcHCgkgUpJzc3F5mZmcjMzMTdu3dhaGiIwMBAanq0sbOzUwpwALIDkWPHjhHXsrW1RWBgoHQwevXqVfj6+qp0RdSjR48QGhqKmzdv4vnz59J1mt9Blty7d4+qbRkr1q9fjxs3blC3NFFXWK3nzs7OOHz4MJydnZGYmIh79+5hyZIlSEhIIKoDKFt1CoIgZWfT7MdCe39SRF3mriKJiYlKASPO34vs7GyYmJi8sCJp/PjxjF8Rh8NpDK/g4HA4HI7KcebMGSQnJ6Nt27YAABcXF9jZ2VEJcNy/f18KbgCAnp4eSkpK0LlzZ2hpkdtGWXneA+yypllmZ7PCz88Pu3btkjK4zM3NqfXEYKnFipiYGCQkJOCNN94AACxevBguLi7ED6pY6TSGdt5Q586doaOjg44dO+Lx48e4du0acQ2Wljos/c0FQVDK+h42bBg0NDSIamzduhVr165V8r1XhLQth6+vL0aOHIkLFy5gzZo1OHr0KAwMDIhqsEYxMN69e3e0b98eGRkZKr1viKIIAwMDFBQUtPRLUUlYredubm5YsmQJSktLsWPHDqSkpMDb25uohpyW6MtCe39Sx7mrSFRUFJUAB6t9g+X+dODAAXh4eLyw2uFFNk+vM8eOHYOJiQkOHjzY5DlBEIgFOFauXInt27fD3t6+2c9JXRIYOBwa8AAHh8PhcFSOjh07onXr1tJjLS0taiXj3bp1Q3h4OBwdHQEA8fHxePPNN1FfX9/sD88/y9OnTwHI7ArCwsKUPO+trKxeefw/giAIqK+vVxsdWtTX18Pf3x+ffvqpWmmxRFtbWzqkAmQH9jQOtFnpNEZfX5/a2NbW1qitrYWZmRmsrKywfv16dOnShbgOS0sdxcbViv7mNLCwsEBCQoJ0QJWcnAwLCwuiGiYmJgDArCnovXv3sHDhQqSkpGDcuHEYM2YM3N3dsXz5cib6NFDHwDgrSxN1hdV6bmdnh969eyM9PR21tbX417/+pWRZperQ3J8A9Zy7itAKELHaN1juT/JKtY4dO1LXYoW8WvbQoUNUdeS9ztavX09Vh8NRR3iAg8PhcDgqg7wseMSIEfD09ISdnR0AWf+KESNGUNHcunUrAgMDYW9vDwAYPXo0tmzZgrq6OgQHB7/y+EZGRpI9AaDseS8IAry8vF5ZozGssqZZZmezQFNTE/n5+WqnxQJ5turo0aOxdu1azJgxAwCQkJAAc3NzldNpDlEUERISQm38PXv2oG/fvtTGV0RfXx+urq7ULXVY+JsbGxtLa2xFRQU2btwIAKirq4OOjg7Ryr9x48YBADMbE3l/gNatW6OsrAydOnVCWVkZE21WqHJgnFuavBotsZ6PHDlS+s1Ck/z8fAQGBiI3Nxc1NTXSdVoNhGnvT82hynO3OebOnUtlXFb7Bsv9aebMmQCApUuXUtdqCUpKSlBUVKT0/TY2NiYy9pAhQwD8LyDF4XD+ODzAweFwOByVoXFZcHx8vPT3zZs3qWh27dr1hTeFgwYNeuXxW8KmgFXWNMvsbFaYmprCz88PDg4OSge/in7aqqhFm8bWWoqHOIIgELMBYaWjSHFxMfz8/JCVlQVBEGBqaoqAgAD06NGDqE7fvn1x8uRJnD9/HoCsIsHGxoaohhyWljryxtWJiYlUKvFaolFnc/YbOjo6GDFiBNGmu3379kVZWRmmTZsGZ2dndOjQAYMHDyY2fkugToFxVpYm6grr9byoqAj79u3DnTt3UFdXJ12PiooiqgPILChdXV0RERGB7du344svvkDPnj2J67DanwD1mruKFBcX44cffoCGhgaKi4upvHcAu32DlQ7QvO2VXGvYsGFEtVgRGRmJ/fv3o3fv3pLNpSAIiIuLI6rj7u7exClA/t598MEHSk4GHA5HBm8yzuFwOBzO73DlyhUUFhYqZerIKzpIcv36ddy6dQv29vZ48uQJqqur8eabbxLXAWQNv2lmTbPWYYU8A04RQRBemKGrKlqcv467uzssLS3h4uICURQRGxuLjIwM4jYG4eHhSE9Ph52dHQRBQHJyMiZMmKDyfVnksGiAW1JSgry8PJiamqKurg4NDQ1UDgk2btyInJwcTJ48GYIg4OTJkzAwMEBhYSGMjIywcuVK4poXL17EkydPMHbsWKL9oViTk5PTbGBcVQ/DOKrDjBkzYGZmhhEjRkBTU1O6TsNiSb7e2draIiUlBaIowsnJicohKYv9CVDPuZuSkoLAwEAYGxtDFEVcvHgRfn5+mDJlCnEtVvsGy/1p5cqVyM7Oxvvvvw9BEPDNN99gxIgR+OWXX+Dm5ka8KpQFEyZMQGxsrJJtHg2Cg4Nx8+ZNqRdHUlIS+vTpg9LSUnTs2BGbNm2iqs/hqCQih8PhcDgqRm1trbh//37R399fFEVRLCgoEM+fP09Fa+PGjeK4cePEJUuWiMuWLROXLVsmenl5Edf54osvRFtbW3H8+PGiKMr+TbNnzyau05iEhATqGix1OK8/aWlpYmRkpCiKovjbb7+Jubm5Kq0zefLkJtemTJlCXGfq1KliVVWV9LiyslKcOnUqUY2srCxRFEXx66+/bvY/mtjZ2VEd/+TJk+L7778vWllZiaIoij///LM4f/58Klpubm7i06dPpcdPnz4VZ82aJVZVVYmTJk2ioqlOa+zjx4/FjIwMMSMjQywvL2/pl0OE+/fvixcvXhSzs7Ol/zh/HBbrOen19GXMmDFDFEVRdHFxEe/cuSNWV1eL48aNI67Dan+So25z19raWiwsLJQe37lzR7S2tqaixWrfYLk/eXh4iA8ePJAeP3jwQJw3b55YVlbW7HdTFXBxcWGmU1dXJz2uqakRnZycxNraWtHGxobJa+BwVA3VTe/hcDgczt+WgIAANDQ04OLFiwBkDSeXL1+OhIQE4lqZmZlITU1FmzZtiI+tSExMDGJiYiTfWn19fSZe6lFRUUz8eFnp0ObMmTMwMjKSKlHKy8uRk5NDJcOTpRYrQkJCcO3aNdy5cweLFi2CIAjw9/dHdHS0SuoAsrmal5eHfv36AQDy8vLQp08f4joAlJp+K9qWkaIlLXVo+ZvL2bt3LxISEjBv3jwAMqu34uJiKlqlpaVK1iza2tooKytDu3btqNlKqMsaC9C3LWMNK0sTdYXVej5w4ECqFkSKGBkZoaysDG5ubnB0dESrVq2I2wMBbPcnQP3mbrt27dC7d2/pca9evZT2YZKw2jdY7k/379+Hnp6e9FhPTw8lJSXo3LmzylUayi2Fzc3NsXnzZtja2iq9X6TtY8vKypQsqgRBQHl5ObS0tKjfk3I4qopqrSocDofD4UBmGZWcnCzZROno6Cj5JZOka9euTHxOW7dujbZt2ypdU7RIoIXIyKmSlQ5tQkJCkJycLD3W0dFBSEgIlaADSy1WpKenIzExEY6OjgCAN998E5WVlSqrAwBVVVWws7ODoaEhAODy5cswNDSUmms250H9VxgyZAh8fHzg7OwMAIiLi8PQoUOJjC0nMDAQAKjYl7wIVv7mGhoaTSwl5E26STNo0CCsW7dO+v4lJiZi4MCBqKmpkQ64SaMua6wi6hK0iY+Px+nTp6lbmqgrrNbz0tJS2NnZYcSIEUoHiKTWcEXWrFkDALC1tYWRkREqKiowcOBA4jqs9qfGqMvctbS0RFhYGJycnCCKIuLj42FlZYWnT58CADp06EBMi9W+wXJ/6tatG8LDwyWt+Ph4vPnmm6ivr2/SX+J1p7EdqKJdLA37WDMzMyxYsAC2trYAgOPHj2P06NGorKzk/Tc4nBfAAxwcDofDUTkaZ67U19dTO9wZNmwYvLy8MGnSJCVd0pnMurq6yMvLk37wJyQkoHv37kQ1moN21jRrHdYIgqDUm0VdtGjRtm1bJoE7VjqArB+PYk8eGv15AFlT2l27dmHLli0AZFmENPtvlJSUoKioSOk7Z2xsTFSjsb95UFAQNX9zbW1tPHz4UFpjMzMz0alTJ+I6gCxQFBERgaCgIACAqakp1q1bBw0NDfz73/+moqmOa6y6BG309PR4cOMVYLWeT5s2DdOmTaOuAyhXaHbv3h3t27dHRkYG8QQGVvtTY9Rl7u7evRsAEBERoXR9165dEAQBP//8MzEtVvsGy/1p69atCAwMlL53o0ePxpYtW1BXV4fg4GCiWrQ5c+YMAFlgw8jISPr9UF5ejkuXLhHX27BhA44ePSoFTqysrODi4gItLS3ExMQQ1+Nw1AEe4OBwOByOyjFo0CAkJyejoaEBBQUF2LdvH0xMTKhoXb9+HQBw5MgR6RoNq5b169dj5cqVuH37NiwtLdGhQwfpxooGrLKmWemwQltbG5cuXcLIkSMByBr7Kpb6q6oWK3r06IEff/wRgiCgtrYWe/bsIV7Wz1Knvr4et27dgo+PD/GxG+v4+/vj008/paojh5WlTkREBOLi4iQLkKKiIsyfP59KgMPb2xsLFizAnTt34OrqiqKiIuzdu5e4DiCbu6tXr272OV1dXaJa6rbGKqLqQRvWlibqCqv1nGXFAYsKTVb7U3Oo+tyVI5/DLGC1b7Dcn7p27YqQkJBmnxs0aBBRLVaEhoY2mbuhoaGwsrIiqqOlpQU3Nze4ubkRHZfDUWd4gIPD4XA4KsfatWsRHByMhw8fwtXVFRMmTMCqVauoaLGyaunTpw9iY2ORl5cHURTRr18/ahmLrLKmWWZns8LHxwdLly5F//79IYoiCgoKmmT2qaIWKzZs2IA1a9bgv//9LwwNDWFqakrl0J6VjqamJrKysoiP25xOfn4+dR05rCx1WPqbDx06FFFRUVKmpaGhITWP+Lq6Opw6dQqFhYVK9olyWxhSqOMaC6hP0Ia1pYm6Qns9P3DgADw8PKTquMasW7eOmNaLoFGhyWp/UkRd5i4gCxDZ2toiNTWViR6rfYOVjpwrV66gsLBQ6fvNqpKIBbSqq588eYLo6GjcuXNH6XN60TrF4XB4gIPD4XA4Koi2tjYCAgIQEBBAXauurg5RUVEoLCzExx9/jMLCQty9exdmZmZU9Dp06ID6+nrcv38fAKjcHLLKmmaZnc0KQ0NDpKam4vLly9JjWoekLLVYoaenh/379+PZs2cQRZFKo2yWOoDMozsyMhLTp09XqrAh6c0NyGwk/Pz84ODgoPTvoZHJzMpSh6W/OQB07NgRlpaWRMdsjpUrV+LBgwcYNmwYtZ4bgHquseoUtGFtaaKu0F7P5eN17NiR6Lgvg1WFJqv9CVCvuQvIAkS6urp49uwZtcC7Iqz2DVY6AODv74/vv/8eBgYGStWgqhzgYDV3vby8oKurixEjRjCzXOVwVB1BVBeDRA6Hw+H8rWCVEbRx40Y0NDTg4sWLOHnyJJ48eYK5c+ciISGBqE5CQgICAwPRqlUrySNeEARkZmYS1QFkNgyJiYm/e01VdFqKxMREZpYWLLVow6K3A0sdxQCDIAgQRZG4NzcAjBs3rsk10lngcjuOU6dOoaKigrqlzsvGI/0efvfddwgKCpK+E7Q+JwCwtrZGWloa9Saq6rjG2tjYYN++fU2CNmlpaS38yv46dnZ2SpYmoihi+vTpKv05sYbVes6KnJycZis0hw0bRlSH1f4EqOfcXb9+PW7cuAEbGxulwNoHH3xAXIvVvsFKBwD+8Y9/ICUlpUnvRFVGce4CQH5+PpW5O2XKFJw4cYLomByOusMrODgcDoejcrDMCLpy5QqSk5OlsXV0dJRKhUmxa9cuxMXFST+YacIqa5p1djZroqKimAUdWGrRhFVvB1Y6ADuPbnk2OE1YW+qw9DffvHkzNmzYAENDQ+pZq927d0dtba1ScIgG6rjGsrQtayloWZqoK6zW8/Dw8CbXdHR0MGLECOKHl6wqNFmuseo4d0VRhIGBAQoKCqhrsdo3WOkAsh4cLHRYwmru9u7dG0+ePFH5ym0OhyU8wMHhcDgclSMzMxOpqalMMoIaa8gzf0nzxhtvMAluAJCalzfu57Br1y6imX2sdFoKlkWw6lJwy6q3Aysdlpw5cwZGRkbSzW55eTlycnKINqVlaanD2t9cW1sbY8eOZaKlr68Pd3d3TJgwQWkPIZ31q45rrDoGbVhZmqgrrNbz27dvIzs7G++//z4EQcA333yDESNG4PDhw3BzcyM+fzt16gRLS0skJiaqxSGmOs5dlv0OWO0brHQAYNiwYfDy8sKkSZOUtMaPH09ciyXyuUuTdu3awcHBAWPHjlV671j0BOJwVBUe4OBwOByOysEyI2jQoEFITk5GQ0MDCgoKsG/fPpiYmBDXmTBhAg4ePAhbW1ulH7I0bghZZfSxzBxsCebOnauWWjRh1duBlQ4gsycIDAxEbm4uampqpOvZ2dlEdUJCQpRsbnR0dBASEkI0wCEnNDS0iVZoaCisrKyIabD2N7eyssLXX3+NCRMmUNeqra1F//79cfv2bao66rjGqmPQxsfHp1lLE84fg9V6Xl5ejqSkJOjp6QEAHj58iNWrV+Po0aNUAhxyaFZostqfAPWau9nZ2TAxMXlh1SKNA3pW+wYrHQC4fv06AODIkSPSNUEQVD7AwYK3334bb7/9dku/DA5HpeABDg6Hw+GoHCwzgtauXYvg4GA8fPgQM2fOxMSJE+Ht7U1cZ8eOHQCArVu3Stdo3BCyyppmnZ3NkuLiYvzwww/Q0NBAcXExlUbwLaHFAnNzc2zevJl6bwdWOgDg5+cHV1dXREREYPv27fjiiy/Qs2dP4jqNYWlzQ0tLX18frq6uTPzNo6KiUFFRgbZt26J169aSFz2Ngz4WWb/qusaqY9CGlaWJusJqPb9//74U3ABkgZWSkhJ07twZWlr0jk1oVmiy3J/Uae4eO3YMJiYmOHjwYJPnaB3Qs6oWYVmVcujQIWZa6sbSpUtb+iVwOCoHD3BwOBwOR+VgmRGkra2NgIAABAQEEB9bEVY3hqyypllnZ7MiJSUFgYGBMDY2hiiKCAoKgp+fH6ZMmaLSWqxISkoCQL+3AysdAHj69CkmT56MyMhIDBo0CAEBAXBycsKiRYuI6rC0uWGlxdLfXP6dYEFFRQV27NiB4uJi7N69G7du3UJubi6mTp1KTEMd11h1DdoAbCxN1BVW63m3bt0QHh4OR0dHADJrrDfffBP19fVUGzLTrNBktT+p29wNDAwEwPaAnsW+wVIHAOrq6hAVFYXCwkJ8/PHHKCwsxN27d2FmZkZcS924d+8ePv74Y/z2229ITk7Gzz//jKysLLWp6OZwaMADHBwOh8NROVoqI2jZsmUICwujNv69e/fw448/AgBMTEzQrVs3KjqssqZZZmezIiIiAnFxcVIjzaKiIsyfP59K0IGlFitYNMpmqQNAyuzV1tZGUVERunbtirKyMuI6ijY3oiiioKCAms0NK0sdlpmkPXv2xLNnz6SqOAMDA2qBgY0bN2LAgAFSdUivXr2watUq4gdI6rbGqmPQhvPqsFrPt27disDAQNjb2wMARo8ejS1btqCurg7BwcHE9VhUaLLan9R57paUlKCoqEipitHY2Ji4Dqt9g5UOAAQEBKChoQEXL14EAHTu3BnLly9HQkICcS11Y+PGjZg6dSr2798PABgwYABWr17NAxwczkvgAQ4Oh8PhqCQnT57E+fPnAQBjxoyBtbU1dc2ioiJqY3/99dfw9fXFqFGjIAgCgoKCsHnzZowbN464FqusaZbZ2axo166dFHAAZDeGtG7mWWqx5OrVq9LctbCwwNChQ1Vax8jICGVlZXBzc4OjoyNatWqFSZMmEddhaXNDW6sl/M0vXboELy8vJX/9sLAwGBoaEtfKz8/Hjh07cOrUKQBA27ZtqdjQqOMaq25BGw4ZWKznXbt2RUhISLPPDRo0iKgWqwpNVvsToJ5zNzIyEvv370fv3r2hoaEBQFY9FBcXR1yL1b7BSgcArly5guTkZCloqKOjg7q6Oipa6sajR49gZ2eH//znPwBkwUpNTc0WflUczusND3BwOBwOR+UIDw9Heno67OzsIAgC9uzZg19//RWLFy+mqkvTJzkiIgIxMTHo06cPAKCgoADLly+nEuBQR59fVlhaWiIsLAxOTk4QRRHx8fGwsrLC06dPAZBtCs9SixVHjx5FZGQkJk6cCEEQ4OXlhcWLF8PJyUkldQBgzZo1AABbW1sYGRmhoqICAwcOJK4D/M/mJjExkbqHP01LnZbwN9+6dStCQkIwatQoALKAx5YtWxATE0Ncq1WrVkqPq6urqewf6rjGqmPQhvNqsFzPr1y5gsLCQqVsffnhLElYVWiy3J/Uce7Gx8fj9OnTTJrcs9o3WOkAUOqTCMiszGjeS6kTWlpaSu9VeXk5f+84nN+BBzg4HA6Ho3J89dVXiImJkbLZnZyc4OLiQj3AQdMaq76+XgpuAECfPn3Q0NBAVINV1nRLZGezYvfu3QDQxK5n165dxJvCs9RixRdffIGEhATo6uoCABYtWoQ5c+YQP6hipQPI7FOMjIygo6OD7t27o3379sjIyMD7779PXEtOVFQUHBwcqI1Pm5bwN6+urpaCGwAwcuRIPH/+nIqWqakpIiMj8fz5c5w/fx4HDx7EP/7xD2Ljq/Maq45BG86rwWo99/f3x/fffw8DAwOlbH0aAQ5WFZos9yd1nLt6enpMghsA/X2DtQ4gq3xKTk5GQ0MDCgoKsG/fPpiYmFDRUjdsbGywceNGPH36FLGxsThy5AiV37AcjjrBAxwcDofDUUkUbwQVS+Fpce/ePVy/fh0DBw5UCkSQokuXLoiNjVVqbim/mScFq6zplsjOZgWrZvCstVii+L0m/R1vCZ2QkBAkJydLj3V0dBASEkI1wKFOWXys/M3bt2+P8+fPw9zcHACQmZlJzfLto48+wv79+9GhQwds374dEyZMwIIFC4iNr45rrDoHbTivDov1PDMzE6mpqU2yzmnAqkKTxf6kjnNX/vvL3Nwcmzdvhq2tLVq3bi09/+677xLXpL1vsNYBgLVr1yI4OBgPHz7EzJkzMXHiRHh7e1PRUjc8PDxw/PhxVFRU4Pvvv8e8efNga2vb0i+Lw3mtEUR1ukPicDgczt+C9evXo7a2Fs7OzgCAuLg4aGpqIigoiJiGj48PPv30UwBAVlYWVqxYAQMDA9y8eRP+/v6YOHEiMS0AKCwshLe3N27cuAEAGDx4MLZt26aU4cdpWerr62Fra4vU1FS10mLJsmXL0L9/f7i4uAAAYmJi8OuvvyIsLEwldQDAzs5O6QAJAKZNm4Zjx44R15KTlJREJauYNSz9za9duwYvLy9JRxRFhIWFYfDgwcS1OH+eDRs2IDAwEO7u7k2eEwQBUVFRLfCqOK8DrNZzNzc3fPHFFxAEgei4zfGyA3KSFZos9id1nLsvs4cVBOGFwRwOhwbl5eXo1KlTS78MDue1hwc4OBwOh6NyVFVVYdeuXVLDSXNzcyxevJhoJYe9vT2SkpIAAHPnzoWXlxdGjhyJ/Px8rFq1CvHx8cS0FKmsrAQAaGtrK12/ePGikr3Kq8Iqa5qVDitmz56Nffv2MWn2zVKLFaWlpdi0aRPOnz8PQRBgbm4OX19fdOnSRSV1AGDWrFnw9vbGyJEjAcjm6rZt23DkyBHiWsXFxfjhhx8gCAKMjIzQo0cP4hosmTBhAmJjY5lZgNTW1iIvLw8A0K9fPyUv8jt37lAJKLu4uODo0aPEx5Wjbmssh9MYVut5cHAwioqKMGnSJKUqDlWsQJDDcn9SR9LT02FkZCQdLpeXl+PSpUuwsrKiqkt732CtA8gClTSSTP4OODg4IDExsaVfBofz2sMtqjgcDoejcrRv3/6lJc6ff/455syZ80oaihl8jx8/lm4O+/btq3SQRJrGgQ05gYGBxH7cssqaZpmdzQp9fX24urrCxsZGKaD2wQcfqLQWK3R1dbFjx44XPn/y5ElMmjRJZXQAWbXX0qVL0b9/f4iiiIKCgiZ9U0iQkpKCwMBAGBsbQxRFBAUFwc/Pj3hTWpaw9DcHZM1VX9Rg18vLi8oBAq0+H4B6rrEAD9pwlGG1nl+/fh0AlA7/aVi+sazQZLU/yVG3uRsaGtrE4is0NJR6gIPmvtESOgBQVFTETEvd4DnpHM4fgwc4OBwOh6N2JCUlvXKA47fffsOWLVsgiiLKyspQX18PTU1NAKAa4HgRJH/cxsfH4/Tp09QPFlnpsEQURRgYGKCgoECttF4X9u7dSyzwwErH0NAQqampuHz5svRYR0eHyNiKREREIC4uTqoyKCoqwvz581UywNES/ua/B60DhLZt21IZF1DPNVZdgzYcepBazw8dOkTg1fw+mpqa0NXVxbNnz6hXaLLan4C/x9wVBIHJPQDNfaMldAB+SP8q6Ovrt/RL4HBUAh7g4HA4HI7aQeJHtJubm/S3k5MTHj9+jC5duuD+/fst4tlO0hOaVdY06+xsFmzZskUttV4XWN0Ak9bp1KkTLC0tkZiYSO3wqF27dkoWSr169VJZ+7LFixcrPVb0M28pf3NavvvR0dFUxgXUc41Vx6ANhy6k1vO6ujpERUWhsLAQH3/8MQoLC3H37l2YmZkRGV8RlhWaLPYnQD3nrra2Ni5duqRk8fWiSutX5ddff8Xbb78NgO6+8fz5c8mCTa7z6NEjKhaeirAKIKojoaGhLf0SOByVgAc4OBwOh6N2kDioWrp0abPXu3Xrhq1bt77y+C0Bq6zp1zE7+1XJzs6GiYnJCw9eSVpYsNR63WDR3JWmTlRUFBwcHKiMbWlpibCwMDg5OUEURcTHx8PKygpPnz4FAHTo0IGKLg3OnDkD4MX+5urEvHnz8J///IfomOq4xspRx6ANhy6k1vOAgAA0NDTg4sWLAIDOnTtj+fLlSEhIIDK+Ii1RoUlzfwLUc+4qWnwBQH5+PjWLrwULFqBPnz5wc3PD+PHjqf1OWbFiBSIiIqTxHz9+DE9PT6nvIEnmzJkDCwsLjB49GkOHDiU+vjpTV1eHgwcPSv0mLSwsMGfOHGhp8SNcDudF8NnB4XA4HM5LqKmpkX5gCoIAMzMzzJ07V+kwiQUkMhRZZU2/jtnZr8qxY8dgYmKCgwcPNnmOtEc3Sy0OWWhWoOzevRsAmhyu7Nq1C4Ig4Oeff6amTYuW8jdvDhKfXXOB8cuXL0vXw8PDX1kDUM81Vp2DNhzV4MqVK0hOToa9vT0A2XpUV1dHRaslKjRp7U/qPHdZWnx9/fXXSE9Px+HDh7FlyxbMnDkTTk5O6Ny5M1Gdfv36ITAwEH5+fnj69CkWLlyoVLVOkmXLluHcuXMICgpCQUEBRo0aBTMzM2p66sTWrVtRWFiIWbNmAQDi4uJw7949bNiwoYVfGYfz+sIDHBwOh8NRO0jexPn7+6OsrAyzZ88GACQkJMDf35/azan8tTfO3CJxM8Aqa1ods7MDAwMBsCmxZ6n1uqGqFlVy5s6dS2Vc4H+HSOoMK3/z5pg4ceIrj5GTkwMrKyuMGjUKgOx79uOPPxIPSqrjGquOQRsOG0it53LbHjn19fXE94qWrNCktT+p+9yVW3zRRkNDAxMnTsTEiRNx/fp1LF26FOHh4bC1tcWyZcvQrVs3Ijo+Pj5YuXIlIiMjcf78eUyZMgVOTk5Exm6MkZERjIyM4OHhgdOnTyM8PBzffvstD3D8AbKyspCcnCz1s3n//fepVmBxOOoAD3BwOBwORyWpqqrCjRs3IAgCDAwMlDyMSVpI5eTk4OTJk1LAwcrKikpT3+LiYvj5+SErKwuCIMDU1BQBAQHo0aMHABC9+WCVNf06ZWeTpKSkBEVFRUoHscbGxiqvxZLffvsNgiA0uWFfsWKFSuoUFxfjhx9+gIaGBoqLi6V5S4r6+nrY2toiNTWV6LgtDQt/85qaGsTHx+Ott96ClZUV4uLikJWVhQEDBihV4y1ZsuSVtY4dOwZ/f3/897//xYoVK9C6dWtERERQO5RQpzVWHYM2HLLQXs8HDRqE5ORkNDQ0oKCgAPv27YOJiQmRseW0RIUm7f2Jz11y5Ofn4/Dhw0hLS8O4cePg7OyMCxcuYP78+UhJSXmlseV2lgDg6+uLDz/8EKNHj4ajoyOePn1KxeZyx44duHDhAmpqamBqagp/f3+1+A3LioaGBinAwZu0czi/Dw9wcDgcDkflyMzMxKpVq9CtWzeIoogHDx7gs88+w+jRowGQLYfv3LkzqqurpWa+NTU1VDyG16xZA0tLS+zcuROiKCI2NhZr1qxhksXPKmu6JbOzSREZGYn9+/ejd+/e0k2HIAiIi4tTaS1W5ObmYsWKFXj48CEEQYCenh62b98uzVlSWZKsdAAgJSUFgYGBMDY2hiiKCAoKgp+fH9FAqKamJnR1dfHs2TOVbSzeHCz8zf39/fHgwQNUV1cjIyMDeXl5sLa2xvfff4/CwkKpYooEXbp0QXh4OOLi4uDm5gY/Pz9iY/8R1GGNVaegDYcMrNbztWvXIjg4GA8fPsTMmTMxceJEeHt7ExlbDusKTRb7kxw+d18NT09P5OfnY9asWThx4oRkhTV48GAkJia+8vhGRkYQBAGiKEr/e/36dfz73/+mZnMZFxeH3r17w8nJCRYWFujTpw9xDXVlzJgx8PDwwPTp0wEASUlJGDt2bAu/Kg7n9YYHODgcDoejcgQFBSEyMhLDhw8HAFy9ehW+vr6vnN3UHP3794ezszNsbGwAAF999RWGDh2KqKgoAMAHH3xARKe0tBTz58+XHnt6ehK5oWkOFlnTLHVYEh8fj9OnTzNppMlSixW+vr7w8vLCpEmTAABpaWnw9fVFfHy8SuoAsp4Y8pt4ACgqKsL8+fOJHyDp6+vD1dUVNjY2ShVrpNagloCFv/nVq1dx/PhxPH/+HBYWFjh79izat28PZ2dnapUVM2bMgKmpKXx9fVFZWUlFA1DPNbYx6hC04bwarNZzbW1tBAQEICAggOi4L4JFhSar/ak5+Nz9czg7O2PixIlSQosix48ff+XxW8Lm8ty5c8jNzUVmZiY2b96Mu3fvwtDQkGhigbri4+OD6OhoqULK2toaLi4uLfyqOJzXGx7g4HA4HI7KIQiCFNwAgGHDhjV7Q0ACURQxZMgQFBUVAZBlUjU0NBDPdNLX10deXh769esHAMjLy6OW6cQia5qlDkv09PSYBRxYarGipqZGOqQCABsbGyrfCVY6ANCuXTvp8AgAevXqRaXKQhRFGBgYoKCggPjYLQltf3NNTU0IgoA2bdqgTZs2UnCoVatW1PYNAOjduzeioqKUbEFIo45r7N8haMP5c7Bcz+UsW7YMYWFh1MZnVaHJan8C+Nx9VaytrQHIvu81NTXSdRrWUSzp3LkzdHR00LFjRzx+/BjXrl1r6ZekEmhoaGDWrFlwdXUF0LQ3I4fDaQoPcHA4HA5H5bCwsEBCQoKUfZucnAwLCwsqWrSaictZsmQJBEFAVVUV7OzsYGhoCAC4fPmy9DdpWGRNs9RhgTzzzdzcHJs3b4atra3k3Q+QtUVjqcWa9957D1lZWTA1NQUga7g6ZMgQldUBZPYoYWFhcHJygiiKiI+Ph5WVlXSwTepwgvZapK706NEDwcHBqKysxDvvvINNmzbB1tYWZ8+eRdeuXaloOjg4YMaMGbC1taW65qnTGitHHYM2nFeD5XouR57UQgtWFZqs9ieAz91X5cqVK1i7di3y8/OVrpNOqHr33XebPSynYVFlbW2N2tpamJmZwcrKCuvXr0eXLl2I66gj8t6M2dnZANCkNyOHw2mKIPJuNRwOh8NREYyNjSXf2IqKCmhpyeL0dXV10NHRkX4EkkJ+0Pzuu+8iPz8fGRkZGDRoEMzMzIhp/J4NFS0LFc6fY9y4cS98ThAEpKenq6QWK+zt7SEIAurq6vDLL7+gV69eAGSHSAMGDCBmL8dKR5GXBZxI+FpnZ2fDxMTkhZ87jaa06kRpaSl2794NQRCwePFiHD9+HNHR0ejduzfWr18vfUdIkp2djYSEBHzzzTcwMzODo6MjxowZwzMw/yDl5eVqFbTh/DVaYj1X1E5KSqI2/syZMxEdHU1tfDm096fG8Ln713FycsKGDRvg7++PL774AocOHUKbNm3g4eFBVKeqqkr6u7q6GsnJyaivr1eyySVFfn4++vbtS3zcvwPu7u6wtLSEi4uL1JsxIyODWf8eDkcV4QEODofD4agMd+/efenzPXv2JKZ16NAhHDhwAHV1dfD09ERycjKGDRuGCxcuYN68eZg5cyYxrcaUl5ejU6dO1Mbn/HXS09NhZGQkfT7l5eW4dOkSlSaaLLVo83vBRxMTE5XSYcmGDRsQGBgId3f3Js8JgiD1A+K8flRVVSEtLQ2JiYm4c+cOMjIyWvolcTgqQ0uu5xUVFejYsSPxceWJM6dOnUJFRYVaVWhyXg0HBwckJibC1tZWCt45OjpS6R3WGCcnJ8TGxlIZ++TJkzh//jwAWQW+vKch5+VMmTIFJ06cULo2depUIv1YOBx1hVtUcTgcDkdlaC6Ace7cOSr2VDExMTh+/DgqKysxYcIEpKWloUePHigtLYWHhwfVAMfcuXOpNRjnvBqhoaFITk6WHuvo6CA0NJRK0IGlFm2aO4j65ZdfMGDAAJXUkVNfXw9bW1ukpqZSGR+A1IyTZ+2Rg7a/vpyqqiqUlpbi0aNHVA5LORx1hvV6LufevXu4fv06Bg4cSLwX2uLFi5UeK1bmka7QZLE/ccghr0rv3LkzfvrpJ3Tv3h1lZWXUdX/99VdqOuHh4UhPT4ednR0EQcDevXtx+/btJvOA0xSWvRk5HHWBBzg4HA6Ho9Js27aNSoBDU1MT2tra0NbWhr6+vuR5qqurS91mhBdXqg6CIKC+vl7ttFiwevVqJoE8mjqamprQ1dXFs2fPqDVuVaSkpARFRUVK3wNjY2PquuoGbX/9U6dOISEhAVeuXIGNjQ22bt2KYcOGUdXkcP4O0FjPfXx88OmnnwIAsrKysGLFChgYGODmzZvw9/fHxIkTiWmdOXMGwIsrNEnCen/ivBpTpkxBWVkZPvzwQ8yePRt1dXVYvnw5cR253S8gC4KJogg/Pz/iOgDw1VdfISYmRvr+OTk5wcXFhQc4XkJL9GbkcNQFHuDgcDgcjkpDKxigeIC4bNkypedqamqoaMrR19enOj7nr6OtrY1Lly5h5MiRAICLFy9CW1tb5bVaAlaBPNo6+vr6cHV1hY2NDdq3by9d/+CDD4jqREZGYv/+/ejduzc0NDQAyIJecXFxRHX+DtD+TkRHR2P69OkICQlBmzZtqGpxOH8naMzdX375Rfo7MjIS4eHhGDlyJPLz87Fq1SqiAQ45rCo0We1PnFdn7ty5AIAxY8YgOzsbz58/J9oEXo5ibxktLS3o6elBU1OTuI4cxeCa4neQ0zwTJkyQ/ra3t2/2bw6H0zw8wMHhcDgclWby5MlUxp05cyaePn2KDh06wNraWrr+66+/YtSoUVQ0AVnwJDQ0lNr4nFfDx8cHS5cuRf/+/QHIGihGRESovFZLYGRkpBY6oijCwMAABQUFVHXi4+Nx+vRpvPHGG1R1/g7Qtvs6cOCA9HdiYiIcHByo6nE4fxdorOeKVbmPHz+Wkgr69u2r8hWarPYnzl9H3ohb3p9FEUEQ8MYbb+DNN98kpkeyX+HvMWTIEPj4+MDZ2RkAEBcXh6FDhzLTV0UcHBxQX1+P7du3w8fHp6VfDoejUvAm4xwOh8NRSUpKSpCXlwdTU1PU1dWhoaFBqVGjqpGbmwtvb288efIE3333Ha5fv47U1FSsXr26pV8apxHl5eW4fPkyAMDQ0BA6OjpqocWK2tpa3Lt3j3qlEisdVsycORPR0dEt/TJUlujoaEyZMgUdO3ZEQEAALl++jHXr1lG3+JI3juVwOH8dmuu5mZkZpk2bBlEU8dVXX+HMmTNSRrtiw2eSzJo1C97e3koVmtu2bcORI0eIa3Febz788EPs2bMH48aNa/b5iooKTJs2jZiN1KNHjxAaGoqbN2/i+fPn0nUa+1RVVRV27dolNRk3NzfH4sWLeSXHH2DGjBm8QpfD+ZPwAAeHw+FwVI60tDQEBwdDEAScOXMGubm5+Oyzz7Bv3z7iWg4ODpgxYwamTp0qeSXTwN3dHR999BECAwORlJQEURQxdepUnDhxgpomh8OarKwsrFq1ClpaWsjIyMDVq1cRFRWFbdu2qZxOdnY2TExMXtgUdvz48UR05Fmdp06dQkVFBWxtbZWCue+++y4RHXVHflB58eJF7NixAx9++CFCQkKoHyDY29srWYJwOJw/B+31PDw8XOmxq6srunTpgvv372PHjh3YunUrER1FcnJymq3QJNWrh9X+xKFPXV0dJk+ejFOnThEZb9GiRRg5ciTi4+OxZs0aHD16FAYGBsT7fdTX12Pt2rVSfxvOnyMsLAxaWlqYPn26kj0tDdsyDkdd4BZVHA6Hw1E59u7di4SEBMybNw+A7ICvuLiYita6deuQkJCA0NBQmJmZwdHREWPGjCHeaLyyslLJekEQBLRq1YqoBofT0nz22Wf48ssv4eXlBQAYNmwYfv75Z5XUOXbsGExMTHDw4MEmzwmCQOwAqXEzTsUDK0EQXniAxVFGS0t223PhwgXY2dlh7Nix2L59O3Vdua86h8P5a9Bez5cuXdrs9W7dulEJbgCyiszU1FRqFZqs9icOWb766ivk5eVh0aJFuH//Ph4/foxBgwbhiy++IKZx7949LFy4ECkpKRg3bhzGjBkDd3d34gEOTU1N5OfnEx3z74TckjYkJASCIEAURQiCQOU3M4ejLvAAB4fD4XBUDg0NjSY+9LSCASYmJjAxMUFVVRXS0tKwd+9e+Pn5ISMjg6iOlpYWamtrpcDJvXv3pEbCHI66UF9f38RihMbcZaETGBgIgH4/hzNnzgCQBTaMjIykSrLy8nJcunSJqrY6IQgCUlNTcfLkSezZsweAzPaGFsXFxfjhhx+goaGB4uJi9OjRg5oWh6POsNo3ampqcPDgQZw/fx6CIMDMzAxz586lZn/aqVMnWFpaUhmb1f7EIUdISAiuXbuGO3fuYNGiRRAEAf7+/oiOjibag0M+d1q3bo2ysjJ06tQJZWVlxMZXxNTUFH5+fnBwcFCypeKVp79Pcz1ZOBzOy+EBDg6Hw+GoHNra2nj48KEUDMjMzKRqHwXIfGRLS0vx6NEjdOzYkfj4bm5uWLJkCUpLS7Fjxw6kpKTA29ubuA6H05K0adMGlZWV0ty9efMm2rZtq7I6ckpKSlBUVKTUJJZ0b4fQ0FAkJydLj3V0dBAaGgorKyuiOuqKv78/9uzZAycnJ/Ts2RN5eXkYPXo0Fa2UlBQEBgbC2NgYoigiKCgIfn5+mDJlChU9DkedYbWe+/v7o6ysDLNnzwYAJCQkwN/fH1u2bCGuxRIW+xPn1UlPT0diYiIcHR0BAG+++SYqKyuJ6/Tt2xdlZWWYNm0anJ2d0aFDBwwePJi4DgCkpqYCAM6dOydd45WnHA6HFrwHB4fD4XBUjmvXrmHjxo24c+cOBgwYgKKiIuzduxcGBgbEtU6dOoWEhARcuXIFNjY2cHBwIOaR3JhLly4hPT0doihi3LhxSpZVHI468P333yM8PByFhYUwNzdHZmYmtm3bBjMzM5XUAYDIyEjs378fvXv3lqquBEEg3tvBzs5OKcABANOmTcOxY8eI6vwdKC8vpxoUt7Gxwb59+9C7d28AQFFREebPn4+0tDRqmhyOusJqPbexscHJkyelQEp9fT2mTJmi0vOW1f7EeXWcnZ0RExOj1LeJVpN7ORcvXsSTJ08wduxYycaR83rw7rvvNmuHzC2qOJwXw1cxDofD4agcQ4cORVRUlGTPQtq7WJHo6GhMnz4dISEhaNOmDRUNOSNHjsTIkSOpanA4LcmYMWPQp08fnD17FqIowsvLq4n1iCrpAEB8fDxOnz7dxDaPNNra2rh06ZK0Rly8eFGp8STnjzN37lwkJiZSG79du3ZScAMAevXqhXbt2lHT43DUGVbreefOnVFdXS3N1ZqaGurrOm1Y7U+cV6dHjx748ccfIQgCamtrsWfPHupWToWFhXBwcKA2/pkzZ2BkZCTdo5WXlyMnJwfvv/8+NU11QdGCtLq6GsnJyUpVWBwOpym8goPD4XA4nD9IYmIitRuBoqIi7Nu3D3fu3EFdXZ10PSoqiooeh8Mhw8yZMxEdHU1dJycnB0uXLkX//v0BAPn5+YiIiKBWUabOKGbI0mDnzp3Q1NSEk5MTRFFEfHw8Ghoa4OHhAQDo0KEDNW0Oh/PXWL9+Pa5duwYbGxsAsobPQ4cOxaBBgwAAH3zwQUu+vL8Eq/2J8+o8fPgQa9aswYULFyAIAkxNTfHpp59CV1eXmqaDgwPVYH/jylNRFDF9+nSqmuqMk5MTYmNjW/plcDivLbyCg8PhcDgqx3fffYegoCDJU1gURQiCQL1sNyoqilqAY/ny5TAzM4Obmxs0NTWpaHA4Lc1PP/2E7du3o6ioSCmQR9qPmYWOvAGkubk5Nm/eDFtbW6VmtKQzLw0NDZGamorLly9Lj2lVrqk7tKp55OzevRsAEBERoXR9165dTPYqDkedYLVviKKIIUOGoKioCAAwePBgNDQ0qOR8Zb0/cV4dPT097N+/H8+ePYMoikpNuWnBOtdZEARehfAX+fXXX6k1g+dw1AUe4OBwOByOyrF582Zs2LABhoaGkqcwC2jeCDx//hyrVq2iNj6H8zqwdu1auLm5YcSIEVQDeSx0Fi9erPRY8bCNVhPNTp06wdLSkvi4fydqamoQGhpKVUN+uMjhcF4dVvuGqjcTV6Ql9ifOq/HDDz80e51mQ/i5c+dSGxvg1pqvgrGxsVI/IFEUsWHDhhZ+VRzO6w0PcHA4HA5H5dDW1sbYsWOZ69K8ERg4cCCKi4vRo0cPahocTkujoaGBmTNnqoXOmTNnAMgOjoyMjKSm1eXl5UreyZzXg9zcXHh7e+PJkyf47rvvcP36daSmpmL16tVEderr62Fra4vU1FSi43I4f1dYrOfyoOS7776L/Px8ZGRkYNCgQcQbmbOC70+qx9atW6W/a2pqkJeXhwEDBlCxcyouLsYPP/wADQ0NqvcePj4+krWmKIooKChoUtnIaR5FG00tLS3o6enxCn8O53dgl/bK4XA4HA4hrKys8PXXXzPTKy4uRnJysnQjQIPS0lLY2dlhwYIFWLp0qfQfh6NOjBw5EteuXVMbHQAIDQ2VDo8AQEdHh3qFAOfPs3nzZnz88ceSn/ngwYPx7bffEtfR1NSErq4unj17RnxsDufvCO31/NChQ/jnP/+JBQsW4ODBg1ixYgXy8vLw8ccfq3z/Cr4/qQ7x8fHSfykpKfjyyy8xfPhw4jopKSlwcHDA6dOn8dVXX2H69Ok4ceIEcR3gf9aa8+fPx4IFC3DixAneN+wPkpycjJ49e6Jnz57o1q0bNDU1sWvXrpZ+WRzOaw2v4OBwOByOyhEVFYWKigq0bdsWrVu3lnpwZGdnE9dKSUlBYGAgjI2NIYoigoKC4OfnhylTphDVmTZtGqZNm0Z0TA7ndePHH39EbGws9PX10aZNG+k66QxFVjrNwT2mX08qKythZGQkPRYEAa1ataKipa+vD1dXV9jY2Cj5qKtik2IOp6WhvZ7HxMTg+PHjqKysxIQJE5CWloYePXqgtLQUHh4eTKoOWcH3J9Vh2LBh2LhxI/FxIyIiEBcXh969ewMAioqKMH/+fOL3NXLk1pqJiYm8b9if4PTp002s5pq7xuFw/gcPcHA4HA5H5VAs26UNqxsBWs3LOZzXCT8/P7XSAbjHtKqgpaWF2tpaydP63r171Ho4iaIIAwMDFBQUUBmfw/k7QXs919TUhLa2NrS1taGvry/Z9ejq6krrharC9yfVQbF3U0NDA65cuYK6ujriOu3atZPuaQCgV69eaNeuHXGdxkRFRfF7nT/A2bNncfbsWdy/f1+pL1BFRUULvioORzXgAQ4Oh8PhqBw9e/ZkpkX7RuDAgQPw8PB4YXPLdevWEdPicFoaExMTtdIBlD2mASA/P597TL+GuLm5YcmSJSgtLcWOHTuQkpICb29vKlrq1KyYw2lpaK/nihUNy5YtU3qupqaGqjZt+P6kOihm5mtpaaFPnz5KfTlIYWlpibCwMDg5OUEURcTHx8PKygpPnz4FAHTo0IG4JiAL/HN+nzZt2kBHRwcaGhro2LGjdL179+68eoPD+R0Eka80HA6Hw1ERVq5cie3bt8Pe3r7ZrDoa9jM7d+6Epqam0o1AQ0MDPDw8ALz6jUB0dDRmzpyJ8PDwZp/nfTg46sDWrVuxdu1aLFmypNm5+6Lv/+uq05jy8nJcvnwZgMxzmtswvJ5cunQJ6enpEEUR48aNU7KsIkF2djZMTEyQnp7e7PPjx48nqsfhqDOs1vPDhw/Dzs6uye+5X3/9FZ9//jkCAgKI6LQUfH/iKPLuu+++8DlBEPDzzz9T0U1KSoK9vT2VsdWR3Nzcl35WHA6nKTzAweFwOByV4fr16xgyZMgLe23QyPJrqRsBDkedOHPmDMaNG/fCICQp2wJWOhxOc2zYsAGBgYFwd3dv8pwgCIiKimqBV8XhqCZ8Pef8HZBXTrwIWhUVrCguLsYPP/wAQRBgZGQkWcBx/jguLi44evRoS78MDue1hwc4OBwOh8N5DWguE1FHRwcjRozAsGHDWuAVcTgcjvpQVFSEffv24c6dO0q+5jzowOFwAFnAZMaMGZg6dSo6derU0i+H8zfh3XffhSAIzVo4kU6kqq+vh62tLVJTU4mN+TJSUlIQGBgIY2NjiKKIixcvws/Pj1pDc3XF3t6eaf9JDkdV4T04OBwOh6NyuLu7N7ErkAcDPvjgA7Ru3ZqIDssbgdu3byM7Oxvvv/8+BEHAN998gxEjRuDw4cNwc3PDBx98QP01cDi0aa6njHzuTpo0SeV0OKrD8uXLYWZmBjc3N2hqalLXKykpQVFRkZK/v7GxMXVdDkfdYLlvJCQkIDQ0FGZmZnB0dMSYMWNUvtE45/VGsbk4bTQ1NaGrq4tnz54xaSweERGBuLg4qZdhUVER5s+fzwMcf5K2bdu29EvgcFQCHuDgcDgcjsoxZMgQ3Lx5U+rFkZSUhDfffBPXr1/Hpk2bsGnTJiI6LG8EysvLkZSUBD09PQDAw4cPsXr1ahw9epQHODhqQ6tWrZCTk4PJkydDEAScPHkSBgYGOHToEH7++WesXLlSpXQ4qsPz58+xatUqJlqRkZHYv38/evfuDQ0NDQCyTNy4uDgm+hyOOsFqPTcxMYGJiQmqqqqQlpaGvXv3ws/PDxkZGUTG53B+D0U7J2NjY3Tv3p24hr6+PlxdXWFjY4P27dtL12ncZ7Rr104KbgBAr169mARW1IHnz5+jTZs2AGT9GgHg0aNH6NKlS0u+LA7ntYYHODgcDoejcuTk5ODw4cNSFq6NjQ3c3Nzw5ZdfwtbWlqgWqxuB+/fvS8ENANDT00NJSQk6d+4MLS2+XXPUg9u3byM6Ohra2toAZNVYCxcuxP79++Ho6EjsoIqVDkd1GDhwIIqLi5n4f8fHx+P06dN44403qGtxOOoO6/W8qqoKpaWlePToETp27Eh0bA7nRcjtnIyMjAAAQUFBVOycRFGEgYEBCgoKiI7bHJaWlggLC4OTkxNEUUR8fDysrKykviOq3l+EJitWrEBERIRUQfb48WN4enpyqyoO5yXwExMOh8PhqBxlZWVKlgGCIKC8vBxaWlpStgspWN0IdOvWDeHh4XB0dAQgOyB78803UV9fz+0ROGpDaWmpdEgFANra2igrK0O7du2IWcux1OGoDqWlpbCzs8OIESOU9onm+h+9Knp6ejy4weEQgtV6furUKSQkJODKlSuwsbHB1q1beQ80DjNY2Tlt2bKF6HgvY/fu3QBk/zZFdu3aRby/iLrRr18/BAYGws/PD0+fPsXChQvh5ubW0i+Lw3mt4QEODofD4agcZmZmWLBggVStcfz4cYwePRqVlZXEDy9Z3Qhs3boVgYGBsLe3BwCMHj0aW7ZsQV1dHYKDg5m8Bg6HNoP+v727D6rqsPM//jlgjAhelNDuxApxyWaFbeoGAviULMGHDa25Khp8WOND1K6uxUySlliTIJkd1GSS2UQUSWLpOppuJIJwJUuMBtOZNsZgQdym1cyuDVrExMQgis9c7+8Ph/sDBY3x3HvuubxfM07vPWfmfj+ZwoXD957vd8gQLVu2zNvIKy8v19///d/r4sWL3lE+dqoD+5gwYYImTJjg0xrts9RHjhypFStWyOl0dvqZFB8f79P6QDDy1/v55s2bNXnyZK1evdr0D8sAN+LrcU41NTVKTU1VdXV1l+fHjBljWq12/twvEmxycnL09NNPq6ioSLt379b48eOVlZVldSwgoBkej8djdQgAAG5GW1ubSkpKtGfPHklXmgHTpk0zdZSTFRcCQLA7c+aMCgsLvd+7w4YN089+9jP16dNHp06dUlRUlK3qAB2NHj2623OGYXT78wRA96x4Py8vL1dmZqbprwtcrX1c069+9SuFhoZ2Gud0+fJlPfHEE6bUef7555Wfn69Zs2Zdc84wDG3cuNGUOu3cbrecTqeqqqpMfd1g1/71IF3Zw7Fw4UINHz5cixYtksRYL+B6aHAAANAFf18ISNL+/ft15MgRud1u77H2OzoAADfv17/+tebNm9ft3XjLli0zvWZ1dbWSk5MVGRkpSWppaVFdXZ3S09NNrwXAfJmZmSovL7c6BnqA+Ph4GYahrv4sZ/cxTo899pjWr1/PYvGb0PHr4eqvC7t/PQC+xogqAIDtnDp1Sps3b9Zf//pXtbW1eY+bOU4qPz9fkrRp0ybTXvN68vLy9Pvf/14JCQnekQuGYdDgQFBpa2vTjh07dOTIkU7fu9nZ2basg8DXt29fSfLrsuCCggK5XC7vc4fDoYKCAhocwHdgxfs5nwGFv1gxxun48eNqbGzs9IGqlJQU0+vExsZqxowZysjI8P4slqTZs2ebXitYMNYL+O5ocAAAbOeJJ55QVFSU7rvvPoWGhvq8nj8uBD7++GNVVVUx9xlB7emnn9ZXX32loUOH+nQXhr/qIPBNnz5dkrXNLcMwOv38APDtWfF+PnfuXL/UAbriyxFpRUVFKi4uVkxMTKcPVJWWlppey+PxKCEhQYcPHzb9tQHgajQ4AAC289VXX2nDhg1+qeWvC4Hvfe97pi9IBwLNZ599pu3bt8swjKCoA/tYu3btNcccDofuu+8+DR061NRa4eHhqqurU1JSkiSptrZW4eHhptYAegp/vp83NTVp7969CgkJUVNTkwYOHOjzmsDVNm7c6LMGR1lZmXbu3KkBAwb45PU7MvPO+p6mfVTV1RhRBXSPBgcAwHZiYmJ06tQpORwOn9fy14XA0KFD9cQTT+jHP/5xp7s4WGaOYHLnnXfq0qVLPm/m+asO7OMvf/mLampq9NBDD8kwDH344Ye677779Jvf/EYzZ840dWRGTk6OsrOzFRcXJ0lqaGhQYWGhaa8P9CT+ej+vrKxUfn6+UlJS5PF4tHLlSuXm5mr8+PE+rQtczZcj0qKjo31+TVNTU6PU1FRVV1d3eZ5rmxurq6vzPj5//rxcLhd3ggI3QIMDAGA7YWFhyszM1IMPPtipGeCLZbH+uBCQpE8//VSS9Pbbb3uPGYbBRQCCSmxsrGbNmqWxY8d2+t41ex6zv+rAPlpaWlRRUaHo6GhJ0tdff61nnnlGJSUlpjc4EhMTVVVVpfr6eu9zfzTkgWDkr/fzwsJClZaWKiYmRpLU2NioBQsW0OCA3/liRFr7boeRI0dqxYoVcjqdnZqG8fHxptXatm2bUlNTu7zbnmubb6fjzpK+ffvq8ccfV1ZWlhYsWGBhKiCw0eAAANjO3XffrbvvvtunNfx5ISD5b5k5YKVLly4pLi5Of/nLX4KiDuzjyy+/9DY3pCvN6+PHj6t///7q1cv8S6LIyEilpaWZ/rpAT+Ov9/OwsDBvc0OSBg0apLCwMJ/WBDry5Yi0xYsXd3re8e4KwzC6vdviu8jPz5fEtY2ZDh06pObmZqtjAAHN8Pjy/jcAAGxq9OjR3Z4z+0JAktra2rRx40YdOXJEL7zwgo4cOaKjR49qxIgRptYBgJ5o/vz5SkxM1JQpUyRdGT9YV1en9evXa8qUKaqoqLA2IABLvfbaawoNDVVWVpY8Ho/Kysp0+fJlzZs3T5IUERFhcUIEs6tHpNXW1vpkRFp1dbWSk5MVGRkp6crdjXV1dUpPTze1Trvjx4+rsbGx03illJQUn9QKJikpKd4dHG63Wx6PR7m5uT7bzQIEAxocAADbOXbsmF544QV98cUXcrlcOnDggD755BOf3NLtrwuB5cuX6/Lly6qtrdV7772nU6dOae7cudq6daupdQArnT59Wq+++qqampr0+uuv6//+7/908OBBPfLII7asA/v46quvlJ+frz179kiShg8frmeffVb9+/dXQ0ODhgwZYnFCAF3x1/v59e7MNQyD5b7wqYyMDK1fv/6aEWnbt283tc7EiRPlcrm8zz0ejyZPnqzy8nJT60hSUVGRiouLFRMTo5CQEElXvpdKS0tNrxVsjh496n3cq1cvRUdHKzQ01MJEQOBjRBUAwHaWL1+uRx55RMXFxZKke+65R88884xPGhwFBQWdLgQcDocKCgpMb3Ds379fLpdLkyZN8tZpa2sztQZgteXLl+uee+5RTU2NpCsjQH7+85+b/ocqf9WBfXzve9/T6tWruzxHcwMIXP56P28fTQpYwaoRaYZh+Gx5dVlZmXbu3OmXXYbB5gc/+IHVEQDbCbE6AAAAN+vEiROaOHGi99NAvXr18tunWnx1IdBxcab0/29HBoJJQ0ODFi9e7N150KdPH598nfurDuxl//79qqysVEVFhfcfgMDmj/dzt9utn/zkJ6a+JnAz0tLStGbNGn3xxRc6duyY1q5dq/T0dLW2tqq1tdW0OuHh4aqrq/M+r62tVXh4uGmv31F0dDTNje/oxIkTysvL0/Tp05WZmen9B6B73MEBALCdXr16dbq4bWlp8dkfL9svBJKSkiT57kJgyJAhcrlcunz5sg4fPqz169crNTXV9DqAlW677bZOz8+fP++T711/1YF95OXl6fe//70SEhI6jcpov2sOQGDyx/t5aGiooqKidO7cORaLwxKvv/66JKmwsLDT8XXr1pk6Ii0nJ0fZ2dmKi4uTdKWBeHXNW9V+N9TIkSO1YsUKOZ1O9e7d23v+euPgcMVzzz2npKQk7dmzR0uXLlVJSYkSEhKsjgUENBocAADbycjI0PLly9Xa2qotW7bo7bffVlZWlk9q+eNCQJJ++ctf6qWXXtLXX3+t6dOna9y4cfrFL35heh3ASsOGDVNRUZEuXLig3bt3a8OGDfrnf/5n29aBfXz88ceqqqq65m45AIHNX+/nsbGxmjFjhjIyMtS3b1/v8dmzZ5teC7iav0akJSYmqqqqSvX19d7nDofD1BqLFy/u9Ly6utr72DCMTs/RtWPHjulf//VfVVlZqdGjR+uBBx7QrFmz9OSTT1odDQhYLBkHANjSu+++qw8++EAej0djx46V0+n0Wa2WlhafXggAPUVbW5uKi4s7fe/+9Kc/NX3EnL/qwD5mzpypt956S4ZhWB0FwE3w1/v5smXLujy+atUqU+sAV3O73XI6naqqqrI6iqmqq6uVnJysyMhISVeup+rq6kzfYxiMHn30UZWWlmrKlCn61a9+pcjISGVkZGjHjh1WRwMCFg0OAICttbS0eH9xDhZLlizRmjVrrI4BAEHjpZdeUmNjo3784x93uotjzJgxFqYCAEB67LHHtH79+qAakTZx4kS5XC7vc4/Ho8mTJ6u8vNzCVPbwi1/8Qs8995y2bdumt956SxERERo8eLBeffVVq6MBAYsRVQAAW5s7d27Q/aLc2NhodQTA56ZNm6aSkpKgqYPA9umnn0qS3n77be8xwzBocAA24ov385qaGqWmpnY7Nof3CPhDTxiRZhiG3G631TFs4ZVXXpEkzZkzR/fee69OnTqlBx980OJUQGCjwQEAsLVgvBExGP+bgKtduHAhqOogsG3atMnqCABukS/ez7dt26bU1FRt2LDhmnM0QeEvHo9HCQkJOnz4sNVRTBMeHq66ujolJSVJkmpraxUeHm5xKvs5cuSIMjMzrY4BBDwaHAAAW4uNjbU6gun4Qxx6gj59+gRVHQS2trY2bdy4UUeOHNELL7ygI0eO6OjRoxoxYoTV0QB8S754P8/Pz5fE716wVjDuesnJyVF2drbi4uIkSQ0NDSosLLQ4lf1s3LiRBgfwLbCDAwCAADBnzhyNGjVKw4cP149+9CMW4SIoXbhwodP+A0k6ceKE7rjjDlPrHDp0SHfffbeprwl7W758uS5fvqza2lq99957OnXqlObOnautW7daHQ1AgDh+/LgaGxs7jdFJSUmxMBGCXbCPSGtpaVF9fb0kKTExUQ6Hw9pANjRp0iRVVFRYHQMIeNzBAQCwnba2Nm3YsEG7d++WJI0aNUpz5sxRr172/bG2ZMkSffTRR1q5cqUOHz6s+++/XyNGjNDMmTOtjgaY5qmnnlJhYaG3gXfy5EnNnz/f9Au3n/70p7rrrrs0c+ZMjRkzhoYhtH//frlcLk2aNEmS5HA41NbWZm0oADfl8ccf13/+53/65LWLiopUXFysmJgYhYSESLoyoqq0tNQn9QAp+EekRUZGKi0tzeoYtjZ37lyrIwC2wB0cAADbyc/P15EjRzR16lRJUmlpqQYNGqTnn3/e4mS37vTp09q5c6fWrl2rr776Sn/84x+tjgSY5uWXX9b58+eVm5ur1tZWzZs3T1lZWcrKyjK1zuXLl1VdXa3/+q//0pEjRzR9+nRlZWWpf//+ptaBfUydOlXvvPOO95OQbrdbkyZNUmVlpdXRAHQhOzv7mmMfffSRRo0aJUlau3atqfXGjh2rLVu2aMCAAaa+LgB8F01NTdq7d68Mw1BycrIGDhxodSQgoNn3o64AgB7rk08+kcvl8n7C7qGHHrL9bNJXX31Ve/bs0cWLFzVs2DDl5eUxFgFBJycnR08//bSKioq0e/dujR8/3vTmhiSFhIRo3LhxGjdunD799FNlZ2dr7dq1cjqdWrJkif7mb/7G9JoIbEOGDJHL5dLly5d1+PBhrV+/XqmpqVbHAtCNffv2KT09Xffff7+kK0uY//CHP/jsE+3R0dE0N2ApRqShXWVlpfLz85WSkiKPx6OVK1cqNzdX48ePtzoaELC4gwMAYDtOp1Pl5eXekVSXLl3S5MmTbf1J3FGjRikmJkYTJkzQqFGjdNddd1kdCTBNa2ur9/GFCxe0cOFCDR8+XIsWLZIkRUREmF6zoaFBv/nNb7R9+3aNHj1aU6dO1Z49e1RRUWHr9wp8N2fOnNFLL72kDz74QB6PR+PGjdOyZcsUFhZmdTQAXThx4oTy8vIUExOjp556Sr1799aYMWO63VXwXR08eFCStGPHDp0+fVpOp1O9e/f2no+Pjze1HtAVRqSho4yMDK1fv14xMTGSpMbGRi1YsEDbt2+3OBkQuGhwAABs56WXXtKf/vQnTZ48WZJUUVGhf/iHf9AzzzxjcbJbc/DgQX388cf6+OOPdfToUSUmJio/P9/qWMAti4+Pl2EY8ng83v9tZxiGDhw4YGq9+fPnq6GhQf/yL/+irKysTkstH3nkEb377rum1gMA+EZpaalKSkqUm5urp556yvQGx+jRo7s9ZxiG6fWArjAiDR1lZmaqvLz8hscA/H+MqAIA2E5OTo42b96sXbt2SZIefvhhTZs2zeJUt65///5yOBzq16+fTp48yf4NBI32T8j6y9SpUzVu3DjvpyA7ormBJUuWaM2aNVbHAPAtPProoxo2bJiee+45nTlzxvTXb/9dsrq6WsnJyYqMjJQktbS0qK6uzvR6QFcYkYaO0tLStGbNGmVlZcnj8aisrEzp6eneO6J9ceczYHfcwQEAsK32H2GGYVic5NY9/PDDunTpkkaMGOH9d8cdd1gdC7C1ixcv6uLFi97nXBBC4lOQgF21trb67H184sSJcrlc3ucej0eTJ0/mvQI+xYg0dOV6/7/74s5nIBhwBwcAwHaampqUm5urmpoaSdKwYcP07//+7xo4cKDFyb67N954Q4MHD7Y6BuBT7aOqrmb2hdr+/fv1y1/+Ug0NDT6tA3vi812AfWRmZurRRx+V0+nsNG7Q1wzD6LTsGfCFxYsXd3recSQaI9J6Ln/f+QwEAxocAADbWbp0qdLS0vTaa6/J4/Foy5YtWrp0qTZt2mR1tO9s8ODBeu+997R7925JV5aOZ2RkWJwKMFfHcR/nz5+Xy+XyyR+Q8vPz9eKLLyovL09vvfWWNm3apNtvv930OrAnO/+sAHqaZcuWaevWrSooKNCIESM0ZcoUPfDAA6bfvRseHq66ujolJSVJkmpraxUeHm5qDeBqjEjD1dxut5xOp6qqqqyOAtjKtYOJAQAIcN98840WLFigfv36yeFwaP78+WpubrY61i1Zu3at3nzzTd199936u7/7O7355ptat26d1bEAU/Xt29f7LyoqSo8//rjef/990+u0tbXpH//xH+V2uxUREaF/+7d/03//93+bXgf2c+zYMe3Zs0eHDx+2OgqAbyE1NVUvvviiPvzwQ/3TP/2T3nzzTaWnp5teJycnR0uWLNGsWbM0a9YsPfnkk1q2bJnpdYCuFBQUeJsbkuRwOFRQUGBhIlglNDRUUVFROnfunNVRAFvhDg4AgO3Exsbq888/19/+7d9Kkj7//HPdddddFqe6Ne+//77eeecdhYWFSZKysrI0bdq0a25dB4LJoUOHfNKc7NXryq+4/fv315/+9Cfdeeedtm+C4rvJycnRyy+/LEn65JNP9NRTTykhIUGfffaZ8vLyNG7cOIsTAvg2zp49q2+++UYnTpxQv379TH/9xMREVVVVqb6+3vvcnyOxgI4YkdazxcbGasaMGcrIyFDfvn29x2fPnm1hKiCw0eAAANjGz372MxmGobNnz2rixIlKTEyUJNXX13sf21l7c0NSp19mgWCRkpLiHSvidrvl8XiUm5trep3x48erublZCxcu1GOPPaa2tjY9+eSTptdB4Pvf//1f7+OioiKtXbtWSUlJamho0M9//nMaHECA27Fjh7Zu3ar9+/crIyNDL774ooYOHeqTWpGRkUpLS/PJawPXw4g0dOTxeJSQkMDdpsBNMDxs2QMA2ER5efl1z2dmZvopifmWLVumtrY2TZ06VZJUWlqq0NBQrVy50uJkgHmOHj3qfdyrVy9FR0crNDTUpzUvXbqkCxcuKCIiwqd1EJgyMzO9PzsmTZqkiooK77mrnwMIPPPmzdPkyZM1btw4dikhaO3bt0/Z2dmKi4uTJDU0NKiwsNBnzTwACDY0OAAAtuJ2u/Uf//EfysnJsTqKqc6ePat169Z5l4yPHDlSixcv5k4O4CY0NDRo8ODBOnjw4DXnDMPQgAED9P3vf9+CZLDKiBEjNGHCBHk8Hr3//vvatWuXt6nmdDpVWVlpcUIA31Z5ebmtP8wCXE9LSwsj0nq4mpoapaamqrq6usvzY8aM8XMiwD4YUQUAsJXQ0FB98sknVscwldvtVl5enndOPBCsTpw4oYKCAn322We6cOGC9/iN7s76tlatWqU33nij2901p0+f1oQJE3wyFguBaebMmd7HWVlZOnnypO644w59+eWX+uEPf2hhMgA3a+PGjTQ4ELQYkYZt27YpNTVVGzZsuOacYRg0OIDr4A4OAIDtrFmzRr169dLkyZM7zae18wiarKwsbdmyxeoYgE8tWrRISUlJKisr09KlS1VSUqKEhAS/7cdoa2vTT37yE+3YscMv9QAA5mGsHAAA6AoNDgCA7cTHx3sfG4Yhj8cjwzB04MABC1PdmldeeUUtLS3KzMzsNJaq438rYHcTJ06Uy+Xyjga6ePGiZs2apZKSEtNrvf/++/r888+1aNEiffnllzp58qSGDBmi48ePM6aqB7p48aI2bNig3bt3yzAMjRgxQnPnzlXv3r2tjgbgW6qoqNCkSZOsjgEAPnf8+HE1NjbK7XZ7j6WkpFiYCAhsjKgCANhOV/P17a6qqkqS9NFHH3mPGYbR7QxWwI5uu+02SVLv3r3V3NysyMhINTc3m15n9erV+uMf/6i//vWvWrRokQzDUF5enjZv3kxzo4fKy8tTc3OzHnvsMUnS1q1blZeXp1WrVlmcDMCNNDU1ae/evQoJCVFTU5MGDhxodSQA8JmioiIVFxcrJiZGISEhkq5cF5aWllqcDAhcNDgAAAgAu3btsjoC4HODBw9Wc3OzJkyYoKlTpyoiIsInexCqq6tVXl6uKVOmSJK+//3v68yZM6bXgX3s27dP7733ngzDkCSlp6dr/PjxFqcCcCOVlZXKz89XSkqKPB6PVq5cqdzcXL5/AQStsrIy7dy5UwMGDLA6CmAbNDgAALYTHx/v/SNVR3YeUbVr1y4lJyfL4XBIklpaWrRv3z499NBD1gYDTPTKK69IkubMmaN7771Xp06d0oMPPmh6nT59+ig0NNT014V99e/fX+fPn1dYWJikKyOr+MMBEPgKCwtVWlqqmJgYSVJjY6MWLFhAgwNA0IqOjuZ3FOAm0eAAANhOXV2d9/H58+flcrk6zSe1o9WrV8vlcnmfOxwOrV69mgYHgtaRI0eUmZnpk9ceOHCg/vCHP8gwDF26dElvvPEG+2x6uLi4OE2dOlUZGRmSruxo+dGPfqSNGzdKkmbPnm1lPADdCAsL8zY3JGnQoEHeRiUABJP2McwjR47UihUr5HQ6O+0K43dZoHssGQcABIWsrCxt2bLF6hjfWfvy5Y4mTJigbdu2WZQI8K3MzEyVl5f75LW//vprLV26VHv27JFhGBo2bJhefvllRUVF+aQeAt+yZcuue55dHEBgeu211xQaGqqsrCx5PB6VlZXp8uXLmjdvniQpIiLC4oQAYI7Ro0d3e47djMD1cQcHAMD2Dh065JNFxf4UHh6uuro6JSUlSZJqa2sVHh5ucSrAd3z5GZvo6GgVFxfr3Llz8ng86tu3r89qwR5oYAD29Prrr0u6Mqqqo3Xr1skwDFuPJwWAjtp3MlZXVys5OVmRkZGSrowu7jjBAMC1aHAAAGwnJSXFu4PD7XbL4/Ho+eeftzjVrcnJyVF2drbi4uLk8Xh0+PDhay7mgWAyd+5cn7323r17uzyekpLis5oIXO0jH+Lj49XQ0KDf/va3GjJkiEaMGGFxMgA30v79CwA9RUFBwTWjiwsKCpSenm5hKiCw0eAAANhORUWF93GvXr0UHR1t+4XCiYmJqqqqUn19vfd5+8JxIJg0NTVp7969CgkJUVNTkwYOHGh6jRdffNH7+OLFi/r88891zz33+GwkFgLXpk2b9Otf/1ptbW2aP3++XC6Xhg4dqrfffluPP/64pk+fbnVEAN1wu91yOp2qqqqyOgoAWMYwDNvvmwR8jQYHAMB2XC6XFi9e3OnYunXrrjlmN5GRkUpLS1N5eTnNDQSlyspK5efnKyUlRR6PRytXrlRubq7Gjx9vap2ysrJOz//nf/5HW7duNbUG7OGdd97Ru+++qzNnzmjs2LHavn27Bg4cqG+++Ubz5s2jwQEEsNDQUEVFRencuXMsFgfQYzC6GLh5NDgAALazc+fOa5oZXR2zq40bNyozM9PqGIDpCgsLVVpaqpiYGElSY2OjFixYYHqD42pDhw7V8uXLfVoDgSk0NFTh4eEKDw9XbGys946hqKgo76hDAIErNjZWM2bMUEZGRqd9SrNnz7YwFQD4TsfRxZLU0NDA6GLgBmhwAABs43e/+51+97vf6csvv+y0MPb06dMWpjKfL5cvA1YKCwvzNjckadCgQT75VG7Hme2XL1/W/v371dbWZnodBL6OIx2WLFnS6dzFixf9HQfATfJ4PEpISNDhw4etjgIAfsHoYuDm0eAAANjG7bffLofDoZCQEPXr1897/M477wyauzck3y5fBqyUlpamNWvWKCsrSx6PR2VlZUpPT1dra6skKSIiwpQ6Hd8PevXqpbvuuqvTXg70HNOnT1dra6siIiL08MMPe48fOnRI999/v4XJAHwbHT/QAgA9RfvoYgDfjuHhY6IAAJs5ePCg4uPjrY5huvbly4ZhKDk52SfLlwErXe/71jAMHThwwI9pAACBqqamRqmpqaquru7y/JgxY/ycCAAABCoaHAAAW5s2bZpKSkqsjnHLrl6+XFtb65Ply0Awa78TpDtm3SEC+8nMzNSjjz6qRx55RJGRkVbHAXADzz//vPLz8zVr1qxrzhmGoY0bN1qQCgAABCIaHAAAW5s0aZIqKiqsjnHLMjIytH79+muWL2/fvt3iZIA53G63nE6nqqqqfFYjPj5ehmF0uceGO0R6tpqaGm3dulUffvihRowYoSlTpuiBBx5g0TgAAABgc+zgAADYWp8+fayOYAp/LV8GrBIaGqqoqCidO3fOZ1/bHZeLAx2lpqYqNTVVZ8+e1fbt2/Xmm28qNzdXv/3tb62OBuAGjh8/rsbGRrndbu+xlJQUCxMBAIBAQoMDAGA7Fy5c0O233y5J2rx5syTpxIkTuuOOO6yMdUv8tXwZsFJsbKxmzJihjIwM9e3b13t89uzZptfquNMmJSVFd955p+k1YD9nz57VN998oxMnTqhfv35WxwFwA0VFRSouLlZMTIxCQkIkXbkjr7S01OJkAAAgUDCiCgBgO4sXL1ZhYaF3tMjJkyc1d+5cW4+qYvkyeoJly5Z1eXzVqlWm1mnfaZOcnCxJ7LSBduzYoa1bt2r//v3KyMhQZmamhg4danUsADcwduxYbdmyRQMGDLA6CgAACFA0OAAAtvPyyy/r/Pnzys3NVWtrq+bNm6esrCxlZWVZHQ1AAGCnDa42b948TZ48WePGjfPeAQgg8E2fPt17ty4AAEBXaHAAAGzp6aef1j333KPdu3dr7NixmjNnjtWRvjN/LF8GrFRTU6PU1FRVV1d3eX7MmDGm1svMzFR5efkNj6FnKi8vV2ZmptUxAFxH+06lHTt26PTp03I6nerdu7f3/PXufAUAAD0LOzgAALbRvo9Ckp577jktXLhQw4cP15QpU9Ta2mrbPRX+WL4MWGnbtm1KTU3Vhg0brjlnGIZpDY7294judtoAkrRx40YaHECAW7x4cafnHRvkhmF02zAHAAA9D3dwAABsIz4+XoZhyOPxeP+3nd33VDz77LP685//7Jfly0Cw6vgecTW7v0fAPJMmTbL1ziagJ6murlZycrIiIyMlSS0tLaqrq6NpDQAAvLiDAwBgG+3jCoKRx+NRQkKCDh8+bHUUwKeOHz+uxsZGud1u77GUlBRTXjuY3yNgnrlz51odAcC3VFBQIJfL5X3ucDhUUFBAgwMAAHjR4AAAIACsWrXK6giAzxUVFam4uFgxMTEKCQmRdOXOitLSUp/VZN8C2jU1NWnv3r0KCQlRU1OTBg4caHUkADfJMIxODXIAAAAaHAAA22kfQ3M1O46f8ffyZcBKZWVl2rlzpwYMGOC3muxbgCRVVlYqPz9fKSkp8ng8WrlypXJzczV+/HirowG4jvDwcNXV1SkpKUmSVFtbq/DwcItTAQCAQEKDAwBgO3V1dd7H58+fl8vlsu2n+fy1fBkIBNHR0X5tbkjqch8Hep7CwkKVlpYqJiZGktTY2KgFCxbQ4AACXE5OjrKzsxUXFydJamhoUGFhocWpAABAIGHJOAAgKGRlZWnLli1WxwDQhfbdGDt27NDp06fldDrVu3dv7/n4+Hif1a6oqNCkSZN89vqwh8zMTJWXl9/wGIDA09LSovr6eklSYmKiHA6HtYEAAEBAocEBALC9Q4cOaeHChfrggw+sjnJLfLl8GbDS6NGjuz1nGEa3I9puRfu+BcMwlJyczL6FHu61115TaGiosrKy5PF4VFZWpsuXL2vevHmSpIiICIsTAgAAAPguaHAAAGwnJSXFu4PD7XbL4/EoNzfX1nP2rVi+DPhbdXW1kpOTFRkZKenKp3Lr6uqUnp5uap2r9y3U1tayb6GHu95dQoZh2HKHEwAAAAAaHAAAGzp69Kj3ca9evRQdHa3Q0FALE926sWPHasuWLX7fTwD408SJE+VyubzPPR6PJk+ebPqYoIyMDK1fv/6afQvbt283tQ4AAAAAwFosGQcA2M4PfvADqyOYzorly4DVDMPoNJLNLGFhYd7mhiQNGjRIYWFhpteBPbjdbjmdTlVVVVkdBQAAAIDJaHAAAGznxIkTKigo0GeffaYLFy54j9txWWz78uWRI0dqxYoVfl2+DPhbeHi46urqlJSUJEmqra1VeHi46XXS0tK0Zs2aTvsW0tPT1draKol9Cz1NaGiooqKidO7cORpdAAAAQJBhRBUAwHYWLVqkpKQklZWVaenSpSopKVFCQoKefPJJq6PdNCuWLwNW2bdvn7KzsxUXFydJamhoUGFhoYYOHWpqHfYt4GrPPvus/vznPysjI0N9+/b1Hp89e7aFqQAAAADcKhocAADbaZ/j73Q6VVlZqYsXL2rWrFkqKSmxOtp35q/ly4DVWlpaVF9fL0lKTEyUw+GwNhB6hGXLlnV5fNWqVX5OAgAAAMBMjKgCANjObbfdJknq3bu3mpubFRkZqebmZotT3ZqCgoJOy5cdDocKCgpocCDoREZGKi0tzWevz74FdIVGBgAAABCcaHAAAGxn8ODBam5u1oQJEzR16lRFRETohz/8odWxTOWr5ctAsGPfAjqqqalRampqt+P+xowZ4+dEAAAAAMxEgwMAYDuvvPKKJGnOnDm69957derUKT344IMWp7o1/lq+DPQEsbGxmjFjBvsWoG3btik1NVUbNmy45pxhGDQ4AAAAAJtjBwcAwNbKy8uVmZlpdYxb5q/ly0BPwL4FAAAAAOgZaHAAAGwtMzNT5eXlVscwBcuXAcB3jh8/rsbGxk7j/1JSUixMBAAAAOBWMaIKAGBrwdSn9/XyZSDYsW8B3SkqKlJxcbFiYmIUEhIi6cqIqtLSUouTAQAAALgVNDgAALY2d+5cqyMACBDsW0B3ysrKtHPnTg0YMMDqKAAAAABMxIgqAIAtNTU1ae/evTIMQ8nJyRo4cKDVkQAAAWr69OnavHmz1TEAAAAAmIwGBwDAdiorK5Wfn6+UlBR5PB7V1tYqNzdX48ePtzoagADBvgVI0sGDByVJO3bs0OnTp+V0OtW7d2/v+fj4eKuiAQAAADABDQ4AgO1kZGRo/fr1iomJkSQ1NjZqwYIF2r59u8XJAAQC9i2g3ejRo7s9ZxhGt/taAAAAANgDOzgAALYTFhbmbW5I0qBBgxQWFmZhIgCBhH0LaLdr1y5JUnV1tZKTkxUZGSlJamlpUV1dnZXRAAAAAJggxOoAAADcrLS0NK1Zs0ZffPGFjh07prVr1yo9PV2tra1qbW21Oh4Ai0VHR9PcQCcFBQXe5oYkORwOFRQUWJgIAAAAgBkYUQUAsJ3rzUw3DEMHDhzwYxoAgYJ9C+jOxIkT5XK5Oh2bMGGCtm3bZlEiAAAAAGZgRBUAwHba/4gJAB0tXry40/OO+xXYt9CzhYeHq66uTklJSZKk2tpahYeHW5wKAAAAwK3iDg4AgK243W45nU5VVVVZHQVAgOpu30J6errFyWCVffv2KTs7W3FxcZKkhoYGFRYWaujQoRYnAwAAAHAruIMDAGAroaGhioqK0rlz51gsDqBLBQUFncYRte9boMHRcyUmJqqqqkr19fXe5w6Hw9pQAAAAAG4ZDQ4AgO3ExsZqxowZysjIUN++fb3HZ8+ebWEqAIHKMAy53W6rY8BikZGRSktLszoGAAAAABPR4AAA2I7H41FCQoIOHz5sdRQAAYh9CwAAAADQM7CDAwAAAEGFfQsAAAAA0DPQ4AAA2EZNTY1SU1NVXV3d5fkxY8b4ORGAQNXS0sK+BQAAAAAIcoyoAgDYxrZt25SamqoNGzZcc84wDBocALzYtwAAAAAAwY87OAAAAAAAAAAAgO1wBwcAwJaOHz+uxsZGud1u77GUlBQLEwEAAAAAAMCfaHAAAGynqKhIxcXFiomJUUhIiKQrI6pKS0stTgYAAAAAAAB/ocEBALCdsrIy7dy5UwMGDLA6CgAAAAAAACwSYnUAAABuVnR0NM0NAAAAAACAHo4l4wAA2zh48KAkaceOHTp9+rScTqd69+7tPR8fH29VNAAAAAAAAPgZDQ4AgG2MHj2623OGYai6utqPaQAAAAAAAGAldnAAAGxj165dkqTq6molJycrMjJSktTS0qK6ujorowEAAAAAAMDP2MEBALCdgoICb3NDkhwOhwoKCixMBAAAAAAAAH+jwQEAsD3DMOR2u62OAQAAAAAAAD+iwQEAsJ3w8PBOI6lqa2sVHh5uYSIAAAAAAAD4G0vGAQC2s2/fPmVnZysuLk6S1NDQoMLCQg0dOtTiZAAAAAAAAPAXGhwAAFtqaWlRfX29JCkxMVEOh8PaQAAAAAAAAPArGhwAAAAAAAAAAMB22MEBAAAAAAAAAABshwYHAAAAAAAAAACwHRocAAAAAAAAAADAdmhwAAAAAAAAAAAA26HBAQAAAAAAAAAAbIcGBwAAAAAAAAAAsB0aHAAAAAAAAAAAwHb+H/X7tS2bdCgVAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Most common models in comparisons:\n", " chirp-crow-t1 (7 comparisons)\n", " chirp-carp-up-c-1 (5 comparisons)\n", " chirp-carp-up-1 (3 comparisons)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "get_preference_counts(\n", " user_intersting_clips_3p5[~has_slider_requests_mask],\n", " title_name=\"subset without slider test\",\n", ")" ] }, { "cell_type": "code", "execution_count": 89, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:31:27.026098Z", "iopub.status.busy": "2025-11-23T23:31:27.025917Z", "iopub.status.idle": "2025-11-23T23:31:30.622717Z", "shell.execute_reply": "2025-11-23T23:31:30.622159Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "len pos models: 71545\n", "differing counts: 6852\n", "chirp-ahi-stem-12-t1_win_over_chirp-ahi-stem-12-t1, win ratio 1.000, (1.000, 1.000), counts 1, total 1.\n", "chirp-ahi-up-3_win_over_chirp-ahi-up-3, win ratio 1.000, (1.000, 1.000), counts 3, total 3.\n", "chirp-auk-engine-b_win_over_chirp-auk-engine-b, win ratio 1.000, (1.000, 1.000), counts 19, total 19.\n", "chirp-auk-t1_win_over_chirp-auk-t1, win ratio 1.000, (1.000, 1.000), counts 308, total 308.\n", "chirp-auk-turbo-engine-b_win_over_chirp-auk-turbo-engine-b, win ratio 1.000, (1.000, 1.000), counts 1082, total 1082.\n", "chirp-auk-turbo-t2_win_over_chirp-auk-turbo-t2, win ratio 1.000, (1.000, 1.000), counts 22802, total 22802.\n", "chirp-bass-up-3_win_over_chirp-bass-up-3, win ratio 1.000, (1.000, 1.000), counts 30, total 30.\n", "chirp-bluejay-engine-b_win_over_chirp-bluejay-engine-b, win ratio 1.000, (1.000, 1.000), counts 54, total 54.\n", "chirp-bluejay-t2_win_over_chirp-bluejay-t2, win ratio 1.000, (1.000, 1.000), counts 1133, total 1133.\n", "chirp-carp-up-1_win_over_chirp-carp-up-1, win ratio 1.000, (1.000, 1.000), counts 1652, total 1652.\n", "chirp-carp-up-c-1_win_over_chirp-carp-up-c-1, win ratio 1.000, (1.000, 1.000), counts 329, total 329.\n", "chirp-crow-engine-b_win_over_chirp-crow-engine-b, win ratio 1.000, (1.000, 1.000), counts 2080, total 2080.\n", "chirp-crow-t1-c1_win_over_chirp-crow-t1, win ratio 0.345, (0.317, 0.373), counts 379, total 1098.\n", "chirp-crow-t1-c2_win_over_chirp-crow-t1, win ratio 0.448, (0.419, 0.477), counts 508, total 1135.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d175, win ratio 1.000, (1.000, 1.000), counts 6, total 6.\n", "chirp-crow-t1-d175_win_over_chirp-crow-t1-d70, win ratio 0.518, (0.504, 0.533), counts 2394, total 4619.\n", "chirp-crow-t1-d70_win_over_chirp-crow-t1-d175, win ratio 0.482, (0.467, 0.496), counts 2225, total 4619.\n", "chirp-crow-t1-d70_win_over_chirp-crow-t1-d70, win ratio 1.000, (1.000, 1.000), counts 2, total 2.\n", "chirp-crow-t1_win_over_chirp-crow-t1, win ratio 1.000, (1.000, 1.000), counts 34913, total 34913.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c1, win ratio 0.655, (0.627, 0.683), counts 719, total 1098.\n", "chirp-crow-t1_win_over_chirp-crow-t1-c2, win ratio 0.552, (0.523, 0.581), counts 627, total 1135.\n", "chirp-crow-t2_win_over_chirp-crow-t2, win ratio 1.000, (1.000, 1.000), counts 87, total 87.\n", "chirp-v3p5-engine-b_win_over_chirp-v3p5-engine-b, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-v3p5-engine-s-8_win_over_chirp-v3p5-engine-s-8, win ratio 1.000, (1.000, 1.000), counts 84, total 84.\n", "chirp-v3p5-engine-t-6_win_over_chirp-v3p5-engine-t-6, win ratio 1.000, (1.000, 1.000), counts 17, total 17.\n", "chirp-v4-engine-b_win_over_chirp-v4-engine-b, win ratio 1.000, (1.000, 1.000), counts 4, total 4.\n", "chirp-v4-h-s-32_win_over_chirp-v4-h-s-32, win ratio 1.000, (1.000, 1.000), counts 63, total 63.\n", "chirp-v4-h-t-6_win_over_chirp-v4-h-t-6, win ratio 1.000, (1.000, 1.000), counts 20, total 20.\n", "tournament players: ['chirp-crow-t1', 'chirp-crow-t1-c1', 'chirp-crow-t1-c2', 'chirp-crow-t1-d175', 'chirp-crow-t1-d70']\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "ELOs\n", "chirp-crow-t1: 1049.1, (1040, 1059)\n", "chirp-crow-t1-c1: 938.5, (922, 952)\n", "chirp-crow-t1-c2: 1012.4, (999, 1028)\n", "chirp-crow-t1-d175: 1006.4, (1001, 1012)\n", "chirp-crow-t1-d70: 993.6, (989, 999)\n" ] }, { "data": { "image/png": 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qqy92vm233TZrrrlmvvjii0WOefvttwsVjNtss02NNmlac80107Fjx4wcOTIjRozIl19+uUJb3B9//PEq97aioiJTp07N66+/XmUzojp16uTyyy9fqIJzQd/97neXuMv5wIEDCxWzu+22W42qfbt165bGjRtn1qxZee2115Y4fnHGjx9f2Dhpgw02yMYbb7zE7zRs2DBbbLFFXnjhhXz55Zf54IMPFvu9mgSDL7zwQuH1/D8jS7LgM19fffXVHH300Yscu+6662bTTTdd7HwL/sXB/J3nF1RaWlplI67DDjusRuuszjd9vQDAiif0BAC+Vb7zne9kq622ypAhQzJw4MBMmDAhbdu2zXPPPVfYEGdpqzzff//9lJWVJUkaN26czp07L/E7Xbp0KQRlZWVlee+997LlllsWPl9wx/AttthiifOVlJSkW7dueeaZZxY55o033ii8HjduXH7zm98scd7kvxsFVVRUZNy4cSs09Hz55Zfz8ssvL3ZMmzZtcvnll2ennXZa7LglhWxJ1Xv0/vvv1/gezTdt2rSFAuylseD5Z8+eXePzjx49uvB63Lhxiw09a3IfFtwU6JlnnsnQoUOX+J0vv/yy8HrBQLo6G2200RLna9myZeH1/OerLmj48OGF3edXW221wvNTl8U3fb0AwIon9AQAvnX23XffDBkyJGVlZXniiSfy05/+NI899liSyvBwaUPPKVOmFF6vvfba1W6S8r/q1KmTtdZaKx999NFCcySpsgP82muvXaN1LGnc+PHjC6/ff//9vP/++zWad0H/u7v3ilZSUpImTZqkVatW6dKlS3bYYYf84Ac/WGILeFLZ/r4kC96jV199Na+++upSr3H69OnLHHoueP4xY8YUHkewNJb0a7S092FRz9NcnPlB+aLUJDhfsPV93rx5C30+ceLEwuu11lprka3yNfFNXy8AsOIJPQGAb53dd989l112Wb766qs8+uij2XffffOf//wnSdKjR48l7n79v2bOnFl4Xd3GJ4uy4NgF50gqN6VZ2jmXNG7ByrRlNb+idUXp27dvlWc7fh01CUaXxz2qLqCrqRXxa1STlv3qKiuX5xpq8hcDS7Lgn5llDZnn+6avFwBY8YSeAMC3TtOmTbPLLrvk73//e95///1cffXVhaBqv/32W+r5FnyO5FdffVXj7y049n+fRblgiFPTOZc0bsFQ9PDDD8/5559fo3m/TRa8R+eee26OOuqolXb+Pn365Kabblqh519wHfMD2EceeWSxG3OtLAv+mVnwLwmWRW24XgBg6di9HQD4Vlow3Hz44YeTVFbA7b777ks914KbDI0bNy4VFRVL/E55eXnGjRtX7RxJ1Rbkmj4vcMH5qtOmTZvC6wVbg/mvBe/RhAkTVur5V+av0YKbXK2M+1ATC96rcePGfa0K29pwvQDA0hF6AgDfSttuu23atm1b5dguu+yyTJv0dO7cOXXr1k1S2XJbk2dlvvfee4XqtLp16y608UyXLl0Krxfc3GZRKioq8uabby52TNeuXQuvX3/99RqFs982C96jr7sT+7JYcDOe4cOHf+0KxuWxjpVxH2qiS5cuhVb9r776aom//xenNlwvALB0hJ4AwLdS3bp1s/fee1c5tiyt7Ullu/xmm21WeP/II48s8TsPPvhg4XXXrl0XeiZh7969C69feOGFTJ06dbHzDRo0aImVnj169Ejz5s2TVFbGPf/880tc57fN9ttvX9gQ5/XXX8977723Qs+/7rrrplOnTkmSuXPnVvl9siLttNNOhdcPPfRQYZf0VUmDBg2q/DlZlk2f5qsN1wsALB2hJwDwrXXiiSfmwQcfLPxst912yzzXIYccUnj917/+dbFh2dtvv5377ruv8P7QQw9daMx2221X2I39q6++Sr9+/RY535w5c3LllVcucY0NGjTIkUceWXh/ySWX5Isvvlji9+b7NrTEr7nmmtlnn32SVFbP/upXv6rxJjfl5eWZPHny117DscceW3j9+9//vkaVw/Mtr9bs73//++nQoUNhzosvvrjGlcEzZ85cYRWqRx99dOH1k08+mSeffHKZ5qkt1wsA1JzQEwD41mrevHk233zzws/8FvVlsffeexda1OfOnZuf/exnGTRo0ELjBg4cmGOPPbbw/MFNN900e+2110Lj6tatm1NPPbXw/sEHH8zll1++UAXahAkTcsIJJ+S9995L/fr1l7jOo48+OhtuuGGS5IsvvsgPf/jDPPXUUykvL692/OTJk3Pfffdl//33z2233bbE+YvBaaedVnj0wfvvv58DDzwwL7744iLHjxs3LnfeeWd23333/OMf//ja599nn32y9dZbJ6kM1H784x/n3nvvTWlpabXjZ8yYkccffzyHH354Lr300q99/qTy99/FF19c+DPx8MMP57jjjsvIkSMX+Z3hw4enX79+2WmnnTJmzJjlso4l2Xbbbas8h/ess85K//79q93Uq7y8PIMGDcovfvGLwqZF89WW6wUAas7u7QAAy0GDBg3yu9/9LocddlgmT56cCRMm5Mgjj8zGG29ceD7n8OHDq1SAtm7dOtdcc80iw8r9998///73v/PUU08lSe6666489thj6d27d1q2bJnPP/88gwcPTmlpadq1a5dddtklf/7znxe7ziZNmuSmm27KUUcdlTFjxmTChAk57bTTsvrqq2eLLbZImzZtUlFRkWnTpuXDDz/MJ598UghE5wdxxW7NNdfMjTfemOOOOy5TpkzJqFGjcswxx2TNNddM165d06pVq8ydOzdTpkzJiBEjlnvgVbdu3fz+97/PT3/607z77ruZMWNGLrroovTr1y9bbLFF1lxzzdStWzfTpk3LqFGj8tFHHxVC9O9///vLbR3bbrttLr744lx88cUpKyvLCy+8kP/85z/ZYIMN0rlz5zRp0iSzZ8/OhAkT8t577y2XKtdlcfnll2fs2LEZNmxYysrKcv311+e2227LlltumbXWWisVFRX54osv8vbbbxceE1FdFWdtuV4AoGaEngAAy0mnTp3yt7/9LWeccUbefffdJJUbFlXX6r7pppvm97//fdq3b7/YOfv165dGjRoVnhM6bdq0PPPMM1XGdOzYMf37969xleG6666bhx56KBdddFGefvrpVFRUZMqUKfnXv/61yO80b948G220UY3mLwZdu3bNQw89lPPOOy8vv/xyksrK2GeffXaR32nTpk2hRfrrWn311XPPPfekb9++efDBBzNv3rzMmDFjsRWnjRo1yqabbrpczj/fwQcfnPbt2+eiiy7Kxx9/nIqKiowYMSIjRoxY5Hc23HDDtGjRYrmuY3GaNm2au+++O5dffnkeeuihlJWVZdasWYu8Vw0bNkydOtU3vNWG6wUAakboCQCwHK2//vp56KGH8s9//jPPPPNMhg0bVqgIa9WqVbp165bvf//7+f73v5+SkpIlzle/fv1ceeWV2XfffXP//ffntddey6RJk9KiRYu0b98+e+yxR374wx+mSZMmS7XOli1b5g9/+EM++OCDPPnkkxk8eHDGjBmTqVOnpk6dOmnevHnat2+fTTbZJNtuu22++93vFnbK/rb4zne+kzvvvDOvv/56/vnPf2bo0KEZN25cpk+fnrp166Zly5bp0KFDNttss2y33Xbp1atXYROk5aFRo0a55JJLcuyxx+bxxx/PoEGD8vHHH2fq1KkpLy9Ps2bNsu6662bjjTfO1ltvnR122CFNmzZdbuefb+utt84//vGPDBgwIP/3f/+XN998MxMnTsyMGTPSqFGjtGnTJh07dkz37t2zww47FCqbV6RGjRrl0ksvzVFHHZXHHnssL7/8cj777LNMmzYt9evXT9u2bdO5c+dsu+222XPPPRd7n2rD9QIAS1ZSUdMndAMAAAAA1AI2MgIAAAAAiorQEwAAAAAoKkJPAAAAAKCoCD0BAAAAgKIi9AQAAAAAiorQEwAAAAAoKkJPAAAAAKCoCD0BAAAAgKIi9AQAAAAAiorQEwAAAAAoKkJPAAAAAKCoCD0BAFhh+vTpk86dO6dz584ZM2bMyl4OAABFSugJAAAAABQVoScAAHwDzjnnnEJV68MPP7zc558/d+fOnZf73CvSmDFjCtfRp0+flb0cAKBICD0BAAAAgKIi9AQAAAAAiorQEwAAAAAoKkJPAAAAAKColFRUVFSs7EUAALD8vfzyy3niiSfy1ltv5fPPP8+sWbNSv379tGjRIu3atcumm26abbfdNt/97nfToEGDKt8dM2ZMdtlllyTJd77znTz//PNLPF+fPn3y2WefJUmee+65tGvXrkZjRo4cmXvvvTcvvfRSxo0bVzhnnz59cthhh6Vt27ZLPPfcuXPzj3/8I88++2yGDx+eyZMnZ86cOWnYsGHatGmT9u3bp2vXrtl5553TtWvXJc43cuTIPPbYYxk4cGDGjh2b6dOnp2nTpll33XWz3Xbb5dBDD82aa665xPuwJCeddFJOPvnkGo1NksGDB+eII46o8fhF/Tokyeeff56HH344L730UkaPHp2pU6emcePGWWeddbLNNtvk4IMPzvrrr7/EcyzrvX/44Ydz7rnn1vha3n///RqPBQCot7IXAADA8jVr1qyceeaZ1QaVZWVlmT17dr744ou8+uqrueuuu3LZZZfloIMOWgkrTe6///5ceumlKS0trXL8gw8+yAcffJB77rknffv2LQSw1Rk1alR+8YtfZOTIkQt9NmvWrIwePTqjR4/Oiy++mBtvvDHPPPNMOnToUO1cpaWlueyyy/Lggw+mrKysymdTpkzJlClTMmzYsNx+++0566yzcthhhy3DVa9c5eXluf7663Pbbbdlzpw5VT6bNm1apk2bluHDh+euu+7Kz372s5x22mkpKSmpdq7lee8BAJYnoScAQJE566yzqgSeHTp0SJcuXdKiRYvMmzcvkydPzgcffFDjasRvynPPPZcrrrgiSbLmmmumR48eady4cT7++OO89tprKS8vz7Rp03Lqqafmpptuyvbbb7/QHDNmzMjRRx+dzz//PElSp06ddOnSJZ06dUrjxo0LAe97772XKVOmLHY9s2bNyjHHHJPXXnutcKx9+/bZdNNN07x580ybNi2vvfZaxo8fn9mzZ+fSSy/NjBkzcsIJJ1SZZ7/99svUqVPz8ssv56OPPkqSbLPNNunYseNC56xJ1emC1lxzzfzkJz9Jkvz1r38tHJ9/7H81bdq0yvuysrKcfvrpefrpp6vM2bVr17Rq1SozZ87MsGHDMnr06MybNy9//OMfM3ny5Fx66aULzf11732nTp3yk5/8JDNnzsyjjz6aJGnSpEn222+/pbonAADVEXoCABSR9957LwMGDEiSNG7cOL///e+z4447Vjv2008/zd///ve0bt16RS6xoF+/fqlTp05+9atf5cgjj0ydOv993PyHH36Y0047LSNGjMjcuXNz7rnn5sknn0yLFi2qzPHQQw8VQrcNNtgg119/fbXhYkVFRd566608/PDDC7Xyz3fJJZcUAs/11lsvv/nNb9K7d+8qY8rKynLfffelb9++KS0tzXXXXZfevXune/fuhTGnnHJKkuScc84phJ777LNPDjjggKW9RQtZb731cuGFFyapGnrOP7Yk/fv3LwSebdu2zYUXXpjddtttoUrOp556KhdccEG+/PLL3H///dlmm22y5557Vhnzde99t27d0q1bt4wZM6YQerZs2bLG1wIAsDg2MgIAKCKvvPJK4fURRxyxyMAzSdZdd92ceOKJ6dOnz4pY2kLmzp2b008/PUcffXSVwDOpDNHuuOOOrL766kmSCRMm5M4771xojldffbXw+rzzzqs2dEuSkpKSdO3aNRdffHHWXnvthT5/5ZVXCsFb+/btc8899ywUeCZJ3bp18+Mf/ziXXHJJksoQ9IYbbqjR9a5sY8aMyc0335ykMlz829/+lu9973vVtq7vscce6d+/f+F9//79879bASyvew8A8E0QegIAFJEZM2YUXrdq1WolrmTJ2rVrl5/+9KeL/Lxt27b5xS9+UXj/4IMPLhS8La/rveOOOwqvzz777CXOdcABBxRCvhdffHGJrfOrgrvuuqvwnNKf//znad++/WLHb7311tluu+2SVG7s9O6771b5vDb9XgMAvn2EngAARWSttdYqvH7sscfy1VdfrcTVLN4PfvCD1Ku3+Kct7bPPPqlbt26SZPz48YV28fkWvN577rlnmdYxb968DBw4MEnlMzB33nnnGn1vfiVoRUVFleeArqr+/e9/F17vvffeNfrO1ltvXXi9YGVnsnzuPQDAN8UzPQEAisiOO+6Yxo0bZ9asWXnnnXeyxx575MADD8yOO+6YTTbZpBAgrgoWfA7morRo0SLrr79+PvzwwyTJ8OHD06lTp8Lne+yxRx566KEkyb333pt33nkn+++/f7bbbrsa7xL+/vvvZ9asWUmSevXq5fLLL6/R9956663C63HjxtXoOyvLlClT8vHHHydJ6tevX6V1fXHm3/ckhed3zrc87j0AwDdF6AkAUERWX331XHbZZTn77LMzd+7cfP7557n++utz/fXXp3HjxunWrVu22mqr9OnTJ126dFmpa63p8x3XXnvtQvg2efLkKp9tv/32Ofzww3P33XcnqQwi54eRbdq0SY8ePdKrV6/suuuuVSoTFzR+/PjC66lTp1bZIKimpk2bttTfWZEmTJhQeD137txlusbp06dXeb887j0AwDdFezsAQJHZa6+98sADD2S33XZL/fr1C8dnzZqVl19+Odddd13222+/HHDAAVU2PlrRVltttRqNa9y4ceH1zJkzF/r8/PPPT//+/dO1a9cqxydOnJinn346l156aXbaaaeccsopGTt27ELf//LLL5dy5Qub/6zMVdU3dY1f994DAHxTVHoCABShLl26pH///pk+fXqGDh2aV199Na+99lrefvvtzJ07N0nyzjvv5Igjjsg111yTPfbY42ufs7y8fKnG1/R5o/Nbz5OkSZMm1Y7Zbbfdsttuu2Xs2LEZMmRIXnvttbz66quFCtGKioo8/fTTGTx4cO69996sv/76he8uGKp27tw5jz/++FJdR22w4DU2bdp0oedzfh1f594DAHxTVHoCABSx5s2bZ5dddsmvfvWr3HvvvRk0aFD69u2bddZZJ0ll9d4ll1yS2bNnV/neghWi8+bNq9G5lraa8H+fEbkoCz4vc/XVV1/s2HXWWSf77bdffvOb3+TJJ5/M//3f/+Xkk08uVJVOnTo1V155ZZXvtG7duvB64sSJNV1+rbLgNc6YMeMb2eBqWe49AMA3RegJAPAt0rRp0xxwwAH585//nAYNGiSp3OTm9ddfrzJuwYrK6dOnp6KiYrHzjh07NjNmzFiqtbzxxhtLHDN9+vQqO7ZvsskmS3WOtddeOyeddFJ+85vfFI699NJLKS0tLbzv0qVL4V5MmjQpn3zyyVKdY1FKSkqWyzzLwxprrFHlGar/++v9TajJvU9WrfsEABQPoScAwLdQ+/bts+GGGxbeT5o0qcrnTZs2TcuWLZNUtqGPGjVqsfM99dRTS72GJ598conPwnziiScKY9q2bZuOHTsu9XmSpE+fPoXXc+fOzdSpUwvvGzVqlK233rrw/m9/+9syneN/zQ9Sk5pXyy6Nhg0bFl7Pf2TB4uy0006F18vrGmticfc+WfrrAACoCaEnAEAR+d/dzRelrKysyq7lC7Y/z7fg5jSPPPLIIucaN25c/vSnPy3FKiuNHj06d9555yI/nzhxYm644YbC+wMPPHChqsCaXu+CLfJ16tQpBLrzHXvssYXXf/nLXzJw4MAazZtU3Rl9QQue44svvqjxfDW1tPP/9Kc/Td26dZMkzz77bB5++OEan6u6a1xe97558+apU6fyP0umTJki+AQAlguhJwBAEenXr19+8pOf5NFHH8306dOrHTNlypScf/75hSCradOm6d69+0LjfvCDHxRe33HHHXn66acXGvPGG2/ksMMOy7Rp06o8B7Qm6tevn6uvvjp//vOfF9oEaeTIkTn66KMLFaht2rTJUUcdtdAchx56aM4888z8+9//Xqhter5Ro0bl7LPPLrzfZpttqlRhJkmvXr2y//77J6msyjzuuONy8803V7tbfJLMmTMnAwYMyIknnpgTTzyx2jEbbbRR4fVzzz23yPUtqwUrdf/5z38ucXz79u2rrPXXv/51rrrqqkWGl/PmzcuLL76Ys846q3BvFrS87n2DBg3SoUOHJJWVngMGDFjitQAALElJxZIe0AQAQK1xzjnnFKoy69atm44dO6Zjx45p0aJFZs+enS+++CKvvfZalWq6Sy+9NAcffPBCc82bNy8//OEP89577xWObbrpptl4441TXl6e999/P++++26S5OSTT87DDz+czz77LEllyNeuXbuF5uzTp09hzK9//etcccUVSZK11lorPXr0SOPGjfPxxx/n1VdfLQSh9erVy4033pgdd9xxsfM1atQonTt3zrrrrpsmTZpk+vTp+fTTT/P2228Xxjdq1Cj33XdfNt5444XmKi0tzYknnpgXX3yxcGy11VZL165ds84666RBgwaZPn16Ro8enREjRhSCvk033bTaqskvv/wy2223XWGTqHXXXTe9evVK8+bNCxWr3/3ud7Pddtst9N2auP/++3PBBRckqXwuZq9evbLhhhtWCRVPOOGEtGjRovC+oqIi5557bpXK3fr162ezzTZL+/bt06hRo8ycOTOfffZZ3n///cyaNStJZVXp4MGDq5x/ed77a6+9Nn/84x8L69l2223Tvn37KkH6guEpAMCSCD0BAIrIpZdemr/85S81GtukSZOcc8451Qae83366ac5+uij8+mnn1b7eUlJSY4//vicdtpp2WWXXZYq9Hzuuefyn//8J5dffvkiW5qbN2+eK664Irvttlu1n++999754IMPFnud87Vr1y79+vXLlltuucgxZWVl6d+/f+64444a7XBev379HHzwwbnwwgur/fyee+7JJZdcssiNoE466aScfPLJNVr//5o7d26OPvroDB06dJFjFvXrcPfdd+f666/PtGnTlniekpKS7LzzzrnpppuqHF+e9/7LL7/MwQcfXGXTqv/1/vvv1+hcAACJ0BMAoOiMHDkyAwcOzBtvvJEPP/wwn3/+eWbOnJm6deumZcuW2XDDDfPd7343++67b7XP8vxfs2bNyl/+8pc888wz+fjjj1NaWpo11lgjPXv2zI9+9KN069YtycKBZk1Cz3bt2mXEiBG59957M3DgwMLzH9u1a5edd945hx12WNZYY41Frq2srCxvvPFGBg8enGHDhmXUqFEZP358Zs+enUaNGqVt27bZeOON06dPn+y5554LtVYvyuTJk/Poo49m4MCBGTlyZKZMmZJ58+alSZMm+c53vpONNtoovXv3zo477phWrVotdq5XX3019913X958882MHz8+X331VSEE/TqhZ1IZfD744IN55plnMmLEiEydOrVKgLyoX4ckmTFjRh577LEMHDgw7733XiZPnpzS0tI0adIka665ZjbccMP06tUrO+64Y5Wd3+db3vd+5syZ+dvf/pZ///vfGTlyZL788ssq1yL0BACWhtATAAAAACgqNjICAAAAAIqK0BMAAAAAKCpCTwAAAACgqAg9AQAAAICiIvQEAAAAAIqK0BMAAAAAKCpCTwAAAACgqAg9AQAAAICiIvQEAAAAAIqK0BMAAAAAKCpCTwAAAACgqAg9AQAAAICiIvQEAAAAAIqK0BMAAAAAKCpCTwAAAACgqAg9AQAAAICiIvQEAAAAAIqK0BMAAAAAKCpCTwAAAACgqNRb2QuAr6N83EYrewkAVKPHb05c2UsAoBpt/jhwZS8BgGo8W/7Ayl5C0VHpCQAAAAAUFaEnAAAAAFBUhJ4AAAAAQFERegIAAAAARUXoCQAAAAAUFaEnAAAAAFBUhJ4AAAAAQFERegIAAAAARUXoCQAAAAAUFaEnAAAAAFBUhJ4AAAAAQFERegIAAAAARUXoCQAAAAAUFaEnAAAAAFBUhJ4AAAAAQFERegIAAAAARUXoCQAAAAAUFaEnAAAAAFBUhJ4AAAAAQFERegIAAAAARUXoCQAAAAAUFaEnAAAAAFBUhJ4AAAAAQFERegIAAAAARUXoCQAAAAAUFaEnAAAAAFBUhJ4AAAAAQFGpt7IXAAAAAAAsm/JxG63sJSRJ6qz1wcpeQhUqPQEAAACAoiL0BAAAAACKivZ2AAAAAKilylO+speQZNWrrFzV1gMAAAAA8LUIPQEAAACAoqK9HQAAAABqqbKKVaO9fVULGVV6AgAAAABFZVULYQEAAACAGipPxcpewipJpScAAAAAUFSEngAAAABAUdHeDgAAAAC1VHlWjY2MVjUqPQEAAACAoqLSEwAAAABqqbIKGxlVR6UnAAAAAFBUhJ4AAAAAQFHR3g4AAAAAtVR5tLdXR6UnAAAAAFBUhJ4AAAAAQFHR3g4AAAAAtVSZ9vZqqfQEAAAAAIqKSk8AAAAAqKVsZFQ9lZ4AAAAAQFERegIAAAAARUV7OwAAAADUUmUV2turo9ITAAAAACgqQk8AAAAAoKhobwcAAACAWqp8ZS9gFaXSEwAAAAAoKio9AQAAAKCWKouNjKqj0hMAAAAAKCpCTwAAAACgqGhvBwAAAIBaqkx3e7VUegIAAAAARUXoCQAAAAAUFe3tAAAAAFBLla/sBayiVHoCAAAAAEVFpScAAAAA1FJlKVnZS1glqfQEAAAAAIqK0BMAAAAAKCra2wEAAACgliqvWNkrWDWp9AQAAAAAiopKTwAAAACopWxkVD2VngAAAABAURF6AgAAAABFRXs7AAAAANRS2turp9ITAAAAACgqQk8AAAAAoKhobwcAAACAWqq8Qnt7dVR6AgAAAABFRaUnAAAAANRSNjKqnkpPAAAAAKCoCD0BAAAAgKKivR0AAAAAaqkyNY3VclcAAAAAgKIi9AQAAAAAior2dgAAAACopcor7N5eHZWeAAAAAEBRUekJAAAAALVUWVR6VkelJwAAAABQVISeAAAAAEBREXoCAAAAQC1VVlFnlfhZGkOHDs0JJ5yQ7bbbLp07d86AAQMWOfbCCy9M586dc+eddy7VOYSeAAAAAMAKM2vWrHTu3DkXXXTRYsc9++yzefPNN7PGGmss9TlsZAQAAAAArDA77rhjdtxxx8WO+eKLL3LppZfmtttuy/HHH7/U5xB6AgAAAEAtVb6KNHKXlpamtLS0yrEGDRqkQYMGSz1XeXl5zjrrrBxzzDHZcMMNl2k9q8ZdAQAAAABqrZtvvjk9evSo8nPzzTcv01y33HJL6tWrlyOOOGKZ16PSEwAAAABqqbKUrOwlJEmOP/74HH300VWOLUuV59tvv5277rorDz/8cEpKlv3ahJ4AAAAAwNeyrK3s/+uVV17JpEmTsvPOOxeOlZWV5aqrrspdd92V559/vkbzCD0BAAAAgFXCvvvum2233bbKsWOOOSb77rtvDjjggBrPI/QEAAAAgFqqrKL2bdkzc+bMjB49uvB+zJgxGT58eFq0aJF11lknq6++epXx9evXT5s2bdKxY8can0PoCQAAAACsMG+//XaVTYr69u2bJNl///1z5ZVXLpdzCD0BAAAAoJYqX0U2MloavXv3zvvvv1/j8TV9jueCal/9KwAAAADAYgg9AQAAAICior0dAAAAAGqpMjWN1XJXAAAAAICiIvQEAAAAAIqK9nYAAAAAqKXKKtQ0VsddAQAAAACKikpPAAAAAKilytU0VstdAQAAAACKitATAAAAACgq2tsBAAAAoJYqqyhZ2UtYJan0BAAAAACKitATAAAAACgq2tsBAAAAoJYqU9NYLXcFAAAAACgqKj0BAAAAoJYqr1DTWB13BQAAAAAoKkJPAAAAAKCoaG8HAAAAgFrKRkbVc1cAAAAAgKIi9AQAAAAAior2dgAAAACopcoqSlb2ElZJKj0BAAAAgKKi0hMAAAAAaqlyNY3VclcAAAAAgKIi9AQAAAAAior2dgAAAACopcoq1DRWx10BAAAAAIqKSk8AAAAAqKXKU7Kyl7BKUukJAAAAABQVoScAAAAAUFS0twMAAABALWUjo+q5KwAAAABAURF6AgAAAABFRXs7AAAAANRSZWoaq+WuAAAAAABFRaUnAAAAANRS5RUlK3sJqySVngAAAABAURF6AgAAAABFRXs7AAAAANRSNjKqnrsCAAAAABQVoScAAAAAUFS0twMAAABALVVeoaaxOu4KAAAAAFBUVHoCAAAAQC1VlpKVvYRVkkpPAAAAAKCoCD0BAAAAgKKivR0AAAAAaikbGVXPXQEAAAAAiopKT4ClMGdOcvHvknfeTz4aney0TdL/8qpjhryeHHnawg+SfuHhirRtveRzfDImOeBnSd26yZAnq3725weSex9LPv8iWb1F8r2dkjOOTRo2rPz8nkcrP/9sXOX7DdZLfn5kssPWS3ulALXb2q2a5x+XHbPQ8SN+e0/e+nhctd/Z6DttcvT3tsoWG3wnLZuslrGTp+XB/7yVe/71erXju3VcJ7eeflBGjp2YQ/v+tXD8p9/fKn222CDrrdkqc+bOy5sfjc0fHnkxn4yfsnwuDgCAJRJ6AiyFsvKkYYPksB8mz76w+LH/+EtFmjb+7/vWqy95/rnzkl/+JunRNXnjnaqf/f3Z5Hd/Si7/VdJ9s+TjMcm5fZOSJOecVDlmrbbJGccnHdolFRXJY/9MTjoveejWZMP1l+pSAYrC8X94MCM/n1R4P23G7EWO7dJ+zUye8VXOv/OpjJs8I906rZ3zf7xrysvLc9+/36wytulqDXPpkd/PkPdHp3WzxlU+23KDdrnv32/mnU++SL06JTlp3+/mppMPyAGX/jmzS+ct3wsEAL717N5ePaEnwFJovFpy8ZmVr19/O/lyxqLHtm6ZNG+2dPP/4dZk/fbJNj0WDj1ffyfZcrPkB7tVvv/O2sleuyTDhv93zM7frfqd046trPx8812hJ/DtNHXm7EyaPqtGYx97uer/8H42aVq6rr92+myxwUKh5/k/2iX/HPpeyioqsnPXTlU+O+mGR6q8v+iuZ/L8b0/IJu3XzGsffrYMVwEAwNLyTE+Ab8j+P0u23z/56RnJa28tefyg15Kn/y+58PTqP+++afLOB/8NOT8dm7wwKNmhd/Xjy8qSJ59LZs1Otth0mS4BoNb7/Qn75Lmrjs/tZxycHTfvuNTfb7paw0yfOafKsX223iTfadMiN/9jUA3naJAkmTZz0VWmAADLqryizirxs6pR6QmwnLVtnVx8ZkU265yUzk0e/Hty5KnJvX9MNt2o+u9MmZb8um9y1flJ0ybVj/nBbpXjDjupsnV9XllJDtmnIscfXnXcByOTH/0imVNaWZl6/WWVz/YE+Db5ak5prnnw33njo7Epr6jIrltsmN8dv0/OuPnx/Putj2o0R7eOa+d7PTbKKTc+WjjWvm3LnLLfdvnp7+5PWXnFEucoKUl+eeBOef3Dz6q02QMA8M0SegIsZ+u3r/yZr/tmyeixyZ/vT357fvXfubBfsteuyVbdFj3vkNeTP/01ueD0pFuX5JPPKtL3+uTGP1duVjTfeu2Th29NZsxMnv53cu4VyV3XCT6Bb5epM2fnL8+/Vnj/7idfpG3LJjlit541Cj07rd061x6/T/705KAMGj46SVKnpCRX/HSP/PHJQRk9fmqN1nHuIX2ywTqtc/Q19y/TdQAAsGyEngArQNcuyavDFv354NeTfw1M7riv8n1FRVJeXpLN+lTkkjOTH+6VXHdbss/3koN+UDlmo07JV7OTi65OTjg8qfP/uwka1K/cyChJNu2cvPVecveDySW//OauD6A2eGvUuPTeuMMSx3Vcq1VuPvWHeeilt3LrP4cUjjdu1CCbdlgrndutkbMP3jlJZRBap05Jhl5/an5+/cMZ+sGnhfFnH7xztt+8Y4753f0ZP3UxD4EGAPgaylbB1vJVgdBzORkzZkx22WWXPProo+nSpUu1Yx5++OFcccUVeeWVV1bw6oCVbfiIyrb3Rbnnhsqd4ed7/qXk1r9V5G83JGu2rTz21ZzKNskF1f3//26rWEyHZUV5ZZs9wLdd53ZtM3Ha4sPHjmu3zp9O/WGeGDw8Nzw+sMpnM2fPyYGX3lXl2ME7dstWG62bs275ez6bNK1w/OyDd06fLTbIsdc+kLGTpi+/iwAAoEaEnivQnnvumR133HFlL2OFWlQYPGLEiFx33XV555138tlnn+Xcc8/NUUcdtfIWCkvhw4+TuXOTadOTmbMqA80k6bJh5T///EDSbu3KdvI5pcmDT1ZWct569X/n+OvDyYD/JHdcW/m+03pVz/HO+5WVmxstsOfGztsmd95feZ5umySfjEmuuz3Zadukbt3KMb/7U7J972SdNSrX9vfnkiFvJLf0W/73AWBVtnfvTTK3rCzvfTo+SdJniw2y77ab5jd/ebYwZudunXLyvtvlgN/8OUllS/ufTjswA9/9JH957tW0bt44SVJeXpEpM75KRUUWei7n5C9npXTuvCrHzz20T/bo2Tmn3/x4Zs4pLcwz46s5mTO37Bu9bgDg26c8JUse9C0k9FyBGjVqlEaNGi3y89LS0jRo0GCFrKWsrCwlJSWpU2fllEB/9dVXadeuXXbffff07dt3pawBltXxZydjx/33XyoH/Kzyn8P/XVluOXdu8tsbky8mJI0aJZ07Jrdfk/Te8r9zTJlW+ZzPpXHC4ZWVntfdVjl3q5aVgedpP/vvmElTknOuSCZMSpo1qWyBv6Vf8t2tlvFiAWqxY/fonbVbNc+88vJ8PG5yzrntHxnw+ojC501Xa5j112pVeL/rlhumVbPG+UHvLvlB7//+Ze3YSdOy1wW31/i8B+9Q+YDmW08/uMrxC+96Ok8MendZLwcAgKVQUlGxuKZI/ld5eXluu+223H///fn888/Tpk2bHHLIIdl7772zyy675Prrr8/dd9+dYcOGpUOHDrnkkkvSvXv3JAu3t19//fUZMGBADjvssNx0000ZO3Zs3nvvvRx++OHZcMPKkrHHHnss9erVy49+9KOceuqpKfnf3tYFTJ8+PVdffXUGDBiQL7/8Mh06dMiZZ56ZnXfeuXDuq666Ktdcc00+/vjjPPPMM2nWrFkuv/zy/Otf/0ppaWm22mqrnH/++VlvvfVSUVGRbbbZJhdffHF23333JMm+++6bSZMm5cUXX0ySvPLKKznqqKMydOjQrLbaagutqXPnzlXe9+rVK3fffXeVY3369MkRRxyxTJWe5eMWsRU2ACtVj9+cuLKXAEA12vxx4JIHAbDCPVv+wDJ/9+K3912OK1l2F2/22MpeQhUqPZfSNddckwceeCDnnntuevTokfHjx2fUqFGFz6+99tqcffbZ6dChQ6699tqceeaZeeaZZ1KvXvW3evTo0Xn66afTv3//KlWXjzzySA488MA88MADefvtt3PhhRdmnXXWycEHH1ztPOXl5Tn22GMzc+bM9OvXL+3bt8+HH35YZc7Zs2fnlltuyWWXXZaWLVumdevWOeOMM/LJJ5/kpptuStOmTdOvX78cd9xxefLJJ1O/fv1stdVWGTJkSHbfffdMmzYtI0eOTKNGjTJy5Mh06tQpQ4cOzeabb15t4JkkDzzwQA466KDceeed2WCDDVK/fv1lue0AAAAAVMNGRtUTei6FGTNm5K677sqFF16Y/fffP0nSvn379OzZM2PGjEmS/PSnP81OO+2UJDnllFOy11575ZNPPkmnTp2qnXPu3Ln57W9/m1atWlU5vvbaa+fXv/51SkpK0rFjx3zwwQe58847Fxl6Dhw4MMOGDcs//vGPrL/++kmSddddd6FzXXzxxdl4442TJB9//HGef/753HPPPdlyy8q+26uvvjo77bRTBgwYkD322CO9evXKffdVbic9dOjQbLLJJmnTpk2GDBmSTp06ZciQIenVq9ci79n862rZsmXatm27yHEAAAAAsLyIgpfCRx99lNLS0my99daLHLNgO/f8kG/y5MmLHL/OOussFHgmSbdu3aq0sm+xxRb55JNPUlZWlj/+8Y/p3r174Wfs2LEZPnx41lprrULgWZ369etXWd/IkSNTr169dOvWrXBs9dVXz/rrr5+RI0cmSbbaaqt8+OGHmTx5coYOHZpevXqlV69eGTJkSObOnZvXX3+9EHpeeOGFVdYFAAAAACuDSs+l0LBhwyWOWbB9e35oWV5evsjxi2oLX5xDDz00e+yxR+H9GmussdgNkuZr1KjRYp8JWp3OnTunRYsWGTJkSIYOHZrTTjstbdu2za233pq33nor8+bNKwScp556ao455piluxgAAAAAlll5hd3bqyP0XArrrbdeGjVqlEGDBi3UOr68DRs2rMr7N998Mx06dEjdunXTsmXLtGzZssrnnTt3zrhx4zJq1KjFVnsuqFOnTpk3b17efPPNQnv7lClTMmrUqGywwQZJKoPbnj175rnnnsuIESPSo0ePrLbaaiktLc19992XzTbbLI0bN06StG7dOq1bt65yjvkhcFlZ2VLfAwAAAABYFkLPpdCwYcMce+yx6devX+rXr58tt9wykydPzogRI7LNNtss13ONHTs2ffv2zSGHHJJ33303f/nLX3L22WcvcnyvXr3Ss2fPnHLKKTnnnHPSvn37fPTRRykpKckOO+xQ7XfWW2+97LLLLrngggtyySWXpGnTprn66quz5pprZpdddqky91VXXZXNNtssTZo0SZL07NkzTzzxxBIrO1u3bp1GjRrlP//5T9Zaa600bNgwzZo1S2lpaaGFvrS0NF988UWGDx+exo0bp0OHDkt7u2CV88e7k3+/nLz3YVK/fjLkyaX7/sXXJPc9XpJzTqrIkQf99/jPz62cc9LUpHnTZJseyS9PSNZoU/n5Z58nux668N/y3XNjRbbYdNmvB6BYHLN7r2y/2frZqF3bzJtXlh1+edNSff+8H+2SA7fvmn4P/F/+9q/XkyQ9NmyXW08/qNrxP7nqb3n3ky8K7w/ftUd++N3Ns3arZpk6c3buf+HN3PbPIct+QQDAt16Zp1dWS+i5lH7+85+nbt26ue666zJ+/Pi0bds2hx566HI/z3777ZfZs2fnoIMOSt26dXPEEUfkkEMOWex3rr/++lx11VU544wz8tVXX6VDhw4588wzF/udvn375vLLL88JJ5yQuXPnpmfPnvnTn/5UpU2/V69eKSsrq7JhUa9evfLcc88tdhOjJKlXr17OP//83HDDDbnuuuvSs2fP3H333Rk/fnz222+/wrjbb789t99+e3r16pW77757sXPCquKIU5P9d0/232Phz+bOTb6/U7LFpslD/1i6eZ99IXnz3WSNNhULfdare3LcYUnb1sn4iclvb0xOvTC558aq427/XUU2WO+/71u2WLo1ANRmt5x2YB4f9G6eGPTuQp/Vr1s3z772QYZ99Hn223bp/jZo526dsvl6a2X81BlVjr/50djses7NVY79/AfbptfG7asEnr86aKds3aVDrn34hYwYOzEtGjdK8yZLfkQRAABLr6SiomLh/6pmpTr88MOz8cYb57zzzlvZS1nllY/baGUvgW+xxYWe8z3yVNK3f80rPb+YkBxyYnJLv+SEc5IjDkyVSs//9fxLyUnnJW8OSOrX+2+l58O3VqTLhkt3PbA89fjNiSt7CXyLLS70nG/vrTfJWQfuWONKz7YtmuTuX/0oP+//SK7/+b756/OvFyo9/1e9OnXydN9jc+//vZFbnhqcJFl/rVa577zDctCld+eT8VOW/qJgOWnzx4ErewkAVOPZ8geW+bvnDDtwOa5k2V3Z9cGVvYQqVHoCrCLKy5OzL09+emiyYQ0ezTt1evLEs0n3zSoDzwX94tfJnNJkvXWTY36U9PnuN7NmgG+DkpLksqN2z58HvJqPPp+0xPE7du2YFk0a5bGX3ykc22Hzjvls4rTssPn6OWTH/VNSkgx+b3R+/8h/Mn3WnG9y+QBAkbORUfWEngA1dPPdyZ/++t/3s+dUtqFf9of/Hnviz8k6ay7b/Lf+LalbNzn8h4sfd/Ufk789knw1uyTdNqnITVf+97PGqyVn/7wi3TdP6pQkz7xQWQna/3LBJ1C8fvr9rXLM9//7yJ2GDepl8/XXzjkH71w49sNL78q4KV8u0/xHf2+rlJVX5J5FVHb+r/223Swvv/tJlTb4dm1aZO1WzbPrlhvlgj8/nTp1SvLLA3dMv2N/kOP/8NAyrQsAgEUTeq6CPNMSVk2H7Jvs/t//fs6vLkt226HyZ741Wi/b3O+8n9z9UPLQLZUVRYtzzKHJD/dKxo6ryI1/Ts65IvnjlZXfW71lctQCj//dvEvlsz9vv0foCRSvB/8zLM++9kHh/eVH7ZHn3vgwz78xonBswrQZ1X11ibqsu0Z+tFP3/PjKvy55cJI1WjbNNpt0yNm3Vn2uSUlJSRrWr5cL/vzPjB4/NUlyyV+ezT3n/iQd1lhdyzsAwHIm9ASooZbNK3/ma9gwab160qHd15/7lWHJpClJn4P/e6ysrCS/vbEidz2YPHfff4+v3rLyZ/11k04dkp0PKskb71Sk+2bVz911k2TgK19/jQCrqumz5lRpEZ8zd14mfzkrn06Y9rXn7r7Bd9KqWeP847KfFY7Vq1snZ/xwh/ykT/fsdcHtVcbvu82mmTZzdv497KMqxydOm5m5ZWWFwDNJRo2rbJVfq1UzoScAsMzK7d5eLaEnwCpgn+8l2/SoeuzYsyqyz/eSAxazUVL5/9+Kbu7cRY95b0Tlbu8ALL0nhwzP4PdGVzl248kH5MnBw6s8s3O+fbbZNH8f/G7mlZdXOf7GR5+lft2t065Ni4yZWBnGdlhj9STJ55Onf0OrBwD49hJ6AtTQzFnJrK/++/6aCyv/OWGBPS1atax8LufYL5Jp0yv/WVaWDP//HZbtv5M0aVz5es/Dk9OPrWyPX71F5c+C6tVL2rRK1m9f+f7Nd5O330u23Dxp3iz5dGxy3W1J++9UZItNK8c8+s/KTY3m79z+7AvJw08ll561XG8FwCpltYb107hh/cL7c27/R5KkdfPGhWNTvvwq5RUVWWv1ZmnepFHWXr1Z6tSpk43atU2SfDphar6aU/k3SA9feGSuf+zF/OvNkZk2c3amzZxd5XzzysoycfrMhaoze3VeN+3atMgjL7290BoHvzc6747+Ihcf/r30e+D/UqekJOcc2icvD/+kSvUnAMDSKrORUbWEngA1dMd9yQ13Lv5fJgPurch31k6uvz159J//HXvA/++K/PPvK9Kre+XrUaNLMmNmRY3Pv1rDyhDz+juSr2YnbVsl2/VKTjwiadDgv+NuuqsybK1bN+nYPvndRcn3d6rxaQBqnSN27ZET9tpmsWP2PP+2fD55ek78wTbZZ5tNC8fv+/VhSZKfXftAXh0xJkmy/lqt0nS1hku9jv223SxvjBybj79YuFW9oiI57abHcvbBO+e2Mw7OV3Pm5qV3P87vHvr3Up8HAIAlK6moqKj5f3HDKqZ83EYrewkAVKPHb05c2UsAoBpt/jhwZS8BgGo8W/7AMn/39DcOXY4rWXbXbnHvyl5CFSo9AQAAAKCWKq+F7e1Dhw7NbbfdlrfffjsTJkzIDTfckF133TVJMnfu3Pz+97/PCy+8kE8//TRNmzbNtttumzPPPDNrrrlmjc9heycAAAAAYIWZNWtWOnfunIsuumihz2bPnp133303J554Yh5++OH0798/o0aNyoknLl03mUpPAAAAAGCF2XHHHbPjjjtW+1mzZs1yxx13VDl2wQUX5KCDDsrYsWOzzjrr1OgcQk8AAAAAqKXKK1aNRu7S0tKUlpZWOdagQYM0WHDn3WU0Y8aMlJSUpHnz5jX+zqpxVwAAAACAWuvmm29Ojx49qvzcfPPNX3veOXPm5Oqrr85ee+2Vpk2b1vh7Kj0BAAAAoJYqy6qxkdHxxx+fo48+usqxr1vlOXfu3Jx66qmpqKjIJZdcslTfFXoCAAAAAF/L8mpln2/u3Lk57bTTMnbs2Pz5z39eqirPROgJAAAAAKxC5geen3zySe66666svvrqSz2H0BMAAAAAaqnyilWjvX1pzJw5M6NHjy68HzNmTIYPH54WLVqkbdu2OeWUU/Luu+/m5ptvTllZWSZMmJAkadGiRY2rSYWeAAAAAMAK8/bbb+eII44ovO/bt2+SZP/9989JJ52U559/Pkmy7777VvneXXfdld69e9foHEJPAAAAAGCF6d27d95///1Ffr64z2pK6AkAAAAAtVR5RZ2VvYRVkrsCAAAAABQVlZ4AAAAAUEuVp/ZtZLQiqPQEAAAAAIqK0BMAAAAAKCra2wEAAACgliqr0N5eHZWeAAAAAEBRUekJAAAAALVUeYWaxuq4KwAAAABAURF6AgAAAABFRXs7AAAAANRS5TYyqpZKTwAAAACgqAg9AQAAAICior0dAAAAAGqp8mhvr45KTwAAAACgqKj0BAAAAIBaykZG1VPpCQAAAAAUFaEnAAAAAFBUtLcDAAAAQC1VXqGmsTruCgAAAABQVISeAAAAAEBR0d4OAAAAALWU3durp9ITAAAAACgqKj0BAAAAoJYqj0rP6qj0BAAAAACKitATAAAAACgq2tsBAAAAoJaykVH1VHoCAAAAAEVF6AkAAAAAFBXt7QAAAABQS2lvr55KTwAAAACgqKj0BAAAAIBaSqVn9VR6AgAAAABFRegJAAAAABQV7e0AAAAAUEtpb6+eSk8AAAAAoKio9AQAAACAWqo8Kj2ro9ITAAAAACgqQk8AAAAAoKhobwcAAACAWspGRtVT6QkAAAAAFBWhJwAAAABQVLS3AwAAAEAtpb29eio9AQAAAICiotITAAAAAGoplZ7VU+kJAAAAABQVoScAAAAAUFS0twMAAABALaW9vXoqPQEAAACAoiL0BAAAAACKivZ2AAAAAKilKrS3V0ulJwAAAABQVFR6AgAAAEAtVR6VntVR6QkAAAAAFBWhJwAAAABQVLS3AwAAAEAtVW4jo2qp9AQAAAAAiorQEwAAAAAoKtrbAQAAAKCWqtDeXi2VngAAAABAUVHpCQAAAAC1lI2MqqfSEwAAAAAoKkJPAAAAAKCoaG8HAAAAgFrKRkbVU+kJAAAAABQVlZ4AAAAAUEvZyKh6Kj0BAAAAgKIi9AQAAAAAior2dgAAAACopSoqVvYKVk0qPQEAAACAoiL0BAAAAACKivZ2AAAAAKilymP39uqo9AQAAAAAiopKTwAAAACopSoqVHpWR6UnAAAAAFBUhJ4AAAAAQFHR3g4AAAAAtVS59vZqqfQEAAAAAFaYoUOH5oQTTsh2222Xzp07Z8CAAVU+r6ioyB/+8Idst9126dq1a4466qh8/PHHS3UOoScAAAAAsMLMmjUrnTt3zkUXXVTt57fcckvuvvvuXHzxxbn//vuz2mqr5ZhjjsmcOXNqfA7t7QAAAABQS1VUrOwVVCotLU1paWmVYw0aNEiDBg0WGrvjjjtmxx13rHaeioqK3HXXXTnxxBOz6667Jkl++9vfZtttt82AAQOy11571Wg9Kj0BAAAAgK/l5ptvTo8ePar83HzzzUs9z5gxYzJhwoRsu+22hWPNmjVLt27d8vrrr9d4HpWeAAAAAFBLVawiGxkdf/zxOfroo6scq67Kc0kmTJiQJGndunWV461bt87EiRNrPI/QEwAAAAD4WhbVyr6yaG8HAAAAAFYJbdu2TZJMmjSpyvFJkyalTZs2NZ5H6AkAAAAAtVRFRckq8bO8tGvXLm3bts3LL79cODZjxoy8+eab6d69e43n0d4OAAAAAKwwM2fOzOjRowvvx4wZk+HDh6dFixZZZ511csQRR+Smm25Khw4d0q5du/zhD3/IGmusUdjNvSaEngAAAADACvP222/niCOOKLzv27dvkmT//ffPlVdemWOPPTZfffVVLrzwwkyfPj09evTIrbfemoYNG9b4HEJPAAAAAKilyleR3duXRu/evfP+++8v8vOSkpKceuqpOfXUU5f5HJ7pCQAAAAAUFZWeAAAAAFBLVVSs7BWsmlR6AgAAAABFRegJAAAAABQV7e0AAAAAUEtV1MKNjFYElZ4AAAAAQFFR6QkAAAAAtZRKz+qp9AQAAAAAiorQEwAAAAAoKtrbAQAAAKCWqljZC1hFqfQEAAAAAIqK0BMAAAAAKCra2wEAAACglrJ7e/VUegIAAAAARUWlJwAAAADUVnYyqpZKTwAAAACgqAg9AQAAAICior0dAAAAAGopGxlVT6UnAAAAAFBUhJ4AAAAAQFHR3g4AAAAAtVSF3durpdITAAAAACgqKj0BAAAAoJaykVH1VHoCAAAAAEVF6AkAAAAAFBXt7QAAAABQW2lvr5ZKTwAAAACgqAg9AQAAAICior0dAAAAAGqpioqVvYJVk0pPAAAAAKCoqPQEAAAAgNpKpWe1VHoCAAAAAEVF6AkAAAAAFBXt7QAAAABQS1VUlKzsJaySVHoCAAAAAEXla1V6Dhw4MHfccUfeeuutfPnllykvL19oTElJSd59992vcxoAAAAAoDo2MqrWMoeeTz/9dE4//fSUl5dnnXXWSceOHVO3bt3luTYAAAAAgKW2zKHnDTfckIYNG+bGG2/MNttsszzXBAAAAACwzJY59Bw1alT23XdfgScAAAAArCQ2MqreMm9k1LJlyzRq1Gh5rgUAAAAA4Gtb5tDz+9//fl5++eXMmzdvea4HAAAAAOBrWebQ84wzzkizZs1y+umnZ+zYsctzTQAAAABATVSsIj+rmGV+pufee++defPm5c0338yAAQPSvHnzNG3adKFxJSUlGTBgwNdaJAAAAABATS1z6FlRUZG6detm7bXXrnKsunEAAAAAwDfBRkbVWebQ8/nnn1+e6wAAAAAAWC6W+ZmeAAAAAACromWu9AQAAAAAVjJPlqxWjUPP/v37p6SkJD/5yU/SsmXL9O/fv0bfKykpyS9+8YtlXiAAAAAAwNJY6tBzzz33FHoCAAAAAKusGoeed911V5JknXXWqfIeVqbvr9NtZS8BgGq0ycCVvQQAqlG3y0YrewkALG/a26tV49CzV69eue6661JSUpJu3bqlV69e3+S6AAAAAACWyVJtZHTjjTfmpptuSoMGDdK9e/f06tUrvXv3Trdu3VKvnj2RAAAAAGCFqihZ2StYJS1VUnnOOedkyJAhefXVVzNo0KAMGjQoJSUladSoUbbccsv07t07W2+9dTbbbLPUqVPnm1ozAAAAAMAiLVXoedRRR+Woo45KRUVF3nvvvQwePDiDBg3Ka6+9lpdeeikvvfRSSkpK0rhx4/Ts2TO9e/dO7969s+mmm35T6wcAAAAAqGKZetJLSkrSpUuXdOnSpRCCDh8+PIMGDSpUgv773//OCy+8kJKSkrz77rvLe90AAAAA8K1XYSOjai2XB3GWlJRkk002ySabbJLdd989L730Uu66666MGDFieUwPAAAAAFBjXzv0/OKLLzJ48ODCz2effZYkady4cbbffvtstdVWX3uRAAAAAAA1tdSh56RJkwrP8hw8eHBGjx6dioqKNGvWLD169MiPf/zjbLXVVtl0001tZgQAAAAA3yTt7dVaqtBzzz33zKhRo5IkzZs3T8+ePfOjH/0ovXr1SpcuXVJSUvKNLBIAAAAAoKaWKvT86KOPUqdOney666454ogj0q1bt9SvX/+bWhsAAAAAsDgVihCrs1Sh5+GHH54hQ4bk2WefzbPPPptGjRqlW7du6dWrV3r16iUEBQAAAABWuqUKPc8777wkydSpUzNkyJAMHjw4Q4YMyfXXX58kadiwYSEE7d27txAUAAAAAFjhSioqKr72404nT55cCECHDBmSkSNHpqSkJA0bNswWW2yRO++8czksFRa2W52DVvYSAACg1qjbZaOVvQQAqvHPdy5f5u+ud0u/5biSZffxsWet7CVUsdS7t1enVatW2WOPPbLHHntk7ty5ef7559O/f/+MGDEigwcPXh6nAAAAAACoka8depaVlWXYsGGFSs/XX389s2fPzvwC0tVXX/1rLxIAAAAAqMbX7uEuTksdepaXl+ett97K4MGDM3jw4Lz++uv56quvCiFnixYt8t3vfje9e/dO7969s9FG2icAAAAAgBVnqULPY489Nq+99lpmzZpVCDmbNWuWnXbaqRBybrzxxikpKflGFgsAAAAAsCRLFXr+5z//SePGjbP99tsXQs5NNtkkderU+abWBwAAAAAsSoXiw+osVeh53333ZbPNNkvdunW/qfUAAAAAAHwtSxV6duvW7ZtaBwAAAADAcvG1d28HAAAAAFYSu7dXy8M4AQAAAICiotITAAAAAGorlZ7VUukJAAAAABQVoScAAAAAUFS0twMAAABAbaW9vVoqPQEAAACAFaKsrCy///3v06dPn3Tt2jW77rprbrjhhlRULN/0VqUnAAAAALBC3HLLLbnnnnty1VVXZYMNNsjbb7+dc889N82aNcsRRxyx3M4j9AQAAACA2qqiZGWvYKm8/vrr2WWXXbLTTjslSdq1a5cnn3wyw4YNW67n0d4OAAAAAHwtpaWlmTFjRpWf0tLShcZ17949gwYNyqhRo5Ik7733Xl599dXssMMOy3U9Kj0BAAAAoJYqWUU2Mrr55pvTv3//KsdOOumknHzyyVWOHXfccZkxY0b22GOP1K1bN2VlZTn99NOzzz77LNf1CD0BAAAAgK/l+OOPz9FHH13lWIMGDRYa99RTT+WJJ57INddckw022CDDhw9P3759s8Yaa2T//fdfbusRegIAAAAAX0uDBg2qDTn/129/+9scd9xx2WuvvZIknTt3ztixY3PzzTcLPQEAAACAJKtIe3tNzZ49OyUlVTdfqlu3bioqlu+FCD0BAAAAgBVi5513zh//+Mess846hfb2O+64Iz/84Q+X63mEngAAAADACnH++efnD3/4Qy655JJMmjQpa6yxRg455JD84he/WK7nEXoCAAAAACtE06ZNc9555+W88877Rs9T5xudHQAAAABgBVPpCQAAAAC1VEkt28hoRVHpCQAAAAAUFaEnAAAAAFBUtLcDAAAAQG1VUbKyV7BKUukJAAAAABQVlZ4AAAAAUFvZyKhaKj0BAAAAgKIi9AQAAAAAior2dgAAAACorbS3V0ulJwAAAABQVISeAAAAAEBR0d4OAAAAALVUifb2aqn0BAAAAACKikpPAAAAAKitVHpWS6UnAAAAAFBUhJ4AAAAAQFHR3g4AAAAAtZX29mqp9AQAAAAAiorQEwAAAAAoKtrbAQAAAKCWKtHeXi2VngAAAABAUVHpCQAAAAC1VUXJyl7BKkmlJwAAAABQVISeAAAAAEBR0d4OAAAAALWVjYyqpdITAAAAACgqQk8AAAAAoKhobwcAAACAWqpEe3u1VHoCAAAAAEVFpScAAAAA1FYqPaul0hMAAAAAKCpCTwAAAACgqGhvBwAAAIBaykZG1VPpCQAAAAAUFZWeAAAAAFBbqfSslkpPAAAAAKCoCD0BAAAAgKKivR0AAAAAaivt7dVS6QkAAAAAFBWhJwAAAABQVLS3AwAAAEAtVaK9vVoqPQEAAACAoiL0BAAAAACKitATAAAAACgqQk8AAAAAoKjYyAgAAAAAaisbGVVLpScAAAAAUFSEngAAAABAUdHeDgAAAAC1VIn29mqp9AQAAAAAiopKTwAAAACorVR6VkulJwAAAABQVISeAAAAAEBR0d4OAAAAALWV9vZqqfQEAAAAAIqK0BMAAAAAKCra2wEAAACglirR3l4tlZ4AAAAAQFFR6QkAAAAAtZVKz2qp9AQAAAAAiorQEwAAAAAoKtrbAQAAAKCWspFR9VR6AgAAAABFRaUnAAAAANRWKj2rpdITAAAAACgqQk8AAAAAoKhobwcAAACA2kp7e7VUegIAAAAARUXoCQAAAAAUFe3tAAAAAFBLlWhvr5ZKTwAAAACgqKj0BAAAAIDaSqVntVR6AgAAAABFRegJAAAAABQV7e0AAAAAUFtpb6+WSk8AAAAAYIX54osv8stf/jK9e/dO165ds/fee+ett95arudQ6QkAAAAArBDTpk3Lj370o/Tu3Tu33HJLVl999XzyySdp0aLFcj2P0BMAAAAAaqmSWtbefsstt2SttdZK3759C8fWXXfd5X4e7e0AAAAAwNdSWlqaGTNmVPkpLS1daNzzzz+fzTbbLKecckq22Wab7Lfffrn//vuX+3qEngAAAABQW1WsGj8333xzevToUeXn5ptvXmi5n376ae65556st956ue222/KjH/0ol112WR555JHlelu0twMAAAAAX8vxxx+fo48+usqxBg0aLDSuoqIim222Wc4444wkySabbJIRI0bk3nvvzf7777/c1iP0BAAAAAC+lgYNGlQbcv6vtm3bplOnTlWOdezYMU8//fRyXY/QEwAAAABqqdq2kdGWW26ZUaNGVTn28ccf5zvf+c5yPY9negIAAAAAK8SRRx6ZN998M3/84x/zySef5Iknnsj999+fH//4x8v1PCo9AQAAAIAVomvXrunfv39+97vf5YYbbki7du3y61//Ovvss89yPY/QEwAAAABqq1rW3p4kO++8c3beeedv9Bza2wEAAACAoqLSEwAAAABqq1pY6bkiqPQEAAAAAIqK0BMAAAAAKCra2wEAAACglipZ2QtYRan0BAAAAACKikpPAAAAAKitbGRULZWeAAAAAEBREXoCAAAAAEVFezsAAAAA1FIl2turpdITAAAAACgqQk8AAAAAoKhobwcAAACA2kp7e7VUegIAAAAARUWlJwAAAADUVio9q6XSEwAAAAAoKkJPAAAAAKCoaG8HAAAAgFqqRHt7tVR6AgAAAABFRegJAAAAABQV7e0AAAAAUFtpb6+WSk8AAAAAoKio9AQAAACAWspGRtVT6QkAAAAAFBWVngAAAMAKUb9BvZxy0b7ZYJN10r5j2wz+9/v5zSl/XeL3vtOhdX72yz2ySff2qVe/bj7+YFz+fP2ADBsyKkmyfue1csjPdsim3Tuk+epN8sVnU/Lk/UPy2F9erjLP3j/qnb1/tHXW/M7qmfD51Nzzp//Lc4+/8U1cKrCSCT0BAACAFaJO3ZLMmT03j/315Wy326Y1/t4lNx6RsZ9Myjk/vS1zZs/L/kdsm9/ccESO3uOaTJk4Ixtu8p1MnTQzvz3ngUwYNy2bbNE+p1y8X8rLK/LE3wYlSfY6pFeOOu17+cNFj+aDt8ek8+btcuol+2fG9NkZ/H/vfVOXDN887e3VEnoCAAAAK8Scr+am/6WPJ0k27d4hTZo1WuJ3mrdsnHbrtcm1FzycUR98kSS5/XdPZ+8fbZ31NlgzUybOyDOPvFrlO+PGTEmXLdrnu7tuUgg9d9l7izx1/9C88M+3CmM22qxdDj5me6EnFCHP9AQAAABWWdOnzsqnH03Irvt2T8PV6qdO3TrZ8+BemTJxRka8+9kiv9ekaaN8Oe2rwvv6DeqltHRelTGlc+Zmo83bpW498QgUG3+qAQAAgFXauT+7PZ02XiePDLkwT7x2cQ448rs5//g7M2P67GrHd9mifXbYffM89cDQwrFXXxqR3X/YMxtssk6SZMNNv5Pv/7Bn6tevlxYtm6yQ64BvQknFqvGzqtHeDgAAAKzSfnH+Ppk6eUZ+ecQtKZ09L98/sGcuvuHwnHrITZk88csqYztssEYuuv6w/PWm5/PawA8Lx//2x39l9TbN8vu/nZCSkmTKpJkZ8NjrOfiYHVJeUb6iLwn4hgk9AQAAgFXWFr07pteOnXPQNpdl1sw5SZIPL308W27TKbvu1z333/pCYWz7Tm1z5W3H5KkHhuaem/+vyjylc+bl2gseznWXPJrVWzfN5AlfZo+DtsrMGbMzbfKsFXlJsHytglWWq4Ja094+ZsyYdO7cOcOHD1/kmIcffjg9e/Zcgav6dujTp0/uvPPOlb0MAAAAvoUartYgSVJeUTXZqSivSElJSeF9h05r5Krbf5YBj7+WP1/37CLnK5tXnolfTE95eUV23KNrhvz7/VRUSI2g2NSa0LMm9txzzzz99NMrexkr1KLC4BEjRuTkk09Onz590rlz5+UaWt533305/PDDs+WWW6Zz586ZPn16lc8HDx6czp07V/szbNiwKuv+35833nhjua0TAACAVU/7Tm3TceO106zFamnSrFE6brx2Om68duHzjTZvl1ueOC2t12ieJBn+xujMmP5VfnnFD7N+57XynQ6t87Mzd8+a7VbPkBfeT1LZ0n7VHcfktYEj8vCfX8rqbZpm9TZN02L1xoV5v9Ohdfr8oFvWad86G23eLuf0OyTrbbhm7vz9Myv2BgArRFG1tzdq1CiNGjVa5OelpaVp0KDBCllLWVlZSkpKUqfOysmVv/rqq7Rr1y677757+vbtu9zn3n777bP99tvnmmuuWejz7t2758UXX6xy7A9/+ENefvnlbL755lWO33nnndlggw0K71u2bLlc1woAAMCq5dKbjsya31m98P7Gh05Kkuy+6XlJkkaN6mfdjm1T7//vqD596qycf/yfc9Spu+Wq249J3Xp1MvrD8bnkpL9m1PvjkiTbf2+ztGzdNLvs0z277NO9MPcXn03Jkd+7OklSp26dHHDUdmm3XpuUzSvPm0M+yhk/uTlfjJ26Ii4bvjkKlau1yoWe5eXlue2223L//ffn888/T5s2bXLIIYdk7733TpJ8+umnueKKKzJs2LB06NAhl1xySbp3r/wftIcffjhXXHFFXnnllSTJ9ddfnwEDBuSwww7LTTfdlLFjx+a9997L4Ycfng033DBJ8thjj6VevXr50Y9+lFNPPbVKafz/mj59eq6++uoMGDAgX375ZTp06JAzzzwzO++8c+HcV111Va655pp8/PHHeeaZZ9KsWbNcfvnl+de//pXS0tJstdVWOf/887PeeuuloqIi22yzTS6++OLsvvvuSZJ99903kyZNKoSGr7zySo466qgMHTo0q6222kJr2mWXXZIk++23X5KkV69eufvuu9O1a9d07do1SaoNJhdl0qRJOe+88zJw4MC0adMmp5122kJjjjrqqCSVFZ3VadCgQdq2bVt4P3fu3Dz33HM57LDDFrq/LVu2rDIWAACA4jY/hFyUYUNHFQLQ+Ua881nOO+7ORX7nLzc+n7/c+Pxi5/30owk56cAbarxOoHZb5ULPa665Jg888EDOPffc9OjRI+PHj8+oUaMKn1977bU5++yz06FDh1x77bU588wz88wzz6ReveovZfTo0Xn66afTv3//KlWXjzzySA488MA88MADefvtt3PhhRdmnXXWycEHH1ztPOXl5Tn22GMzc+bM9OvXL+3bt8+HH35YZc7Zs2fnlltuyWWXXZaWLVumdevWOeOMM/LJJ5/kpptuStOmTdOvX78cd9xxefLJJ1O/fv1stdVWGTJkSHbfffdMmzYtI0eOTKNGjTJy5Mh06tQpQ4cOzeabb15t4JkkDzzwQA466KBCxWT9+vWX5bYXnHPOORk/fnzuuuuu1KtXL5dddlkmTZr0teZ8/vnnM3Xq1Pzwhz9c6LMTTzwxc+bMyXrrrZef/exnhRAXAAAAgCUrUelZrVUq9JwxY0buuuuuXHjhhdl///2TJO3bt0/Pnj0zZsyYJMlPf/rT7LTTTkmSU045JXvttVc++eSTdOrUqdo5586dm9/+9rdp1apVleNrr712fv3rX6ekpCQdO3bMBx98kDvvvHORoefAgQMzbNiw/OMf/8j666+fJFl33XUXOtfFF1+cjTfeOEny8ccf5/nnn88999yTLbfcMkly9dVXZ6eddsqAAQOyxx57pFevXrnvvvuSJEOHDs0mm2ySNm3aZMiQIenUqVOGDBmSXr16LfKezb+u5VExOWrUqLzwwgt54IEHClWil19+efbcc8+vNe+DDz6Y7bbbLmuttVbhWOPGjXPOOedkyy23TElJSZ555pn84he/yA033CD4BAAAAOBrWaU2Mvroo49SWlqarbfeepFjOnfuXHg9P+SbPHnyIsevs846CwWeSdKtW7cqrdZbbLFFPvnkk5SVleWPf/xjunfvXvgZO3Zshg8fnrXWWqsQeFanfv36VdY3cuTI1KtXL926dSscW3311bP++utn5MiRSZKtttoqH374YSZPnpyhQ4emV69e6dWrV4YMGZK5c+fm9ddfL4SeF154YZV1fR2PP/54lbleeeWVwno322yzwrhOnTqlefPmy3yecePG5cUXX8yBBx5Y5XirVq1y9NFHp1u3bunatWt++ctfZp999sltt922zOcCAAAAgGQVq/Rs2LDhEscs2L49P7QsLy9f5PhFtYUvzqGHHpo99tij8H6NNdZY7AZJ8zVq1GixzwStTufOndOiRYsMGTIkQ4cOzWmnnZa2bdvm1ltvzVtvvZV58+YVAs5TTz01xxxzzNJdzCL06dOnShi75pprLrT50PLw0EMPpWXLlunTp88Sx3br1i0DBw5c7msAAAAAKFra26u1SoWe6623Xho1apRBgwYt1Dq+vA0bNqzK+zfffDMdOnRI3bp107Jly4V2Ee/cuXPGjRuXUaNGLbbac0GdOnXKvHnz8uabbxba26dMmZJRo0YVdiwvKSlJz54989xzz2XEiBHp0aNHVltttZSWlua+++7LZpttlsaNGydJWrdundatW1c5x/wQuKysbKmuv2nTpmnatGmVYx07dsy8efPy9ttvF9rbP/roo0yfPn2p5p6voqIiDz/8cPbbb78aPWt0+PDhNjUCAAAA4GtbpULPhg0b5thjj02/fv1Sv379bLnllpk8eXJGjBiRbbbZZrmea+zYsenbt28OOeSQvPvuu/nLX/6Ss88+e5Hje/XqlZ49e+aUU07JOeeck/bt2+ejjz5KSUlJdthhh2q/s95662WXXXbJBRdckEsuuSRNmzbN1VdfnTXXXLPKcyt79eqVq666KptttlmaNGmSJOnZs2eeeOKJJVZ2tm7dOo0aNcp//vOfrLXWWmnYsGGaNWuW0tLSQgt9aWlpvvjiiwwfPjyNGzdOhw4dqp2rY8eO2X777XPRRRfl4osvTt26dXPFFVcsVOU6YcKETJw4MaNHj06SfPDBB2nSpEnWXnvtKmHxoEGDMmbMmIVa25PKjaTq16+fLl26JEmeffbZPPTQQ7nssssWe70AAAAUn6YtVsvPf/2D9N5p41SUV+SlZ9/JTVc+mdmzSqsdv+Y6LfPnZ8+q9rPLT78n/3nm7TRrsVrO/u3BWX+jtdKsZeNMmzQjL//rvdz5+2cya+acJEnXrdbPb+/82UJz/GjHvpkyccbyu0BghVulQs8k+fnPf566devmuuuuy/jx49O2bdsceuihy/08++23X2bPnp2DDjoodevWzRFHHJFDDjlksd+5/vrrc9VVV+WMM87IV199lQ4dOuTMM89c7Hf69u2byy+/PCeccELmzp2bnj175k9/+lOVysdevXqlrKysyoZFvXr1ynPPPbfYTYySpF69ejn//PNzww035LrrrkvPnj1z9913Z/z48dlvv/0K426//fbcfvvt6dWrV+6+++7Frvf888/PYYcdljZt2uTUU0/NddddV2XMvffem/79+xfe/+QnPyl894ADDigcf/DBB9O9e/dFbjJ14403ZuzYsalbt246duyYa6+9NrvvvvtirxcAAIDa6bd3HJNnH3stzz76+kKfnX3VwWnVtll+/bM7Uq9+3Zxx2QE59eL9ctWv7q92rgnjpuVHO/atcmyPg7bKgUdvn6EvfpCksvvw5eeH58/XDci0yTOzTvtW+cX5+6TZRfsuNO8xe/6uEIQmydRJM7/u5cIKU1Khv706JRUV3747c/jhh2fjjTfOeeedt7KXwte0W52DVvYSAACg1qjbZaOVvQS+xRYVeq7bsW1ueeK0nHzwjRnxzmdJkh7bbZhLbzoih/X5bSZP+LJG8/d/8BcZ+e7YXHvhI4scs+9PtsmBR2+Xw3ftl+S/lZ4/3PrSzPxy9jJeGXx9/3zn8mX+bs+f/W45rmTZvXLrGSt7CVWsUru3AwAAAN8uXbq1z5fTvioEnkny+ssjU1FekY271my/jw02WScbdFkn/3z41UWOadW2Wb676yZ565WPF/rsxodOyt/+75xcccvR2aR7+6W+BlipKlaRn1XMKtfeDgAAANR+hxy7Yw49bsfC+wYN62fjbuvm5+ftXTh23D5/yOptmmba5KrPzywvK8+X077K6m2qbsC7KN//Yc98MnJ8hr8xeqHPzul3cLbeuUsardYgg/41vEol6OQJX+a6ix/NB+98lvoN6mX3H/bMb+/4WU770R/z4fCxS3vJwCrkWxl6Lu6ZlgAAAMDX9+T9Q/LC028V3p991cF58dl38tKAdwrHJo2vWev64jRoWC8779k1f/vjv6r9/Oar/pG/3Ph82q3XJkef9r0cd/aeueHSx5MkYz6emDEfTyyMHf7G6Ky9bqvsf8S26Xfug197bcDK860MPQEAAIBv1oxpX2XGtK8K70tnz820yTPy+ejJVcZNmTgjLVpVreisU7dOmrVYrUY7qG//vc3ScLX6ee7xhTdImj//lIkzMmbUxHw57atcc/dxueemf2XyxOoD1w/eGpNNt+ywxPPCqqJkFWwtXxV4picAAACw0gx/c3SatVgtG2yyTuHYFr07pqROSd4b9ukSv//9A3pk0L/ey7Qps5Y4tqSkJElSv0HdRY7puPHaNd48CVh1qfQEAAAAlrtGjRtktcYNCu/7nnVfklR5Tue0yTPz6UcTMvQ/H+S0S/bPdb95LPXq1cnPz9s7/37qrUL42HqN5rnytp+m368fzAdvjSl8f+32rbJZz/VywYl3LXT+rbbfKC1bN80Hb4/J7Fml6bDBmjnml7vnndc+zhdjpyZJ9jt824wbMyWfjPwiDRrUy+4H9ky33h1z3rF3fBO3BFiBhJ4AAADAcnfgUdvlsF/sstgxR+7WL1+MnZqrzr4/vzhv71x5209TUV6RF599Jzf1/XthXL16dbJux7Zp1Kh+le9/f/8emfjF9Lz20ocLzT1nztzscWDPHH/2nqnfoF4mjJuWlwa8k/tvfeG/89avm+N+tUdar9E8c2bPzagPxuXcn92eYUNGfc2rhxVIe3u1SioqKtwaaq3d6hy0spcAAAC1Rt0uG63sJQBQjX++c/kyf3ero3+3HFey7IbeccbKXkIVKj0BAAAAoJaykVH1bGQEAAAAABQVoScAAAAAUFS0twMAAABAbaW9vVoqPQEAAACAoiL0BAAAAACKivZ2AAAAAKil7N5ePZWeAAAAAEBRUekJAAAAALWVSs9qqfQEAAAAAIqK0BMAAAAAKCra2wEAAACglrKRUfVUegIAAAAARUWlJwAAAADUVhVKPauj0hMAAAAAKCpCTwAAAACgqGhvBwAAAIBaykZG1VPpCQAAAAAUFaEnAAAAAFBUtLcDAAAAQG2lvb1aKj0BAAAAgKKi0hMAAAAAaqmS8pW9glWTSk8AAAAAoKgIPQEAAACAoqK9HQAAAABqKxsZVUulJwAAAACwUvzpT39K586dc/nlly/XeYWeAAAAAMAKN2zYsNx7773p3Lnzcp9b6AkAAAAAtVRJxarxs7RmzpyZs846K5dddllatGix3O+L0BMAAID/x96dh+k13//jf95JZrJIJGRBYt8SRRYklgZtpJ8uqKVVSy0lolpUVVEtpfptq60qSlvUp4sWse9ULR9VQuyKBFFCIiKJLZvMTGZ+f/hlmpEJSczknvvk8biuXNfc55w59+vIvM4dz3m/zxsAPpaamprMnj27yZ+ampolHn/GGWdk5513zg477NAq9VjICAAAAAAqVUPbWMnowgsvzPnnn99k29FHH51jjjlmsWNvueWWPPvss7n66qtbrR6hJwAAAADwsXz961/PoYce2mRbdXX1YsdNnTo1P/nJT/K///u/6dixY6vVI/QEAAAAAD6W6urqZkPOD3rmmWcyc+bM7L333o3bFixYkIcffjh/+9vf8u9//zvt27f/2PUIPQEAAACgQi3PIkLltN122+Wmm25qsu3kk0/OhhtumNGjR7dI4JkIPQEAAACAFaRr167ZdNNNm2zr0qVLevTosdj2j8Pq7QAAAABAoRjpCQAAAACVqsKmtzfn0ksvbfFzGukJAAAAABSKkZ4AAAAAUKEqbSGjFcVITwAAAACgUISeAAAAAEChmN4OAAAAAJWqwfz25hjpCQAAAAAUipGeAAAAAFChLGTUPCM9AQAAAIBCEXoCAAAAAIViejsAAAAAVCrT25tlpCcAAAAAUChCTwAAAACgUExvBwAAAIAKZfX25hnpCQAAAAAUipGeAAAAAFCp6g31bI6RngAAAABAoQg9AQAAAIBCMb0dAAAAACqV2e3NMtITAAAAACgUoScAAAAAUCimtwMAAABAhSqZ3t4sIz0BAAAAgEIx0hMAAAAAKlWDoZ7NMdITAAAAACgUoScAAAAAUCimtwMAAABAhbKQUfOM9AQAAAAACkXoCQAAAAAUiuntAAAAAFCpTG9vlpGeAAAAAEChGOkJAAAAABWq1GCoZ3OM9AQAAAAACkXoCQAAAAAUiuntAAAAAFCp6stdQNtkpCcAAAAAUChGegIAAABAhbKQUfOM9AQAAAAACkXoCQAAAAAUiuntAAAAAFCpzG5vlpGeAAAAAEChCD0BAAAAgEIxvR0AAAAAKpXV25tlpCcAAAAAUChGegIAAABAhSoZ6NksIz0BAAAAgEIRegIAAAAAhWJ6OwAAAABUKgsZNctITwAAAACgUISeAAAAAEChmN4OAAAAABWqVF/uCtomIz0BAAAAgEIx0hMAAAAAKpWFjJplpCcAAAAAUChCTwAAAACgUExvBwAAAIBKZXZ7s4z0BAAAAAAKRegJAAAAABSK6e0AAAAAUKFKVm9vlpGeAAAAAEChGOkJAAAAAJXKSM9mGekJAAAAABSK0BMAAAAAKBTT2wEAAACgUtWXu4C2yUhPAAAAAKBQjPQEAAAAgApVspBRs4z0BAAAAAAKRegJAAAAABSK6e0AAAAAUKlMb2+WkZ4AAAAAQKEIPQEAAACAQjG9HQAAAAAqlentzTLSEwAAAAAoFCM9AQAAAKBS1Ze7gLbJSE8AAAAAoFCEngAAAABAoZjeDgAAAAAVqmQho2YJPQEAAACAFeLCCy/MHXfckf/85z/p1KlThgwZku9+97vZcMMNW/R9TG8HAAAAAFaIcePG5atf/WquvPLK/PGPf0xdXV1GjRqVuXPntuj7GOkJAAAAAJWqwqa3X3LJJU1en3nmmdl+++3zzDPPZOjQoS32PkJPAAAAAOBjqampSU1NTZNt1dXVqa6u/tDvmzVrVpKke/fuLVqP0BMAAAAAKlUbGel54YUX5vzzz2+y7eijj84xxxyzxO+pr6/PT3/602y11VbZdNNNW7QeoScAAAAA8LF8/etfz6GHHtpk20eN8vzRj36UF154IZdddlmL1yP0BAAAAAA+lqWZyr6oM844I//3f/+Xv/71r1lzzTVbvB6hJwAAAABUqjYyvX1pNTQ05Mc//nH+8Y9/5NJLL80666zTKu8j9AQAAAAAVogf/ehHufnmm/Pb3/42q6yySqZPn54k6datWzp16tRi7yP0BAAAAABWiMsvvzxJctBBBzXZ/rOf/Sx77713i72P0BMAAAAAKlV9uQtYNs8999wKeZ92K+RdAAAAAABWECM9AQAAAKBClSpsIaMVxUhPAAAAAKBQhJ4AAAAAQKGY3g4AAAAAlcr09mYZ6QkAAAAAFIqRngAAAABQqeqN9GyOkZ4AAAAAQKEIPQEAAACAQjG9HQAAAAAqlYWMmmWkJwAAAABQKEJPAAAAAKBQTG8HAAAAgEplenuzjPQEAAAAAArFSE8AAAAAqFRGejbLSE8AAAAAoFCEngAAAABAoZjeDgAAAACVqt709uYY6QkAAAAAFIrQEwAAAAAoFNPbAQAAAKBSNdSXu4I2yUhPAAAAAKBQjPQEAAAAgErVYCGj5hjpCQAAAAAUitATAAAAACgU09upaP+ov6rcJQAAAACUT73p7c0x0hMAAAAAKBShJwAAAABQKKa3AwAAAEClsnp7s4z0BAAAAAAKxUhPAAAAAKhURno2y0hPAAAAAKBQhJ4AAAAAQKGY3g4AAAAAlcr09mYZ6QkAAAAAFIqRngAAAABQqerry11Bm2SkJwAAAABQKEJPAAAAAKBQTG8HKIO6urq88cYb6du3b7lLAQCANqOuri4TJ07M9OnTkyS9e/fORhttlKqqqjJXBm2YhYyaJfQEKIOJEydmr732yvjx48tdCsBK529/+1v+8Y9/pHv37tlvv/2y/fbbN+578803s88+++Suu+4qY4UAK5/6+vqce+65ueyyyzJr1qwm+7p165avfvWr+da3vpV27UxYBZaO0BMAgJXGX/7yl5x99tnZe++9M2vWrIwePTrHHHNMvv71ryd5/3+6X3vttTJXCbDyOeuss3Ldddfl+OOPz/Dhw9OrV68kyYwZM3L//ffn3HPPTW1tbU444YQyVwpUCqEnQCvYa6+9PnT/e++9t4IqAWBRY8aMyY9//OPsvvvuSZL9998/Rx11VN57770ce+yxZa4OYOV1ww035Be/+EV23HHHJtvXXnvt7Lvvvunbt29OOukkoSc0x/T2Zgk9AVrBxIkTs+uuu2bttddudv8bb7yRl19+ecUWBUAmT56cIUOGNL7eaqut8uc//zmHHnpo6urqcsghh5SxOoCV15w5c9KnT58l7u/du3fmzZu3AisCKp3QE6AVbLLJJhk4cGAOOOCAZvePHz8+V1111QquCoDVVlstr7/+epNfSm266ab585//nEMOOSRvvPFGGasDWHkNGzYsv/jFL/LLX/4yq6++epN9b775Zs4666wMGzasTNVBG1dvpGdzhJ4ArWCrrbbKSy+9tMT9q6yySrbZZpsVWBEASbL11lvnjjvuWOwevPHGG+dPf/pTDj744DJVBrBy+9GPfpQjjjgiO+64YzbddNP07NkzSTJz5sw8//zz2WijjXLhhReWuUqgkpQaGkz8BwBg5TBhwoQ888wz+dKXvtTs/ueffz533HFHjj766BVcGQD19fW577778uSTT2bGjBlJkl69emXw4MEZPny4ldthCT7f+8hyl5AkuW3678tdQhNCTwAAAACoUJ/rdUS5S0iS3D7jonKX0IRfkwC0omuuuSa33XbbYttvu+22XHfddWWoCIDE/Rmgrfn73/9uoSKgRQk9AVrRRRddlNVWW22x7T179szvf9+2hv4DrEzcnwHalmOPPTbDhw/PqaeemieffLLc5QAFIPQEaEWvvfZakxWCF+rbt2+mTp1ahooASNyfAdqiww47LE8//XT23Xff7LbbbvnTn/6Ut956q9xlQdtX39A2/rQxQk+AVtSzZ88899xzi22fMGFCevToseILAiCJ+zNAW7Tffvvluuuuy9VXX51tttkmF1xwQXbaaacce+yxuf/++8tdHlBhOpS7AIAi23XXXfOTn/wkq6yySoYOHZokGTduXH76059m1113LXN1ACsv92eAtmuLLbbIFltskZNPPjm33XZbrrnmmhx++OFZa621cvfdd5e7PGh7rFHeLKEnQCs69thjM2XKlHzta19Lhw7v33Lr6+uzxx575LjjjitzdQArL/dngLalVCottq1jx47Zc889s+eee2bSpEm59tpry1AZUKlKDQ3iYIDW9vLLL2f8+PHp1KlTNt100/Tr16/cJQEQ92eAtmLAgAG5//7707Nnz3KXAhXnc6sdXu4SkiS3v/WHcpfQhJGeACvA+uuvn5kzZ2bLLbdMdXV1ucsB4P/n/gzQNtx1111ZbbXVyl0GVKb6+nJX0CZZyAhgBRk9enSmTZtW7jIA+AD3Z4Dy69evX9q1E1EALcdIT4AVxNNEANom92eA8vrLX/6y1McefPDBrVgJUCRCTwAAAKBs/vSnPzV5/dZbb2XevHlZddVVkyTvvvtuOnfunNVXX13oCc3xC9xmCT0BVpAzzjjDg9kB2iD3Z4Dyuvvuuxu/vummm3LZZZflJz/5STbccMMkyX/+85+ceuqp2XfffctVIlCBrN4OAAAAtAkjR47Meeedl0984hNNtj/99NP51re+1SQgBd732a6HlLuEJMnfZ/+53CU04SnBAGXwyiuvmJoD0Aa5PwOU1/Tp01NXV7fY9vr6+sycObMMFQGVSugJUAZz587Nww8/XO4yAPgA92eA8tp+++1z2mmn5Zlnnmnc9vTTT+f000/P9ttvX8bKgErjmZ4AreCjVqCcNm3aCqoEgEW5PwO0bT/96U9z0kkn5Utf+lI6dHg/sliwYEGGDx+en/zkJ2WuDtooT65slmd6ArSCAQMGpHfv3qmqqmp2f21tbWbMmJHx48ev4MoAVm7uzwCV4eWXX86LL76YJNlwww2zwQYblLkiaLs+u0rbeDTP3+d8+C+XVzQjPQFaQd++ffPd7343X/jCF5rdP378+Oy9994ruCoA3J8BKsP666+fmTNnZsstt0x1dXW5y4G2rd54xuZ4pidAK9hiiy2aPIfog0qlUgy0B1jx3J8BKsfo0aM9dgRYbkZ6ArSCb33rW5k3b94S92+00Ua56667VmBFACTuzwCVxC+hgI9D6AnQCjbeeOMP3V9VVZV+/fqtoGoAWMj9GQAonIb6clfQJpneDtCKDj744Lz77ruLbZ89e3YOPrhtPGwaYGXk/gzQ9p1xxhnp2bNnucsAKpSRngCtaNy4camtrV1s+/z58/Poo4+WoSIAEvdngEqw++67l7sEoIIJPQFawYQJExq/njhxYqZPn974ur6+Pvfdd1/WWGONcpQGsFJzfwaoTK+88kpOOeWU/OUvfyl3KdDmNFi9vVlCT4BWsOeee6ZUKqVUKuWQQw5ZbH+nTp1yyimnlKEygJWb+zNAZZo7d24efvjhcpcBVBChJ0AruOuuu9LQ0JCRI0fmqquuyuqrr964r6qqKj179kz79u3LWCHAysn9GaBt+qgRnNOmTVtBlUAFspBRs0oNDQ3GwAIAAABlM2DAgPTu3TtVVVXN7q+trc2MGTMyfvz4FVwZtH3/U7VfuUtIktxRe0W5S2jCSE+AFWSrrbbKDTfckHXWWafcpQCwCPdngPLr27dvvvvd7+YLX/hCs/vHjx+fvffeewVXBVSyduUuAGBlYWA9QNvk/gxQfltssUWeeeaZJe4vlUru17AEDfUNbeJPW2OkJwAAAFBW3/rWtzJv3rwl7t9oo41y1113rcCKgEpnpCfACvLFL34xq6yySrnLAOAD3J8Bym/jjTfOlltuucT9VVVV6dev3wqsCGhtf/vb3zJixIhsueWW2WefffLUU0+16PmFngCtaP78+Y1f/+hHP2qySjAA5eP+DNA2HXzwwXn33XcX2z579uwcfPDBZagIKkBDfdv4swxuvfXW/OxnP8tRRx2V6667LgMGDMioUaMyc+bMFvvPYno7QCvaZpttMnDgwAwdOjTbbrtthgwZkk6dOpW7LICVnvszQNs0bty41NbWLrZ9/vz5efTRR8tQEbC0ampqUlNT02RbdXV1qqurFzv2j3/8Y77yla/kS1/6UpL3fwn9f//3f7nmmmtyxBFHtEg9Qk+AVvTHP/4xjzzySMaNG5c///nPqauryxZbbJFhw4Zl2LBh+eQnP1nuEgFWSu7PAG3LhAkTGr+eOHFipk+f3vi6vr4+9913X9ZYY41ylAZt3j/qryp3CUmS3/zmNzn//PObbDv66KNzzDHHNNlWU1OTZ555Jl//+tcbt7Vr1y477LBDHn/88Rarp9Rg+TOAFaKuri7//ve/M2bMmNx0002pr6/P+PHjy10WwErP/Rmg/AYMGJBSqZQkza7S3qlTp5xyyin58pe/vKJLA5bS0o70nDZtWnbaaadcccUVGTJkSOP2X/ziF3n44Ydz1VUtE+Ia6QnQyl566aWMGzcu48aNy0MPPZTa2tp86lOfyrBhw8pdGsBKzf0ZoO2466670tDQkJEjR+aqq65q8qzlqqqq9OzZM+3bty9jhcBHWdJU9nIRegK0oh133DHz589vnC45evTo9O/fv/G32ACUh/szQNuycGX2Rae5A8W02mqrpX379ostWjRz5sz06tWrxd7H6u0ArWj11VfPvHnzMmPGjMY/7733XrnLAljpuT8DtH1bbbVVXn311XKXAbSw6urqbL755hk7dmzjtvr6+owdO7bJdPePy0hPgFZ0ww035N13383DDz+chx9+OGeffXZefPHFbLbZZtl2221z3HHHlbtEgJWS+zNA22cJEiiuQw89NCeddFK22GKLDBw4MH/+858zb9687L333i32HhYyAlhB3nrrrYwbNy533XVXbrnlFgtlALQR7s8AbdOQIUNy4403Zp111il3KUAr+Otf/5pLLrkk06dPz2abbZZTTjklgwYNarHzCz0BWtEdd9zRuEDGiy++mO7du2frrbdufIbcgAEDyl0iwErJ/Rmg7TvttNNy7LHHNlnUCGBpCT0BWtH222+foUOHZtiwYRk6dGj69+9f7pIAiPszQFs1f/78dOzYsdxlAAUg9AQAAADahC233DIDBw7M0KFDs+2222bIkCHp1KlTucsCKpDQE6CVLViwIHfeeWdefPHFJMnGG2+cXXbZJe3bty9zZQArN/dngLbnkUceySOPPJJx48bl8ccfT11dXbbYYovGx4988pOfLHeJQIUQegK0okmTJuWII47ItGnTssEGGyRJXnrppay55pq56KKLsu6665a5QoCVk/szQNtXV1eXf//73xkzZkxuuukmC80By0ToCdCKRo8enYaGhpx11lnp0aNHkvdXCT7hhBPSrl27XHTRReUtEGAl5f4M0Ha99NJLGTduXOOCc7W1tdlmm20ybNiwHHLIIeUuD6gQQk+AVjR48OCMGTNmsQUyJkyYkP333z+PP/54mSoDWLm5PwO0TTvuuGPmz5/fOJ192LBh6d+/f0qlUrlLAypMu3IXAFBk1dXVmTNnzmLb58yZk6qqqjJUBEDi/gzQVq2++uqZN29eZsyY0fjnvffeK3dZQAUSegK0ok996lP54Q9/mCeffDINDQ1paGjIE088kdNPPz0jRowod3kAKy33Z4C26YYbbsj999+f0aNHp6amJmeffXa222677Lfffvn1r39d7vKACmJ6O0Arevfdd3PSSSflnnvuSYcOHZK8v1rwiBEjcuaZZ6Zbt25lrhBg5eT+DND2vfXWWxk3blzuuuuu3HLLLRYyApaJ0BOglTQ0NGTq1KlZffXVM23atLz44otJko022ijrrbdemasDWHm5PwO0XXfccUfjAkYvvvhiunfvnq233rrx+Z4DBgwod4lAhRB6ArSS+vr6DBw4MDfffHPWX3/9cpcDwP/P/Rmg7dp+++0zdOjQDBs2LEOHDl1swTmApdWh3AUAFFW7du2y3nrr5e233y53KQAswv0ZoO0aO3ZsuUsACsJIT4BWdPfdd+cPf/hDTj/99Gy66ablLgeA/5/7M0DbtWDBgtx5552Njx/ZeOONs8suu6R9+/ZlrgyoJEJPgFY0dOjQzJs3LwsWLEhVVVU6derUZP+4cePKVBnAys39GaBtmjRpUo444ohMmzYtG2ywQZLkpZdeypprrpmLLroo6667bpkrBCqF0BOgFV133XUfun+vvfZaQZUAsCj3Z4C2afTo0WloaMhZZ52VHj16JHl/FfcTTjgh7dq1y0UXXVTeAoGKIfQEAAAA2oTBgwdnzJgxiy1gNGHChOy///55/PHHy1QZUGnalbsAgCK79957c9999y22/V//+lfuvffeMlQEQOL+DNBWVVdXZ86cOYttnzNnTqqqqspQEVCphJ4Areiss85KfX39Ytvr6+vzq1/9qgwVAZC4PwO0VZ/61Kfywx/+ME8++WQaGhrS0NCQJ554IqeffnpGjBhR7vKACtKh3AUAFNmkSZOy0UYbLbZ9ww03zCuvvFKGigBI3J8B2qpTTjklJ510Uvbdd9906PB+ZLFgwYKMGDEiP/jBD8pcHVBJhJ4Arahbt2559dVXs/baazfZ/sorr6Rz585lqgoA92eAtqehoSGzZ8/Or3/960ybNi0vvvhikmSjjTbKeuutV+bqgEpjejtAK9pll13y05/+tMmooUmTJuXMM880PQegjNyfAdqehoaG/M///E9ef/31rLfeehkxYkRGjBgh8ASWi9XbAVrRrFmzcvjhh+fpp5/OGmuskSSZNm1att5665x//vlZddVVy1whwMrJ/Rmgbdp1113zk5/8JIMHDy53KUCFE3oCtLKGhobcf//9mTBhQjp16pT+/ftn6NCh5S4LYKXn/gzQ9tx99935wx/+kNNPPz2bbrppucsBKpjQE2AFef3119OnT5+0a+fJIgBtifszQNsxdOjQzJs3LwsWLEhVVVU6derUZP+4cePKVBlQaYSeACvIVlttlRtuuCHrrLNOuUsBYBHuzwBtx3XXXfeh+/faa68VVAlQ6azeDrCC+B0TQNvk/gzQdgg1gZZiDg8AAADQJtx777257777Ftv+r3/9K/fee28ZKgIqldATYAU58sgj071793KXAcAHuD8DtB1nnXVW6uvrF9teX1+fX/3qV2WoCKhUnukJsIIsvN2WSqUyVwLAotyfAdqOgQMH5tZbb83aa6/dZPvkyZOz22675YknnihPYUDFMdIToJVdddVV2W233bLllltmyy23zG677Zarrrqq3GUBrPTcnwHanm7duuXVV19dbPsrr7ySzp07l6EioFJZyAigFZ177rn505/+lAMPPDCDBw9OkjzxxBP56U9/mtdeey3HHntseQsEWEm5PwO0Tbvsskt++tOf5oILLsi6666bJJk0aVLOPPPMjBgxoszVAZXE9HaAVrTddtvllFNOyW677dZk+80335wf//jHeeihh8pUGcDKzf0ZoG2aNWtWDj/88Dz99NNZY401kiTTpk3L1ltvnfPPPz+rrrpqmSsEKoWRngCtqK6uLltsscVi2zfffPMsWLCgDBUBkLg/A7RV3bp1yxVXXJH7778/EyZMSKdOndK/f/8MHTq03KUBFcYzPQFa0R577JHLL798se1XXnlldt999zJUBEDi/gzQlpVKpQwfPjy77bZbDjjgAIEnsFxMbwdoRT/+8Y9z/fXXZ6211sqgQYOSJE899VRee+217LnnnunQ4b8D7k8++eRylQmw0nF/Bmj7ttpqq9xwww1ZZ511yl0KUIFMbwdoRc8//3w+8YlPJHl/xckk6dGjR3r06JHnn3++8bhSqVSW+gBWVu7PAG2fMVrAx2GkJwAAANDmDBkyJDfeeKORnsBy8UxPgFZSW1ubT3ziE01GDAFQfu7PAJXhyCOPTPfu3ctdBlChTG8HaCVVVVVZa621Ul9fX+5SAFiE+zNAZTjiiCPKXQJQwYz0BGhFRx55ZM4+++y8/fbb5S4FgEW4PwO0XVdddVV22223bLnlltlyyy2z22675aqrrip3WUCF8UxPgFa05557ZtKkSamrq0vfvn3TpUuXJvuvu+66MlUGsHJzfwZom84999z86U9/yoEHHpjBgwcnSZ544on89a9/zde+9rUce+yx5S0QqBimtwO0opEjR5a7BACa4f4M0DZdfvnl+fGPf5zddtutcdsuu+yS/v3758c//rHQE1hqQk+AVnT00UeXuwQAmuH+DNA21dXVZYsttlhs++abb54FCxaUoSKgUnmmJwAAANAm7LHHHrn88ssX237llVdm9913L0NFQKXyTE+AFjZs2LDcfvvtWX311TN06NCUSqUlHjtu3LgVWBnAys39GaDt+/GPf5zrr78+a621VgYNGpQkeeqpp/Laa69lzz33TIcO/52wevLJJ5erTKACmN4O0MJOPvnkdO3aNUny/e9/v8zVALCQ+zNA2/f888/nE5/4RJLklVdeSZL06NEjPXr0yPPPP9943If94gogMdITAAAAACgYIz0BWll9fX0mTZqUmTNn5oO/Zxo6dGiZqgLA/Rmgbamtrc2gQYNy/fXXZ9NNNy13OUCFE3oCtKInnngixx9/fF577bXF/oe6VCpl/PjxZaoMYOXm/gzQ9lRVVWWttdZKfX19uUsBCsD0doBWtMcee2T99dfPt771rfTu3XuxZw9169atTJUBrNzcnwHapquuuir/+Mc/8otf/CI9evQodzlABRN6ArSiwYMH54Ybbsh6661X7lIAWIT7M0DbtOeee2bSpEmpq6tL375906VLlyb7r7vuujJVBlQa09sBWtHAgQMzadIk/1MN0Ma4PwO0TSNHjix3CUBBGOkJ0MImTJjQ+PWrr76ac845J6NGjcqmm26aDh2a/q5pwIABK7o8gJWW+zMAwMpD6AnQwgYMGJBSqbTYwhgLLdxnoQyAFcv9GQBg5SH0BGhhU6ZMWepj+/Xr14qVALAo92eAtmnYsGG5/fbbs/rqq2fo0KGLLS63qHHjxq3AyoBK5pmeAC1s0f9RvvDCC9OzZ898+ctfbnLM1VdfnTfffDNHHHHEii4PYKXl/gzQNp188snp2rVrkuT73/9+masBisJIT4BWNGLEiJx11lnZaqutmmx/8sknc9xxx+Xuu+8uU2UAKzf3ZwCAYjPSE6AVTZ8+Pb17915s++qrr57p06eXoSIAEvdngLasvr4+kyZNysyZMxd7DvPQoUPLVBVQaYSeAK1orbXWymOPPZZ11lmnyfZHH300ffr0KVNVALg/A7RNTzzxRI4//vi89tpriwWeFpoDloXQE6AV7bPPPvnpT3+aurq6bLfddkmSsWPH5pe//GUOO+ywMlcHsPJyfwZom0477bRsscUWueiii9K7d+8PXdQI4MN4pidAK2poaMhZZ52VSy+9NLW1tUmSjh075vDDD8/RRx9d5uoAVl7uzwBt0+DBg3PDDTdkvfXWK3cpQIUTegKsAHPmzMmLL76YTp06Zf311091dXW5SwIg7s8Abc3BBx+cww8/PDvttFO5SwEqnNATAAAAKJsJEyY0fv3qq6/mnHPOyahRo7LpppumQ4emT+UbMGDAii4PqFBCTwAAAKBsBgwYkFKptNjCRQst3GchI2BZCD0BAACAspkyZcpSH9uvX79WrAQoEqEnAAAA0CZceOGF6dmzZ7785S832X711VfnzTffzBFHHFGmyoBK067cBQAAAAAkyZgxY7Lhhhsutn2TTTbJFVdcUYaKgEol9AQAAADahOnTp6d3796LbV999dUzffr0MlQEVCqhJwAAANAmrLXWWnnssccW2/7oo4+mT58+ZagIqFQdyl0AAAAAQJLss88++elPf5q6urpst912SZKxY8fml7/8ZQ477LAyVwdUEgsZAQAAAG1CQ0NDzjrrrFx66aWpra1NknTs2DGHH354jj766DJXB1QSoScAAADQpsyZMycvvvhiOnXqlPXXXz/V1dXlLgmoMEJPAAAAAKBQLGQEAAAAABSK0BMAAAAAKBShJwAAAABQKEJPAAAAAKBQhJ4AAAAAQKEIPQEAKJTJkyenf//+GTVqVLlLAQCgTISeAAAAAEChCD0BAAAAgELpUO4CAACgXKZMmZILLrgg9913X956662svvrqGT58eI4++uj07du3ybFvvPFGLrroovzzn//M66+/nurq6vTu3TtDhw7NCSeckG7dujUeW1NTk7/97W+58cYb89JLL6VUKmWzzTbLqFGjsssuu6zoywQAWOkIPQEAWCm99NJLOeCAA/Lmm2/m05/+dDbZZJO88MILueaaa3LPPffksssuywYbbJAkmTdvXvbff/9MmTIln/zkJzNy5MjU1tZm8uTJufHGGzNq1KjG0LOmpiajRo3KuHHjstlmm+XLX/5yamtrc++99+ab3/xmTj311Bx44IHlvHQAgMITegIAsFI67bTT8uabb+aMM87Ivvvu27j9b3/7W84444ycfvrp+fOf/5wkGTt2bCZPnpxDDjkk3//+95ucZ86cOamqqmp8fcEFF2TcuHH55je/mW9961splUpJktmzZ+eQQw7JmWeemc985jNZY401VsBVAgCsnDzTEwCAlc5rr72Whx56KBtvvHG+8pWvNNm3//77Z8MNN8yDDz6YqVOnNtnXqVOnxc61yiqrpLq6OklSX1+fyy+/POuuu26TwDNJunbtmqOOOiq1tbX5xz/+0QpXBQDAQkZ6AgCw0hk/fnySZOjQoU2CySRp165dhg4dmv/85z8ZP3581lprrQwdOjS9e/fORRddlAkTJuRTn/pUhg0blo022qjJ97/00kt555130qdPn5x//vmLve+bb76ZJPnPf/7TilcHAIDQEwCAlc7s2bOTJL169Wp2f+/evZsc161bt1x55ZU577zzcs899+Tee+9Nkqy11loZPXp0vvrVryZJ3n777STJCy+8kBdeeGGJ7z9v3rwWuQ4AAJon9AQAYKXTtWvXJMmMGTOa3T99+vQmxyVJ3759c+aZZ6a+vj7PPfdc/vWvf+XSSy/NGWecke7du2e33XZrPP6zn/1szjvvvFa+CgAAlsQzPQEAWOlsttlmSZJHHnkkDQ0NTfY1NDTkkUceaXLcotq1a5fNNtsso0ePztlnn50kufvuu5MkG220Ubp27Zqnn346tbW1rXkJAAB8CKEnAAArnb59+2bbbbfNCy+8kKuvvrrJvjFjxuTFF1/Mdtttl7XWWivJ+9PVmxsVunBbx44dkyQdOnTI/vvvnylTpuTnP/95s8Hn888/n5kzZ7b0JQEAsIhSwwd/tQ0AABVs8uTJ2WWXXdKnT5988pOfbPaYDTfcMCNHjswBBxyQt99+OyNGjMjGG2+cF154IXfffXdWX331XHbZZdlggw2SJH/605/yy1/+MltttVXWX3/99OjRI6+++mrjCM+//e1v2XLLLZMkNTU1OfLII3P//fdn3XXXzTbbbJOePXtm2rRpef755zNhwoSMGTMmgwcPXiH/PQAAVkZCTwAACmVh6Plhhg0blksvvTRTpkzJ+eefn/vuuy9vvfVWVltttey44445+uij069fv8bjX3zxxVxxxRV55JFH8tprr2Xu3LlZY401ss022+Twww/Pxhtv3OT8CxYsyNVXX53rr78+zz//fGpqatKrV69stNFG2WWXXbLHHnukS5curXL9AAAIPQEAAACAgvFMTwAAAACgUISeAAAAAEChCD0BAAAAgEIRegIAAAAAhSL0BAAAAAAKRegJAAAAABSK0BMAAAAAKBShJwAAAABQKEJPAAAAAKBQhJ4AAAAAQKEIPQEAAACAQhF6AgAAAACFIvQEAAAAAApF6AkAAAAAFIrQEwAAAAAoFKEnAAAAAFAoQk8AAAAAoFCEngAAAABAoQg9AQAAAIBCEXoCAAAAAIUi9AQAAAAACkXoCQAAAAAUitATAAAAACgUoScAAAAAUChCTwAAAACgUISeAAAAAEChCD0BAAAAgEIRegIAAAAAhSL0BAAAAAAKRegJAAAAABSK0BMAAAAAKBShJwAAAABQKEJPAAAAAKBQhJ4AAAAAQKEIPQEAAACAQhF6AgAAAACFIvQEAAAAAApF6AkAAAAAFIrQEwAAAAAoFKEnAAAAAFAoQk8AAAAAoFCEngAAAABAoQg9AQAAAIBCEXoCAAAAAIUi9AQAAAAACkXoCQAAAAAUitATAAAAACgUoScAAAAAUChCTwAAAACgUISeAAAAAEChCD0BAAAAgEIRegIAAAAAhSL0BAAAAAAKRegJAAAAABSK0BMAAAAAKBShJwAAAABQKEJPAAAAAKBQhJ4AAAAAQKEIPQEAAACAQhF6AgAAAACFIvQEAAAAAApF6AkAAAAAFIrQEwAAAAAoFKEnAAAAAFAoQk8AAAAAoFCEngAAAABAoQg9AQAAAIBCEXoCAAAAAIUi9AQAAAAACkXoCQAAAAAUitATAAAAACgUoScAAAAAUChCTwAAAACgUISeAAAAAEChCD0BAAAAgEIRegIAAAAAhSL0BAAAAAAKRegJAAAAABSK0BMAAAAAKBShJwAAAABQKEJPAAAAAKBQhJ4AAAAAQKEIPQEAAACAQhF6AgAAAACFIvQEAAAAAApF6AkAAAAAFIrQEwAAAAAoFKEnAAAAAFAoQk8AAAAAoFCEngAAAABAoQg9AQAAAIBCEXoCAAAAAIUi9AQAAAAACkXoCQAAAAAUitATAAAAACgUoScAAAAAUChCTwAAAACgUISeAAAAAEChCD0BAAAAgEIRegIAAAAAhSL0BAAAAAAKRegJAAAAABSK0BMAAAAAKBShJwAAAABQKEJPAAAAAKBQhJ4AAAAAQKEIPQEAAACAQhF6AgAAAACFIvQEAAAAAApF6AkAAAAAFIrQEwAAAAAoFKEnAAAAAFAoQk8AAAAAoFCEngAAAABAoQg9AQAAAIBCEXoCAAAAAIUi9AQAAAAACkXoCQAAAAAUitATAAAAACgUoScAAAAAUChCTwAAAACgUISeAAAAAEChCD0BAAAAgEIRegIAAAAAhSL0BAAAAAAKRegJAAAAABSK0BMAAAAAKBShJwAAAABQKEJPAAAAAKBQhJ4AAAAAQKEIPQEAAACAQhF6AgAAAACFIvQEAAAAAApF6AkAAAAAFIrQEwAAAAAoFKEnAAAAAFAoQk8AAAAAoFCEngAAAABAoQg9AQAAAIBCEXoCAAAAAIUi9AQAAAAACkXoCQAAAAAUitATAAAAACgUoScAAAAAUChCTwAAAACgUISeAAAAAEChCD0BAAAAgEIRegIAAAAAhSL0BAAAAAAKRegJAAAAABSK0BMAAAAAKBShJwAAAABQKEJPAAAAAKBQhJ4AAAAAQKEIPQEAAACAQhF6AgAAAACFIvQEAAAAAApF6AkAAAAAFIrQEwAAAAAoFKEnAAAAAFAoQk8AAAAAoFCEngAAAABAoQg9AQAAAIBCEXoCAAAAAIUi9AQAAAAACkXoCQAAAAAUitATAAAAACgUoScAAAAAUChCTwAAAACgUISeAAAAAEChCD0BAAAAgEIRegIAAAAAhSL0BAAAAAAKRegJAAAAABSK0BMAAAAAKBShJwAAAABQKEJPAICC+c1vfpP+/funf//++c1vfrPC3nfEiBGN7zt58uQV9r4AAPBBHcpdAABAazrooIMybty4JtsuuOCCjBw5cqnP8fOf/zz/+7//22Tb0UcfnWOOOaZFaqR5I0aMyJQpU5bre5f097Poz0NL/h3OmjUr99xzT+69995MmDAhM2fOzOzZs9OjR4/06tUrQ4YMyac+9al88pOfTIcOrftP8Keffjo33XRTnnzyybzyyit59913UyqV0qVLl6y55ppZb731ssUWW2SrrbbK4MGDW70eAIBy8C8cAGClc8MNNyx16LlgwYLcdNNNrVwRlaq2tjZ/+9vf8rvf/S5vv/32YvunT5+e6dOnZ/z48bnsssuywQYb5MQTT8yIESNavJbXX389P/zhD3Pvvfc2u7+mpiZvv/12JkyYkL///e9Jkm7duuWhhx5K+/btW7weAIByEnoCACude+65J++88066d+/+kcfef//9mT59+gqoig+z/fbbZ8MNN1zq4wcOHNiK1bxv9uzZ+eY3v5mHHnqoyfZNN900G2ywQbp3754ZM2Zk/PjxmTp1apLkpZdeyje+8Y0cdthhOfHEE1MqlVqklilTpuTAAw/Ma6+91rht1VVXzcCBA9OnT59UVVXl7bffzksvvZQXX3wxCxYsSPL+CNWGhoYWqQEAoC0RegIAK42NN944EydOTG1tbW655ZYccMABH/k9N9xww2Lfz4r3xS9+MXvvvXe5y2g0b968HHTQQXn22Wcbt33mM5/J8ccfnw022KDJsQ0NDXn44Yfzk5/8JBMmTEiS/O///m/mzJmTM844o0Xq+f73v98YeHbt2jU/+MEPsvvuu6eqqmqxY2fPnp177rknN998c/75z3+2yPsDALQ1FjICAFYaX/jCFxpDoEXDzCWZPXt27rzzziTJZpttlk033bRV66Ny/L//9/+aBJ4nnnhizj///MUCzyQplUoZNmxYrrnmmnzmM59p3D5mzJjceOONH7uWp556Kg8++GDje/3+97/P3nvv3Wzgmbwfiu6+++658MILc8cdd5jaDgAUktATAFhprL766tlxxx2TJE888URefvnlDz3+tttuy3vvvZck2XPPPVu5OirF2LFjc/XVVze+PuiggzJq1KiP/L4OHTrk7LPPzuabb9647Uc/+lHefffdj1XP/fff3/j1oEGDMnTo0KX+3nXWWafFptgDALQlprcDACuVPffcM3fffXeS5Prrr8+3v/3tJR67cDRohw4dsvvuu+fJJ59cpvdqaGjI7bffnn/84x956qmnMnPmzCRJz549M2jQoHzmM5/JZz/72WUKnR588MFcddVVeeyxxzJjxox079496667bnbdddfsvffe6dy58zLVuNDYsWNz22235dFHH8306dMzd+7c9OjRI/3798+nP/3pfPnLX06nTp2W69xFc8kllzR+vcYaa+Q73/nOUn9vdXV1fvzjH+dLX/pSGhoaMnv27IwZMyajR49e7nqmTZvW+HXfvn2X+zwf5d57781dd92Vxx57LNOnT8/s2bPTuXPnrLPOOtlyyy2z8847Z+edd/7Q1eBbqicOOuigjBs3Lknyl7/8Jdtuu23eeOONXHvttbnzzjszderUvPnmm1lllVXyyCOPLPb9Cx9xcc899+Tpp5/Om2++mYaGhqy++uoZPHhwPv/5z2fkyJFL1ZtPPfVUrr/++jz++OOZPHly5syZkw4dOmTVVVdN3759s9lmm2XbbbfNpz71qXTp0uUjzwcAtAyhJwCwUvn0pz+d7t2755133smNN96YY489ttlgY/LkyY1hyfDhw9OzZ89lep+XX345xx13XJMp0AvNnTs3r776am6++eZsvvnmOffcc7POOut86Pnq6urywx/+MNdcc02T7QtXB3/00Udz2WWX5Te/+c0y1Tl16tSceOKJjQFSc+f+17/+lQsvvDC//vWvs8022yzT+Ytm8uTJue+++xpf77vvvsscZG2++eYZOnRo43/zyy+//GOFnu3a/Xfy1uTJk5f7PEvywgsv5Hvf+16efvrpxfbNmjUrzz77bJ599tmMGTMmX/jCF/LrX/+62fO0dE8s6s4778z3v//9vPPOOx957EMPPZRTTjklr7zyymL7pkyZkilTpuSWW27J4MGDc95552WNNdZo9jx1dXU544wzMmbMmMX2LViwoLF/nnzyyVxxxRU58sgjc9xxxy31NQEAH4/QEwBYqVRXV+fzn/98rrjiikyZMiUPP/xwhg0btthx119/feOq1nvssccyvceLL76YAw88MG+++Wbjtk033TSbbbZZSqVSnn322Tz//PNJkmeeeSb77bdf/vrXvzb7PMiFTjrppNx8882Nr1ddddVsu+226dGjR6ZOnZqHHnooEydOzBFHHJERI0YsdZ2HHHJI4+r0pVIpn/jEJ7LxxhunU6dOmTZtWh5++OHMmTMnb7zxRg499NBcfPHF2W677Zbpv0eRfDAc3n333ZfrPF/84hcbz7UwaOvXr99ynWvddddt/Prpp5/O2LFjs/322y/XuT7ooYceyje+8Y3MmTOncVvfvn2z5ZZbpkePHpk7d25eeumlPPfcc6mtrc38+fObPU9r9MRCjz/+eM4///zU1tamR48eGTp0aFZbbbXMnDkz48ePb3LsbbfdlhNOOCG1tbVJkk6dOmXQoEHp169f2rVrl5dffjlPPPFE6urq8sQTT2TffffN1VdfnV69ei32vr/4xS+aBJ5rrLFGBg4cmNVXXz319fV5++23M3HixLz00ksfeQ0AQMsTegIAK50999wzV1xxRZL3w83mQs+FC8ysuuqq2WWXXZb63DU1NfnOd77TGO707NkzZ511VnbYYYcmx/3rX//Kd7/73bz11luZMWNGjj/++IwZM6bZxWeuv/76JoHngQcemBNOOKHJdPM33ngjJ5xwQh588MFcdtllH1nn3Llzc8wxxzQGnjvttFNOPfXUJgFa8v5iTmeddVYuv/zy1NTU5Lvf/W5uu+22dOvWban/mxTJo48+2vj1aquttth/r6U1cODAxc67vKHnpz/96fz85z9PfX196uvr841vfCOHHnpo9txzz6y33nrLdc7k/VHAxx57bGPgufbaa+e0007LTjvttNix77zzTm677bZMmjRpsX2t0ROL+s1vfpMFCxbk2GOPzejRo5scX1NT0/j1whGrtbW1KZVKOfTQQ/ONb3wjq666apPzvfrqqznppJPy6KOPZurUqTn55JNz8cUXNznmrbfeyt/+9rckSfv27fOTn/wke+65Z7Ojxt944438/e9/93gIAFjBhJ4AwEpnyJAhWX/99fPyyy/n73//e374wx82CSQee+yxxvDm85//fDp27LjU577pppsyYcKEJElVVVX+8Ic/5BOf+MRixw0fPjwXXXRR9t9//9TV1eWZZ57JLbfcstiCSfX19TnnnHMaX++999459dRTFztfnz59cuGFF+YrX/lKnnvuuY+s849//GNefPHFJMlnPvOZnHfeeU2mSS/UtWvXnH766Xnvvfdy3XXXZfr06bn88stzxBFHfOR7tKQbb7yx2enVS/LDH/6wVeqYMmVK49ebbLLJcp9n4403Trt27VJfX7/YeZfVeuutl69+9au59NJLkyTz5s3Lb3/72/z2t79Nv379MmjQoGyxxRYZNGhQBg4cmOrq6qU6769+9au89dZbSZJ+/fplzJgxzY54TJLu3btnv/32a3ZfS/fEB9XV1eXb3/52vvGNbyy2b9Fr/X//7/81Lkz2ve99L1/72teaPd8666yTP/zhD9lnn30yceLE/POf/8yTTz6ZQYMGNR6zcDRoknzhC1/IXnvttcT6+vTpk4MOOuhDrwEAaHlCTwBgpbTHHnvk3HPPzezZs3PnnXdmt912a9x3/fXXNzluWSw63XW//fZrNtxZaODAgdlnn31y+eWXJ3n/2Y4fDHjuu+++TJ06Ncn7U3FPPPHEJZ6vU6dOOemkk3LYYYd9aI21tbWNo9Sqq6vzox/9qNnAc1HHHXdc45T/m266aYWHnmPHjs3YsWOX+vjWCj0XfWZk9+7dl/s87du3zyqrrJJZs2Ytdt7l8b3vfS91dXWNP0sLLZw6f+uttyZ5/+/7k5/8ZL785S9n5MiRSzzftGnTcttttzW+Pv3005cYeH6Ulu6JD+rTp89HPhN1woQJefDBB5Mkn/jEJ3LIIYd86PFdunTJN7/5zcZFqm666aYmoefs2bMbv1599dU/9FwAQHl8+L9uAQAKao899micirpoyFlTU9MY9qy77rrZeuutl/qcs2fPbjIa8ctf/vJHfs8+++zT+PW///3vzJ07t8n+hx56qPHrnXfeOautttqHnm+HHXZY4sIrCz399NONq2Zvv/32S7VI0xprrJENN9wwyfvThBeGdSubRZ9t2blz5491rkUXQFo0RFseHTp0yOmnn54rrrgiI0eOXOKU8Jqamtxzzz056qijst9+++W1115r9rgHHnigcSTj+uuv3+yU9qXRGj3xQZ/97Gc/dMX45P2V5xfaddddl2pV9kWfXbvoYw2SZK211mr8+h//+EdjPwEAbYeRngDASqlfv36NK2g/8MADmT59enr37p277ror7777bpJlH+X53HPPZcGCBUneD7T69+//kd+z2WabpUuXLpk7d24WLFiQCRMmZKuttmrcv+hCLIMHD/7I85VKpQwaNCh33HHHEo954oknGr9+/fXXc8YZZ3zkeZM0/ndpaGjI66+/vkKf6/mzn/0se++99wp7vyVZZZVVGr+eN2/exzrXomFe165dP9a5FhoyZEguuOCCzJo1Kw8//HAeffTRPPPMM3n22WcXG036+OOP5ytf+UquueaaxYLyRX9Gmnvm7dJqjZ74oC222OIjz/n44483fv3QQw8tMexd1MKFzJI0jrZeaNCgQVlrrbUyderUvPbaa9l1112z9957Z8SIEcv0CAEAoPUIPQGAldYee+yRcePGZcGCBbnpppty2GGH5YYbbkjyfni4rKHnwucfJu+PBFua0WTt2rXLmmuumf/85z+LnSNJk9WuFx1d9mE+6rg33nij8evnnntuqZ4B+kEfdzp2pVp0SvvH+W+wYMGCJqNGP85U+eZ069YtI0aMyIgRI5K8H+A9++yzufHGGzNmzJjGwHb69Ok57bTT8vvf/77J9y86cnGdddZZ7jpaoyc+6KNGPydNf+b/+c9/fuTxH7Qw8F+oqqoqv/jFL/L1r389c+fOzVtvvZVLLrkkl1xySTp27JgtttgiQ4cOzU477ZStttpqqa4bAGhZprcDACutz33uc41TlK+//vrMnDkz9913X5Jk6623XuawZ3mnPi967KLnSJqOBlzac37UcS0xNX3h6L2VzaIrrL/wwgvLfZ6JEyc2LmL0wfO2hlKplM033zwnn3xyrr322vTu3btx3z333JNXX321yfGL/hwuOg1/WbVGT3zQ0qyK/nEfH9Dcz/uwYcNy4403Zs8992xSw/z58/Poo4/m97//fQ444IB87nOfy5133vmx3h8AWHZGegIAK62uXbtml112yc0335znnnsuZ511VuNzDD9q8ZTmLO/U50WPXfQcSdPAaWnP+VHHLRooHXTQQTnllFOW6rwkW221Va6++uok749AnDRpUtZbb71lPs9TTz3V5PWyPDv249pwww3zve99L8cff3zjtkcffbRJyL/oz+FHPVPzw7RGTyyPRX/mzz///HzmM5/52OdM3h8F+/Of/zynnXZaHn300Tz66KN57LHH8uSTTzauFP/yyy/nqKOOyve+970ceuihLfK+AMBHM9ITAFipLRpuXnvttUmSjh075nOf+9wyn2vRabavv/56k2cCLkl9fX1ef/31Zs+RNF0Z+oPPFVySRc/XnEVX4Z4xY8ZSnZP3ffD5ljfddNNynefGG29s/Lpfv36tPtLzg3bccccmrxed/p2kyeJWkydPXu73aY2eWB6L/sxPnz79Y5/vg7p06ZIdd9wx3/72t/OXv/wlDz30UM4999xsuummjcf86le/yrRp01r8vQGA5gk9AYCV2g477NBkqm+S7LLLLsu1SE///v3Tvn37JO9PyV2aZ2VOmDChcSRd+/btM2DAgCb7N9tss8avF11cZkkaGhry5JNPfugxAwcObPz68ccfX6ogivets846GT58eOPrK6+8cplHQj7zzDN5+OGHG1/vv//+LVbf0urYsWOT1x9ceGfRRbMeeuih5X6f1uiJ5bHoz/xjjz32sc/3UTp16pTPfe5zufTSSxsD19ra2sbHZwAArU/oCQCs1Nq3b5/dd9+9ybblmdqevD9dftGVpK+77rqP/J6FU6WT94OZDz4/cdttt238+p///GfefvvtDz3fgw8++JEjPbfeeuusuuqqSd4ffXf33Xd/ZJ3816hRoxq/njZtWs4+++yl/t7a2tqceuqpjUFz165ds++++7Z4jR9lwoQJTV737du3yesddtghHTq8/ySsl19+ebnDutboieXx6U9/uvHrf/zjHytshHOPHj2arDy/6AJRAEDrEnoCACu9b3zjG7n66qsb/yw6km9ZLRpg/e1vf1ssXFrU008/nTFjxjS+3m+//RY7Zvjw4Y2rsc+bNy+//OUvl3i++fPn58wzz/zIGqurq3PIIYc0vv7Rj360TNNuV/Yp8TvssEP23nvvxteXXnpp/vd///cjv6+uri7f+c538swzzzRuO+200xoD6OV17bXX5vbbb1/qEbsLFizIb37zm8bXVVVV2X777Zscs8Yaa+Tzn/98kzqX9++9pXtieQwcOLDx0QTvvfdeTjzxxNTU1CzV99bU1OSdd95psu2jVpRf1KKPpVj0cRUAQOsSegIAK71VV101W265ZeOfhdNxl8fuu+/eOB23trY2hx9+eB588MHFjnvggQcyevToxoWTNt988+y6666LHde+ffsce+yxja+vvvrq/OQnP8n8+fObHDd9+vQceeSRmTBhQqqqqj6yzkMPPTSbbLJJkvdHK37pS1/Kbbfd1mRF8UW9+eabGTNmTPbaa69ccsklH3n+ojv11FPTv3//xtc///nPc8wxx+Sll15a7NiGhoY8/PDD+fKXv5w77rijcfu+++6bL37xix+7lv/85z859thj84UvfCEXX3xxpkyZssRjJ06cmCOOOCL/+te/Grftt99+zT7O4fjjj0+PHj2SJFOmTMm+++67xBGf7777bsaMGZNf/OIXi+1r6Z5YXqeeemrjqNH7778/Bx544Ic+CuKll17KBRdckBEjRiw2Jf6vf/1r9thjj1x22WVLfEbonDlz8utf/zr//ve/k7zfyx/nFyoAwLKxejsAQAuqrq7O2WefnQMPPDBvvvlmpk+fnkMOOSQDBgxofD7n+PHjm4x269mzZ371q18tMazca6+9cu+99+a2225LkvzlL3/JDTfckG233TY9evTI1KlT89BDD6WmpiZrr712dtlll/z5z3/+0DpXWWWV/O53v8vXvva1TJ48OdOnT8+3v/3trLbaahk8eHB69eqVhoaGvPPOO5k4cWImTZrUGIhut912LfGfapnceOONefrpp5f6+DXXXDNHHHHEhx5zxRVX5M4771zqc37rW9/KLrvskuT9hWv++te/5qijjsq4ceOSJHfccUfuuOOO9O/fPxtuuGG6deuWN998M88++2xee+21Juc69NBDc9JJJy31ey+N//znPznrrLNy1llnZc0110z//v2z+uqrp7q6Ou+8805eeOGFvPjii02+Z8iQITnuuOOaPd9aa62Vc845J9/85jczd+7cTJ48OYcffnj69euXLbfcMt27d8/cuXPz8ssvZ8KECamtrW3877Oo1uiJ5bHpppvm7LPPznHHHZd58+blySefzFe+8pWsu+66+cQnPpHu3bunpqYmM2fOzHPPPfeRo58nTJiQH/3oRznjjDOy7rrrZpNNNslqq62Wurq6TJ8+PY899liT572OHj26cdQ2AND6hJ4AAC1so402ymWXXZbvfOc7efbZZ5O8H5A0N6138803zznnnJN11133Q8/5y1/+Mp06dWp8JuI777zTZNRgkmy44YY5//zzc+utty5Vneuss06uueaanHbaafn73/+ehoaGvPXWW7nnnnuW+D2rrrpqkxWpV5SxY8dm7NixS338gAEDPjL0nDFjxjJN2f7gFOdVV101l1xySf7617/m97//feP+5557bokL9mywwQb57ne/m5EjRy71+36UwYMHZ+ONN87EiRMbt73++usf+mzXDh065IADDshxxx33oc/M3H777XP55ZfnpJNOavz5nTJlyhJHky7pXK3RE8vj05/+dK644op8//vfb3zMwCuvvJJXXnllid/Tr1+/rLnmmk22rbLKKo1fNzQ0ZNKkSZk0aVKz319VVZUjjzwyRx99dAtcAQCwtISeAACtYIMNNsg111yT22+/PXfccUeeeuqpvPnmm0nef67foEGD8tnPfjaf/exnUyqVPvJ8VVVVOfPMM7PHHnvkyiuvzGOPPZaZM2eme/fuWXfddfP5z38+X/rSl5qEMUujR48eOffcc/P888/nlltuyUMPPZTJkyfn7bffTrt27bLqqqs2joTbYYcd8slPfnKxlb9XZtXV1TnssMOyzz775K677sq9996bCRMm5M0338ycOXPSvXv39OrVK4MHD86nP/3pDB8+vHGBoJYycuTIjBw5Mq+88koeeuihPP744/nPf/6TyZMn5913382CBQvSpUuXrL766tl0002z9dZb5wtf+EL69OmzVOcfMGBArr/++tx55525884788QTT2TGjBmZN29eunbtmrXXXjsDBw7Mpz/96ey4445LPE9L98TyGjBgQK699tr861//yp133pnHHnssb7zxRmbNmpXq6uqsttpq2WCDDTJo0KAMHz48Q4YMWayeww47LP/zP/+TBx54II8//niee+65TJkyJXPmzEmpVMqqq66aDTfcMNttt1323HPP9OvXr9WuBwBoXqlhaZ94DgAAAABQASxkBAAAAAAUitATAAAAACgUoScAAAAAUChCTwAAAACgUISeAAAAAEChCD0BAAAAgEIRegIAAAAAhSL0BAAAAAAKRegJAAAAABSK0BMAAAAAKBShJwAAAABQKEJPAAAAAKBQhJ4AAAAAQKEIPQEAAACAQhF6AgAAAACFIvQEAAAAAApF6AkAAAAAFIrQEwAAAAAoFKEnAAAAAFAoQk8AAAAAoFA6lLsA+LhmzpyVhoZyV7H8Oneuzrx5NeUuA2hB+hqKRU9D8ehrKJZK7+lSKenZs1u5yygcoScVr6EhFR16JpVfP7A4fQ3FoqehePQ1FIue5oNMbwcAAAAACkXoCWXmt1FQPPoaikVPQ/HoaygWPU1zSg0NfjSobDNmVPYzPQEAAICVV6mU9OrlmZ4tzUhPKLN27UrlLgFoYfoaikVPQ/HoaygWPU1zhJ5QZp06VZW7BKCF6WsoFj0NxaOvoVj0NM0RegIAAAAAhSL0BAAAAAAKRegJZVZfbxUmKBp9DcWip6F49DUUi56mOUJPKLP33qstdwlAC9PXUCx6GopHX0Ox6GmaI/SEMuvQQRtC0ehrKBY9DcWjr6FY9DTN8VMBZVZd3aHcJQAtTF9DsehpKB59DcWip2mO0BMAAAAAKBShJwAAAABQKEJPKLMFC+rLXQLQwvQ1FIuehuLR11AseprmCD2hzObPryt3CUAL09dQLHoaikdfQ7HoaZoj9GQxDz/8cI488sgMHz48/fv3z5133tlkf0NDQ84999wMHz48AwcOzNe+9rW8/PLLi53n//7v/7LPPvtk4MCBGTp0aL75zW822f/aa6/liCOOyKBBg7L99tvn5z//eerqVr4bVVVV+3KXALQwfQ3FoqehePQ1FIuepjlCTxYzd+7c9O/fP6eddlqz+y+++OJceumlOf3003PllVemc+fOGTVqVObPn994zN///veceOKJ2XvvvXPDDTfk8ssvz2677da4f8GCBfn617+e2traXHHFFTnzzDNz3XXX5bzzzmv162tr3JyhePQ1FIuehuLR11AseprmlBoaGhrKXQRtV//+/XPBBRdk5MiRSd4f5bnjjjvm0EMPzahRo5Iks2bNyg477JAzzzwzu+66a+rq6jJixIgcc8wx2WeffZo977333psjjzwy9913X3r16pUkufzyy3PWWWdl7Nixqa6uXuoaZ8yYlUr+Ke7SpTpz59aUuwygBelrKBY9DcWjr6FYKr2nS6WkV69u5S6jcIz0ZJlMnjw506dPzw477NC4rVu3bhk0aFAef/zxJMmzzz6badOmpV27dtlzzz0zfPjwHH744Xn++ecbv+eJJ57Ipptu2hh4Jsnw4cMze/bsTJw4ccVdEAAAAACF06HcBVBZpk+fniTp2bNnk+09e/bMjBkzkiSvvvpqkuT888/P9773vfTr1y9//OMfc9BBB+Xvf/97evTokRkzZjQJPJM0vl74Hkurc+f/jgqtq1uQmpoFqa5unw4d/ju8vbZ2QWprF6Rjxw5p3/6/WX9NTV3q6urTqVNV2rUrNW5/773a1Nc3pHPn6pT+uznz5tWmoaEhXbo0HYk6d25NSqVSOneuatzW0JDMm1eTdu1K6dTpv9vr6xvy3nu16dChXaqr36+nS5fqLFhQn/nz61JV1b7J0PxKvKaFXJNrWlmvaWFfF+maivj35Jpc09Je08KJUUW6piL+Pbkm17Qs19S+fbt06lRVqGtKivf35Jpc09JeU/v2pSb1V/I10XJMb+dDfXB6+2OPPZb9998/9913X/r06dN43LHHHptSqZRzzjknN910U7773e/mjDPOyL777pskqampyU477ZRvf/vb2W+//XLqqafmtddeyyWXXNJ4jnnz5mXw4MG56KKLsvPOOy91jZU+vR0AAABYeZne3jpMb2eZ9O7dO0kyc+bMJttnzpzZOFJz4TEbbbRR4/7q6uqss846mTp1apL3R3UuHBm60MLXC79/ZVFd7YHLUDT6GopFT0Px6GsoFj1Nc4SeLJO11147vXv3ztixYxu3zZ49O08++WSGDBmSJNliiy1SXV2dl156qfGY2traTJkyJX379k2SDB48OM8//3yT8PSBBx5I165ds/HGG6+gqymPGbPnZ8K0WY1/np8+p8nrGbPnl7tE4GNadDoLUPn0NBSPvoZi0dM0xzM9WcycOXPyyiuvNL6ePHlyxo8fn+7du6dv3745+OCD87vf/S7rrbde1l577Zx77rnp06dP4xT4rl27Zr/99stvfvObrLXWWunbt2/jNPbPfe5zSd5ftGjjjTfOiSeemBNOOCHTp0/POeeck69+9avLtHJ7Jbr2qam5eOwrS9w/evt1c8QO66+4ggAAAAAKxjM9WcxDDz2Ugw8+eLHte+21V84888w0NDTkvPPOy5VXXpl33303W2+9dU477bRssMEGjcfW1tbm7LPPzg033JD33nsvgwYNyve///1ssskmjcdMmTIlp59+esaNG5fOnTtnr732yvHHH58OHZYti6+0Z3rOmD0/M+bUJElenjk3p972XH78+f5Zv2eXJEmvVarTq2vHcpYIfExdulRn7tyacpcBtBA9DcWjr6FYKr2nPdOzdQg9qXiVFnouasK0WTnor4/n0gOHZMAabnBQFFVV7VNbu6DcZQAtRE9D8ehrKJZK72mhZ+vwTE8AaGGV/A8uYHF6GopHX0Ox6GmaI/QEgBbWsaNHZkOR6GkoHn0NxaKnaY7QEwBaWPv2Pl6hSPQ0FI++hmLR0zTHTwUAAAAAUChCTwAAAACgUISeANDCamrqyl0C0IL0NBSPvoZi0dM0R+gJAC2srq6+3CUALUhPQ/HoaygWPU1zhJ4A0MI6daoqdwlAC9LTUDz6GopFT9McoScAtLB27UrlLgFoQXoaikdfQ7HoaZoj9AQAAAAACkXoCQAAAAAUitATAFrYe+/VlrsEoAXpaSgefQ3FoqdpjtATAFpYfX1DuUsAWpCehuLR11AseprmCD0BoIV17lxd7hKAFqSnoXj0NRSLnqY5Qk8AaGEli0dCoehpKB59DcWip2mO0BMAAAAAKBShJwAAAABQKEJPAGhh8+ZZPRKKRE9D8ehrKBY9TXOEngDQwhoarB4JRaKnoXj0NRSLnqY5Qk8AaGFdulg9EopET0Px6GsoFj1Nc4SeAAAAAEChCD0BAAAAgEIRegIAAAAAhSL0BIAWNnduTblLAFqQnobi0ddQLHqa5gg9AaCFlUqlcpcAtCA9DcWjr6FY9DTNEXoCQAvr3Lmq3CUALUhPQ/HoaygWPU1zhJ4AAAAAQKEIPQEAAACAQhF6AkALa2godwVAS9LTUDz6GopFT9McoScAtLB586weCUWip6F49DUUi56mOUJPKIO5NQvyh7GT8q1r/p0k+dY1/84fxk7K3JoFZa4MaAnt2lk9EopET0Px6GsoFj1Nc0oNDQYBU9lmzJhVUUPZ59YsyNfHPJnnp89O/SJ1tyslm/bumgv3HZQu1e3LVyDwsXXpUp25c/22GYpCT0Px6Gsolkrv6VIp6dWrW7nLKBwjPWEFu+zRyYsFnklS35A8P312Lnt0cnkKAwAAACgIoSesYNc9NXWxwHOh+ob39wMAAACw/ISesILNmPPhQ+4/aj/Q9tUv6TcbQEXS01A8+hqKRU/THKEnrGC9Vqn+WPuBtu+992rLXQLQgvQ0FI++hmLR0zRH6Akr2F4D18qSFpZrV3p/P1DZOnTw8QpFoqehePQ1FIuepjl+KmAFO2DrtbNp766LBZ8LV28/YOu1y1MY0GKqqzuUuwSgBelpKB59DcWip2mO0BNWsC7V7XPhvoMyevv1slrn92/Mq3XukNHbr5cL9x2ULtXty1whAAAAQGUThUMZdKlun8O3Xy/DN1w9B/318Zz3pS0zYI1u5S4LAAAAoBCM9ASAFrZgQX25SwBakJ6G4tHXUCx6muYIPQGghc2fX1fuEoAWpKehePQ1FIuepjlCTwBoYVVVns0LRaKnoXj0NRSLnqY5Qk8AaGH+0QXFoqehePQ1FIuepjlCTwAAAACgUISeAAAAAEChCD0BoIXV1S0odwlAC9LTUDz6GopFT9McoScAtLCaGv/ogiLR01A8+hqKRU/THKEnALSw6moPUoci0dNQPPoaikVP0xyhJwC0sA4d/KMLikRPQ/HoaygWPU1zhJ4AAAAAQKEIPQEAAACAQhF6AkALq631IHUoEj0NxaOvoVj0NM0RegJAC/OPLigWPQ3Fo6+hWPQ0zRF6AkAL69ixQ7lLAFqQnobi0ddQLHqa5gg9AaCFtW/v4xWKRE9D8ehrKBY9TXP8VAAAAAAAhSL0BAAAAAAKRegJAC2spqau3CUALUhPQ/HoaygWPU1zPOm1gk2aNCmPPfZYXn/99bz11lvp3LlzVltttfTv3z9DhgxJp06dyl0iwEqprq6+3CUALUhPQ/HoaygWPU1zhJ4VZurUqbnqqqty3XXX5fXXX0+SNDQ0NDmmVCqlffv2GT58ePbdd9986lOfSqlUKke5ACulTp2q8t57teUuA2ghehqKR19DsehpmiP0rBBvvvlmzjvvvFx99dWpq6vLeuutly9+8YvZYost0rNnz/To0SPvvfde3nnnnbz00kt54okn8uCDD+bee+/NeuutlxNOOCG77LJLuS8DYKXQrp1fNEGR6GkoHn0NxaKnaY7Qs0KMHDky7dq1y0EHHZQvfvGL2WyzzT7ye+bOnZu///3vueqqq3L00UfnpJNOyte+9rXWLxYAAAAAykjoWSEOPvjgHHbYYVl11VWX+nu6dOmSvfbaK3vttVfGjh2b2bNnt2KFAAAAANA2WL29Qnz7299epsDzg7bffvt85jOfWapjH3744Rx55JEZPnx4+vfvnzvvvLPJ/oaGhpx77rkZPnx4Bg4cmK997Wt5+eWXmz1XTU1N9thjj/Tv3z/jx49vsm/ChAk54IADsuWWW2bnnXfOxRdfvFzXBtDWeJ4QFIuehuLR11AseprmCD1ZzNy5c9O/f/+cdtppze6/+OKLc+mll+b000/PlVdemc6dO2fUqFGZP3/+Ysf+4he/SJ8+fRbbPnv27IwaNSp9+/bNtddemxNPPDHnn39+xowZ0+LXA7Ci1dc3fPRBQMXQ01A8+hqKRU/THKEni9l5551z3HHHNTsytKGhIX/5y1/yjW98IyNHjsyAAQPyi1/8Im+88cZiI0Lvvffe3H///TnppJMWO8+NN96Y2tra/PSnP80mm2ySXXfdNQcddFD++Mc/ttp1AawonTtXl7sEoAXpaSgefQ3Foqdpjmd6VpDRo0cv8/eUSqVcdNFFLVbD5MmTM3369Oywww6N27p165ZBgwbl8ccfz6677pokmTFjRk499dRccMEF6dSp02LneeKJJ7LNNtukuvq/N6bhw4fn4osvzjvvvJPu3bsvdU2L3tzq6hakpmZBqqvbp0OH9o3ba2sXpLZ2QTp27JD27f+b9dfU1KWurj6dOlU1We3tvfdqU1/fkM6dq1NaZBG4efNq09DQkC5dmt5Q586tSalUSufOVY3bGhqSefNq0q5dKZ06/Xf7tHfey5Q356R9+3Z5bXZNkuS12TWpqp6X2pq6rNmjc/qu1qWirqm+viHvvVebDh3apbr6v7eVBQvqM39+Xaqq2qeq6r+1uybXVPRrqq5un1Lpv9dVhGsq4t+Ta3JNS3tNC+st0jUV8e/JNbmmZbmmqqr2aWioKtQ1JcX7e3JNrmlpr+mD//6u5Gui5ZQaGhqMAa4QAwYMWObvKZVKiz1Lc1n0798/F1xwQUaOHJkkeeyxx7L//vvnvvvuazJt/dhjj02pVMo555yThoaGjB49OltttVW++c1vZvLkydlll11y/fXXN646f9hhh2XttdfOGWec0XiOiRMnZtddd82tt96ajTbaaKlrnDFjVirpp/iiB17OxWNfWeL+0duvmyN2WH/FFQS0uC5dqjN3bk25ywBaiJ6G4tHXUCyV3tOlUtKrV7dyl1E4RnpWkLvuuqvcJSyVSy+9NHPmzMnXv/71cpfSJu09cK3stFHPxtedOlU1eehyr1UMywcAAAD4OISeFaRfv37lLiG9e/dOksycObPJSM+ZM2c2jkR98MEH88QTT2TLLbds8r1f+tKXsvvuu+fnP/95evXqlRkzZjTZv/B1r169WvMSyq5X147p1bVj4+tSqZSGhsUfAQBUrnnzrB4JRaKnoXj0NRSLnqY5Qk+Wydprr53evXtn7NixjVPVZ8+enSeffDL7779/kuSUU07Jt7/97cbveeONNzJq1Kj8+te/zqBBg5IkgwcPzjnnnJPa2tpUVb3/zIwHHnggG2ywwTI9z7MIPGECikdfQ7HoaSgefQ3FoqdpjtXbK8jcuXPzP//zP9lvv/1SW7vk32LU1NRk//33z+c+97m89957y/w+c+bMyfjx4xufBTp58uSMHz8+r732WkqlUg4++OD87ne/y1133ZXnnnsuJ554Yvr06dP43M++fftm0003bfyz/vrrJ0nWXXfdrLnmmkmS3XffPVVVVfnBD36QF154Ibfeemv+8pe/5NBDD13meivdBx+sDFQ+fQ3FoqehePQ1FIuepjlGelaQa6+9Nq+++mp+8pOfNI6ObE51dXWOP/74HHjggbnmmmvy1a9+dZne5+mnn87BBx/c+PpnP/tZkmSvvfbKmWeemdGjR2fevHn54Q9/mHfffTdbb711/vCHP6Rjx45LOuViunXrlksuuSRnnHFG9t5776y22mr55je/mX333XeZagUAAACAD7J6ewU59NBDM3369Nx8881LdfwXv/jFrLbaavnzn//cypWVV6Wt3v5Blb7KHLA4fQ3FoqehePQ1FEul97TV21uH6e0VZMKECdlmm22W+vitttoqzz//fCtWBAAAAABtj9CzgsyaNSs9evRY6uO7d++eWbNmtV5BtIhK/m0U0Dx9DcWip6F49DUUi56mOULPCrLKKqvk7bffXurj33nnnayyyiqtVxAtolQqlbsEoIXpaygWPQ3Fo6+hWPQ0zRF6VpANNtggjzzyyFIf/8gjj2SDDTZoxYpoCZ07L3lRKqAy6WsoFj0NxaOvoVj0NM0RelaQnXbaKS+++GJuueWWjzz21ltvzcSJE/OpT32q9QsDAAAAgDZE6FlBDjzwwKy66qo55ZRTcu211y7xuOuuuy4/+MEP0qNHjxxwwAErsEIAAAAAKL9SQ0NDQ7mLYOmNHTs23/jGNzJ//vystdZaGTp0aNZcc80kybRp0zJu3LhMnTo1HTt2zO9///tst912Za649c2YMSuV/FPcuXN15s3z0GUoEn0NxaKnoXj0NRRLpfd0qZT06tWt3GUUjtCzAk2YMCH/7//9vyU+33Po0KH5wQ9+kAEDBqzgysqj0kNPAAAAYOUl9GwdQs8K9sorr+Sxxx7L9OnTkyS9e/fOVlttlXXXXbfMla1YlR56tmtXSn19BV8AsBh9DcWip6F49DUUS6X3tNCzdQg9qXiVHnp26VKduXMrdxg+sDh9DcWip6F49DUUS6X3tNCzdVjICAAAAAAoFKEnAAAAAFAoQk8os0p+7gjQPH0NxaKnoXj0NRSLnqY5Qk8os/feqy13CUAL09dQLHoaikdfQ7HoaZoj9IQy69BBG0LR6GsoFj0NxaOvoVj0NM3xUwFlVl3dodwlAC1MX0Ox6GkoHn0NxaKnaY7QsyDq6uryzjvvpK6urtylAAAAAEBZicIr2IIFC3LppZfm2muvzcSJE9PQ0JBSqZRNNtkke+21Vw488MB06OCvGAAAAICVS6mhocESVxVozpw5GTVqVJ588sm0a9cua665Znr16pUZM2bk9ddfT319fQYPHpxLLrkkXbp0KXe5rWrGjFmp5J/ijh07ZP58I3ShSPQ1FIuehuLR11Asld7TpVLSq1e3cpdROIYBVqjzzjsvTzzxRHbbbbd85zvfSd++fRv3vfbaa/nVr36VW265Jeedd16+973vlbFSPkol35iB5ulrKBY9DcWjr6FY9DTNMdKzQu20007p06dPrr766iUe86UvfSnTp0/PP//5zxVY2YpX6SM9q6rap7Z2QbnLAFqQvoZi0dNQPPoaiqXSe9pIz9ZhIaMK9fbbb2eHHXb40GN22GGHvPPOOyuoIpZXVVX7cpcAtDB9DcWip6F49DUUi56mOULPCrXeeutl5syZH3rMm2++mXXXXXcFVQQAAAAAbYPQs0IdfPDBufXWW/PCCy80u/+5557LrbfemkMOOWQFVwYAAAAA5WUhowq1/vrrZ7vttsuXvvSl7Lnnntl6660bV29/9NFHc/3112f48OFZb7318vDDDzf53qFDh5apappTV1e5zx0BmqevoVj0NBSPvoZi0dM0x0JGFWrAgAEplUpZ+NdXKpUa9zW3bVHjx49v/QJXoEpfyAgAAABYeVnIqHUY6VmhjjrqqCWGmlSW6ur2qanxWykoEn0NxaKnoXj0NRSLnqY5RnpS8Sp9pGeXLtWZO7em3GUALUhfQ7HoaSgefQ3FUuk9baRn67CQEQAAAABQKEJPAAAAAKBQPNOzgk2dOjW/+93v8sADD+SNN95IbW3tYseUSqU8++yzZaiOpVVb67kjUDT6GopFT0Px6GsoFj1Nc4SeFerVV1/NPvvsk3fffTcbb7xxampq0rdv33Ts2DGvvvpq6urqMmDAgHTr5pkQbZ2bMxSPvoZi0dNQPPoaikVP0xzT2yvU+eefn9mzZ+dPf/pTbrzxxiTJ3nvvndtuuy133313RowYkXnz5uW8884rc6V8lI4d/e4BikZfQ7HoaSgefQ3FoqdpjtCzQj3wwAPZaaedMmzYsMX29enTJ+ecc06S5Ne//vUKroxl1b69NoSi0ddQLHoaikdfQ7HoaZrjp6JCvfXWW9lwww0bX3fo0CHz5s1rfF1dXZ0ddtgh99xzTznKAwAAAICyEXpWqNVWW61JyNmjR49MmTKlyTHt27fPrFmzVnRpAAAAAFBWHnpQodZff/288sorja8HDhyYf/3rX3n11Vezzjrr5M0338zf//73rLPOOmWskqVRU1NX7hKAj2nG7PmZMaem8XX79u2yYEF94+teq1SnV9eO5SgNaAE+q6F49DUUi56mOULPCrXjjjvm/PPPz7vvvptVV101hxxySO6555588YtfzIYbbphXXnkls2fPzjHHHFPuUvkIdXX1H30Q0KZd+9TUXDz2lSXuH739ujlih/VXXEFAi/JZDcWjr6FY9DTNKTU0NDSUuwiW3ezZs/Piiy9mo402SteuXZMkt912W84///y8+uqr6du3bw466KB89atfLXOlrW/GjFmp5J/iTp2q8t57teUuA/gYFh3p+fLMuTn1tufy48/3z/o9uyQx0hMqnc9qKB59DcVS6T1dKiW9enUrdxmFY6RnheratWsGDRrUZNvnP//5fP7zny9TRSyvdu1K5S4B+Jh6de24WKi5fs8uGbCGf7hAEfishuLR11AseprmWMioQh188ME555xzyl0GAAAAALQ5Qs8K9dRTT6W+3jMrAAAAAOCDhJ4VasMNN8yUKVPKXQYtoJKfOwIAKwOf1VA8+hqKRU/THKFnhTrwwANz9913Z+LEieUuhY+pvr6CV2ECgJWAz2ooHn0NxaKnaY6FjCrUOuusk2HDhuUrX/lK9t1332y55Zbp1atXSqXFH947dOjQMlTI0urcuTrz5tWUuwwAYAl8VkPx6GsoFj1Nc4SeFeqggw5KqVRKQ0ND/vjHPzYbdi40fvz4FVgZy+pD/uoAgDbAZzUUj76GYtHTNEfoWaGOOuqoDw06AQAAAGBlJfSsUMccc0y5SwAAAACANslCRhXq4Ycfzmuvvfahx0ydOjUPP/zwCqqI5TVvnlXmAKAt81kNxaOvoVj0NM0Relaogw8+ONdee+2HHnP99dfn4IMPXkEVsbwaGqwyBwBtmc9qKB59DcWip2mO0LNCLU1D19fXe+5nBejSpbrcJQAAH8JnNRSPvoZi0dM0R+hZYJMmTUq3bt3KXQYAAAAArFAWMqogJ598cpPXd911V6ZMmbLYcfX19Zk6dWoeeeSR7LTTTiuqPAAAAABoE4SeFeS6665r/LpUKmX8+PEZP358s8eWSqVsueWWiwWlAAAAAFB0Qs8KctdddyV5/3meI0eOzCGHHNLsQkXt27fPqquumi5duqzoElkOc+fWlLsEAOBD+KyG4tHXUCx6muYIPStIv379Gr/+2c9+ls0226zJNipTqVSy0hwAtGE+q6F49DUUi56mORYyqlB77bVXBgwYsNj2hoaGvPzyy5k6dWoZqmJ5dO5cVe4SAIAP4bMaikdfQ7HoaZoj9KxQd9xxR0488cS88847jdsmT56cL37xi/n85z+fESNG5LjjjsuCBQvKWCUAAAAArHhCzwp1+eWXZ/z48enevXvjtp/97Gd54YUXsu2226Z///65/fbbc80115SxSgAAAABY8YSeFWrixIkZOHBg4+vZs2fn3nvvzRe+8IX86U9/ylVXXZWNNtpI6FkBPHYEANo2n9VQPPoaikVP0xyhZ4V655130qtXr8bXjz76aOrq6rLrrrsmSaqqqrLDDjvklVdeKVeJLKV586wyBwBtmc9qKB59DcWip2mO0LNCde3aNW+//Xbj64ceeijt2rXLNtts07itQ4cOmTdvXhmqY1m0a1cqdwkAwIfwWQ3Fo6+hWPQ0zRF6VqgNN9ww99xzT9566628++67ufnmm7P55ps3ecbna6+9lp49e5axSpZGp05WmQOAtsxnNRSPvoZi0dM0R+hZoQ466KC88cYb2XnnnfOpT30q06dPz/7779/kmCeffDIDBgxY5nM//PDDOfLIIzN8+PD0798/d955Z5P9DQ0NOffcczN8+PAMHDgwX/va1/Lyyy837p88eXK+//3vZ8SIERk4cGBGjhyZ8847LzU1TYebT5gwIQcccEC23HLL7Lzzzrn44ouXuVYAAAAA+CChZ4X67Gc/mx/+8IfZeOONs/766+e73/1u9t5778b948aNy+zZs7Pjjjsu87nnzp2b/v3757TTTmt2/8UXX5xLL700p59+eq688sp07tw5o0aNyvz585Mk//nPf9LQ0JAzzjgjt9xyS04++eRcccUV+fWvf914jtmzZ2fUqFHp27dvrr322px44ok5//zzM2bMmGWuFwAAAAAWVWposMYVS9a/f/9ccMEFGTlyZJL3R3nuuOOOOfTQQzNq1KgkyaxZs7LDDjvkzDPPbFxI6YP+8Ic/5PLLL89dd92VJLnssstyzjnn5F//+leqq6uTJGeddVbuvPPO3H777ctU44wZsyp6pbZOnary3nu15S4DaCETps3KQX99PJceOCQD1uhW7nKAFuCzGopHX0OxVHpPl0pJr17+36GldSh3ASyf888/P9tuu22GDh26xGMeeeSRPPjggzn66KNb7H0nT56c6dOnZ4cddmjc1q1btwwaNCiPP/74EkPPWbNmNXne6BNPPJFtttmmMfBMkuHDh+fiiy/OO++80+TYj9K583/PUVe3IDU1C1Jd3T4dOrRv3F5buyC1tQvSsWOHtG//3wHONTV1qaurT6dOVU0efPzee7Wpr29I587VKS3yPOR582rT0NCQLl3++55JMnduTUqlUjp3/u9zRBoa3l9Brl27UpPni9TXN+S992rToUO7VFe/34JdulRnwYL6zJ9fl6qq9qmq+m/tlXpNSVyTa1opr2mhTp2qGq+t0q+piH9Prsk1Les1JSncNRXx78k1uaZluaaFIUmRrqmIf0+uyTUtzTWVSqUm9VfyNdFyjPSsUAMGDMjRRx/9oYHm7373u5x33nkZP378cr/PB0d6PvbYY9l///1z3333pU+fPo3HHXvssSmVSjnnnHMWO8ekSZOy995756STTspXvvKVJMlhhx2WtddeO2eccUbjcRMnTsyuu+6aW2+9NRtttNFS11jpIz07dGiXurr6cpcBtBAjPaF4fFZD8ehrKJZK72kjPVuHZ3oWWG1tbdq3b//RB7aiadOm5fDDD8/nPve5xsCTphb9jREA0Pb4rIbi0ddQLHqa5gg9K1iptOThzzU1NXnkkUey+uqrt+h79u7dO0kyc+bMJttnzpyZXr16Ndk2bdq0HHzwwRkyZEh+/OMfN9nXq1evzJgxo8m2ha8/eB4AAAAAWBai8Aqyyy67NHn95z//Oddee+1ix9XX1+ett97K/Pnzs88++7RoDWuvvXZ69+6dsWPHZrPNNkvy/krsTz75ZPbff//G4xYGnptvvnl+9rOfpV27pvn64MGDc84556S2tjZVVe8/M+OBBx7IBhtssEzP8wQAAACADxJ6VpBFH79aKpXS0NCQ5h7J2qFDh2y88cbZbrvt8s1vfnOZ32fOnDl55ZVXGl9Pnjw548ePT/fu3dO3b98cfPDB+d3vfpf11lsva6+9ds4999z06dOn8bmf06ZNy0EHHZS+ffvmpJNOyptvvtl4roUjRXffffdccMEF+cEPfpDRo0fnhRdeyF/+8pecfPLJy1xvpVuwoHKfOwIAKwOf1VA8+hqKRU/THAsZVailWchoeT300EM5+OCDF9u+11575cwzz0xDQ0POO++8XHnllXn33Xez9dZb57TTTssGG2yQJLn22muXGF4+99xzjV9PmDAhZ5xxRv79739ntdVWy4EHHpgjjjhimeut9IWMgGKxkBEAALAsLGTUOoSeFWrKlClZddVV062bpqj00LOqqn1qaxeUuwyghQg9oXh8VkPx6GsolkrvaaFn6zC9vUL169ev8eu6urq89NJLmT17drp27ZoNNtggHTr4q60UlX5zBoCi81kNxaOvoVj0NM2RjFWwt99+O2eddVZuvvnmzJ8/v3F7p06dsttuu+U73/lOVltttTJWCAAAAAArntCzQr399tvZd999M2nSpHTv3j1bb711+vTpk+nTp+fpp5/OVVddlXHjxmXMmDHp0aNHucsFAAAAgBVG6Fmhfvvb32bSpEkZNWpUjjrqqHTp0qVx37x58/Lb3/42F198cX7/+9/ne9/7Xhkr5aPU1RmCDwBtmc9qKB59DcWip2lOu3IXwPK56667MmzYsJxwwglNAs8k6dy5c44//vgMGzYs//jHP8pUIUurpsbNGQDaMp/VUDz6GopFT9McoWeFeuONNzJkyJAPPWbIkCF54403VlBFLK/q6vblLgEA+BA+q6F49DUUi56mOULPCtWtW7dMmTLlQ4+ZMmVKunXrtoIqYnl16ODmDABtmc9qKB59DcWip2mO0LNCDR06NLfffnseeOCBZvePHTs2t99+e4YNG7aCKwMAAACA8rKQUYU6+uijc++992bUqFHZeeedM3To0PTs2TMzZ87MuHHj8s9//jOdOnXKUUcdVe5SAQAAAGCFEnpWqE022SR/+MMfcvLJJ+f//u//8n//938plUppaGhIkqy77rr52c9+lk022aTMlfJRams9cBkA2jKf1VA8+hqKRU/THKFnBdtmm21yxx135NFHH8348eMze/bsdO3aNZtttlm23nrrlEqlcpfIUnBzBoC2zWc1FI++hmLR0zRH6FnhSqVSttlmm2yzzTblLoXl1LFjh8yfX1fuMgCAJfBZDcWjr6FY9DTNEXoWQF1dXV566aXGkZ4bbLBBOnTwV1sp2re3nhgAtGU+q6F49DUUi56mOZKxCvb222/nrLPOys0335z58+c3bu/UqVN22223fOc738lqq61WxgoBAAAAYMUTelaot99+O/vuu28mTZqU7t27Z+utt06fPn0yffr0PP3007nqqqsybty4jBkzJj169Ch3uQAAAACwwgg9K9Rvf/vbTJo0KaNGjcpRRx2VLl26NO6bN29efvvb3+biiy/O73//+3zve98rY6V8lJoazx0BgLbMZzUUj76GYtHTNMdDDyrUXXfdlWHDhuWEE05oEngmSefOnXP88cdn2LBh+cc//lGmClladXX15S4BAPgQPquhePQ1FIuepjlCzwr1xhtvZMiQIR96zJAhQ/LGG2+soIpYXp06VZW7BKAFzK1ZkD+MnZRvXfPvJMm3rvl3/jB2UubWLChzZcDH5bMaikdfQ7HoaZpjenuF6tatW6ZMmfKhx0yZMiXdunVbQRWxvNq1K5W7BOBjmluzIF8f82Senz479Q3vb3trXl0uHjsp906cmQv3HZQu1e3LWySw3HxWQ/HoaygWPU1zjPSsUEOHDs3tt9+eBx54oNn9Y8eOze23355hw4at4MoAVj6XPTq5SeC5UH1D8vz02bns0cnlKQwAAGAlVWpoaGj46MNoa1544YXss88+mT9/fnbeeecMHTo0PXv2zMyZMzNu3Lj885//TKdOnXLllVdmk002KXe5rWrGjFmp5J/iLl2qM3duTbnLAD6GXS98MG/MXnIf9+lanVu+vt0KrAhoST6roXj0NRRLpfd0qZT06mWmbksTelawRx55JCeffHJeffXVJEmpVMrCv8511103P/vZz7L11luXs8QVotJDz3btSqn/4PAwoKJse/Y/Fxvluah2peSh7+y04goCWpTPaigefQ3FUuk9LfRsHZ7pWcG22Wab3HHHHXn00Uczfvz4zJ49O127ds1mm22WrbfeOqWSZ1pUgkq+MQPv67VK9YeO9Oy1SvUKrAZoaT6roXj0NRSLnqY5Qs8KVyqVss0222SbbbYpdyksp86dqzNvXuUOwweSvQaulYvHTmp2tGe70vv7gcoxY/b8zJjz38/mjh2rMn9+bePrXqtUp1fXjuUoDWgh/g0OxaKnaY7QswDeeuutTJgwoXGk54AB/197dx4eVX23f/w+M8lAFsBAgIpswiNGZTGyBhAULFItZXFB1OKCWhew+mtxoeBScMMVARd8bCmIKwiIglUDIrLIFkQF1KqEAooENCRkm0zO7w8eRmNGJZNJvjlf3q/r8ipzzkm4T5M7c/jkLGlKSUkxHQtHiBNyAe+7uHNzLf/PvgoPM/I5UrvGybq4c3Nz4QBU2qubv9Yzq3f87PqrM1rqmp6tay4QgJjjGBywC51GJNzT08N27type+65R8uXL9ePv4yO4+iMM87QuHHj1Ly5/f/Q9vo9Pb1+w2UAhxSUhPT8hp16OWuXvissVUpCnC5MP04Xd26uxIDfdDwAlfDjMz237yvQhCWfauLvTlTrRomSONMTsAHH4IBdvN5p7ulZPTjT06N27NihESNGaN++fWrVqpVOO+00paamKicnR1lZWVq6dKk+/PBDvfjii2rRooXpuABgvcSAX1dltFLvNg31x+ey9Ph5HZTWlAMXwItSk+tUGGq2bpRIpwEAADyEoadHPfTQQ9q/f7/uvvtuXXjhheUeWuS6rl566SXdfffdevDBB/X4448bTIpfU1gY/PWNAAAAAMQMx+CAXeg0ImHo6VGrV69Wv379NHz48ArrHMfRRRddpOXLl2v16tUG0qEyuMMEAAAAULM4BgfsQqcRic90AEQnFArpf/7nf35xm3bt2ikUCtVQIkQrMTFgOgIAAABwVOEYHLALnUYkDD096pRTTtF//vOfX9zm888/V/v27WsoEQAAAAAAAFA7MPT0qJtuuknvvfeeXnnllYjrX3rpJb3//vu66aabajYYAAAAAAAAYBj39PSIadOmVVjWvXt33XHHHfrHP/5R7untGzdu1Pbt29W7d2+tXr1ap512moHEAAAAAAAAgBkMPT0i0tDzsK+++kpfffVVheUrVqzQ+++/rxtuuKE6o6GKCgpKTEcAAAAAjiocgwN2odOIhKGnR8yaNct0BFQTx3F40hwAAABQgzgGB+xCpxEJQ0+P6Natm+kIqCYJCfH8VgoAAACoQRyDA3ah04iEBxkBAAAAAAAAsApDTwAAAAAAAABWYegJGMZtRwAAAICaxTE4YBc6jUgYegKGFRZy3xEAAGqbgpKQ/nd1tm6c95Ek6cZ5H+l/V2eroCRkOBmAWOAYHLALnUYkPMgIMMznc1RWxq+lAACoLQpKQvrTSx/qs735OvwW/V1hqZ5Zna3l/9mnp4d3UmLAbzYkgCrhGBywC51GJJzpCRhWt2686QgAAOBHnt+ws9zA87AyV/psb76e37DTTDAAMcMxOGAXOo1IGHoCAAAAPzJ/89cVBp6HlbmH1gMAAKB24/J2SxQWFmrRokX68ssv5TiO2rZtq9///veqW7eu6WgAAACeknPwl+8L9mvrAQAAYB5DTwts3rxZ1113nfbv36+UlBSVlJQoPz9fU6ZM0YwZM3TSSSeZjohfwH1HAACoXVKTAvo2/+cHm6lJgRpMA6A6cAwO2IVOIxIub7fAXXfdpXbt2undd9/VqlWrtH79es2ZM0eu6+ruu+82HQ+/oqgoaDoCAAD4kaEdj5XPibzO5xxaD8DbOAYH7EKnEQlDTw954403Ii7/9NNPdc0116hp06bhZZ07d9Y555yjLVu21FQ8RCkujhoCAFCbXNy5udo1Tq4w+PQ5UrvGybq4c3MzwQDEDMfggF3oNCLhu8JDbr31Vl177bXas2dPueVNmzbVu+++W25ZQUGBPvjgA/3mN7+pwYSIRiDAXSYAAKhNEgN+PT28k67OaKWUhEPv0ykJcbo6o5WeHt5JiQG/4YQAqopjcMAudBqRMPT0kPnz5+u7777TOeecozlz5oSXjx49Wv/617/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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Most common models in comparisons:\n", " chirp-crow-t1 (2 comparisons)\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "get_preference_counts(\n", " final_interesting_clips,\n", " title_name=\"subset test\",\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# " ] }, { "cell_type": "code", "execution_count": 90, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:31:30.624347Z", "iopub.status.busy": "2025-11-23T23:31:30.624176Z", "iopub.status.idle": "2025-11-23T23:31:35.524944Z", "shell.execute_reply": "2025-11-23T23:31:35.524256Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "web: 1102382 (67.90%)\n", "ios: 260820 (16.07%)\n", "android: 260206 (16.03%)\n", "living-radio: 86 (0.01%)\n", "external: 30 (0.00%)\n", "==========================\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ ": 1062281 (65.15%)\n", "cover: 356970 (21.89%)\n", "artist_consistency: 55656 (3.41%)\n", "artist_cover: 37933 (2.33%)\n", "extend: 25538 (1.57%)\n", "infill: 24158 (1.48%)\n", "playlist_condition: 17669 (1.08%)\n", "stem_condition: 14400 (0.88%)\n", "upload_extend: 9637 (0.59%)\n", "overpainting: 8565 (0.53%)\n", "underpainting: 7175 (0.44%)\n", "stem_condition_infill: 6624 (0.41%)\n", "artist_extend: 3759 (0.23%)\n", "generate: 70 (0.00%)\n" ] } ], "source": [ "print_out_value_counts_nicely(\n", " total_clip_df[(total_clip_df[\"model_name\"].str.startswith(\"chirp-crow\"))], \"source\"\n", ")\n", "print(\"==========================\")\n", "print_out_value_counts_nicely(\n", " total_clip_df[(total_clip_df[\"model_name\"].str.startswith(\"chirp-crow\"))], \"task\"\n", ")" ] }, { "cell_type": "code", "execution_count": 91, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:31:35.526661Z", "iopub.status.busy": "2025-11-23T23:31:35.526474Z", "iopub.status.idle": "2025-11-23T23:31:38.510181Z", "shell.execute_reply": "2025-11-23T23:31:38.509575Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "==========Preference data ratio by task==========\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Task: , Ratio: 0.153, Preference count 287752\n", "Task: gen_stem, Ratio: 0.0, Preference count 2\n", "Task: cover, Ratio: 0.212, Preference count 95834\n", "Task: playlist_condition, Ratio: 0.207, Preference count 3808\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Task: artist_consistency, Ratio: 0.229, Preference count 13782\n", "Task: upload_extend, Ratio: 0.169, Preference count 3688\n", "Task: infill, Ratio: 0.182, Preference count 4720\n", "Task: artist_cover, Ratio: 0.238, Preference count 9490\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Task: upsample, Ratio: 0.265, Preference count 10096\n", "Task: extend, Ratio: 0.216, Preference count 7264\n", "Task: artist_extend, Ratio: 0.248, Preference count 1004\n", "Task: stem_condition_infill, Ratio: 0.077, Preference count 512\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Task: stem_condition, Ratio: 0.103, Preference count 1486\n", "Task: overpainting, Ratio: 0.167, Preference count 1512\n", "Task: fixed_infill, Ratio: 0.152, Preference count 1216\n", "Task: underpainting, Ratio: 0.176, Preference count 1284\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Task: generate, Ratio: 0.05, Preference count 4\n", "Task: video_to_song, Ratio: 0.0, Preference count 0\n" ] } ], "source": [ "print(\"==========Preference data ratio by task==========\")\n", "for task in total_clip_df[\"task\"].unique():\n", " total_count = total_clip_df[\"task\"].value_counts().get(task, 0)\n", " user_count = interesting_clips[\"task\"].value_counts().get(task, 0)\n", " ratio = round(user_count / total_count, 3) if total_count > 0 else 0.0\n", " print(f\"Task: {task}, Ratio: {ratio}, Preference count {user_count}\")" ] }, { "cell_type": "code", "execution_count": 92, "metadata": { "execution": { "iopub.execute_input": "2025-11-23T23:31:38.511854Z", "iopub.status.busy": "2025-11-23T23:31:38.511684Z", "iopub.status.idle": "2025-11-23T23:31:40.791763Z", "shell.execute_reply": "2025-11-23T23:31:40.791157Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "web: 26762 (59.62%)\n", "android: 9070 (20.20%)\n", "ios: 9058 (20.18%)\n", "==========================\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "upsample: 36833 (81.97%)\n", "fixed_infill: 8023 (17.86%)\n", ": 77 (0.17%)\n" ] } ], "source": [ "print_out_value_counts_nicely(\n", " total_clip_df[(total_clip_df[\"model_name\"].str.startswith(\"chirp-carp\"))], \"source\"\n", ")\n", "print(\"==========================\")\n", "print_out_value_counts_nicely(\n", " total_clip_df[(total_clip_df[\"model_name\"].str.startswith(\"chirp-carp\"))], \"task\"\n", ")" ] } ], "metadata": { "kernelspec": { "display_name": "suno_env_dev", "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": "3.10.15" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }