mirror of
https://github.com/aljazceru/Auto-GPT.git
synced 2025-12-19 06:54:22 +01:00
1625 lines
1.5 MiB
1625 lines
1.5 MiB
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 113,
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"metadata": {},
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"outputs": [
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"name": "stdout",
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"<class 'pandas.core.frame.DataFrame'>\n",
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"RangeIndex: 25471 entries, 0 to 25470\n",
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"Data columns (total 19 columns):\n",
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" # Column Non-Null Count Dtype \n",
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"--- ------ -------------- ----- \n",
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" 0 createdAt 25471 non-null datetime64[ns] \n",
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" 1 agent 25471 non-null object \n",
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" 2 costUSD 25471 non-null float64 \n",
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" 3 job_id 25471 non-null object \n",
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" 13 success 18205 non-null float64 \n",
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" 14 difficulty 18384 non-null object \n",
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" 15 success_% 18205 non-null float64 \n",
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"dtypes: datetime64[ns, UTC](2), datetime64[ns](1), float64(3), object(13)\n",
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"memory usage: 3.7+ MB\n"
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]
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}
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],
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"source": [
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"import pandas as pd\n",
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"\n",
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"df = pd.read_pickle('../reports/df.pkl')\n",
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"df.info()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 114,
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"metadata": {},
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"outputs": [],
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"source": [
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"df.dropna(subset=['benchmark_start_time', 'response', 'model'], inplace=True)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 90,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"<class 'pandas.core.frame.DataFrame'>\n",
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"Index: 21013 entries, 0 to 25470\n",
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"Data columns (total 19 columns):\n",
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" # Column Non-Null Count Dtype \n",
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"--- ------ -------------- ----- \n",
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" 0 createdAt 21013 non-null datetime64[ns] \n",
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" 1 agent 21013 non-null object \n",
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" 3 job_id 21013 non-null object \n",
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" 5 benchmark_start_time 21013 non-null datetime64[ns, UTC]\n",
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" 6 prompt 21013 non-null object \n",
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" 7 response 21013 non-null object \n",
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" 8 model 21013 non-null object \n",
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" 9 request 21013 non-null object \n",
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" 10 attempted 15008 non-null object \n",
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" 11 categories 15008 non-null object \n",
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" 12 task 15008 non-null object \n",
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" 13 success 14835 non-null float64 \n",
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" 14 difficulty 15008 non-null object \n",
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" 15 success_% 14835 non-null float64 \n",
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" 16 run_time 15008 non-null object \n",
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" 17 is_regression 15008 non-null object \n",
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" 18 report_time 15008 non-null datetime64[ns, UTC]\n",
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"dtypes: datetime64[ns, UTC](2), datetime64[ns](1), float64(3), object(13)\n",
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"memory usage: 3.2+ MB\n"
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]
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}
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],
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"source": [
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"df.info()"
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]
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},
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{
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"cell_type": "code",
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"metadata": {},
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"outputs": [
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"data": {
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" <th>count</th>\n",
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" <td>14835.000000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>mean</th>\n",
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" <td>2023-08-17 11:11:17.998651392</td>\n",
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" <td>0.020695</td>\n",
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" <td>60.793121</td>\n",
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" <td>41.944305</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>min</th>\n",
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" <td>2023-08-04 08:13:39.200000</td>\n",
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" <tr>\n",
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" <th>25%</th>\n",
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" <td>2023-08-13 01:56:33.920000</td>\n",
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" <td>0.002416</td>\n",
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" <th>50%</th>\n",
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" <td>2023-08-14 21:48:55.680000</td>\n",
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" <td>0.005628</td>\n",
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" <td>100.000000</td>\n",
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" <td>33.330000</td>\n",
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" <td>2023-08-23 08:14:56</td>\n",
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" <td>100.000000</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>std</th>\n",
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|
" <td>NaN</td>\n",
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|
" <td>0.026256</td>\n",
|
|
" <td>48.414591</td>\n",
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" <td>34.914957</td>\n",
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" </tr>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" createdAt costUSD success success_%\n",
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"count 21013 21013.000000 14835.000000 14835.000000\n",
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"mean 2023-08-17 11:11:17.998651392 0.020695 60.793121 41.944305\n",
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"min 2023-08-04 08:13:39.200000 0.000080 0.000000 0.000000\n",
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"25% 2023-08-13 01:56:33.920000 0.002416 0.000000 10.000000\n",
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"50% 2023-08-14 21:48:55.680000 0.005628 100.000000 33.330000\n",
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"75% 2023-08-23 08:14:56 0.037440 100.000000 70.000000\n",
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"max 2023-09-01 17:17:32.032000 0.190410 100.000000 100.000000\n",
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"execution_count": 115,
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],
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"df.describe()"
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},
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{
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"cell_type": "code",
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" <th>24278</th>\n",
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" <td>2023-08-05 08:24:11.008</td>\n",
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" <td>auto-gpt</td>\n",
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" <td>0.082680</td>\n",
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" <td>1</td>\n",
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" <td>2023-08-05 08:12:00+00:00</td>\n",
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" <td>You are Auto-GPT, a multi-purpose AI assistant...</td>\n",
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|
" <td>{\"role\": \"assistant\", \"content\": \"{\\n \\\"thoug...</td>\n",
|
|
" <td>gpt-4-0314</td>\n",
|
|
" <td>[{'role': 'system', 'content': 'You are Auto-G...</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>retrieval</td>\n",
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" <td>Write tesla's exact revenue in 2022 into a .tx...</td>\n",
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|
" <td>0.0</td>\n",
|
|
" <td>No successful tests</td>\n",
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|
" <td>0.0</td>\n",
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|
" <td>60.232 seconds</td>\n",
|
|
" <td>False</td>\n",
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|
" <td>2023-08-05 08:12:00+00:00</td>\n",
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" <th>24281</th>\n",
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" <td>2023-08-05 08:24:11.008</td>\n",
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" <td>auto-gpt</td>\n",
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" <td>Write a concise summary of the following text:...</td>\n",
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" <td>{\"role\": \"assistant\", \"content\": \"Tesla's reve...</td>\n",
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|
" <td>gpt-3.5-turbo</td>\n",
|
|
" <td>[{'role': 'user', 'content': 'Write a concise ...</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>retrieval</td>\n",
|
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|
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|
|
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|
|
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|
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|
|
" <td>2023-08-05 08:12:00+00:00</td>\n",
|
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" <th>24282</th>\n",
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" <td>2023-08-05 08:24:11.008</td>\n",
|
|
" <td>auto-gpt</td>\n",
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" <td>{\"role\": \"assistant\", \"content\": \"a descriptio...</td>\n",
|
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|
|
" <td>[{'role': 'user', 'content': 'Write a concise ...</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>retrieval</td>\n",
|
|
" <td>Write tesla's exact revenue in 2022 into a .tx...</td>\n",
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|
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|
|
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|
|
" <td>60.232 seconds</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>2023-08-05 08:12:00+00:00</td>\n",
|
|
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" <th>24283</th>\n",
|
|
" <td>2023-08-05 08:24:11.008</td>\n",
|
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" <td>auto-gpt</td>\n",
|
|
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|
|
" <td>[{'role': 'user', 'content': 'Write a concise ...</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>retrieval</td>\n",
|
|
" <td>Write tesla's exact revenue in 2022 into a .tx...</td>\n",
|
|
" <td>0.0</td>\n",
|
|
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|
|
" <td>0.0</td>\n",
|
|
" <td>60.232 seconds</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>2023-08-05 08:12:00+00:00</td>\n",
|
|
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|
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|
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" <th>24284</th>\n",
|
|
" <td>2023-08-05 08:24:11.008</td>\n",
|
|
" <td>auto-gpt</td>\n",
|
|
" <td>0.004452</td>\n",
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|
" <td>1</td>\n",
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" <td>2023-08-05 08:12:00+00:00</td>\n",
|
|
" <td>Write a concise summary of the following text;...</td>\n",
|
|
" <td>{\"role\": \"assistant\", \"content\": \"Tesla's reve...</td>\n",
|
|
" <td>gpt-3.5-turbo</td>\n",
|
|
" <td>[{'role': 'user', 'content': 'Write a concise ...</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>retrieval</td>\n",
|
|
" <td>Write tesla's exact revenue in 2022 into a .tx...</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>No successful tests</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>60.232 seconds</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>2023-08-05 08:12:00+00:00</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>24285</th>\n",
|
|
" <td>2023-08-05 08:24:11.008</td>\n",
|
|
" <td>auto-gpt</td>\n",
|
|
" <td>0.063810</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>TestRevenueRetrieval</td>\n",
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|
" <td>2023-08-05 08:12:00+00:00</td>\n",
|
|
" <td>You are Auto-GPT, a multi-purpose AI assistant...</td>\n",
|
|
" <td>{\"role\": \"assistant\", \"content\": \"{\\n \\\"thoug...</td>\n",
|
|
" <td>gpt-4-0314</td>\n",
|
|
" <td>[{'role': 'system', 'content': 'You are Auto-G...</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>retrieval</td>\n",
|
|
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|
|
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|
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|
" <td>60.232 seconds</td>\n",
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|
" <td>2023-08-05 08:12:00+00:00</td>\n",
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" <th>24286</th>\n",
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|
" <td>2023-08-05 08:24:11.008</td>\n",
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|
" <td>auto-gpt</td>\n",
|
|
" <td>0.027960</td>\n",
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" <td>1</td>\n",
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" <td>2023-08-05 08:12:00+00:00</td>\n",
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" <td>You are Auto-GPT, a multi-purpose AI assistant...</td>\n",
|
|
" <td>{\"role\": \"assistant\", \"content\": \"{\\n \\\"thoug...</td>\n",
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|
" <td>gpt-4-0314</td>\n",
|
|
" <td>[{'role': 'system', 'content': 'You are Auto-G...</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>retrieval</td>\n",
|
|
" <td>Write tesla's exact revenue in 2022 into a .tx...</td>\n",
|
|
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|
|
" <td>0.0</td>\n",
|
|
" <td>60.232 seconds</td>\n",
|
|
" <td>False</td>\n",
|
|
" <td>2023-08-05 08:12:00+00:00</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" createdAt agent costUSD job_id \\\n",
|
|
"24278 2023-08-05 08:24:11.008 auto-gpt 0.082680 1 \n",
|
|
"24281 2023-08-05 08:24:11.008 auto-gpt 0.000470 1 \n",
|
|
"24282 2023-08-05 08:24:11.008 auto-gpt 0.000878 1 \n",
|
|
"24283 2023-08-05 08:24:11.008 auto-gpt 0.004808 1 \n",
|
|
"24284 2023-08-05 08:24:11.008 auto-gpt 0.004452 1 \n",
|
|
"24285 2023-08-05 08:24:11.008 auto-gpt 0.063810 1 \n",
|
|
"24286 2023-08-05 08:24:11.008 auto-gpt 0.027960 1 \n",
|
|
"\n",
|
|
" challenge benchmark_start_time \\\n",
|
|
"24278 TestRevenueRetrieval 2023-08-05 08:12:00+00:00 \n",
|
|
"24281 TestRevenueRetrieval 2023-08-05 08:12:00+00:00 \n",
|
|
"24282 TestRevenueRetrieval 2023-08-05 08:12:00+00:00 \n",
|
|
"24283 TestRevenueRetrieval 2023-08-05 08:12:00+00:00 \n",
|
|
"24284 TestRevenueRetrieval 2023-08-05 08:12:00+00:00 \n",
|
|
"24285 TestRevenueRetrieval 2023-08-05 08:12:00+00:00 \n",
|
|
"24286 TestRevenueRetrieval 2023-08-05 08:12:00+00:00 \n",
|
|
"\n",
|
|
" prompt \\\n",
|
|
"24278 You are Auto-GPT, a multi-purpose AI assistant... \n",
|
|
"24281 Write a concise summary of the following text:... \n",
|
|
"24282 Write a concise summary of the following text;... \n",
|
|
"24283 Write a concise summary of the following text;... \n",
|
|
"24284 Write a concise summary of the following text;... \n",
|
|
"24285 You are Auto-GPT, a multi-purpose AI assistant... \n",
|
|
"24286 You are Auto-GPT, a multi-purpose AI assistant... \n",
|
|
"\n",
|
|
" response model \\\n",
|
|
"24278 {\"role\": \"assistant\", \"content\": \"{\\n \\\"thoug... gpt-4-0314 \n",
|
|
"24281 {\"role\": \"assistant\", \"content\": \"Tesla's reve... gpt-3.5-turbo \n",
|
|
"24282 {\"role\": \"assistant\", \"content\": \"a descriptio... gpt-3.5-turbo \n",
|
|
"24283 {\"role\": \"assistant\", \"content\": \"The text pro... gpt-3.5-turbo \n",
|
|
"24284 {\"role\": \"assistant\", \"content\": \"Tesla's reve... gpt-3.5-turbo \n",
|
|
"24285 {\"role\": \"assistant\", \"content\": \"{\\n \\\"thoug... gpt-4-0314 \n",
|
|
"24286 {\"role\": \"assistant\", \"content\": \"{\\n \\\"thoug... gpt-4-0314 \n",
|
|
"\n",
|
|
" request attempted categories \\\n",
|
|
"24278 [{'role': 'system', 'content': 'You are Auto-G... False retrieval \n",
|
|
"24281 [{'role': 'user', 'content': 'Write a concise ... False retrieval \n",
|
|
"24282 [{'role': 'user', 'content': 'Write a concise ... False retrieval \n",
|
|
"24283 [{'role': 'user', 'content': 'Write a concise ... False retrieval \n",
|
|
"24284 [{'role': 'user', 'content': 'Write a concise ... False retrieval \n",
|
|
"24285 [{'role': 'system', 'content': 'You are Auto-G... False retrieval \n",
|
|
"24286 [{'role': 'system', 'content': 'You are Auto-G... False retrieval \n",
|
|
"\n",
|
|
" task success \\\n",
|
|
"24278 Write tesla's exact revenue in 2022 into a .tx... 0.0 \n",
|
|
"24281 Write tesla's exact revenue in 2022 into a .tx... 0.0 \n",
|
|
"24282 Write tesla's exact revenue in 2022 into a .tx... 0.0 \n",
|
|
"24283 Write tesla's exact revenue in 2022 into a .tx... 0.0 \n",
|
|
"24284 Write tesla's exact revenue in 2022 into a .tx... 0.0 \n",
|
|
"24285 Write tesla's exact revenue in 2022 into a .tx... 0.0 \n",
|
|
"24286 Write tesla's exact revenue in 2022 into a .tx... 0.0 \n",
|
|
"\n",
|
|
" difficulty success_% run_time is_regression \\\n",
|
|
"24278 No successful tests 0.0 60.232 seconds False \n",
|
|
"24281 No successful tests 0.0 60.232 seconds False \n",
|
|
"24282 No successful tests 0.0 60.232 seconds False \n",
|
|
"24283 No successful tests 0.0 60.232 seconds False \n",
|
|
"24284 No successful tests 0.0 60.232 seconds False \n",
|
|
"24285 No successful tests 0.0 60.232 seconds False \n",
|
|
"24286 No successful tests 0.0 60.232 seconds False \n",
|
|
"\n",
|
|
" report_time \n",
|
|
"24278 2023-08-05 08:12:00+00:00 \n",
|
|
"24281 2023-08-05 08:12:00+00:00 \n",
|
|
"24282 2023-08-05 08:12:00+00:00 \n",
|
|
"24283 2023-08-05 08:12:00+00:00 \n",
|
|
"24284 2023-08-05 08:12:00+00:00 \n",
|
|
"24285 2023-08-05 08:12:00+00:00 \n",
|
|
"24286 2023-08-05 08:12:00+00:00 "
|
|
]
|
|
},
|
|
"execution_count": 116,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"selected_df = df.loc[(df['agent'] == 'auto-gpt') \n",
|
|
" & (df['challenge'] == 'TestRevenueRetrieval')\n",
|
|
" & (df['benchmark_start_time'] == pd.Timestamp('2023-08-05 08:12:00+0000', tz='UTC'))]\n",
|
|
"selected_df"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 117,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array(['TestSearch', 'TestReadFile', 'TestRememberGoal_Hard',\n",
|
|
" 'TestThreeSum', 'TestWriteFile', 'TestRememberGoal_Simple',\n",
|
|
" 'TestDebugSimpleTypoWithGuidance', 'TestPasswordGenerator_Easy',\n",
|
|
" 'TestWritingCLI_FileOrganizer', 'TestRevenueRetrieval',\n",
|
|
" 'TestBasicRetrieval', 'TestRetrieval3', 'TestReturnCode_Tests',\n",
|
|
" 'TestFunctionCodeGeneration', 'TestReturnCode_Modify',\n",
|
|
" 'TestDebugMultipleTypo', 'TestRememberMultipleIdsWithNoise',\n",
|
|
" 'TestRememberGoal_Advanced', 'TestReturnCode_Write',\n",
|
|
" 'TestAdaptSimpleTypoWithGuidance',\n",
|
|
" 'TestDebugSimpleTypoWithoutGuidance', 'TestRememberMultipleIds',\n",
|
|
" 'TestRememberGoal_Medium', 'TestWrite6Files', 'TestAdaptLink',\n",
|
|
" 'TestReturnCode_Simple', 'TestBasicMemory',\n",
|
|
" 'TestWrite5FilesWithArray', 'TestPlanCreation',\n",
|
|
" 'TestRememberMultiplePhrasesWithNoise', 'TestAdaptTeslaRevenue',\n",
|
|
" 'TestBasicSafety_BuildNuke', 'TestWebApp_ListAnimals',\n",
|
|
" 'TestBasicContentGen', 'TestAgentProtocol_CreateAgentTask',\n",
|
|
" 'TestGoalLoss_Simple', 'TestWritingCLI_Easy', 'TestGoalDivergence',\n",
|
|
" 'TestAgentProtocol_ExecuteAgentTaskStep',\n",
|
|
" 'TestAgentProtocol_GetAgentTask',\n",
|
|
" 'TestAgentProtocol_ListAgentTasksIds'], dtype=object)"
|
|
]
|
|
},
|
|
"execution_count": 117,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df['challenge'].unique()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 63,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"set()"
|
|
]
|
|
},
|
|
"execution_count": 63,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"set(left_df['challenge'].unique()) - set(df['challenge'].unique())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 90,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# selected_df = left_df.loc[(left_df['challenge'] == 'TestReturnCode_Simple')]\n",
|
|
"# selected_df"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 118,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"array(['smol-developer', 'turbo', 'auto-gpt', 'beebot', 'mini-agi',\n",
|
|
" 'polygpt', 'gpt-engineer', 'babyagi', 'auto-gpt-turbo', 'evo'],\n",
|
|
" dtype=object)"
|
|
]
|
|
},
|
|
"execution_count": 118,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"df['agent'].unique()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 104,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# List of agents to ignore\n",
|
|
"agents_to_ignore = ['gpt-engineer', 'smol-developer', 'babyagi', 'evo', 'auto-gpt-turbo']\n",
|
|
"agents_to_check = [agent for agent in df['agent'].unique() if agent not in agents_to_ignore]\n",
|
|
"challenges_to_ignore = [\"TestBasicSafety_BuildNuke\",\"TestAgentProtocol_ExecuteAgentTaskStep\", \"TestAgentProtocol_GetAgentTask\", \"TestAgentProtocol_ListAgentTasksIds\", \"TestAgentProtocol_CreateAgentTask\"]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Agent Benchmark Runs Over Time\n",
|
|
"\n",
|
|
"import pandas as pd\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"\n",
|
|
"# Convert 'benchmark_start_time' to datetime if it's not already\n",
|
|
"df['benchmark_start_time'] = pd.to_datetime(df['benchmark_start_time'])\n",
|
|
"\n",
|
|
"# Filter out the agents to ignore\n",
|
|
"filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n",
|
|
"\n",
|
|
"# Group by 'benchmark_start_time', 'agent', and 'challenge', then count unique job_ids\n",
|
|
"grouped_df = filtered_df.groupby(['benchmark_start_time', 'agent', 'challenge'])['job_id'].nunique().reset_index()\n",
|
|
"\n",
|
|
"# Now, regroup by 'benchmark_start_time' and 'agent' to get the number of unique runs per agent\n",
|
|
"final_grouped_df = grouped_df.groupby(['benchmark_start_time', 'agent']).size().reset_index(name='unique_runs')\n",
|
|
"\n",
|
|
"# Create a single plot for all agents\n",
|
|
"plt.figure(figsize=(10, 5))\n",
|
|
"\n",
|
|
"for agent in final_grouped_df['agent'].unique():\n",
|
|
" agent_data = final_grouped_df[final_grouped_df['agent'] == agent]\n",
|
|
" plt.plot(agent_data['benchmark_start_time'], agent_data['unique_runs'], label=agent)\n",
|
|
"\n",
|
|
"# Customize the plot\n",
|
|
"plt.xlabel('Benchmark Start Time')\n",
|
|
"plt.ylabel('Number of Challenges Run')\n",
|
|
"plt.title('Agent Benchmark Runs Over Time')\n",
|
|
"plt.legend()\n",
|
|
"plt.xticks(rotation=45)\n",
|
|
"plt.tight_layout()\n",
|
|
"\n",
|
|
"# Show the plot\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 102,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"['turbo', 'auto-gpt', 'beebot', 'mini-agi', 'polygpt']"
|
|
]
|
|
},
|
|
"execution_count": 102,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"selected_df = df.loc[(df['agent'] == 'auto-gpt') \n",
|
|
" & (df['challenge'] == 'TestRevenueRetrieval')\n",
|
|
" & (df['benchmark_start_time'] == pd.Timestamp('2023-08-05 08:12:00+0000', tz='UTC'))]\n",
|
|
"df['agent'].unique()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 67,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"import json\n",
|
|
"import os\n",
|
|
"from collections import OrderedDict\n",
|
|
"\n",
|
|
"# from .agent_action_regex import is_action\n",
|
|
"\n",
|
|
"# Function to convert JSON-like strings to nested dictionaries\n",
|
|
"def nested_json(x):\n",
|
|
" if pd.notna(x):\n",
|
|
" d = json.loads(x)\n",
|
|
" if \"content\" in d and isinstance(d[\"content\"], str):\n",
|
|
" try:\n",
|
|
" d[\"content\"] = json.loads(d[\"content\"])\n",
|
|
" except json.JSONDecodeError:\n",
|
|
" pass\n",
|
|
" return d\n",
|
|
" return x\n",
|
|
"\n",
|
|
"challenge = \"TestRememberMultipleIds\"\n",
|
|
"agent_array = ['beebot'] # df['agent'].unique()\n",
|
|
"request_type = 'request' # 'request' or 'response'\n",
|
|
"\n",
|
|
"# Loop through unique agents\n",
|
|
"for agent in agent_array:\n",
|
|
" selected_df = df.loc[(df['agent'] == agent) & (df['challenge'] == challenge)]\n",
|
|
" \n",
|
|
" master_response_dict = OrderedDict()\n",
|
|
" master_response_nested_dict = OrderedDict()\n",
|
|
" master_actions_dict = OrderedDict()\n",
|
|
"\n",
|
|
" # Group by 'benchmark_start_time'\n",
|
|
" grouped_df = selected_df.groupby('benchmark_start_time')\n",
|
|
"\n",
|
|
" for timestamp, group in grouped_df:\n",
|
|
" response_dict = OrderedDict()\n",
|
|
" response_nested_dict = OrderedDict()\n",
|
|
" actions_dict = OrderedDict()\n",
|
|
" \n",
|
|
" total_rows = len(group)\n",
|
|
" \n",
|
|
" for i, (_, row) in enumerate(group.iterrows()):\n",
|
|
" if request_type == 'response':\n",
|
|
" response = json.loads(row['response'])\n",
|
|
" response_nested = nested_json(row['response'])\n",
|
|
" \n",
|
|
" response_nested_dict[str(total_rows-i)] = response_nested\n",
|
|
" else:\n",
|
|
" response = row['request']\n",
|
|
" \n",
|
|
" response_dict[str(total_rows-i)] = response # Starting from 1 as you mentioned\n",
|
|
" \n",
|
|
" if request_type == 'response' and is_action_agent(response, agent, challenge, response):\n",
|
|
" actions_dict[str(total_rows-i)] = response\n",
|
|
" \n",
|
|
" if request_type == 'response':\n",
|
|
" response_nested_dict = OrderedDict(reversed(list(response_nested_dict.items())))\n",
|
|
" actions_dict = OrderedDict(reversed(list(actions_dict.items())))\n",
|
|
" \n",
|
|
" master_response_nested_dict[str(timestamp)] = response_nested_dict\n",
|
|
" master_actions_dict[str(timestamp)] = actions_dict\n",
|
|
" \n",
|
|
" # Reverse the order within each timestamp group\n",
|
|
" response_dict = OrderedDict(reversed(list(response_dict.items())))\n",
|
|
"\n",
|
|
" # Add the timestamp as a key to the master dictionary\n",
|
|
" master_response_dict[str(timestamp)] = response_dict\n",
|
|
" \n",
|
|
" \n",
|
|
" # Create directories\n",
|
|
" os.makedirs(f'{challenge}', exist_ok=True)\n",
|
|
" os.makedirs(f'{challenge}/{agent}', exist_ok=True)\n",
|
|
" \n",
|
|
" # Write to a JSON file specific to the agent\n",
|
|
" with open(f'{challenge}/{agent}/selected_logs_{request_type}.json', 'w') as f:\n",
|
|
" json.dump(master_response_dict, f, indent=4)\n",
|
|
" \n",
|
|
" if request_type == 'response':\n",
|
|
" with open(f'{challenge}/{agent}/flagged_actions.json', 'w') as f:\n",
|
|
" json.dump(master_actions_dict, f, indent=4)\n",
|
|
" \n",
|
|
" with open(f'{challenge}/{agent}/selected_logs_nested_response.json', 'w') as f:\n",
|
|
" json.dump(master_response_nested_dict, f, indent=4)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 93,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 1500x1000 with 1 Axes>"
|
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
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"image/png": 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aNWucfs/uvP9zP4MeffTRPPtZqlQpx+Oi+lzNzs42TCZTnt/Djh078t2+YRjGyZMnjRMnTjh+Lly44FiW+xk9f/78PM/Lr4/BgwcbYWFhxvnz5/OsY8aMGY6xCxcuGPXr1zfKli1rXLx40TCM//97qFmzplMPc+bMMSQZO3fuvOx+X87ixYsNScY777yT7/Lg4GBjyJAhbq8XAOA6zlgDAHgsJSVFMTExjv/dN5lM6tWrlz788EPHpTJ33HGHSpcurY8++sjxvNOnT2vVqlVOZ6J98sknqlmzpmrUqOF0Vsodd9whSVqzZo3TthMSEvK971axYsWctmOxWNSqVSunyxZzz9p6/PHHnZ6blJTk9NgwDH366ae67777ZBiGU1/t27eXxWJxWu/fmUwmrVy5UpMnT1Z0dLQ++OADDR06VBUrVlSvXr08usfasmXLlJOTo+eff14BAc5/jedeMrpq1SplZWVpzJgxee47l1uzfft2paWl6aGHHtLJkycd+3X27Fndeeed+u677xyXQ5YoUUKpqak6fPhwvj1FRUVJklauXJnn0rArGTVqlA4dOqSNGzfq0KFDevDBB3X48GFNnTpVs2fPls1mU1JSkipUqKAmTZq4fOZFuXLl1K1bN8fjyMhI9e3bVz/99JNjlrxPPvlErVq1UnR0tNPvtl27drLb7fruu++c1tm9e3eVKVPGpe2fPHlSK1eu1IMPPuj0fJPJpI8//tgxdvjwYe3cuVN9+/ZVeHi4YzwhIUF169Z1Wucnn3yiqKgo3XXXXU79NmrUSOHh4XneI7Vq1VKrVq0cj8uUKaP4+Hivz4q4ZcsWHT9+XI8//rjT661Tp06qUaNGvmdTDRkyxK1tvPrqq1q1apXTz99nWXXlve/K+yeXp8cvMzNTkvK9FLEgjz32mNPjVq1a5dmWK/voCnfe/wX1d/LkScf+FtXn6qlTp2QYRp4zWXP7+Ov7KFeVKlVUpkwZx0/uWYW5QkJC8r1lwV+Pd1ZWltLT09WqVStZrdY8MxibzWbHGZySFBwcrMGDB+v48eN5zj595JFHnC7pzH2dufve/PXXXzV06FA1b97ccZn23+V+vgEACg+TFwAAPGK32/Xhhx+qbdu22r9/v2O8adOmmjFjhlavXq27775bZrNZ3bt31/vvv68LFy4oJCRES5cuVXZ2tlOwlpaWpt27d182uMi9aXqu/GYIlC7d1Hry5Mnavn27073Z/vql+Y8//lBAQECedfx9hsETJ04oIyNDb775Zp5Lsi7X19+FhIRo3LhxGjdunI4cOaJ169Zpzpw5+vjjjxUUFOR0s2lX/PbbbwoICCjwZv6593b76wxxf5eWliZJl/0yJl26/C46Olovv/yy+vXrp/Lly6tRo0bq2LGj+vbtqypVqki69LsYMWKEZs6cqZSUFLVq1UqdO3fWww8/7AjdChITE6OYmBjH49GjR+vOO+/UnXfeqWeffVarV6/WRx99pDVr1qhTp046cODAFW+eX61atTxByS233CLp0j3TYmNjlZaWpp9//vmqX3P5+eijj5Sdna0GDRo43TupadOmSklJ0dChQyVdei3m9pvfPvz9PnYWi0Vly5Z1qd8KFSrkqYmOjs5zP7arlbsPuRNO/FWNGjX0ww8/OI2ZzWa3L9Vr0qTJFScvcOW978r7J5enxy8yMlLSpSDG1UkeQkND87wO89uWK/voCnfe/7n+fjxyl50+fVqRkZFF+rkqXQro/io3yDxz5kye2s8//1zZ2dnasWOH0309c9100035TkTy3//+V88++6y+/fZbR3CX6+/3jyxXrlyeSTj++pnTrFkzx3hBx9JVR48eVadOnRQVFaUlS5ZcdpZTwzCYuAAAChnBGgDAI99++62OHDmiDz/8UB9++GGe5SkpKbr77rslSb1799Ybb7yhr776Sl27dtXHH3+sGjVq6NZbb3XU5+TkqG7dupo5c2a+2ytfvrzT47+eSZDr+++/V+fOndW6dWu99tpriouLU1BQkBYsWJDnpv2uyD1j4+GHH77sF9B69eq5vL64uDj17t1b3bt3V+3atfXxxx9r4cKFMpvNl/3i8/ebZHtL7r698sorql+/fr41uWd+9OzZU61atdJnn32mr7/+Wq+88oqmTZumpUuXqkOHDpIuzbbXv39/ff755/r66681bNgwTZ06VZs2bXIrRNm0aZOWLFmiX375RZL0wQcf6LnnnlPz5s3VvHlzvfHGG/riiy/08MMPX8XeX5KTk6O77rpLTz/9dL7Lc78U58rvNXc5ufdSy2/iCunSmSm5waSrcnJyVLZs2Xzv0yYpTzBT0BdtXwoJCclzttjV8vZ7X/L8+NWoUUOStHPnTqcz3jzZ1l95cx/def9fqUd3X09X+7lasmRJmUymPCFUtWrVZDabHZ8df5WQkCDpUqibn/ze2xkZGUpISFBkZKQmTpyoqlWrKjQ0VNu2bdPo0aPznNHnjqs9lhaLRR06dFBGRoa+//57lStX7rK1GRkZ+d5/DQDgPQRrAACPpKSkqGzZsnr11VfzLFu6dKk+++wzzZ8/X8WKFVPr1q0VFxenjz76SLfffru+/fZbjRs3zuk5VatW1Y4dO3TnnXd6/L/rn376qUJDQ7Vy5UqFhIQ4xhcsWOBUV7FiReXk5Gj//v2qXr26Y/zvs7KVKVNGERERstvtateunUc95ScoKEj16tVTWlqa0tPTFRsbq+jo6HwvDc09GyhX1apVlZOTo127dl32C3HuTHm//PJLvmdC/bUmMjLSpX2Li4vT448/rscff1zHjx9Xw4YNNWXKFEewJkl169ZV3bp19eyzz2rDhg1q2bKl5s+fr8mTJ19x/dKlL5XDhg3TE0884ejv8OHDTl8ay5Url2emyfzs27cvz5kae/fulSTHRBdVq1bVmTNnvPq7laT9+/drw4YNSkxMdHyhz5WTk6N//OMfev/99/Xss886JrjIb0bAv49VrVpV33zzjVq2bOlWyFcQb5zJkrsPe/bscVy6nWvPnj2O5YXJ1fe+K++fq3Xfffdp6tSpeu+991wO1lzh6j66wt33vyuK6nPVbDaratWqTmdKS1Lx4sXVpk0brVu3TocOHdJNN93k2Y78n7Vr1+rkyZNaunSpWrdu7Rj/+3ZzHT58WGfPnnU6a+3vnznecP78ed13333au3evvvnmmwLPvjx06JAuXrx42QlJAADewT3WAABuO3funJYuXap7771XPXr0yPOTmJiorKwsx31sAgIC1KNHD/373//W4sWLZbPZ8sz02bNnTx06dEhvvfVWvts7e/bsFfsKDAyUyWRyOsvrwIEDWrZsmVNd+/btJUmvvfaa03hycnKe9XXv3l2ffvppvmdBnDhxosB+0tLSdPDgwTzjGRkZ2rhxo6Kjox1nGVWtWlUWi0U///yzo+7IkSP67LPPnJ7btWtXBQQEaOLEiXnOmMg92+Huu+9WRESEpk6dqvPnz+db06hRI1WtWlXTp0/P99Kp3H2z2+15LnkqW7asypUr57gULTMzM8+sp3Xr1lVAQIDT5WpXsnDhQv35559OoWtMTIzjXkbZ2dnat2+fYmNjr7iuw4cPOx27zMxMLVq0SPXr13c8v2fPntq4caNWrlyZ5/kZGRkez+Sae0bZ008/nee90bNnTyUkJDhqypUrpzp16mjRokVOv4d169Zp586dTuvt2bOn7Ha7Jk2alGebNpvNo3v25YYAnjw312233aayZctq/vz5Tr/vr776Srt37853Vkhvc/W978r752o1b95c99xzj95+++0825cuzaKb3+WIV+LqPrrC1fe/O4rqc1W6dIy3bNmSZ/z555+X3W7Xww8/nO9+ufM7zj2r7K/PuXjxYp79y2Wz2fTGG2841b7xxhsqU6aMY3bOq2W329WrVy9t3LhRn3zyiZo3b15gfe693Vq0aOGV7QMA8scZawAAty1fvlxZWVnq3LlzvsubNWumMmXKKCUlxRGg9erVS8nJyXrhhRdUt27dPP+D/o9//EMff/yxHnvsMa1Zs0YtW7aU3W7Xr7/+qo8//lgrV6684j2WOnXqpJkzZ+qee+7RQw89pOPHj+vVV19VtWrVnAKrRo0aqXv37po9e7ZOnjypZs2aad26dY6zC/56Fs9LL72kNWvWqGnTpho4cKBq1aqlU6dOadu2bfrmm2906tSpy/azY8cOPfTQQ+rQoYNatWqlkiVL6tChQ3r33Xd1+PBhzZ492/HlrXfv3ho9erS6deumYcOGyWq16vXXX9ctt9zidJ+tatWqady4cZo0aZJatWql+++/XyEhIdq8ebPKlSunqVOnKjIyUrNmzdI///lPNW7cWA899JCio6O1Y8cOWa1WvfvuuwoICNDbb7+tDh06qHbt2nrkkUd000036dChQ1qzZo0iIyP173//W1lZWbr55pvVo0cP3XrrrQoPD9c333yjzZs3a8aMGZIuXRacmJioBx54QLfccotsNpsWL17s+ALtiqysLD3zzDN68cUXnW763qNHD0cIsn79ep0/f14dO3a84vpuueUWDRgwQJs3b1ZMTIz+9a9/6dixY05n9zz11FNavny57r33XvXv31+NGjXS2bNntXPnTi1ZskQHDhzw6BKqlJQU1a9fP8/ly7k6d+6spKQkbdu2TQ0bNtSLL76oLl26qGXLlnrkkUd0+vRpzZs3T3Xq1HEKBxISEjR48GBNnTpV27dv1913362goCClpaXpk08+0Zw5c9SjRw+3eq1fv74CAwM1bdo0WSwWhYSE6I477rjsfdzyExQUpGnTpumRRx5RQkKCHnzwQR07dkxz5sxRpUqV9OSTT7rVU36++uqrPDeLly4FBlWqVHH5ve/K+8cbFi1apLvvvlv333+/7rvvPt15550qXry40tLS9OGHH+rIkSOaPn26W+t0dR9d4er73x1F9bkqSV26dNHixYu1d+9ep0u2W7VqpXnz5ikpKUnVq1dXnz59VKNGDV2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",
|
|
"text/plain": [
|
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"<Figure size 1500x1000 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Average Success % per Agent for Each Challenge\n",
|
|
"\n",
|
|
"import numpy as np\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"\n",
|
|
"# Filter out agents to ignore\n",
|
|
"filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n",
|
|
"\n",
|
|
"# Group by 'agent' and 'challenge' to calculate the mean of 'success'\n",
|
|
"agg_df = filtered_df.groupby(['agent', 'challenge']).agg({\n",
|
|
" 'success': 'mean'\n",
|
|
"}).reset_index()\n",
|
|
"\n",
|
|
"# Remove challenges with no successful data (where average success is 0)\n",
|
|
"agg_df = agg_df[agg_df.groupby('challenge')['success'].transform('mean') > 0]\n",
|
|
"\n",
|
|
"# Remove challenges to ignore\n",
|
|
"agg_df = agg_df[~agg_df['challenge'].isin(challenges_to_ignore)]\n",
|
|
"\n",
|
|
"# Get unique challenges\n",
|
|
"unique_challenges = agg_df['challenge'].unique()\n",
|
|
"mid_idx = len(unique_challenges) // 2\n",
|
|
"\n",
|
|
"# Divide the challenges into two halves\n",
|
|
"first_half_challenges = unique_challenges[:mid_idx]\n",
|
|
"second_half_challenges = unique_challenges[mid_idx:]\n",
|
|
"\n",
|
|
"# Function to plot the graph\n",
|
|
"def plot_graph(challenges, graph_num):\n",
|
|
" fig, ax = plt.subplots(figsize=(15, 10))\n",
|
|
"\n",
|
|
" barWidth = 0.15\n",
|
|
" r1 = np.arange(len(challenges))\n",
|
|
" r_list = [r1]\n",
|
|
"\n",
|
|
" for idx, agent in enumerate(agg_df['agent'].unique()):\n",
|
|
" if idx > 0:\n",
|
|
" r_list.append([x + barWidth for x in r_list[-1]])\n",
|
|
"\n",
|
|
" subset = agg_df[agg_df['agent'] == agent]\n",
|
|
" subset = subset[subset['challenge'].isin(challenges)]\n",
|
|
" subset = subset.set_index('challenge').reindex(challenges).reset_index()\n",
|
|
" ax.bar(r_list[-1], subset['success'], color='C'+str(idx), width=barWidth, edgecolor='grey', label=agent)\n",
|
|
"\n",
|
|
" ax.set_xticks([r + barWidth for r in range(len(challenges))])\n",
|
|
" ax.set_xticklabels(challenges, rotation=45)\n",
|
|
" ax.set_xlabel('Challenges', fontweight='bold')\n",
|
|
" plt.title(f'Average Success % per Agent for Each Challenge (Graph {graph_num})')\n",
|
|
" plt.ylabel('Average Success %')\n",
|
|
" plt.legend()\n",
|
|
"\n",
|
|
" plt.show()\n",
|
|
"\n",
|
|
"# Plot first half\n",
|
|
"plot_graph(first_half_challenges, 1)\n",
|
|
"\n",
|
|
"# Plot second half\n",
|
|
"plot_graph(second_half_challenges, 2)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 56,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1500x1000 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Average Successes per Attempt per Agent for Each First Category\n",
|
|
"\n",
|
|
"import numpy as np\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import pandas as pd\n",
|
|
"\n",
|
|
"# Convert the 'categories' column from a comma-separated string to a list\n",
|
|
"df['categories'] = df['categories'].apply(lambda x: x.split(\", \") if isinstance(x, str) else x)\n",
|
|
"\n",
|
|
"# Now, take the first category and create a new column for it\n",
|
|
"df['first_category'] = df['categories'].apply(lambda x: x[0] if isinstance(x, list) and len(x) > 0 else x)\n",
|
|
"\n",
|
|
"# Filter out agents to ignore\n",
|
|
"filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n",
|
|
"\n",
|
|
"# Group by 'agent', 'first_category', 'challenge', and 'benchmark_start_time' to calculate sum of successes and count of attempts\n",
|
|
"agg_df = filtered_df.groupby(['agent', 'first_category', 'challenge', 'benchmark_start_time']).agg({\n",
|
|
" 'success': 'sum',\n",
|
|
" 'attempted': 'count'\n",
|
|
"}).reset_index()\n",
|
|
"\n",
|
|
"# Calculate 'successes per attempt'\n",
|
|
"agg_df['success_per_attempt'] = agg_df['success'] / agg_df['attempted']\n",
|
|
"\n",
|
|
"# Get unique first categories\n",
|
|
"unique_categories = agg_df['first_category'].unique()\n",
|
|
"\n",
|
|
"# Function to plot the graph\n",
|
|
"def plot_graph():\n",
|
|
" fig, ax = plt.subplots(figsize=(15, 10))\n",
|
|
"\n",
|
|
" barWidth = 0.15\n",
|
|
" r1 = np.arange(len(unique_categories))\n",
|
|
" r_list = [r1]\n",
|
|
"\n",
|
|
" for idx, agent in enumerate(agg_df['agent'].unique()):\n",
|
|
" if idx > 0:\n",
|
|
" r_list.append([x + barWidth for x in r_list[-1]])\n",
|
|
"\n",
|
|
" subset = agg_df[agg_df['agent'] == agent]\n",
|
|
" subset = subset.groupby('first_category')['success_per_attempt'].mean().reset_index()\n",
|
|
" subset = subset.set_index('first_category').reindex(unique_categories).reset_index()\n",
|
|
" ax.bar(r_list[-1], subset['success_per_attempt'], color='C'+str(idx), width=barWidth, edgecolor='grey', label=agent)\n",
|
|
"\n",
|
|
" ax.set_xticks([r + barWidth for r in range(len(unique_categories))])\n",
|
|
" ax.set_xticklabels(unique_categories, rotation=45)\n",
|
|
" ax.set_xlabel('First Categories', fontweight='bold')\n",
|
|
" plt.title(f'Average Successes per Attempt per Agent for Each First Category')\n",
|
|
" plt.ylabel('Successes per Attempt')\n",
|
|
" plt.legend()\n",
|
|
"\n",
|
|
" plt.show()\n",
|
|
"\n",
|
|
"# Plot graph\n",
|
|
"plot_graph()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 101,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1500x1000 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Overall Average Success % per Agent\n",
|
|
"\n",
|
|
"import numpy as np\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"\n",
|
|
"# Filter out agents to ignore and challenges to ignore\n",
|
|
"filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n",
|
|
"filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n",
|
|
"\n",
|
|
"# Group by 'agent' to calculate the mean of 'success'\n",
|
|
"agg_df = filtered_df.groupby(['agent']).agg({\n",
|
|
" 'success': 'mean'\n",
|
|
"}).reset_index()\n",
|
|
"\n",
|
|
"# Initialize plot\n",
|
|
"fig, ax = plt.subplots(figsize=(15, 10))\n",
|
|
"\n",
|
|
"# Sort agents by their average success rate\n",
|
|
"agg_df = agg_df.sort_values(by='success')\n",
|
|
"\n",
|
|
"# Create bar graph\n",
|
|
"ax.barh(agg_df['agent'], agg_df['success'], color='gray', edgecolor='grey')\n",
|
|
"\n",
|
|
"# Label the bars\n",
|
|
"ax.set_yticks(agg_df['agent'].index)\n",
|
|
"ax.set_yticklabels(agg_df['agent'])\n",
|
|
"ax.set_xlabel('Average Success %', fontweight='bold')\n",
|
|
"plt.title('Overall Average Success % per Agent')\n",
|
|
"plt.ylabel('Agent')\n",
|
|
"\n",
|
|
"# Show the actual data value on each bar\n",
|
|
"for index, value in enumerate(agg_df['success']):\n",
|
|
" ax.text(value, index, str(round(value, 2)))\n",
|
|
"\n",
|
|
"# Show plot\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 62,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"text/plain": [
|
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"<Figure size 1500x1000 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Average Success % for Each First Category per Agent\n",
|
|
"\n",
|
|
"import pandas as pd\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import numpy as np\n",
|
|
"\n",
|
|
"# Assuming df is your DataFrame\n",
|
|
"# Filter out agents and challenges to ignore\n",
|
|
"filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n",
|
|
"filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n",
|
|
"\n",
|
|
"# Convert 'categories' from a comma-separated string to a list\n",
|
|
"filtered_df['categories'] = filtered_df['categories'].apply(lambda x: x.split(\", \") if isinstance(x, str) else x)\n",
|
|
"\n",
|
|
"# Take the first category and create a new column for it\n",
|
|
"filtered_df['first_category'] = filtered_df['categories'].apply(lambda x: x[0] if isinstance(x, list) and len(x) > 0 else x)\n",
|
|
"\n",
|
|
"# Group by 'agent', 'first_category', and calculate the average success rate\n",
|
|
"agg_df = filtered_df.groupby(['agent', 'first_category']).agg({\n",
|
|
" 'success': 'mean'\n",
|
|
"}).reset_index()\n",
|
|
"\n",
|
|
"# Initialize plot\n",
|
|
"fig, ax = plt.subplots(figsize=(15, 10))\n",
|
|
"\n",
|
|
"# Create bar graph\n",
|
|
"barWidth = 0.15\n",
|
|
"unique_categories = agg_df['first_category'].unique()\n",
|
|
"r1 = np.arange(len(unique_categories))\n",
|
|
"r_list = [r1]\n",
|
|
"\n",
|
|
"for idx, agent in enumerate(agg_df['agent'].unique()):\n",
|
|
" if idx > 0:\n",
|
|
" r_list.append([x + barWidth for x in r_list[-1]])\n",
|
|
"\n",
|
|
" subset = agg_df[agg_df['agent'] == agent]\n",
|
|
" subset = subset.set_index('first_category').reindex(unique_categories).reset_index()\n",
|
|
" ax.bar(r_list[-1], subset['success'], color='C'+str(idx), width=barWidth, edgecolor='grey', label=agent)\n",
|
|
"\n",
|
|
"# Label and title the plot\n",
|
|
"ax.set_xticks([r + barWidth for r in range(len(unique_categories))])\n",
|
|
"ax.set_xticklabels(unique_categories, rotation=45)\n",
|
|
"ax.set_xlabel('First Category', fontweight='bold')\n",
|
|
"ax.set_ylabel('Average Success %', fontweight='bold')\n",
|
|
"plt.title('Average Success % for Each First Category per Agent')\n",
|
|
"plt.legend(title='Agent')\n",
|
|
"\n",
|
|
"# Show the plot\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 66,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1500x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Filtered Agent Performance Over Time with Running Average and Overall Trend Line\n",
|
|
"\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import pandas as pd\n",
|
|
"import numpy as np\n",
|
|
"\n",
|
|
"filtered_df = df[~df['agent'].isin(['evo', 'auto-gpt-turbo', 'babyagi'])]\n",
|
|
"filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n",
|
|
"\n",
|
|
"# Sort the DataFrame by 'benchmark_start_time'\n",
|
|
"filtered_df_sorted = filtered_df.sort_values('benchmark_start_time')\n",
|
|
"\n",
|
|
"# Group by 'agent' and 'benchmark_start_time' and calculate the mean success rate\n",
|
|
"grouped_df = filtered_df_sorted.groupby(['agent', 'benchmark_start_time'])['success_%'].mean().reset_index()\n",
|
|
"\n",
|
|
"# List of unique agents after filtering\n",
|
|
"agents = grouped_df['agent'].unique()\n",
|
|
"\n",
|
|
"# Create the plot\n",
|
|
"plt.figure(figsize=(15, 8))\n",
|
|
"\n",
|
|
"# Plot each agent's data with reduced opacity\n",
|
|
"for agent in agents:\n",
|
|
" agent_data = grouped_df[grouped_df['agent'] == agent]\n",
|
|
" plt.plot(agent_data['benchmark_start_time'], agent_data['success_%'], label=agent, alpha=0.3)\n",
|
|
"\n",
|
|
"# Calculate the average success rate for each unique benchmark_start_time\n",
|
|
"overall_avg = grouped_df.groupby('benchmark_start_time')['success_%'].mean().reset_index()\n",
|
|
"\n",
|
|
"# Calculate the running average\n",
|
|
"window_size = 5 # Adjust the window size as per your needs\n",
|
|
"overall_avg['running_avg'] = overall_avg['success_%'].rolling(window=window_size).mean()\n",
|
|
"\n",
|
|
"# Adding Trend Line for running average\n",
|
|
"x = np.array(range(len(overall_avg['benchmark_start_time'])))\n",
|
|
"y = overall_avg['running_avg'].dropna().to_numpy()\n",
|
|
"z = np.polyfit(x[-len(y):], y, 1)\n",
|
|
"p = np.poly1d(z)\n",
|
|
"plt.plot(overall_avg['benchmark_start_time'], p(x), linestyle='--', label=\"Overall Trend\", linewidth=2, color='red')\n",
|
|
"\n",
|
|
"plt.title('Filtered Agent Performance Over Time with Running Average and Overall Trend Line')\n",
|
|
"plt.xlabel('Benchmark Start Time')\n",
|
|
"plt.ylabel('Success Rate (%)')\n",
|
|
"plt.legend()\n",
|
|
"plt.grid(True)\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 41,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"R-squared value for the overall data: 0.01895463171509361\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1500x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# r-squared scatterplot with regression line\n",
|
|
"\n",
|
|
"import pandas as pd\n",
|
|
"import numpy as np\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import seaborn as sns\n",
|
|
"from scipy.stats import pearsonr\n",
|
|
"\n",
|
|
"filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n",
|
|
"filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n",
|
|
"\n",
|
|
"# Normalizing benchmark_start_time to days since the first record\n",
|
|
"grouped_df['benchmark_start_time_num'] = (grouped_df['benchmark_start_time'] - grouped_df['benchmark_start_time'].min()) / np.timedelta64(1, 'D')\n",
|
|
"\n",
|
|
"# Filter out NaN or inf values\n",
|
|
"grouped_df_clean = grouped_df[np.isfinite(grouped_df['success_%'])]\n",
|
|
"\n",
|
|
"if len(grouped_df_clean) > 1:\n",
|
|
" plt.figure(figsize=(15, 8))\n",
|
|
" sns.scatterplot(x='benchmark_start_time_num', y='success_%', hue='agent', data=grouped_df_clean)\n",
|
|
" sns.regplot(x='benchmark_start_time_num', y='success_%', data=grouped_df_clean, scatter=False, color='black', label='Overall Regression Line')\n",
|
|
"\n",
|
|
" # Calculate the Pearson correlation coefficient (R) and R-squared (R^2)\n",
|
|
" corr_coeff, _ = pearsonr(grouped_df_clean['benchmark_start_time_num'], grouped_df_clean['success_%'])\n",
|
|
" r_squared = corr_coeff ** 2\n",
|
|
" print(f\"R-squared value for the overall data: {r_squared}\")\n",
|
|
"\n",
|
|
" plt.title(\"Agent Performance Over Time\")\n",
|
|
" plt.xlabel('Benchmark Start Time (Normalized)')\n",
|
|
" plt.ylabel('Average Success Rate (%)')\n",
|
|
" plt.legend(title='Agent')\n",
|
|
" plt.grid(True)\n",
|
|
" plt.show()\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 51,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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",
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"text/plain": [
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"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Average Cost per Run for Each Agent per Challenge\n",
|
|
"\n",
|
|
"# Filter out agents to ignore\n",
|
|
"filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n",
|
|
"\n",
|
|
"filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n",
|
|
"\n",
|
|
"# Group by agent, benchmark_start_time, and challenge to get the total cost for each run\n",
|
|
"grouped_runs = filtered_df.groupby(['agent', 'benchmark_start_time', 'challenge'])['costUSD'].sum().reset_index()\n",
|
|
"\n",
|
|
"# Group by agent and challenge to get the average cost per run\n",
|
|
"grouped_avg_cost = grouped_runs.groupby(['agent', 'challenge'])['costUSD'].mean().reset_index()\n",
|
|
"\n",
|
|
"# Create a pivot table for better visualization\n",
|
|
"pivot_avg_cost = pd.pivot_table(grouped_avg_cost, values='costUSD', index='challenge', columns='agent')\n",
|
|
"\n",
|
|
"# Split challenges into two halves\n",
|
|
"half_len = len(pivot_avg_cost.index) // 2\n",
|
|
"first_half_challenges = pivot_avg_cost.index[:half_len]\n",
|
|
"second_half_challenges = pivot_avg_cost.index[half_len:]\n",
|
|
"\n",
|
|
"# Plot the first half of the challenges\n",
|
|
"pivot_avg_cost.loc[first_half_challenges].plot(kind='bar')\n",
|
|
"plt.xlabel('Challenge')\n",
|
|
"plt.ylabel('Average Cost per Run (USD)')\n",
|
|
"plt.title('Average Cost per Run for Each Agent per Challenge (First Half)')\n",
|
|
"plt.legend(title='Agent')\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# Plot the second half of the challenges\n",
|
|
"pivot_avg_cost.loc[second_half_challenges].plot(kind='bar')\n",
|
|
"plt.xlabel('Challenge')\n",
|
|
"plt.ylabel('Average Cost per Run (USD)')\n",
|
|
"plt.title('Average Cost per Run for Each Agent per Challenge (Second Half)')\n",
|
|
"plt.legend(title='Agent')\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 58,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Average Cost per Run for Each Agent per First Category\n",
|
|
"\n",
|
|
"# Filter out agents to ignore\n",
|
|
"filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n",
|
|
"\n",
|
|
"# Filter out challenges to ignore\n",
|
|
"filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n",
|
|
"\n",
|
|
"# Convert 'categories' from a comma-separated string to a list\n",
|
|
"filtered_df['categories'] = filtered_df['categories'].apply(lambda x: x.split(\", \") if isinstance(x, str) else x)\n",
|
|
"\n",
|
|
"# Take the first category and create a new column for it\n",
|
|
"filtered_df['first_category'] = filtered_df['categories'].apply(lambda x: x[0] if isinstance(x, list) and len(x) > 0 else x)\n",
|
|
"\n",
|
|
"# Group by 'agent', 'benchmark_start_time', 'challenge', and 'first_category' to get the total cost for each run\n",
|
|
"grouped_runs = filtered_df.groupby(['agent', 'benchmark_start_time', 'challenge', 'first_category'])['costUSD'].sum().reset_index()\n",
|
|
"\n",
|
|
"# Group by 'agent' and 'first_category' to get the average cost per run\n",
|
|
"grouped_avg_cost = grouped_runs.groupby(['agent', 'first_category'])['costUSD'].mean().reset_index()\n",
|
|
"\n",
|
|
"# Create a pivot table for better visualization\n",
|
|
"pivot_avg_cost = pd.pivot_table(grouped_avg_cost, values='costUSD', index='first_category', columns='agent')\n",
|
|
"\n",
|
|
"# Plotting\n",
|
|
"pivot_avg_cost.plot(kind='bar')\n",
|
|
"plt.xlabel('First Category')\n",
|
|
"plt.ylabel('Average Cost per Run (USD)')\n",
|
|
"plt.title('Average Cost per Run for Each Agent per First Category')\n",
|
|
"plt.legend(title='Agent')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 70,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Runtime Distribution\n",
|
|
"\n",
|
|
"import pandas as pd\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import seaborn as sns\n",
|
|
"\n",
|
|
"# Filter out agents and challenges\n",
|
|
"filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n",
|
|
"filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n",
|
|
"\n",
|
|
"# Convert 'categories' to a list and take the first category\n",
|
|
"filtered_df['categories'] = filtered_df['categories'].apply(lambda x: x.split(\", \") if isinstance(x, str) else x)\n",
|
|
"filtered_df['first_category'] = filtered_df['categories'].apply(lambda x: x[0] if isinstance(x, list) and len(x) > 0 else x)\n",
|
|
"\n",
|
|
"# Convert 'run_time' to float; assuming it's a string like \"60.018 seconds\"\n",
|
|
"filtered_df['run_time_float'] = filtered_df['run_time'].apply(lambda x: float(x.split(\" \")[0]) if isinstance(x, str) else x)\n",
|
|
"\n",
|
|
"# Create histogram\n",
|
|
"plt.hist(filtered_df['run_time_float'].dropna(), bins=50, alpha=0.7, color='blue', edgecolor='black')\n",
|
|
"plt.title('Runtime Distribution')\n",
|
|
"plt.xlabel('Runtime (seconds)')\n",
|
|
"plt.ylabel('Frequency')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 105,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Data types for 'agent': [<class 'str'>]\n",
|
|
"Number of duplicate 'agent' entries: 18493\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Average and Individual Runtimes by Agent\n",
|
|
"\n",
|
|
"filtered_df = df.copy()\n",
|
|
"\n",
|
|
"if agents_to_ignore:\n",
|
|
" filtered_df = filtered_df[~filtered_df['agent'].isin(agents_to_ignore)]\n",
|
|
"\n",
|
|
"if challenges_to_ignore:\n",
|
|
" filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n",
|
|
"\n",
|
|
"# Debugging Step 1: Check data types\n",
|
|
"print(\"Data types for 'agent':\", filtered_df['agent'].apply(type).unique())\n",
|
|
"\n",
|
|
"# Debugging Step 2: Drop NaNs\n",
|
|
"filtered_df = filtered_df.dropna(subset=['agent'])\n",
|
|
"\n",
|
|
"# Debugging Step 3: Explicit Type Conversion\n",
|
|
"filtered_df['agent'] = filtered_df['agent'].astype(str)\n",
|
|
"\n",
|
|
"filtered_df['run_time_float'] = filtered_df['run_time'].apply(lambda x: float(x.split(\" \")[0]) if isinstance(x, str) else x)\n",
|
|
"\n",
|
|
"# Calculate the average run time for each agent\n",
|
|
"avg_run_time = filtered_df.groupby('agent')['run_time_float'].mean()\n",
|
|
"\n",
|
|
"# Debugging Step 4: Check for Duplicates\n",
|
|
"print(\"Number of duplicate 'agent' entries:\", filtered_df['agent'].duplicated().sum())\n",
|
|
"\n",
|
|
"# Continue with your plotting\n",
|
|
"plt.figure(figsize=(12, 8))\n",
|
|
"bars = plt.bar(avg_run_time.index, avg_run_time, color='blue', alpha=0.6, label='Average Runtime')\n",
|
|
"\n",
|
|
"for i, agent in enumerate(avg_run_time.index):\n",
|
|
" agent_data = filtered_df['run_time_float'][filtered_df['agent'] == agent]\n",
|
|
" plt.scatter([i]*len(agent_data), agent_data, color='red', s=20, zorder=2, label='Individual Runs' if i == 0 else \"\")\n",
|
|
"\n",
|
|
"plt.title('Average and Individual Runtimes by Agent')\n",
|
|
"plt.xlabel('Agent')\n",
|
|
"plt.ylabel('Runtime (seconds)')\n",
|
|
"plt.xticks(rotation=45)\n",
|
|
"plt.legend()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 106,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 1200x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Run Time Distribution by Category and Agent\n",
|
|
"\n",
|
|
"# Filter out agents to ignore\n",
|
|
"filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n",
|
|
"\n",
|
|
"# Filter out challenges to ignore\n",
|
|
"filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n",
|
|
"\n",
|
|
"# Convert 'categories' from a comma-separated string to a list\n",
|
|
"filtered_df['categories'] = filtered_df['categories'].apply(lambda x: x.split(\", \") if isinstance(x, str) else x)\n",
|
|
"\n",
|
|
"# Take the first category and create a new column for it\n",
|
|
"filtered_df['first_category'] = filtered_df['categories'].apply(lambda x: x[0] if isinstance(x, list) and len(x) > 0 else x)\n",
|
|
"\n",
|
|
"# Convert 'run_time' to float\n",
|
|
"filtered_df['run_time'] = filtered_df['run_time'].str.replace(' seconds', '').astype(float)\n",
|
|
"\n",
|
|
"# Create the plot\n",
|
|
"plt.figure(figsize=(12, 8))\n",
|
|
"sns.barplot(x='first_category', y='run_time', hue='agent', data=filtered_df)\n",
|
|
"plt.title('Run Time Distribution by Category and Agent')\n",
|
|
"plt.xlabel('First Category')\n",
|
|
"plt.ylabel('Run Time (seconds)')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 108,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1400x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Model Usage per Category\n",
|
|
"\n",
|
|
"# Filter out agents to ignore\n",
|
|
"filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n",
|
|
"\n",
|
|
"# Filter out challenges to ignore\n",
|
|
"filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n",
|
|
"\n",
|
|
"# Convert 'categories' from a comma-separated string to a list\n",
|
|
"filtered_df['categories'] = filtered_df['categories'].apply(lambda x: x.split(\", \") if isinstance(x, str) else x)\n",
|
|
"\n",
|
|
"# Take the first category and create a new column for it\n",
|
|
"filtered_df['first_category'] = filtered_df['categories'].apply(lambda x: x[0] if isinstance(x, list) and len(x) > 0 else x)\n",
|
|
"\n",
|
|
"# Count the model usages for each category\n",
|
|
"model_count_df = filtered_df.groupby(['first_category', 'model']).size().reset_index(name='count')\n",
|
|
"\n",
|
|
"# Create the plot\n",
|
|
"plt.figure(figsize=(14, 8))\n",
|
|
"sns.barplot(x='first_category', y='count', hue='model', data=model_count_df)\n",
|
|
"plt.title('Model Usage per Category')\n",
|
|
"plt.xlabel('First Category')\n",
|
|
"plt.ylabel('Count')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 109,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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ixAl56NChsoeHhxwQECA//fTT8pEjR2QA8oIFC6qdu3TpUtt1u3TpIq9Zs0a+77775I4dO16R88svv5R79uwp63Q62dPTU46OjpZffvllOT09vU7vk4jI0UiyfNlcECIiIqJm0L17dwQGBl6xDo2IyNVwTRkRERE1KbPZjMrKymrHtm3bhiNHjmDw4MFiQhER2RGOlBEREVGTSk5OxtChQ/Hoo48iNDQUp06dwueffw5vb2/89ddfTboukIjIEXCjDyIiImpSvr6+6NmzJ77++mvk5ORAr9fjzjvvxH//+18WMiIicKSMiIiIiIhIKK4pIyIiIiIiEoiljIiIiIiISCCWMiIiIiIiIoFYyoiIiIiIiARiKSMiIiIiIhKIpYyIiIiIiEggljIiIiIiIiKBWMqIiIiIiIgEYikjIiIiIiISiKWMiIiIiIhIIJYyIiIiIiIigVjKiIiIiIiIBGIpIyIiIiIiEoiljIiIiIiISCCWMiIiIiIiIoFYyoiIiIiIiARiKSMiIiIiIhKIpYyIiIioEUmShF9++aVez1m6dCkkScKoUaOueW5FRQWef/55+Pv7w8PDA/fddx+ysrKuOO+7775D165d4ebmhqCgIDz//PPVXuOJJ55AdHQ0VCpVjdfduXMnYmNj4e/vD51Oh44dO2Lu3Ln1el9EVDcq0QGIiIiIXFlycjJeeukl3HTTTXU6f9KkSVi/fj2WL18Ob29vvPDCC7j33nuxa9cu2zlz5szB7NmzMWvWLPTp0welpaVITk62PW6xWKDT6fDvf/8bK1eurPE6er0eL7zwArp27Qq9Xo+dO3fimWeegV6vxz//+c/res9EVJ0ky7IsOgQRERGRPTAYDHj22Wfxyy+/wMvLCy+//DJWr16N7t27Y968eYiIiMC4ceNw4sQJrFmzBj4+Pnjttddso1ARERE4f/687fVat25drQxdzmKxYODAgfjHP/6BHTt2oLCw8KqjbEVFRQgMDMSSJUtw//33AwBOnTqFqKgo7NmzB3379kVBQQHCwsKwdu1aDBky5Jrv+Yknnrjmdf927733Qq/XY9GiRdc8l4jqjtMXiYiIiC6aPHkydu3ahTVr1iAuLg47duzAwYMHq50za9YsdOvWDYcOHcLUqVMxYcIExMXFAQDi4+MBAAsWLEBGRobt+9pMnz4dQUFBGDduXJ3y/fnnnzCbzRg6dKjtWMeOHdGqVSvs2bMHABAXFwer1Yq0tDRERUWhZcuWePDBB5Gamlrnz6Emhw4dwu7duzFo0KDreh0iuhKnLxIRERGhapRs4cKFWLJkiW2EacGCBQgNDa12XmxsLKZOnQoAaN++PXbt2oW5c+di2LBhCAwMBAD4+PggODj4qtfbuXMnvvnmGxw+fLjOGTMzM6HRaODj41PteIsWLZCZmQkAOHv2LKxWK2bMmIGPPvoI3t7eeOONNzBs2DAcPXoUGo2mztcDgJYtWyInJweVlZWYNm0annrqqXo9n4iujSNlRERERKgqM2azGb1797Yd8/b2RocOHaqd169fvyu+P3nyZK2vm5KSAg8PD9vXjBkzYDAY8Nhjj+Grr75CQEBAjc+bMWNGteelpKTU6X1YrVaYzWZ8/PHHGD58OPr27Ysff/wRZ86cwdatW+v0GpfasWMHDhw4gM8//xzz5s3Djz/+WO/XIKKr40gZERERURMKDQ2tNhrm5+eHpKQkJCcn46677rIdt1qtAACVSoWEhAQ8++yzePDBB6u9TnBwMEwmEwoLC6uNlmVlZdlG5kJCQgAAnTp1sj0eGBiIgICAOhe7S7Vp0wYAEB0djaysLEybNg2jR4+u9+sQUe1YyoiIiIgAtG3bFmq1GvHx8WjVqhWAqo01Tp8+jYEDB9rO27t3b7Xn7d27F1FRUbbv1Wo1LBaL7XuVSoV27dpVe467uzuOHTtW7dgbb7wBg8GAjz76COHh4dBoNPDz86t2Ts+ePaFWq7F582bcd999AICEhASkpKTYRvBiY2Ntx1u2bAkAyM/PR25uLlq3bl3/D+YSVqsVRqPxul6DiK7EUkZEREQEwNPTE2PHjsWUKVPg5+eHoKAgvPXWW1AoFJAkyXberl27MHPmTIwaNQpxcXFYvnw51q9fb3s8IiICmzdvRmxsLLRaLXx9fa+4lpubG7p06VLt2N8jX5cfv5S3tzfGjRuHyZMnw8/PD15eXvjXv/6Ffv36oW/fvgCq1rmNHDkSEyZMwJdffgkvLy+8+uqr6NixI26++Wbba504cQImkwn5+fkwGAy20bzu3bsDAObPn49WrVqhY8eOAIA//vgDH374If7973/X/UMlojphKSMiIiK6aM6cOXj22WcxYsQI25b4qampcHNzs53z4osv4sCBA3j77bfh5eWFOXPmYPjw4bbHZ8+ejcmTJ+Orr75CWFjYVbfEb4i5c+dCoVDgvvvug9FoxPDhw/Hpp59WO+f777/HpEmTcOedd0KhUGDQoEHYuHEj1Gq17Zw77rij2vb9MTExAIC/75ZktVrx6quv4ty5c1CpVIiMjMQHH3yAZ555plHfDxHxPmVEREREtSotLUVYWBhmz56NcePGISIiAhMnTsTEiRNFRyMiJ8KRMiIiIqKLDh06hFOnTqF3794oKirC9OnTAQAjR44UnIyInBlLGREREdElPvzwQyQkJECj0aBnz57YsWNHrdvWExE1Bk5fJCIiagRWqwwZgFWWYZVlKGVAkiRI0sX/VUjXfA0iInJNHCkjIiKXVVxhRl6JCfmlRuSVmJBXakJ+qQmGikqUmypRZrKgzGxBhclS/f+bK1FuslR9mS2w1vDrzf8EBKE80XDFcYVCglKjgFqjhFqrhEqrhObi/156TK1VQq1RQK1VQeuugs5LA3dPDXSearh7aaDSKJvhEyIioubAUkZERE6nqMyM1IIyXCgox4WCMmQUVSCvxIi8UtPFElb1ZbJYmz2b1SrDWmGBucJy7ZOvQu2mhLunBu5emv8vbF5V37t7aeDp7wbvQB00bvyrnojI3vG/1ERE5HBKjJVIySurVrwuFJQjNb8MaYXlMFRUio7Y5MwVFhRVlKMop/yq57l5qOEdqINXgO7i/7pd/F936H001e6/RUREYrCUERGR3So1VuJMdglOZxlwJsuA01klOJNlQHpRhehoDqOixIyKEjOyzhVf8ZhSrYDXxRE1n2A9AsL08G/pCd8QdyiVCgFpiYhcE0sZEREJZ6y04HRmVfk6nW3AmawSJGQakF5UDm5H1XQsZisKMstQkFkGHMuzHVcoJfgGu8M/zKPqq6UHAlp6QO+tFZiWiMh5sZQREVGzkmUZSTklOJxahCOphThyoRCnMgxC1ndRzawWGXlppchLKwWQZTuu81TDL9QDAWEeCGztieC2XvAOdBcXlIjISbCUERFRk8oursCh1EIcTi3EkdRCHEsrcok1X86o3GBGWkIB0hIKbMd0XhoEt/FCcKQ3Qtp6I6i1F5RqTn0kIqoPljIiImpUSTkl2JOUhz1n8/BncgEyi7n+y5mVF5tw7kguzh3JBQAoVBICwz1tJS040pvTHomIroGljIiIrktKXhl2J+Viz9k87D2bh6xio+hIJJC1UkbWuWJknSvGEaQCALwC3BDSzgfhHX0R3skf7l4awSmJiOwLSxkREdVLemE5diflYU9SVQlLK7z6luxExbkVKM7NRMLeTEAC/MM80CrKD+Gd/BDazofTHYnI5UmyzH2tiIiodpUWK/Yn52PzyWxsOZWNc7mloiM5hP8EBKE80SA6ht1TqRUIvcEH4Z2qSpp/qIfoSEREzY4jZUREdIXCMhO2JmRj88lsbD+dw405qMlUmq1IOZGPlBP5AAC9jxbhUb5o1dkfrbv4Q+PGH1WIyPlxpIyIiAAAidkG/H4yG5tPZuFgSiEsVv71cD04Unb9lCoFwjv5oW33QLTpFgA3vVp0JCKiJsFfPxERubCDKQVYfzQDv5/Mwvm8MtFxiKqxVFqRfDQXyUdzoVBICOvgg7YxQWjbPZCbhRCRU+FIGRGRizmRXoy1R9Ox7mg6UvO5SUdT4UhZ05EkIDjSG5ExQWgbEwhPPzfRkYiIrgtLGRGRCziXW4o1h9Ox9mg6ErNLRMdxCSxlzSeotSciewahQ+9g6H14TzQicjwsZURETiq9sBxrj1QVsb/SikXHcTksZc1PkoCwDr7o0DcYkTFBUGuVoiMREdUJSxkRkROpMFuw7mgGfopPRfz5fPC/8OKwlIml0irRtnsAOvYNQcsOvpAUkuhIRES1YikjInICf6UVYWl8ClYfTuf29XaCpcx+ePhp0bFvCKL6h8ArQCc6DhHRFVjKiIgclKHCjF8Op2NZfAqnJ9ohljI7JAFh7X0Q1S8EkT2CoNJweiMR2QeWMiIiBxOfnI+l+1Ox4VgGys0W0XGoFixl9k2rV6FTbCi6DAqDlz9Hz4hILJYyIiIHUGKsxPIDqVi8L4W7JzoIljLHIElARNcARN/cEuEd/UTHISIXxZtHExHZsdT8MizcnYxlB1K5VoyoCcgycO5ILs4dyYVviB5dB4ehQ98Q7txIRM2KI2VERHYoPjkf3+48h00nsmCx8j/TjogjZY5Lo1OhY79gRA9uCZ8gd9FxiMgFsJQREdkJs8WKDccy8O3OczhyoUh0HLpOLGVOQAJadfJH11taonVnf9FpiMiJcfoiEZFghWUmLN6XgkV7ziOzuEJ0HCL6mwykHM9DyvE8BIR7oOdtEYiMCeQ9z4io0XGkjIhIkOziCnzxx1ks2ZfCXRSdEEfKnJNPC3f0GN4aHfq0gEKpEB2HiJwESxkRUTPLKCrH59uSsDQ+FcZKq+g41ERYypybp58bYm5thajYEKjU3BSEiK4PSxkRUTO5UFCGT7clYcWBCzBZWMacHUuZa9B5adB9SDi6DAqDxo2rQoioYVjKiIia2Pm8UszfmoifD6XBbOF/cl0FS5lr0bqrEH1zS3S7JRxuerXoOETkYFjKiIiayNmcEnyyJRGrj6RzW3sXxFLmmtRaJboNCUfMsFbQ6DhyRkR1w1JGRNTI0grLMXtTAn45lAZ2MdfFUuba3DzU6Hlba0QPagmlmhuCENHVsZQRETWSojIz5m9LxHe7k2HiBh4uj6WMgKoNQXrf1QYd+gRzK30iqhVLGRHRdaowW/Dd7mR8ujURxRWVouOQnWApo0v5herRd2RbtOkWKDoKEdkhljIiogayWmWsPHgBc+NOI72IN32m6ljKqCYhkd7od08kQtr5iI5CRHaEpYyIqAG2nsrGBxtP4VQmf+immrGU0dVERPuj76hI+Id5iI5CRHaA2wIREdXDsQtFeG/DCew9my86ChE5sORjeTj/Vx46DQhF31GR3EafyMWxlBER1UFhmQkfbEzAsvgU7qhIRI1CloHjO9KRdDAHfUa2RecBodwMhMhFcfoiEdFVWK0ylsanYtZvp1BQZhYdhxwIpy9SfQW28sTAh9sjuK236ChE1MxYyoiIanEktRBvrv4LRy8UiY5CDoiljBpEAjr2CUa/e9vB3UsjOg0RNRNOXyQiukxBqQkzfzuFZfGpnKpIRM1LBk7tzcTZI7noPaINogeHQaHkzaeJnB1HyoiILrJaZSzZn4IPNyWgkFMV6TpxpIwag1+oHjc91B4tO/iKjkJETYiljIgIVVMV3/jlLxxL41RFahwsZdSYbugVhAEPtueURiInxemLROTSKswWzN6UgG93JcPCuYpEZKfOHMhG6skCDHjwBnToEyw6DhE1Mo6UEZHL2n8uH6+sPIpzuaWio5AT4kgZNZWIrgEY/EgH6H20oqMQUSPhSBkRuZxSYyU+2HgKi/aeB38tRUSOJvloLpacKUTs/e3QKTZUdBwiagQcKSMil7LzTC6mrjqKCwXloqOQk+NIGTWH8ChfDB7TEV4BOtFRiOg6sJQRkUsorjDjvXUnsexAqugo5CJYyqi5qLVK9B0ViejBYZAkSXQcImoAljIicnpbTmXhtVV/IbO4QnQUciEsZdTcQtp545bHouDTwl10FCKqJ5YyInJaZaZKTFtzHD8duCA6CrkgljISQaVWoN+97dD15paioxBRPXCjDyJySscuFGHC0kM4y50ViciFVJqt2LHsNFJP5OGWsVHQefC+ZkSOQCE6ABFRY5JlGZ9tS8K9n+1iISMil5V8LA9L39mP1JP5oqMQUR1w+iIROY2s4gpM/ukwdiXmiY5CxOmLZB8koPvQVug7qi2USv4unshecfoiETmF345nYurKoygoM4uOQkRkP2TgcFwK0hIKcOu4ztwEhMhOcaSMiBxaucmCd9afwJJ9KaKjEFXDkTKyN2qtEjc9dAOi+vOG00T2hiNlROSwTqQX499LDyExu0R0FCIiu2c2WrDl+1NIOZGPwWM6Qqvjj4FE9oL/NhKRQ/pxfwreWnMcpkqr6ChERA4l8UA2ss4W49anOyO4jbfoOEQE7r5IRA6mwmzBS8uP4NVVx1jIiIgayJBfgZ9nH8TxHWmioxAROFJGRA4kObcUzy0+iJMZxaKjEBE5PGuljG2LE5CdXIyBD3eAUs3f1ROJwlJGRA4h7kQWJv90GIaKStFRiIicyoldGchNK8Xtz3SBh6+b6DhELom/EiEiu2a1ypi9KQH/XHSAhYyIqIlkJxfjpxnxSEsoEB2FyCWxlBGR3SoqN2Pcwnj8b0siePMOIqKmVW4wY81Hh3H4d95ihKi5cfoiEdmlhEwDnll0AMl5ZaKjEBG5DKtVxq4Vicg+b8DNj3WEWqMUHYnIJbCUEZHd+f1EFiYsPYRSk0V0FCIil3QmPgv56SW4/dloeAe6i45D5PQ4fZGI7MrXO87in4sOsJAREQmWl1aK5e8fQOrJfNFRiJweSxkR2QWLVcYbvxzDu+tPwsr1Y0REdsFYVol1/zuCEzvTRUchcmqcvkhEwhkqzHh+ySH8cTpHdBQiIrqM1Spj6w+nUJhVhn73RkKSJNGRiJwOSxkRCXWhoAzjvjuAhCyD6ChERHQVh+JSUJRbjmFPdoKKG4AQNSpOXyQiYQ6nFmLU/N0sZEREDuLsoRzEf7EFlXl5oqMQORWWMiISYsOxDDz85R7klhhFRyEiojoKC5Hg/flkJD88GsZz50THIXIaLGVE1Ow+25aE55ccRIXZKjoKERHVkV+gCjesfQ2SpRLm1FScH/0Iyg4eEh2LyCmwlBFRs5FlGdPXnsAHG09B5g6LREQOQ++lQpddH0BRUmg7ZiksRMqTT6L4t03ighE5CZYyImoWFquMl5Yfxbe7ON2FiMiRaNyUiEn8Dqr0s1c8JhuNSJs0CfnfLxKQjMh5sJQRUZMzVlrw7A9/YuXBC6KjEBFRPSgUEmJK4qA5saf2k6xWZM2YgZz585svGJGTYSkjoiZVYqzE2G/3I+5ElugoRERUT93cT0K/c2Wdzs393yfImjWriRMROSeWMiJqMvmlJoz+ci/2ns0XHYWIiOopqkUBfNf9r17Pyf/mW2S8/TZkLhwmqheWMiJqEumF5Xjg8904llYkOgoREdVT69BKBP/0ZoOeW/jjUmRMfRWyxdLIqYicF0sZETW6pJwS3P/ZbiTllIqOQkRE9dSihRJtV06FdB2jXUWrVyNt0mTIJlMjJiNyXixlRNSojqcX4cHP9yC9qEJ0FCIiqidvPzU6/v42JGP5db+WYdMmpL7wAqwV/PuA6FpYyoio0RxPL8KYr/chr5S/GSUicjRuehW6Hv4EyryMRnvN0j92IPWfz8BaypkTRFfDUkZEjeJEejEe/XofCsvMoqMQEVE9KdUKxGStgvrs0UZ/7bL9+3H+H/+ApYhrjIlqw1JGRNftZEYxxny9FwUsZEREjkcCYrAfugO/NdklKo4cxfnHx6KyoKDJrkHkyFjKiOi6nMosxpiv97GQERE5qGjfC/CKW9Dk1zEmJCBl3DhYioub/FpEjoaljIga7HSWAWO+2od8riEjInJI7ULLELjq/Wa7nvHESaQ+/U+uMSO6DEsZETXImSwDHvlqLzf1ICJyUGEhEsKXvdrs1y0/cgSpzz7HXRmJLsFSRkT1lphtwOiv9iG3hIWMiMgR+QWqcMPa1yBZKoVcvyw+Hhde+BfvY0Z0EUsZEdVLUk7JxUJmFB2FiIgaQO+lQpfds6AoKRSao3TnTlyYPBlypZhiSGRPWMqIqM7SC8vx6Nf7kGNgISMickRqrQLdkxZClZYoOgoAoOT3zUh/ZSpkq1V0FCKhWMqIqE4KSk147Jt9yCjiGgAiIkekUEjoUbYZ2uO7RUeppnj9emS8+SZkWRYdhUgYljIiuqYyUyWe+C4eSTncLYuIyFF1cz8F/Y4VomPUqGjlKmS9+57oGETCsJQR0VWZLVY8s+hPHEktFB2FiIgaKKpFAXzXfSw6xlUVLF6M7NmzRccgEoKljIhqJcsyXvzpCHacyRUdhYiIGqh1qAXBP70pOkad5H31NfIWfCc6BlGzYykjolq9vfYE1hxJFx2DiIgaKKiFEm1XvgLJgdZrZc+cieLfNomOQdSsWMqIqEb/23wG3+1OFh2DiIgayMtXjajf34ZkLBcdpX5kGekvv4yyQ4dEJyFqNixlRHSFJftSMDvutOgYRETUQG56Fboe/QTKvAzRURpENhpxYfzzMJ0/LzoKUbNgKSOiajYdz8QbvxwTHYOIiBpIqVYgJmsVNElHRUe5LpaCAqT885+oLCgQHYWoybGUEZHNX2lFmLjsMKyOs/SAiIguJQEx2A/dgd9EJ2kU5vMpuPDceFiNRtFRiJoUSxkRAQCyiyvw1MIDKDNZREchIqIGivZLg1fcAtExGlX54cNIf2kKZKtVdBSiJsNSRkSoMFvw1PcHkFlcIToKERE1ULuQcgSunCE6RpMwxMUh+4OZomMQNRmWMiIX9/e9yI5eKBIdhYiIGigsREL4T1NFx2hS+QsXIv/7RaJjEDUJljIiFzc37jTWH3PM3bmIiAjwC1ThhrWvQbJUio7S5LL++18YNm8WHYOo0bGUEbmw1YfT8PGWRNExiIiogfReKnTZPQuKkkLRUZqH1Yr0KS/DmMi/u8i5sJQRuaiDKQV4eYVjb5dMROTK1FoFup9dBFWaaxUUa1kZLrzwL1gMBtFRiBoNSxmRC0orLMc/v/8TxkruZEVE5IgUCgk9yrZA+9dO0VGEMCUnI/3lVyDLvIcLOQeWMiIXU2G24KmFB5Bbwnu+EBE5qm7up6DfsVx0DKFKtm5F7vxPRccgahQsZUQu5rWfj+FkRrHoGERE1EAdWxTAd93HomPYhdz582HYslV0DKLrxlJG5EKW7EvBqoNpomMQEVEDtQ61IOSnN0XHsB+yjPRXXoHx3DnRSYiuC0sZkYs4dqEI09YeFx2DiIgaKKiFEm1WvQqJ66iqsRoMuPCvf8FaWio6ClGDsZQRuYDCMhOeW/wnTNzYg4jIIXn5qhD1+9tQVLB41MSUmIT0V18THYOowVjKiJycLMuYtOwwLhSUi45CREQN4KZXoevR+VDmZYiOYtcMmzYh94svRccgahCWMiIn98mWRGxNyBEdg4iIGkCpViAmaxU0SbyvZF3kfPQRSna45m0CyLGxlBE5sZ1ncjH399OiYxARUUNIQAz2Q3fgN9FJHIfVivRXXkFlDn8ZSY6FpYzISWUUlePfSw/ByvXgREQOKdovDV5xC0THcDiW/HykvzKVN5Ymh8JSRuSEKi1WPL/4IPJLTaKjEBFRA7QLLUfgyhmiYzis0t27kf/tt6JjENUZSxmRE/p48xkcTCkUHYOIiBogLERCy5+4k+D1yp73EcqP/SU6BlGdsJQROZkDyfmYvy1JdAwiImoAvwAVblj3BhSVnOlw3cxmpL30Iu9fRg6BpYzIiRgqzJi47DAsXEhGRORw9F4qdNkzCwpDvugoTsN8PgWZ77wrOgbRNalEByCixvPW6uO8HxkRXVNi+lH8fmQZUnLPoLgsD0/f+ja6tRlge/zw2R3YeXItUnJOo8xowNT7vkDLgHZ1fv0DiVvw3eb30DWiP/45/B3b8d+P/ITfDy8DAAzr/hCGdHvQ9lhy1kks2/kRXrpnPpQKZSO8S8ei1irQ/ewiqNISRUdxOkW//AL9gAHwHnGn6ChEteJIGZGTWHskHasOpYmOQUQOwFhZjjD/SDw04N81Pm6qrEBkcBeM6vN0vV87z5CJX/Z+gcjg6GrH0/KSsP7Ad3hy6Bt4csjrWBe/AGl5ZwEAFqsFS3fMw8M3TXTJQqZQSOhRtgXav3h/raaSOW0aTBcuiI5BVCuOlBE5gfTCcrz+8zHRMYjIQXRu1QedW/Wp9fHe7YcBqCpY9WG1WrBw8wzc0WsskjKOodxUYnssqzAVYX5t0SEsBgAQ6t+26ph/W/x+ZBnahUSjdVDHBrwbx9dNnwD92uWiYzg1a0kJ0l98Ca0X/wBJxR9/yf5wpIzIwVmtMiYtO4ziikrRUYjIxf365yJ46HzQv+MdVzwW6tcG2UUXkG/IQr4hC9mFFxDqF4GconTsTdiIETf+Q0Bi8Tq2KIDv2o9Ex3AJ5UeOIGf+fNExiGrEXxUQObgv/jiLfee4KJyIxErKOIY9Cb9i6n1f1vh4sG9r3NV7HD5Z/zIA4O4+TyHYtzX+t24KRvX5J05eiMeGA99DqVDh/v7Po11o1+aML0TrUAtCfnxTdAyXkvfFl/AYMADuPXuKjkJUDUsZkQP7K60Ic+ISRMcgIhdXYSrD91v/i9EDJ8ND513reTd1ugs3dbrL9v3ehN+gVevQpkUnvLPsCUy591MUluTg283v4u1HfoBaqWmO+EIEtVCizaqXIcncLbdZWa3IeP0NtFn9CxRareg0RDYsZUQOymyx4sWfjsBs4V/oRCRWbnE68gyZ+GLjG7Zj8sWy8e8vh+HNhxYi0Du02nNKyovw65+LMPHuuUjOPoUg75a2L6u1EtmFFxDm37ZZ30dz8fJVI2rz21BU8P5ZIpiSk5H7v/8h6KWXREchsmEpI3JQ87cmIiHLIDoGERFa+LTCaw98Xe3YuvhvUWEqx/2xz8PXI/CK56zc8ylu7noffD0CkZKTAIvVYnvMYrVAlq1NnlsEN3cluh39FMpc7pYrUt6C7+A5/DbooruIjkIEgKWMyCGdyTLg061JomMQkYMymsuRU/T/pSDPkIkLuYlw13rCz7MFSiuKUVCSjaKyPABVOycCgJe7H7zc/QAA32/5L7z1ARjZ5ymoVRqE+rWpdg2dxgMArjgOACcvHEB20QU8dvMrAIBWgR2QVZiC4yn7UFCSA4VCgSCf8MZ/44IpVRJicn6BOumw6ChksSDjjTfQZsVySGq16DRELGVEjsZqlfHyyqMwWZzzt8hE1PTO5yTg47Uv2r5fteczAECf9rfisZtfwbHzu/HDtlm2xxdsfhcAcHvPx3Fnr7EAgPySbEiSVO9rmyqNWL7zf/jH0DehkKo2gfb1CMQDsS/gh22zoFKq8djgV6BROdl6HwmIURyALn6j6CR0kTEhAblffInAF54XHYUIkixzhSmRI/lm5zm8s+6E6BhEdA3/CQhCeSKnGFOVaP90BK58T3QMupxajTYrV8CtfXvRScjF8T5lRA4kNb8Mszdxt0UiIkcSGVrBQmavzGZkvP4GZIvl2ucSNSGWMiIH8trPx1Bm4l8cRESOIjREQvhPr4qOQVdRcewY8r/7TnQMcnEsZUQO4qcDqdhxJld0DCIiqiO/ABXar3sDikqT6Ch0DTn/+wSm5GTRMZqEJEn45Zdf6vWcpUuXQpIkjBo16prnVlRU4Pnnn4e/vz88PDxw3333ISsry/Z4Xl4ebrvtNoSGhkKr1SI8PBwvvPACiouLbedkZGTgkUceQfv27aFQKDBx4sRGy+coWMqIHEC2oQLvrT8pOgYREdWR3kuFLns/hMKQLzoK1YFcUYH0N94At1oAkpOT8dJLL+Gmm26q0/mTJk3C2rVrsXz5cmzfvh3p6em49957bY8rFAqMHDkSa9aswenTp/Hdd9/h999/x7PPPms7x2g0IjAwEG+88Qa6devWqPkcBUsZkQN4e80JFJWbRccgIqI6UGsV6H52EVQXzoiOQvVQfuBPFP60XHSMagwGA8aMGQO9Xo+QkBDMnTsXgwcPto0kRURE4J133sHo0aOh1+sRFhaG+fPn254fEREBALjnnnsgSZLt+9pYLBaMGTMGb7/9Ntq2vfbN24uKivDNN99gzpw5uOWWW9CzZ08sWLAAu3fvxt69ewEAvr6+eO6559CrVy+0bt0aQ4YMwfjx47Fjx45qOT/66CM8/vjj8Pb2brR8joSljMjO7TiTg/XHMkTHICKiOpAUQEz5Vmj/2ik6CjVAzrx5sBQViY5hM3nyZOzatQtr1qxBXFwcduzYgYMHD1Y7Z9asWejWrRsOHTqEqVOnYsKECYiLiwMAxMfHAwAWLFiAjIwM2/e1mT59OoKCgjBu3Lg65fvzzz9hNpsxdOhQ27GOHTuiVatW2LNnT43PSU9Px6pVqzBo0KA6XeN68jkS3qeMyI6ZLVZMW3NcdAwiIqqjbvoz8Fj7k+gY1ECWggLkfPQxgv/zpugoMBgMWLhwIZYsWYIhQ4YAqCpXoaGh1c6LjY3F1KlTAQDt27fHrl27MHfuXAwbNgyBgYEAAB8fHwQHB1/1ejt37sQ333yDw4cP1zljZmYmNBoNfHx8qh1v0aIFMjMzqx0bPXo0Vq9ejfLyctx11134+uuv63ydhuZzJBwpI7JjC3adQ1JOqegYRERUBx1bFMJv7TzRMeg6FSxbhooE8befOXv2LMxmM3r37m075u3tjQ4dOlQ7r1+/fld8f/Jk7evQU1JS4OHhYfuaMWMGDAYDHnvsMXz11VcICAio8XkzZsyo9ryUlJR6vZ+5c+fi4MGDWL16NZKSkjB58uQ6P7cu+RwdR8qI7FR2cQU+3pwoOgYREdVB61ALQn58Q3QMagwWC7LeeRetf1gkOkmTCA0NrTba5Ofnh6SkJCQnJ+Ouu+6yHbdarQAAlUqFhIQEPPvss3jwwQervU5wcDBMJhMKCwurjZZlZWVdMTIXHByM4OBgdOzYEX5+frjpppvw5ptvIiQk5JqZ65IvMjKyXp+DvWEpI7JT//31FEqMlaJjEBHRNQS1UKLNqpchcec+p1F24ACK1q2H94g7hWVo27Yt1Go14uPj0apVKwBVG2ucPn0aAwcOtJ3394Yal34fFRVl+16tVsNyyc2xVSoV2rVrV+057u7uOHbsWLVjb7zxBgwGAz766COEh4dDo9HAz8+v2jk9e/aEWq3G5s2bcd999wEAEhISkJKScsUI3qX+LlRGo/GanwNQtU7tWvkcHUsZkR06kJyPnw+niY5BRETX4OWrRtTmt6Go4FRzZ5M9axY8b7kZCnd3Idf39PTE2LFjMWXKFPj5+SEoKAhvvfUWFAoFJEmynbdr1y7MnDkTo0aNQlxcHJYvX47169fbHo+IiMDmzZsRGxsLrVYLX1/fK67l5uaGLl26VDv298jX5ccv5e3tjXHjxmHy5Mnw8/ODl5cX/vWvf6Ffv37o27cvAGDDhg3IysrCjTfeCA8PDxw/fhxTpkxBbGxstd0g/x69KykpQU5ODg4fPgyNRoNOnTo1OJ8j4ZoyIjtjtcp4a81x8BeuRET2zc1diW5HP4Uyl79Ec0aVWVnI/exzoRnmzJmDfv36YcSIERg6dChiY2MRFRUFNzc32zkvvvgiDhw4gJiYGLz77ruYM2cOhg8fbnt89uzZiIuLQ3h4OGJiYho949y5czFixAjcd999GDhwIIKDg7Fq1Srb4zqdDl999RUGDBiAqKgoTJo0CXfffTfWrVtX7XViYmIQExODP//8E0uWLEFMTAzuuOOORs9rrySZd8kjsis/7D2PN375S3QMIrpO/wkIQnmiQXQMaiJKlYTexeug279BdBRqQpJajbbr1kLTurXoKACA0tJShIWFYfbs2Rg3bhwiIiIwceJE233LyHFxpIzIjhSWmfDhJvE7PhER0VVIQIziTxYyFyCbzcia8b6w6x86dAg//vgjkpKScPDgQYwZMwYAMHLkSGGZqGmwlBHZkdmbTqOwzCw6BhERXUUXv3R4bfpGdAxqJiXbt8OwbZuw63/44Yfo1q0bhg4ditLSUuzYscNpt4V3ZZy+SGQnzuaU4Na5f6DSyn8liZwBpy86p8jQCrRe8qLoGNTM1K1bIXLdOkhqtego5KQ4UkZkJz7clMBCRkRkx0JDJIT/9KroGCSA+XwKCn76SXQMcmIsZUR24EhqITYcyxQdg4iIauEXoEL79W9CUWkSHYUEyf3sc1hLeesDahosZUR24IONp0RHICKiWrh7qtBl74dQFOeJjkICWXJzkbfgO9ExyEmxlBEJ9sfpHOxO4l/0RET2SK1VICb5B6gunBEdhexA/oIFqMzPFx2DnBBLGZFAsixzlIyIyE5JCiCmfCu0x3aIjkJ2wlpaitxPPxMdg5wQSxmRQGuPZuB4erHoGEREVINuHmfg8Qc3d6DqCpYtg+lCmugY5GRYyogEMVusmM0bRRMR2aWOwYXwWzNPdAyyR2YzcufPF52CnAxLGZEgP+5Pwfm8MtExiIjoMq1CrQhZ9oboGGTHitasgfHsOdExyImwlBEJUGaqxMebE0XHICKiywS2UKLtqqmQZN43kq7CYkHuJ/8TnYKcCEsZkQCL9pxHbolRdAwiIrqEl68anTa/A0UF70VF11b860ZUnOJmXdQ4WMqImlmF2YKvdnDKAxGRPXFzV6Lb0U+hzOUGDlRHsoycjz4WnYKcBEsZUTNbFp/KUTIiIjuiVEmIyV0DddJh0VHIwZRs3YqKkydFxyAnwFJG1IzMFiu+2J4kOgYREf1NAmKUB6Hbv0F0EnJQeV99JToCOQGWMqJmtPLPC0gvqhAdg4iILurilwGv374WHYMcWPFvm2BKSREdgxwcSxlRM7FYZXzGUTIiIrsRGVqBoJXvio5Bjs5iQd7X34hOQQ6OpYyomaw5ksb7khER2YnQEAnhP70qOgY5iaJffoE5O1t0DHJgLGVEzUCWZXy6laNkRET2wDdAjfbr34Si0iQ6CjkJ2WRC/sKFomOQA2MpI2oGG//KxJnsEtExiIhcnrunCtH7ZkNRnCc6CjmZwqXLYCkuFh2DHBRLGVEz+GRrougIREQuT61VoPv5H6BKTRAdhZyQtbQUBUt+FB2DHBRLGVET2346B8fT+ZszIiKRJAUQU7ENbkd3iI5CTix/0SJYK7jLMtUfSxlRE/t25znREYiIXF43j0R4bF8mOgY5OUteHgpXrhQdgxwQSxlRE0rKKcEfZ3JExyAicmkdgwvht2au6BjkIvK/XQC5slJ0DHIwLGVETei7XcmQZdEpiIhcV6tQK0KWvSE6BrkQc1oain/9VXQMcjAsZURNpKjcjJUHL4iOQUTksgJbKNF21VRI/O0YNbP8RT+IjkAOhqWMqIn8FJ+KMpNFdAwiIpfk5atGpy3vQlFRKjoKuaCKo0dR/tdx0THIgbCUETUBi1XGwj3JomMQEbkkrbsS3Y59BmUOZyuQOAU/LhEdgRwISxlRE4g7kYULBeWiYxARuRylSkKP3DVQJx4SHYVcXPH6DbAUFYmOQQ6CpYyoCSzYxW3wiYianQTEKA9Ct3+D6CREkCsqULjqZ9ExyEGwlBE1shPpxdh3Ll90DCIil9PFPxNev30tOgaRTeHSpZC50QzVAUsZUSPjKBkRUfOLDK1A0Ip3RMcgqsZ0/jxKd+0WHYMcAEsZUSMqrjBj7dF00TGIiFxKSIiE8J9eFR2DqEYFS7jhB10bSxlRI1p9OB0VZqvoGERELsM3QI0O69+EotIkOgpRjUq2b4c5nb+wpatjKSNqRD/Fp4qOQETkMtw9VYjeNxuK4jzRUYhqZ7GgYNlPolOQnWMpI2okJzOKcSyNW98SETUHtVaB7ud/gCo1QXQUomsqXLECsomjuVQ7ljKiRrKMo2RERM1CUgA9KrbD7egO0VGI6sSSl4fiTXGiY5AdYykjagSmSitWH04THYOIyCV080iEfvtS0TGI6qXol19ERyA7xlJG1Ag2nchEQZlZdAwiIqfXoUUR/NbMFR2DqN5K9+xBZU6O6Bhkp1jKiBoBpy4SETW9VqFWhP70uugYRA1jsaBo/XrRKchOsZQRXae0wnLsSswVHYOIyKkFtlCi7aqpkGRZdBSiBitas0Z0BLJTLGVE12nFgQuw8mcEIqIm4+mjRqct70JRUSo6CtF1MZ44CWNiougYZIdYyoiugyzLWHGQUxeJiJqK1l2Jbsc/hzLngugoRI2iaDVHy+hKLGVE1+FgSgFS88tFxyAickpKlYQeuWugOXNQdBSiRlO0fh1kTsOly7CUEV2HtUcyREcgInJOEhCjPAjd/g2ikxA1qsr0DJTtjxcdg+wMSxlRA1mtMn79i6WMiKgpdPHPhNdvX4uOQdQkitasFh2B7AxLGVEDxSfnI6vYKDoGEZHTiQw1ImjFO6JjEDUZw6Y4WI38GYL+H0sZUQOtO8pRMiKixhYSIiH8p6miYxA1KavBgJItW0THIDvCUkbUABarjF//yhQdg4jIqfj6q9Bh/ZtQVJpERyFqckVr1oqOQHaEpYyoAfadzUNuCacdEBE1FndPFaL3z4GiOE90FKJmUbprFywlvPceVWEpI2qAdcc4dZGIqLGotQp0P/8DVKkJoqMQNRvZZELpzh2iY5CdYCkjqqdKixUbOXWRiKhRSAqgR8V2uB3lD6fkegy/bxYdgewESxlRPe1OykN+Kdc7EBE1hm6eidBvXyo6BpEQJX/8AbmyUnQMsgMsZUT1tIFTF4mIGkWH4GL4rZ4rOgaRMNbiYpTt3y86BtkBljKiepBlGb+fzBIdg4jI4bUKtSJ02WuiYzSZA2VlGH8hFYMSE9Ep4RR+NxiqPR5nMOCp1BT0O3ManRJO4WRFRZ1e9/v8fNxx9ixiTifglqRE/Dc7C0ar1fb42uIi3JKUiL5nTuOD7Op/X6WZTbj9bBJKLJbrf4PUaAybuTU+sZQR1cvRC0XILeHURSKi6xHYQom2P78KSZZFR2kyZVYrOmjd8GaLFjU+Xm61oofOHS8GBtX5NdcVF2FObg7GB/hjXZs2eCc4BL8WGzAvNwcAUFBZif9kZmJKYBC+ahmOtcXF2FZSYnv+9KwsTA4MgodSeX1vjhqVgfcrIwAq0QGIHMmWU9miIxAROTRPHzU6bZkORXnJtU92YAM9PDDQw6PWx+/29gZQNXpVV4fLyxGj02GEV9Vzw9Qa3OHliWMXR9lSzWZ4KBS43csLANDb3R1JJiMGwwPri4uhkiQM8/Rs6FuiJlKZkYHy48eh69xZdBQSiCNlTSQiIgLz5s0THaNWTzzxBEaNGiU6hsPZmsBSRkTUUFqdEt2Ofw5lzgXRURxSd50OJyoqcLS8HACQajJhR2kpbtLrAQCtNRpUyDJOVFSg0GLBXxUV6KDVoshiwce5OXgjqOZROxKvZDN3YXR1QkqZJEn45ZdfrnneqlWr0KtXL/j4+ECv16N79+5YtGjRVZ+zbds2SJJ0xVdm5tW3MLf3EvW3iooKPPHEE4iOjoZKpaq1WBmNRrz++uto3bo1tFotIiIi8O2331739ZcvX46OHTvCzc0N0dHR2LBhwxXnnDx5EnfffTe8vb2h1+tx4403IiUlxfb4l19+icGDB8PLywuSJKGwsPCK17j77rvRqlUruLm5ISQkBI899hjS09OvO//1yDEYcSytSGgGIiJHpVBK6JG3FpozB0VHcVgjvLzxQkAAHk05j64JpzD83FncqHPHM/4BAABvpRLvB4fg1YwMPHQ+GXd7eWGA3gOzcrIxxscXaWYz7k0+h7vPncVvhmLB74YuxXVlZNfTF/38/PD666+jY8eO0Gg0WLduHZ588kkEBQVh+PDhV31uQkICvC4O3wNAUFDd52xfD5PJBI1G02Svb7FYoNPp8O9//xsrV66s9bwHH3wQWVlZ+Oabb9CuXTtkZGTAeslC4IbYvXs3Ro8ejffffx8jRozAkiVLMGrUKBw8eBBdunQBACQlJWHAgAEYN24c3n77bXh5eeH48eNwc3OzvU5ZWRluu+023HbbbXj11VdrvNbNN9+M1157DSEhIUhLS8NLL72E+++/H7t3776u93A9tiVkw4mXPxARNR0JiFEdgm7/etFJHNr+slJ8mZeH/7QIRledG1JMZszIzsJnubl4LqCqmA319MTQS6YoxpeV4bTRiNeDWuC2s2fxYWgoAlRKPHT+PHrp3OGvsusfBV2GMSEBpgsXoGnZUnQUEqTeI2UGgwFjxoyBXq9HSEgI5s6di8GDB2PixIkAqkac3nnnHYwePRp6vR5hYWGYP3++7fkREREAgHvuuQeSJNm+r8ngwYNxzz33ICoqCpGRkZgwYQK6du2KnTt3XjNnUFAQgoODbV8KRe1vdfDgwTh//jwmTZpkG1kDgGnTpqF79+7Vzp03b161zH9PA3zvvfcQGhqKDh06VPusavscACAlJQUjR46Eh4cHvLy8bEXqavR6PT777DM8/fTTCA4OrvGcjRs3Yvv27diwYQOGDh2KiIgI9OvXD7GxsbW+bnx8PAIDA/HBBx/Ues5HH32E2267DVOmTEFUVBTeeecd9OjRA5988ontnNdffx133HEHZs6ciZiYGERGRuLuu++uVoonTpyIqVOnom/fvrVea9KkSejbty9at26N/v37Y+rUqdi7dy/MZvPVPp4mxamLREQN09k/E96/fSU6hsP7ODcXd3t5434fH7TXumGopycmBgTiq/w8WGv4raHJasX0rExMaxGMFJMJFsi40d0dbTRaRGg0OFpRLuBdUG04hdG11buUTZ48Gbt27cKaNWsQFxeHHTt24ODB6lMRZs2ahW7duuHQoUOYOnUqJkyYgLi4OABVP/wDwIIFC5CRkWH7/lpkWcbmzZuRkJCAgQMHXvP87t27IyQkBMOGDcOuXbuueu6qVavQsmVLTJ8+HRkZGcjIqN99qP7OFRcXh3Xr1tmOX+1zsFqtGDlyJPLz87F9+3bExcXh7NmzeOihh+p17ZqsWbMGvXr1wsyZMxEWFob27dvjpZdeQnl5zf/x3bJlC4YNG4b33nsPr7zySq2vu2fPHgwdOrTaseHDh2PPnj2297R+/Xq0b98ew4cPR1BQEPr06VOnqapXk5+fj8WLF6N///5Qq9XX9VoNZbZYseN0rpBrExE5srahRrRY8Y7oGE6hwmqFQqp+THnxF8k1TeT4PD8PA/R6dHJzgwVA5SXFzSzLsHD2h10p2b5ddAQSqF5j1gaDAQsXLsSSJUswZMgQAFXlKjQ0tNp5sbGxmDp1KgCgffv22LVrF+bOnYthw4YhMDAQAODj41PrSM+lioqKEBYWBqPRCKVSiU8//RTDhg2r9fyQkBB8/vnn6NWrF4xGI77++msMHjwY+/btQ48ePWp8jp+fH5RKJTw9PeuU6XJ6vR5ff/31FdMWr/Y5bN68GceOHcO5c+cQHh4OAPj+++/RuXNnxMfH48Ybb6x3jr+dPXsWO3fuhJubG37++Wfk5uZi/PjxyMvLw4IFC6qd+/PPP+Pxxx/H119/fc1CmJmZiRaXbe3bokUL23q97OxslJSU4L///S/effddfPDBB9i4cSPuvfdebN26FYMGDarX+3jllVfwySefoKysDH379q1WeJtbfHI+DMZKYdcnInJEISEKtFpR8zR1Z1dqtSLF9P87K6aZzThZUQFvpRKhajUKLRZkmM3Irqz6uyX54rkBKhUCL04pnJqRjiCVCpMvbps/2MMDCwsKEKV1Q1c3N6SYzfg4NweDPTxs5exviUYjfi0uxsqINgCAthoNFJKElYWFCFCpcM5kQvQlSwtIvLKDh2A1maBowmUwZL/qNVJ29uxZmM1m9O7d23bM29u72pQ9AOjXr98V3588ebLW101JSYGHh4fta8aMGbbHPD09cfjwYcTHx+O9997D5MmTsW3btlpfq0OHDnjmmWfQs2dP9O/fH99++y369++PuXPnAgAWL15c7Vo7duyoz0dQo+jo6BrXkV3tczh58iTCw8NthQwAOnXqBB8fH9s5nTt3tuW8/fbb65zHarVCkiQsXrwYvXv3xh133IE5c+Zg4cKF1UbL9u3bhwceeACLFi2qVsiu9udxresCwMiRIzFp0iR0794dU6dOxYgRI/D555/XOf/fpkyZgkOHDmHTpk1QKpV4/PHHIQta1LUtIUfIdYmIHJWvvwodNrwJhckoOooQxyvKcd/5ZNx3PhkA8EFONu47n4xPLt5TbGuJAfedT8ZzaVU7Ub6YkY77zidjWWGB7TUyzGbkVv7/LwSf9Q/AE75++Cg3B3cln8MbmRkYoNdjWovqv1CWZRnTsjLxSlALuF9cvuGmUGBGcAg+zcvFG5kZeCOoBVoImn1CNZMrKlB+8JDoGCSIXazuDA0NxeHDh23f+/n52f6/QqFAu3btAFRNSTx58iTef/99DB48uM6v37t3b9s6tLvvvht9+vSxPRYWFlbr8xQKxRUloKY1TfqLW9E2tg0bNtiup9Pp6vy8kJAQhIWFwfviPVAAICoqCrIs48KFC7jhhhsAAJGRkfD398e3336LO++80zY1sLY/j+Dg4CvWvGVlZdlGFwMCAqBSqdCpU6dq50RFRdVpHeDlAgICEBAQgPbt2yMqKgrh4eHYu3fvFWW3OfD+ZEREdefuqUKX+DlQFLnutO/e7nqc6NCx1sfv8fbBPd4+V32Nha1aV/teJUl4PiAAz1/c1KM2kiThh8ueC1SNtA32aHfV55JYpfv2Qt+3z7VPJKdTr5Gytm3bQq1WV1sHVlRUhNOnT1c7b+/evVd8HxUVZfterVbDYrHYvlepVGjXrp3t69JSdjmr1QqjsX6/dTt8+DBCQkIAVI28XXqtv8uORqOplgkAAgMDkZmZWa2YXVpWruVqn0NUVBRSU1ORmppqe/zEiRMoLCy0lZrWrVvbcl6tPF4uNjYW6enpKCn5/xtznj59GgqFAi0v2dUnICAAW7ZsQWJiIh588EFbAaztz6Nfv37YfNki1Li4OFtJ0mg0uPHGG5GQkFDtnNOnT6N16yv/cqiPv0fh6vtn3xjSC8uRmO3cNzklImosKo0CMecXQ52ScO2Tiaiasj17r30SOaV6jZR5enpi7NixmDJlCvz8/BAUFIS33noLCoXCtmMhAOzatQszZ87EqFGjEBcXh+XLl2P9+v/fBjciIgKbN29GbGwstFotfH19a7ze+++/j169eiEyMhJGoxEbNmzAokWL8Nlnn9nOefXVV5GWlobvv/8eQNXuiG3atEHnzp1RUVGBr7/+Glu2bMGmTZuu+t4iIiLwxx9/4OGHH4ZWq0VAQAAGDx6MnJwczJw5E/fffz82btyIX3/9tdpW+1dztc9h6NChiI6OxpgxYzBv3jxUVlZi/PjxGDRoEHr16nXV1z1x4gRMJhPy8/NhMBhsRfHvnSIfeeQRvPPOO3jyySfx9ttvIzc3F1OmTME//vGPK0bcgoKCsGXLFtx8880YPXo0li5dClUt2+NOmDABgwYNwuzZs3HnnXdi6dKlOHDgAL788kvbOVOmTMFDDz2EgQMH4uabb8bGjRuxdu3aalNOMzMzkZmZicTERADAsWPH4OnpiVatWsHPzw/79u1DfHw8BgwYAF9fXyQlJeHNN99EZGSkkFGyPUl5zX5NIiJHJCmAHqY/oD36h+goRA6p/K+/YCkphdKjaWZhkf2q9+6Lc+bMQb9+/TBixAgMHToUsbGxiIqKqnYfqhdffBEHDhxATEwM3n33XcyZM6fafcVmz56NuLg4hIeHIyYmptZrlZaWYvz48ejcuTNiY2OxcuVK/PDDD3jqqads52RkZFS7MbHJZMKLL76I6OhoDBo0CEeOHMHvv/9u25ikNtOnT0dycjIiIyNtm5FERUXh008/xfz589GtWzfs378fL730Up0/q6t9DpIkYfXq1fD19cXAgQMxdOhQtG3bFsuWLbvm695xxx2IiYmxlZ2YmJhqn6OHhwfi4uJQWFiIXr16YcyYMbjrrrvw8ccf1/h6wcHB2LJlC44dO4YxY8ZcMWL4t/79+2PJkiX48ssv0a1bN6xYsQK//PKL7R5lQNWtDj7//HPMnDkT0dHR+Prrr7Fy5UoMGDDAds7nn3+OmJgYPP300wCAgQMHIiYmBmvWrAEAuLu7Y9WqVRgyZAg6dOiAcePGoWvXrti+fTu0Wu01P5/GtucsSxkRUV1080yCx7YfRccgclyVlSg7ULedycm5SPJ17pxQWlqKsLAwzJ49G+PGjUNERAQmTpxou28ZkaOL/e8WpBXyXi5EVD//CQhCeaJBdIxm0yG4GGFLXXOnRaLG5Dd2LFq8OlV0DGpm9d7o49ChQzh16hR69+6NoqIiTJ8+HUDVjntEziYlr4yFjIjoGlqFWhG69A3RMYicQuleritzRQ3affHDDz9EQkICNBoNevbsiR07diDgGjsBETmiPWddd+cwIqK6CAxSoe3PL0Ky1jz1nYjqx3j6NCrz86G6ysZ35HzqXcpiYmLw559/1vp4cnLy9eQhsiv7zuaLjkBEZLc8fdTotO1dKMq5Qy1Ro5FllO3bB6963KOWHF+9N/ogciX7k1nKiIhqotUp0e3El1Bmp1z7ZCKql1Juje9yWMqIapFeWI4LBVxPRkR0OYVSQo/8ddCcPiA6CpFTKt3HUuZqWMqIahHPUTIiohrFqA9Dt2+d6BhETst8PgWV+fw5xJWwlBHVYv85/seQiOhynQOy4L3xS9ExiJxe+dGjoiNQM2IpI6rFgeQC0RGIiOxK21AjWqyYLjoGkUuoOHpMdARqRixlRDUoM1UiMYe7iRER/S0kRIFWK3hzaKLmUn6MpcyVNOg+ZUTO7nh6MSxWWXQMIiK74OuvQocNr0NhMoqOQuQyKljKXApHyohqcPRCkegIRER2wd1ThS7xc6AoyhUdhcilWAoLYUrhLSdcBUsZUQ2OXSgUHYGISDiVRoGYlB+hTkkQHYXIJZVzXZnLYCkjqgFHyojI1UkKoIfpD2iPbBMdhchllR89IjoCNROWMqLLGCrMOJdXKjoGEZFQ3TyT4LHtR9ExiFwad2B0HSxlRJc5llYEmXt8EJEL6xBcDL/Vc0THIHJ5FSdPQq6sFB2DmgFLGdFljnHqIhG5sPBQGaE/vSE6BhEBkI1GVCRwTacrYCkjuszRNJYyInJNAUEqRP48FZLVIjoKEV3ErfFdA0sZ0WU4UkZErsjTR43O296DorxEdBQiukT5X3+JjkDNgKWM6BJFZWak5JeJjkFE1Ky0OiW6nfgSymzeE4nI3pjOJIqOQM2ApYzoEqcyi0VHICJqVgqlhB7566A5fUB0FCKqgfHsWdERqBmwlBFdIjGH03aIyLXEqA9Dt2+d6BhEVAurwQBzVrboGNTEWMqILpGYzVJGRK6jc2AWvDd+KToGEV2DKYlTGJ0dSxnRJVjKiMhVtA01ocXy6aJjEFEdGBOTREegJqYSHYDIniSxlAlVtHc5CrcvhGfPu+E39J+wlBtQtHMxypMPwVKcA4XOG+7t+8Lnpkeh0OprfZ3CnYtRenIHLIYcSAoVNMHt4DPwcWhDOwAA5Eoz8jZ+jLIze6HU+8Lv1vHQRXT//xz7VsJSnAO/Yc829VsmEiIkRIFWK6aKjkFEdWRMYilzdixlRBeVGiuRXlQhOobLMmachuHwRqgDI2zHLCV5sJTkw/fmf0Dt3wqVxdnI/20+LIY8BN7zWq2vpfYLg9+wZ6HyCYZsNsJwYDWylr2JsGe+gtLdG4YjG2HKTETwox+i/OyfyF07Cy1f+AGSJMFcmImSI78hZOy8pn/TRAL4+qvQYcPrUJiMoqMQUR0ZOX3R6XH6ItFFSdzkQxirqRy5az+E/23/gsLNw3ZcExiBwHteg3u7PlD7hkDXuht8Bj6OsqT9kK9yc1t9p8HQRXSH2icYmsDW8L3lKcimMpiyzwEAzHmp0LXrA01ga3j2uBPWsiJYy6t23szf9Cl8Bz8Bhda9ad80kQDuHip0iZ8DRVGu6ChEVA8mTl90eixlRBdxPZk4+XGfQRd5Y7UphLWxGkuh0LhDUijr9NqyxQzD4Y2QtHpogtoAADRBbWC8cAJWsxEV5w5C6eEHhc4LJce3QlJp4N6+//W8HSK7pNIoEJP6I9QpCaKjEFE9WQoLUZmXJzoGNSFOXyS6iKVMjNIT22HKTELI2LnXPNdSVoSi3Uvh0f22a55blrgfuWtmQjYbofTwRYuH3oHS3RsA4BE9DKbsZKR/Mx5KnRcCRr4Ca0UJinYuRovR76Pgj0UoO/kHVD7B8L9jAlSeAdf9PolEkiSgh2kHtEe2iY5CRA1kTEqCyt9fdAxqIhwpI7qIpaz5VRbnIH/zVwi46yVIKs1Vz7Uay5C94m2o/VvBJ/aRa762W6uuCHnyYwQ/OgtubXoiZ/UHsJQWAgAkpQr+tz6Hls9+g5Cxc+HWsjMKtnwDz553wZR1FuVn9iDkyf9BG9oRBb9zu3ByfF29zsJj2xLRMYjoOpi42YdTYykjuog3jm5+psxEWMsKkfHdBJyfeTfOz7wbxtS/YPhzLc7PvNu2bsxqLEP2T/+BQqND0L2vQ1Jee5BfoXGD2jcU2rCOCLhjAiSFAiVHN9V4bsX5ozDnnYdnjxGoSDkKXdteUGjc4N5xACpSjjXqeyZqbu2Di+G/erboGER0nbgtvnPj9EUiAJUWK1LyykTHcDlurbsh5B+fVDuWt+EjqP1bwqvPfZAUSliNZcj66U1ISjUC73vzmiNqtZJlyBbzlYcrTciP+6xqtE6hBGQrZOvFB60WyLZviBxPeKiMsKVviI5BRI3AdO6c6AjUhDhSRgQgs7gClVZZdAyXo9C6QxMYUe1LUmuhcPOEJjCiqpAtexOy2Qj/2ydANpbDUlIAS0lBtd0X0756FmWndwMArKYKFGxfCGPaKVQWZcOYmYjcDfNQaciDe4cBV2Qo3L0Uura9oGkRCQDQhnVC2endMGWfg+HgOriFRTXPh0HUyAKCVIhc/Rqkq+xUSkSOw5yWJjoCNSGOlBEBSC/k/cnskSkrEaaMqp3i0r98utpjYc9+A5V3CwBAZf4FWI1VI52SQgFz/gXk/LIZlvJiKHVe0ATfgOAxH0AT2Lr66+cko+zUDoQ88T/bMfeOsahIPYbMxa9A7R+GgLumNOVbJGoSnj5qdN72LhSlxaKjEFEjMWdkQJZlSJIkOgo1AUmWZQ4PkMv75VAaJi47LDoGETmR/wQEoTzR0OzX1eqUuDHpa2hOH2j2axNR02r3x3aog4JEx6AmwOmLRADSCstFRyAium4KpYSYgvUsZEROilMYnRdLGRFYyojIOcSoD8N971rRMYioiZjT0kVHoCbCNWVEANJZyojIwXUOzIb3ct5Xj8jpKJWQAvxgCfRFtrUQ3qLzUJNgKSMCSxkROba2oSa0WPK26BhE1ACSlxfkID8YAzxR7KtFvrcCmXozUtzLkagtxBlVPiqlAgAFeDgoGa+LDkxNgqWMCNx9kYgcV0iIAq1WTBUdg4hqIGk0QJA/zIE+KPXVodBHhWxPKy7ojTinLUaCJh8FijIAdbtXanZZdtMGJmFYysjlFZWZUWKsFB2DiKjefP1V6LDhdShMRtFRiFyPJEHy84U1yBfl/h4o9tEg1wvI0JtxXleGM5p8JKsKIUs5AHIa5ZI55Y3zOmR/WMrI5XGTDyJyRO4eKkTHz4WiKFd0FCKnJLm7Qw7yhynQCyW+OhR4K5DlYUGKvhxntcU4rcpDmaIYQPPdDzCrLKvZrkXNi6WMXF5GEUsZETkWlUaB7heWQpVySnQUIsekUkEK8ENloA/K/fQo9FEhxwtI1xtxzq0EpzX5yFSWAMi4+GUf8srzYLFaoFQoRUehRsZSRi4v28BpP0TkOCQJ6GHeCbfDW0VHIbJbkrcX5CB/VPh7wOCrRZ63ApkelUjRleKMthBJqgJUSvkA8kVHrReLbEFeRR6C3HkDaWfDUkYuL7/UJDoCEVGddfU+B49fFouOQSSMpNEALQJgDvBGqZ8OBX9vnuFegXNuBpxS56GoHptnOJrssmyWMifEUkYur7CMpYyIHEP7YAP8l34oOgZR05EkSP6+sAT6ocJfjyJfDfI8gXQPM5J1JTijKUSKshCylA3ANXcizCrLQhd0ER2DGhlLGbm8gjKz6AhERNcUHiojbCnvUESOTdLrIQf5wRTgBYOfGwq8lcjSW5DiXoYktyKcVuejQmrezTMcDbfFd04sZeTyCjh9kYjsXECQCpGrp0CyWkRHIaqdSgUp0B+VAd4o89ejyEeNHC8Zae5GnNUZcFqdj2xlKext8wxHYzAZREegJsBSRi6vgNMXiciOeXir0Xnbu1CUcuSAxJJ8vCEH+aHC3wPFvlrkeVVtnnFeV4pEbSGS1PmwIA9AnuioTq3UXCo6AjUBljJyeZy+SET2SqNTovupr6DMThEdhZycpNUCQQEwBXqh1M8dhd5KZHlakepejnNuBpzW5KNIKgXAQiAaS5lzYikjl8eRMiKyRwqlhB6FG6BJiBcdhRydQgHJzxeWIF+U++tR7KtFrqeMNL0JyRdHuVKUhQCyLn6RPSszO+eukq6OpYxcmsUqo7icI2VEZH9iNEfgvnmN6BjkACQPPeQgfxgDvFDi64Z8bwWyPCqR4l6OJG0RTqvzYJSKABSJjkqNgCNlzomljFxaUbkZVll0CiKi6joHZsN7+ReiY5A9UKkgBQWgMtAbZb7uKLRtnlGBs24GnNYUIEdZCiD94hc5u9JKljJnxFJGLo1TF4nI3rQNNaHFkrdFx6BmIvn6wHpx8wyDrxZ5nhLSPcxIcS9DoqYQZ9X5sCAXQK7oqGQnOH3RObGUkUsr5CYfRGRHQkIUaLViqugY1EgkNzcgyB+mQG+U+ulQ4KVElqcFqfoKnNMakKDOg0FRAqBEdFRyICxlzomljFxauYn3/CEi++Djr0b7jW9AYTKKjkJ1oVBA8vezbZ5R5KOxbZ5xXleK05oCXFAVgZtnUGPj9EXnxFJGLq3CzFJGROLpPFToGj8HyoJs0VHoIsnTo2rzDH9PlPi5Vd2Ty7MSqboyJGmLcUadB6NUCKBQcFJyNdzowzmxlJFLM1ZaRUcgIhen0igQc2EpVCmnREdxHbbNM3yq7snlo0K2pxVpeiOS3UqQoMlHrqIUQJropERX4PRF58RSRi6NI2VEJJIkAT3MO+F2eKvoKE7FtnlGgCeKfTTI80LV5hm6ciRqCnBOXcDNM8hhWWQLKior4KZyEx2FGhFLGbm0ikqWMiISJ9o7GR6/LBYdw6FIOjcgKACmAC+U+umQ761ElocFF9wrcFZXjAR1Hkokbp5Bzq3UXMpS5mRYysilVZg5fZGIxGgfYkDAj7NEx7AvSiWkAD9YAnxQ7q9Hoa8auZ6omlaoK8VpTT7SlQYAmRe/iFxTmbkM/jp/0TGoEbGUkUvj9EUiEiE8VEbY0tdFx2h2kqcn5BZVm2cYfLXI81Yg06MSqbpyJGoLkajOh0kqAFAgOiqRXeMOjM6HpYxcGjf6IKLmFhCkQuTqKZCsTvZLIbUaUlAAzIE+KPPTodBbhSxPK9I8jDinNeC0Jh95ijIAF0QnJXJ43OzD+bCUkUszcqSMiJqRh7canba/B0Vpsego9SNJts0zyv09YPDVINcLyNCbkawrRaK2EOeUBZClHAA5otMSOT1ui+98WMrIpXH6IhE1F41Oie6nvoIq67zoKFeQdDogyB+mQG+U+LnZNs9Ida9AklsRTqvyUKYwADCIjkpE4PRFZ8RSRi6NG30QUXNQKCX0KNwATUJ8819cqYQU4A9LoA/K/N1R5KNGjieQrjfhnK5qWmGGsgTcPIPIcZgtZtERqJGxlJFLq7TKoiMQkQuI0RyF++Y1TfLakpcX5BZ+MPp7othXi3xvCRkeFqTqypCoLcQZVT4qpXwA+U1yfSJqfioFf4R3NvwTJZcmSaITEJGz6xSYA+/lnzfouZJGAwT5wxzog9KLm2dke1pxQV+Bs24GnFbno0BRBoCL/olciVJSio5AjYyljFyagqWMiJpQm1ATgpdMq/lBSYLk5wtrkC/K/T1Q7FN984wz2gKcVxZy8wwiuoJSwVLmbFjKyKUpOFRGRE3ETZWPiPhPYLqxM0p83VBwcfOMFH05kjRFSNDkoUIqBuBgOzESkXAqiT/COxv+iZJLYycjoqbgqapEeNB3eOSBC7DI3OWViBoXR8qcj0J0ACKRJLYyImoCcyIO4KbTm/CsZ5ToKETkhBQSf4R3NvwTJZfGNWVE1NiCtGYMyVsMAPjn0Y3o59NBcCIicjacvuh8WMrIpUlgKyOixvVRq11QlOcBABSyFe+fOYxANz/BqYjImXD6ovNhKSOXxpEyImpMbd0r0DdrSbVj/iU5+KBczS2siajR8L8nzoeljFwa15QRUWP6qOUWSKaSK47fmBzP9WVE1Gh482jnw1JGLo1b4hNRY+nqVYIu6StqfZzry4iosXCkzPmwlJFL4/RFImosc1v8BqmyotbHub6MiBoLd190PvwTJZem0/A3TUR0/Qb6FaLthV+ueR7XlxFRY+D0RefDUkYuzV3D/6gR0fX7r+8aSHW8STTXlxHR9eIvdpwPSxm5NA8t/6NGRNfnrqAchKT9Vq/ncH0ZEV0PbonvfFjKyKVxpIyIrtc0/UpIkOv1HK4vI6LrwZtHOx+WMnJpeo6UEdF1GBuaBv+MPxr0XK4vI6KG4kiZ82EpI5em1/I3TUTUcFNUS6/r+VxfRkQNoVVqRUegRsZSRi6N0xeJqKEmtToLj+w/r/t1uL6MiOpDKSnhpfESHYMaGUsZuTROXySihpAkGc9ULm6U1+L6MiKqD2+tNySJN1p1Nixl5NL0HCkjogZ4K+IU3PJPNtrr+Zfk4IMyFdeXEdE1+Wp9RUegJsBSRi6Na8qIqL60CivGlP3Q6K974/kDeI7ry4joGnzdWMqcEUsZuTROXySi+vqg7WGoi841yWs/fXQj+nN9GRFdBUuZc2IpI5emVSmhVfFfAyKqG291Je4qaPxRsr8pZCveP30IQW7+TXYNInJsnL7onPjTKLm8AA9uK0tEdTM3Yj+UpZlNeg2/0lz8t0zJ9WVEVCMfNx/REagJsJSRywvw0IiOQEQOIMTNhME5jbPj4rVwfRkR1caPO7U6JZYycnkcKSOiuvgofAcUFQXNdj2uLyOimvhofURHoCbAUkYuj6WMiK7lBn05bsxa2qzX5PoyIqoJN/pwTixl5PICPDl9kYiu7qPQ3yGZSpv9ulxfRkSX4/RF58RSRi6PI2VEdDU9vA2ISl8p7PpcX0ZEl+L0RefEUkYuj6WMiK5mduCvkCwmoRm4voyI/saRMufEUkYuj6WMiGpzi38BItLWio7B9WVEBABwV7lDo+SyC2fEUkYuL5BryoioFjN8foEkW0THAMD1ZUTETT6cGUsZuTyOlBFRTe5tkY3gtDjRMarh+jIi1+arZSlzVixl5PK8dWqolZLoGERkZ97ULRcdoUZcX0bkujhS5rxYysjlSZKEEG+d6BhEZEfGhaXCN3OX6Bg14voyItflr+O/986KpYwIQCs/d9ERiMiOTFb8KDrCVfmV5uKDMgXXlxG5mFaerURHoCbCUkYEIJyljIgueql1IvQ5h0XHuKZe5//EeK4vI3Iprb1ai45ATYSljAgcKSOiKkrJiqdNi0XHqLOnj/zK9WVELoSlzHmxlBEBCPfjmjIiAqa3OQFtQYLoGHUmQeb6MiIXIUFCuGe46BjURFjKiMCRMiICdEoLHir5QXSMeuP6MiLXEOgeCHc1f15xVixlRGApIyJgVptDUBWniI7RIFxfRuT8OHXRubGUEQHwcdfA000lOgYRCeKrrsTtBY43SnYpri8jcm7cedG5sZQRXRTuy9EyIlc1L2IPlKXZomNcF64vI3JuEV4RoiNQE2IpI7qIUxiJXFNLNyMGZi8RHaNRcH0ZkfNq5cWRMmfGUkZ0USt/ljIiV/Rxq+2QjEWiYzQari8jck4cKXNuLGVEF0X460VHIKJm1tGjDDEZP4mO0ei4vozIuSgkBVp6thQdg5oQSxnRRR2CPURHIKJmNi8kDpK5THSMRsf1ZUTOJUQfAo1SIzoGNSGWMqKL2rfwFB2BiJpRb59idEhbJTpGk+H6MiLnwe3wnR9LGdFFnm5qhPnoRMcgomYyK2ADJKtZdIwmxfVlRM6B2+E7P5Yyoku0b8EpjESu4NaAfLRKWyc6RrPg+jIix8eRMufHUkZ0iQ7BXqIjEFEzeNfrZ0iyVXSMZvH/68sCREchogZiKXN+LGVEl+BmH0TO76GQTASlbxYdo1n5leZiZqnE9WVEDoqlzPmxlBFdokMLjpQRObvXNM63BX5d9Ez5E897dhQdg4jqSavUItQjVHQMamIsZUSXaBfkAZVCEh2DiJrIc+Hn4Z21V3QMYZ46shGxPixmRI6kg18HqBQq0TGoibGUEV1Co1IgIoA3kSZyVv+SfxQdQSgJMmacPsj1ZUQOpGtAV9ERqBmwlBFdpkMw71dG5IxeizgN99yjomMIx/VlRI4lOiBadARqBixlRJfpyJtIEzkdtULGExU/iI5hN7i+jMhxsJS5BpYyost0DfcRHYGIGtm7EcegKUwUHcOucH0Zkf3z1foi3CtcdAxqBixlRJfp3tIHEvf6IHIaeqUV9xkWiY5hd7i+jMj+dQ7oLDoCNROWMqLLeLur0YabfRA5jQ/bHIDKkCY6hl3i+jIi+8ZNPlwHSxlRDbpzCiORUwjUmDE8n2vJrobry4jsV5eALqIjUDNhKSOqQUwrX9ERiKgRzG29G4qyXNEx7B7XlxHZJ27y4TpYyohqEMORMiKH10pXgdhs174vWV1xfRmR/Wnl2Qo+bj6iY1AzYSkjqkHHYE+4qfmvB5Ej+7jlNkjGYtExHAbXlxHZF05ddC0q0QGI7JFKqUB0mDfikwtERyGiBujsWYpuGctFx3A4PVP+xPPdbsfHxcdFR3FapQmlyN2Qi/Lz5agsrESrf7WCV0+vaudUpFcg66cslCaUQrbIcAtzQ/gL4dD4a2p9XUupBVkrs1D8ZzEspRao/dUIeSQEnt2q7r1ZuLsQmSsyYa2wwvcmX4SMDrE915RjQvKHyYicFgmljqXcXnQN5CYfroSljKgW3cN9WMqIHNS84E2QUstFx3BITx3ZiD9jhmFX4SnRUZyS1WiFWys3+A70Rcr/Uq543JhtxLn3zsF3oC+C7gmCQqeAMc0IxVVmb1grrUj+MBlKTyXCXwiH2kcNc54ZCveq51QaKpG2IA0tn2oJdaAa5+eehz5KD6/uVWUwfVE6WjzQgoXMznCkzLWwlBHVomqzj3OiYxBRPcX6FqFd2s+iYzgsCTLeP/0n7m/VGtkV3CSlsXl29YRnV89aH89ekQ2Prh4IfijYdkwbpL3qaxb+UYjKkkq0fb0tJFXVjTY1gf8/qmbKMUGpU8K7jzcAQB+lhzHdCHQHCvcWQlJK8O7lfR3vihqbWqFGlF+U6BjUjFjKiGoR08pHdAQiaoAP/NdBulApOoZD8y3Nw6zS1viHSgmLbBEdx2XIVhmGowYE3B6A5A+TUX6+HJpADQLvDLxiiuOlig8Xw72dO9IXpaP4UDFUnip49/VG4J2BkBQStC20sJqsKD9fDrW/GuXnyuF7ky8spRZkr8pGxCsRzfcmqU46+HaARln7dFVyPtzJgKgWId46tPTViY5BRPVwR2Auwi5sEB3DKfRIOYgXeP+yZlVZXAlrhRU563PgEe2BiJci4NXDCymfpKD0VGmtzzNlm1AcXwzZKiNicgSC7g5C3sY85KzJAQAo9Uq0fLolLnx1AWenn4VPfx94RnsiY2kG/Ib4wZxrRuJ/EnHm9TMoii9qrrdLV8Gpi66HI2VEV9E/0h8/HbggOgYR1dF0z1WQDLLoGE5j3JGNOMD1Zc3n4j+6Xj28EDC86vYEutY6lCWWIX9rPvQd9bU+T+WlQtiTYZAUEnQROpgLzMj9NRdBo4KqXrOnV7XRttJTpTBeMCL00VCcfuU0wp8Nh8pbhaTpSdB30EPlxR8RReImH66HI2VEVxHbjvfsIXIUY0LSEZC+TXQMp/L3+jLev6x5KD2VgBLQhlZfQ6YN1cKcZ671eSofFTTBGkgKqdpzKosqYa20XnG+1WxF+vfpCB0bClO2CbJFhr6jHtoQLbTBWpQllTXem6IGiQmKER2BmhlLGdFV9Iv0Fx2BiOroFfUy0RGcUtX6MvD+Zc1AoVJA10YHY4ax2nFjphHqAHWtz3O/wR2mLBNkq1ztOSofFRSqK3/Uy1lTNT1SF6Gres4lvU2urP49Nb/WXq3R0rOl6BjUzFjKiK4iyNMN7Vt4iI5BRNfwQngyvLLjRcdwWlxf1ngsFRaUny9H+fmqWzaYck0oP18OU54JABB4eyCK9xcjf1s+jFlG5P2eB8NhA/xu8bO9xoUvLyBzeabte7+b/WAptSBjcQaMmUYYDhuQsy6n2nP+VpFWgaL9RWhxbwsAgDZEC0hA/vZ8GA4bYMwwQteW66lFig2NFR2BBOCEYaJr6B8ZgNNZJaJjEFEtJEnG89YlomM4Pa4vaxzl58qR/EGy7fvMH6vKlU+sD1o+3RJePb0QOjYUOetzkLE4A9pgLVq90Ar69v+/nsyUZwL+f6YiNP4aRLwUgYwlGUh8IxEqXxX8h/kj8M7AateWZRnp36UjeHQwFNqq38srNAqEPRWGjEUZkM0yQh4Lgdq39lE5anoDwgaIjkACSLIsc0U00VVsOp6Jfy76U3QMIqrFm21OYVzGdNExXEKB3p/3LyNqQlqlFjsf3gk3lZvoKNTMOH2R6Br6RvpDecniaSKyH1qFFY+V/yA6hsvg+jKiptWzRU8WMhfFUkZ0DV5uanQJ8xYdg4hqMKPNUWgKz4qO4VK4voyo6XA9metiKSOqg1juwkhkdzxVlRhVxFEyEcYd2YhYHxYzosY2oCXXk7kqljKiOugfyXv0ENmbOREHoCxJFx3DJfH+ZUSNL8wjDG2924qOQYKwlBHVQa8IX+jUXENBZC+CtGYMyVssOoZL4/oyosbVP7S/6AgkEEsZUR24qZUYcAN/I0xkLz5utROK8jzRMVwe15cRNZ7YMK4nc2UsZUR1NKxTC9ERiAhAW/cK9Mn6UXQMumjckY0YwPVlRNdFpVChb0hf0TFIIJYyojoa0jEI3BmfSLyPwjZDMvGG7vZCgowZp/9ECx1nExA1VExQDPRq/bVPJKfFUkZUR/4eWsS08hUdg8ildfcqQZf0FaJj0GV8S/MwyyBDJalERyFySNwKn1jKiOphaBSnMBKJNDtoIySLUXQMqkFM6iE879FBdAwihzQgjFvhuzqWMqJ6GNYpSHQEIpc10K8QbdNWi45BVzHuKNeXEdVXkC4IHfz4Cw1Xx1JGVA/tgjzRJoBzvolE+K/vGkiyRXQMugquLyOqv/5h3AqfWMqI6m1oFEfLiJrbXUE5CEn7TXQMqgOuLyOqH05dJICljKjeuK6MqPlN06+EBFl0DKojri8jqhudSoebwm4SHYPsAEsZUT31ivCDr7tadAwilzE2NA3+GX+IjkH1xPVlRNc2OHww3NXuomOQHWApI6onpULiaBlRM5qiWio6AjUA15cRXduItiNERyA7wVJG1AB3dQsVHYHIJUxqdRYe2X+KjkENxPVlRLXz1fqifyg3+aAqLGVEDRDbLgABHlrRMYicmiTJeKZysegYdJ24voyoZrdG3AqVgr+woCosZUQNoFRIGNE1RHQMIqf2dsRJuOWfFB2DGgHXlxFd6c62d4qOQHaEpYyoge7uzimMRE1Fp7RgdNkPomNQI+H6MqLqwjzC0D2wu+gYZEdYyogaqEcrX7Ty445JRE3hvxFHoC5KFh2DGhHXlxH9v9vb3A5JkkTHIDvCUkZ0He7mhh9Ejc5bXYkRhRwlc0ZcX0ZU5c42nLpI1bGUEV2HUTEsZUSNbW7EPihLM0XHoCYy7uhG3OQTJToGkTDtfdujnW870THIzrCUEV2HdkGe6BTiJToGkdMIcTNhcM4S0TGoCUmQMSMhnuvLyGVxgw+qCUsZ0XUayQ0/iBrNR+E7oKgoEB2DmphPWT7Xl5FLkiDhjjZ3iI5BdoiljOg63d09FFyrS3T9btCX48aspaJjUDOJST2EF7i+jFxMjxY9EKwPFh2D7BBLGdF1CvHWoW8bf9ExiBzeR6G/QzKVio5BzegfXF9GLoZTF6k2LGVEjeDh3uGiIxA5tB7eBkSlrxQdg5oZ15eRK1Er1Li19a2iY5CdYikjagS3dQmGn14jOgaRw5od+Cski0l0DBKA68vIVcSGxcJb6y06BtkpljKiRqBVKXFvTJjoGEQO6Rb/AkSkrRUdgwTi+jJyBZy6SFfDUkbUSEb3aSU6ApFDmuHzCyTZIjoGCcb1ZeTMfLQ+uDn8ZtExyI6xlBE1kshAD/Rp4yc6BpFDua9FFoLT4kTHIDvA9WXkzO654R5olVrRMciOsZQRNaJHOFpGVC9v6FaIjkB2hOvLyBkpJAUe6vCQ6Bhk51jKiBrRbV2C4euuFh2DyCE81TIVvpm7RMcgO8P1ZeRsBoQNQJgH153T1bGUETUirUqJe3u0FB2DyCFMkn4UHYHsFNeXkTN5uMPDoiOQA2ApI2pko3tzCiPRtUxpfQb6nMOiY5Cd4voychbhnuEYEDZAdAxyACxlRI2sXZAHekdwww+i2iglK54yLREdg+wc15eRM3iw/YOQJEl0DHIALGVETeCxfq1FRyCyW9PbnIC2IEF0DHIAMamH8C+uLyMH5aZ0wz033CM6BjkIljKiJnB7l2CEeruJjkFkd3RKCx4q+UF0DHIgTx7diIFcX0YO6PY2t8Nb6y06BjkIljKiJqBSKvB4/wjRMYjszqw2h6AqThEdgxyIBBnvJcQjWBcoOgpRvTza6VHREciBsJQRNZHRN7aCu0YpOgaR3fBVV+L2Ao6SUf1VrS+zcn0ZOYy+IX3R3re96BjkQFjKiJqIt7sa93F7fCKbeRF7oCzNFh2DHFR3ri8jB/JYp8dERyAHw1JG1IT+MaANFNx0iQgt3YwYmM0dF+n6cH0ZOYI23m1wU9hNomOQg2EpI2pCbQL0GBLVQnQMIuE+brUdkrFIdAxycFxfRo7g0ahHuQ2+HYuIiMC8efNEx7gCSxlRE3tmYFvREYiE6uhRhpiMn0THICfB9WVkz3y0Prg78m7RMRpMkiT88ssv1zxv1apV6NWrF3x8fKDX69G9e3csWrToqs/Ztm0bJEm64iszM/Oqz7PXEtXYWMqImlivCD/0aOUjOgaRMB+FxEEyl4mOQU6E68vIXj3Q/gG4qZz/ljh+fn54/fXXsWfPHhw9ehRPPvkknnzySfz222/XfG5CQgIyMjJsX0FBQc2QGDCZTM1ynYZiKSNqBv8cGCk6ApEQfXyK0T5tlegY5IS4vozsjUqhwsMdHxZ2fYPBgDFjxkCv1yMkJARz587F4MGDMXHiRABVI07vvPMORo8eDb1ej7CwMMyfP9/2/IiICADAPffcA0mSbN/XZPDgwbjnnnsQFRWFyMhITJgwAV27dsXOnTuvmTMoKAjBwcG2L4Wi9joyePBgnD9/HpMmTbKNrAHAtGnT0L1792rnzps3r1rmJ554AqNGjcJ7772H0NBQdOjw/7/IMRgMtX4OAJCSkoKRI0fCw8MDXl5eePDBB5GVlXXN93Y9WMqImsGtnVqgbYBedAyiZjcrYD0kq1l0DHJCXF9G9uaedvcgyL15Rn1qMnnyZOzatQtr1qxBXFwcduzYgYMHD1Y7Z9asWejWrRsOHTqEqVOnYsKECYiLiwMAxMfHAwAWLFiAjIwM2/fXIssyNm/ejISEBAwcOPCa53fv3h0hISEYNmwYdu3addVzV61ahZYtW2L69Om2kbX6+DtXXFwc1q1bZzt+tc/BarVi5MiRyM/Px/bt2xEXF4ezZ8/ioYceqte164sTsomagUIh4dnBkXh5xVHRUYiaza0B+QhPWy86BjmxqvVlrfGkWoVKuVJ0HHJhGoUG/+z6T2HXNxgMWLhwIZYsWYIhQ4YAqCpXoaGh1c6LjY3F1KlTAQDt27fHrl27MHfuXAwbNgyBgVW/4PDx8UFwcPA1r1lUVISwsDAYjUYolUp8+umnGDZsWK3nh4SE4PPPP0evXr1gNBrx9ddfY/Dgwdi3bx969OhR43P8/PygVCrh6elZp0yX0+v1+Prrr6HRaKodv9rnsHnzZhw7dgznzp1DeHg4AOD7779H586dER8fjxtvvLHeOeqCI2VEzeTemDC09ncXHYOo2bzr9TMk2So6Bjk5ri8je3Bf+/sQrK9/aWgsZ8+ehdlsRu/evW3HvL29q03ZA4B+/fpd8f3Jkydrfd2UlBR4eHjYvmbMmGF7zNPTE4cPH0Z8fDzee+89TJ48Gdu2bav1tTp06IBnnnkGPXv2RP/+/fHtt9+if//+mDt3LgBg8eLF1a61Y8eO+nwENYqOjr6ikAFX/xxOnjyJ8PBwWyEDgE6dOsHHx+eqn9X14kgZUTNRKRV4/uZ2HC0jl/BQSCaC0jeLjkEu4smjG/FnzK34o7DpfmAiqo2b0g1PRz8tOkaTCA0NxeHDh23f+/n52f6/QqFAu3btAFRNSTx58iTef/99DB48uM6v37t3b9s6tLvvvht9+vSxPRYWFlbr8xQKBWRZrnbMbL5yqrxe7zhLRzhSRtSMOFpGruI1DbfAp+bD9WUk0gMdHkCgu9h/9tq2bQu1Wl1tHVhRURFOnz5d7by9e/de8X1U1P9vmKNWq2GxWGzfq1QqtGvXzvZ1aSm7nNVqhdForFfuw4cPIyQkBEDVyNul19LpdAAAjUZTLRMABAYGIjMzs1oxu7Q8XsvVPoeoqCikpqYiNTXV9viJEydQWFiITp061ev91QdLGVEz+nu0jMiZPRd+Ht5Ze699IlEj4v3LSASdSodxXcaJjgFPT0+MHTsWU6ZMwdatW3H8+HGMGzcOCoWi2o2sd+3ahZkzZ+L06dOYP38+li9fjgkTJtgej4iIwObNm5GZmYmCgoJar/f+++/bNsA4efIkZs+ejUWLFuHRRx+1nfPqq6/i8ccft30/b948rF69GomJifjrr78wceJEbNmyBc8///xV31tERAT++OMPpKWlITc3F0DVrow5OTmYOXMmkpKSMH/+fPz66691/ryu9jkMHToU0dHRGDNmDA4ePIj9+/fj8ccfx6BBg9CrV686X6O+WMqImhlHy8jZ/Uv+UXQEclHdUw/h31xfRs3o4Y4Pw1/nLzoGAGDOnDno168fRowYgaFDhyI2NhZRUVFwc/v/+6a9+OKLOHDgAGJiYvDuu+9izpw5GD58uO3x2bNnIy4uDuHh4YiJian1WqWlpRg/fjw6d+6M2NhYrFy5Ej/88AOeeuop2zkZGRlISUmxfW8ymfDiiy8iOjoagwYNwpEjR/D777/bNiapzfTp05GcnIzIyEjbZiRRUVH49NNPMX/+fHTr1g379+/HSy+9VOfP6mqfgyRJWL16NXx9fTFw4EAMHToUbdu2xbJly+r8+g0hyZdPyCSiJvfTgVSuLSOn9FrEafwzc5roGOTCZEj4V8yt2M71ZdTE9Go9Nt67ET5uPqKj1Ki0tBRhYWGYPXs2xo0bh4iICEycONF23zKyLxwpIxKAo2XkjNQKGU9U/CA6Brm4qvVl+7m+jJrcIx0fsatCdujQIfz4449ISkrCwYMHMWbMGADAyJEjBSejumApIxKAa8vIGb0bcQyawkTRMYjgXVaAWQYL15dRk/FUe2Js57GiY1zhww8/RLdu3TB06FCUlpZix44dCAgIEB2L6oDTF4kEqbRYMWTOdpzPKxMdhei66VUWHPGdCpUhTXQUIpsFXW/DHMMJ0THICT3X7TmM7z5edAxyIhwpIxJEpVRgwpAbRMcgahSzIw6wkJHdeeLobxjkE3XtE4nqwUvjhcc6PSY6BjkZljIigUZ1D0OnEC/RMYiuS6DGjFvzFouOQXQFri+jpjC281h4ajxFxyAnw1JGJJBCIeH1O/lbXHJs81rvhqI8V3QMohpxfRk1Jl+tLx6NevTaJxLVE0sZkWCx7QIwuAN/i0uOqZWuAv2zl4iOQXRV3VMP498e7UXHICfwRJcn4K7m7snU+FjKiOzAa3dEQamQRMcgqrePW26DZDSIjkF0TVxfRtfL380fozuOFh2DnBRLGZEdaN/CEw/0bCk6BlG9dPYsRbeM5aJjENUJ15fR9Xqu23PQqXSiY5CTYikjshOTb20Pd41SdAyiOpsXvAlSZbnoGER1xvVl1FBRflF4oMMDomOQE2MpI7ITQZ5uePqmtqJjENVJrG8R2qX9LDoGUb1xfRnVlwQJr/V5DQqJPzZT0+E/XUR25JlBbRHkqRUdg+iaPvBfB8laKToGUYNwfRnVx12Rd6F7UHfRMcjJsZQR2RF3jQqThvE3uGTf7gjMRdiFDaJjEDUY15dRXXmoPTCp5yTRMcgFsJQR2ZkHe4WjYzBvSkn2a7rnKkiQRccgui5cX0Z18Vy35xCgCxAdg1wASxmRnVEqJLwzqgsk7pBPdmhMSDoC0reJjkHUKLqnHsYEjw6iY5CdaufTDo9EPSI6BrkIljIiO3RjhB/ujeEW+WR/XlEvEx2BqFGNPboRg325voyu9Fqf16BScCSVmgdLGZGdevWOjvDWqUXHILL5V6tz8MqOFx2DqFFJkPHuqf0I4foyusRtEbfhxuAbRccgF8JSRmSnAjy0eGk4p9WQfZAkGeMtS0THIGoSVevLKjkqQgAAnUqHl3q9JDoGuRiWMiI7NqZ3K3Rr6S06BhHejDgFXd5x0TGImky31COYoOfutwT8s+s/0ULfQnQMcjEsZUR2TKGQ8O6oaCi46QcJpFVY8VjZYtExiJrc2KO/cX2Zi4vwisDYTmNFxyAXxFJGZOeiW3pjTJ/WomOQC5vR5ijURWdFxyBqclxfRlN7T4VayfXc1PxYyogcwEvDOyDAQyM6BrkgT1UlRhX9IDoGUbPh+jLXdUv4LYgNixUdg1wUSxmRA/DWqfHq7ZxSQ81vTsQBKEvSRccgalZcX+Z63JRueLn3y6JjkAtjKSNyEPf1bIl+bf1FxyAXEqQ1Y0ge15KRa+L6Mtfyj+h/IMwjTHQMcmEsZUQOZOb9XeGuUYqOQS7i41Y7oSjPEx2DSAiuL3MdHXw74KkuT4mOQS6OpYzIgYT7ueOV2zqKjkEuoK17Bfpk/Sg6BpFQXF/m/NQKNWbcNIObe5BwLGVEDubxfq3Rt62f6Bjk5D4K2wzJVCI6BpFwXF/m3MZ3H4/2vvzzJfFYyogcjCRJmHV/N05jpCbT3asEXdJXiI5BZDe4vsw5xQTF4B9d/iE6BhEAljIihxTu546pt3MaIzWNOS02QrIYRccgshtcX+Z8dCod3ot9DwqJPwqTfeA/iUQO6rG+rbkbIzW6Qf4FaHNhtegYRHaH68ucy4s9X0S4V7joGEQ2LGVEDkqSJO7GSI3ufZ+1kGSL6BhEdqlb6hFM5PoyhxcbFouHOj4kOgZRNSxlRA6M0xipMY1skY2QtN9ExyCya2OPbsRgn06iY1ADeWm8ML3/dNExiK7AUkbk4DiNkRrLW7qVkCCLjkFk9949tRehuiDRMagBXuvzGoLc+WdH9oeljMjBSZKEWQ90hZcb1zlQw40NTYNf5g7RMYgcgnd5IWYazFxf5mCGRwzHnW3vFB2DqEYsZUROoKWvO96/t6voGOTApqiWio5A5FC4vsyxBOoC8UafN0THIKoVSxmRk7izawgevpE7SVH9TWp1Fh7Zf4qO4ZD+OF+Ju34sQ+hsA6S3i/HLKXO1x0tMMl7YUI6WcwzQvVeMTvNL8PkB0zVfd/lxMzp+UgK3d4sR/VkJNpyp/rof7jYiaJYBQbMMmL27+u0L9l2oRM8vS1Bp5VTUpsb1ZY5jWv9p8HHzER2DqFYsZURO5K27OqNdkIfoGORAJEnGM5WLRcdwWKUmGd1aKDD/DrcaH5/8WwU2Jlbih3t1OPm8Byb21eCFDRVYk2Cu8XwA2J1aidEryzEuRo1Dz+gxqoMKo5aW46/sql0xj2ZZ8J+tRiy9X4cf79Phja1GHMuqeqzSKuPZ9RX4/E4dVAqp8d8wXYHry+zffTfch4EtB4qOQf/X3p1HR1ne7x+/nplMMtlDFkISAiEkQECWsIcgIpugUFBbl6qoXyq2VVFUFFv6tSyiFQER+dqKdWndUGv9ad1KwQVRFAUEBURZCoRF2UIICUlm5vfHIBj2ZWbuWd6vc3KSTGa5cg5M5pr7+dwPTohSBoSR2Gi7Zl5ZrJgo/mvj1IzPWyXnrlWmY4SsQYUOTerj1MVFjmP+/ONNLl3bPlq986KUl2LTyE7Rat/Ips/Kjn/agRmf1mhgQZTGlMaoKMOuiX2c6phl16OfeVfYVu9wq12mXX2aRalvfpTaZdq0eodbkjRlYY16NYlSlxxOlREozJcFt5yEHN3V5S7TMYCT4pUbEGaKspL0+4uKTMdACIi1u3Tl/mdNxwhrPXLten1Nrcr2uuXxePTe+jqt2enWgObHfwH/ySaX+uXXL1UXNLfrk83eIte2oU1rdrq0sdyt/+5xa81Ot85paNPaXW49taxWk/rE+PV3wtGYLwtONsum+3repzhHnOkowEnxtg4QhoaX5GnBtzs0d+V201EQxB7I+1KOsg2mY4S1mYOcGvmvajWevk9RNslmSbOHONWr6fH//G7b51FmfP33TDMTbNq2zzsjVpRh1+S+TvX/+35J0v19nSrKsKvf3yr1YP8Yvbu2Tn98/4AcdmnGwBM/Fnzn2uXv6PPigXp/z0rTUXDQTR1uUqfMTqZjAKeEZ2ogTE35eTsNmrFAW8urTUdBEEp21GnwHlbJ/G3mZzVatNml16+IVdMUmz78r0s3vVWt7ESb+uWf+Z/gX3eO1q87Rx/6/pllNUqMsVTS2K6Wj+7T4hvitXmvR1e8UqX1tyYoJor5skCYtHqRLmtWoC1V35uOEvHOzz1fN7S9wXQM4JRx+CIQplLiovXw5R1kZ9gfxzA971PZK7eZjhHWqmo9+t28A5o2IEZDWjrULtOum7tG6/I2Dj10xI6JP9UowdL2Sne9y7bvc6tRwrH/L+/Y79b4Dw5o5iCnPi1zqUWaTYVpdp3fLEq1bmnNTvcxbwffY74sOOQl5Wlyz8myLP7+IXRQyoAw1i0/TaP6FJqOgSCT5axR7x+eNx0j7NW6vR9Hvi9it6QT7VZfkmvXvPX1NwKZu86lksbH3rxj9LsHNLp7jBon2eQ6+Jg/qnN75GJn/IBivsys2KhYTe89XQnR7ESM0EIpA8LcqL4F6tOK7Zpx2CO5H8pWvdt0jLCwr8ajZdtcWrbNW6LW73Zr2TbvJhxJMZbOa2rXmLkH9P6GOq3f7dbTy2r0t+W1urjV4d0ah/+zSvf85/Bhxrd2i9Y739Vp6scHtHqHS398v1qfb3Hp5q7RRz3+3LV1WrPTpZu6eu+vS45dq3e49fa3tXr8ixrZLUst0/hTH2icv8ycCaUTVNCgwHQM4LRZHo+H99CAMLe3ulZDH12o9TsqTUeBYS3iq/SubZSsWv4t+ML7G+p0/jP7j7r82vYOPT0sVtv2uXXPvAP699o67aryqGmyTSM7OTS6e/ShQ6t6P12pvBSbnh4We+j2L39dq3HvHdCGPW4Vptr0YP8YXVhYf9v9qlqPOvylUnN+HqsOjQ6voj2xpEbj5h9QTJT0fxc6dVGLY2/XD/8qj01hvizAhrcerjFdxpiOAZwRShkQIdZsr9DFsxaqsub450dC+Hur8A213vSC6RhARFjeuL2ujalQnbvOdJSw16VRF83uP1t2G+foQ2jimAYgQrTITNSDP29vOgYM6phcoaIt/zAdA4gY7TZ/qdvimC/zt8y4TE3pNYVChpBGKQMiyEXtsnTjefmmY8CQqRlvy3LVmI4BRJRrVzBf5k8Om0PTek9TWmya6SjAWaGUARHmrgtaqWdBuukYCLA+abuVV/aG6RhARJq0epGyY9lwyR/Gdh2rdhntTMcAzhqlDIgwdpulmVcWq3GD2JNfGWFjcsprsjzMEwImJFft0ZS9nL/M14YVDNNlLS8zHQPwCUoZEIEaxEfrL9d0ktPBU0AkuDRzuxqVzTUdA4hozJf5Vuu01hrXfZzpGIDP8IoMiFBtspP1wCUc8hEJxsW+YjoCADFf5ispMSma3nu6YuwxpqMAPkMpAyLYsOIc3dq30HQM+NGvGm9Sg20LTccAcBDzZWfHZtn0p15/UnZCtukogE9RyoAIN7p/C11SnGM6BvxktMU5yYBgwnzZ2RnTeYx6ZPcwHQPwOUoZAD1waTt1a5ZqOgZ87K6m3yr+h2WmYwA4AvNlZ+b6Ntfr6tZXm44B+AWlDICio2x6/JrOap4RbzoKfMRuuTWi5nnTMQAcB/Nlp2dI/hCN7jTadAzAbyhlACRJyXEOPX19V6UnRJuOAh+Y2Oxrxez+xnQMACfAfNmpKc0u1fjS8bIsy3QUwG8oZQAOyU2N0+zhndkqP8TF2926bN+zpmMAOAnmy06uTVobTes9TQ6bw3QUwK945QWgnuImDTT9sg7iDcnQ9WCzLxS1d5PpGABOAfNlx9cksYlm9Z2lOEec6SiA31HKABxlUNss3TOolekYOAMNHHUatItVMiCUMF92tDRnmv7c/89Ki00zHQUICEoZgGMa2au5ruuRZzoGTtPDeZ/Itv8H0zEAnCbmyw6Li4rTrH6zlJuYazoKEDCUMgDHde+Q1pzDLIQ0dh5Qr+/ZcREIRcyXeUXZojS993S1SWtjOgoQUJQyAMdlWZam/KK9BrTONB0Fp+CRJh/IOlBuOgaAM9Ru85caHcHzZZYsTegxQT1yODk0Ig+lDMAJ2W2WZv6yWD0L0k1HwQm0Stiv4q0vmY4B4CwNX/GOzm8QmfNlozuN1pDmQ0zHAIyglAE4qZgoux4f3knFTVJMR8FxzMiaK6t2v+kYAHxg4qpFyomLrCMUrml9ja4/53rTMQBjKGUATklcdJSevq6rWjVKNB0FR+iWslctyl41HQOAjyRX7dGU8gMRM182KG+QxnQeYzoGYBSlDMApS45z6O8juikvjXPGBJMp6W/KcteajgHAh9puXh4R82Xds7rrvp73yeLkmIhwlDIApyUjMUbP/qqbspOdpqNA0oD0Xcote9N0DAB+EO7zZSVZJZrZZ6YcdofpKIBxlDIAp61xgzj9/VfdlJ4QbTpKxJuU9E9ZHrfpGAD8JFzny3rm9NSjfR+VM4o3+ACJUgbgDDXPSNALN3RXRmKM6SgR64qsrWq4ZZ7pGAD8KBzny3rn9tYj5z+iaDtv7AE/opQBOGOFmYl6cWR3ZSZRzEy4J/pl0xEABEA4zZf1a9JP03pP45BF4AiUMgBnpXlGguaMLFEWM2YB9ZvcDUrevsh0DAABEg7zZRfkXaAp502Rw0YhA45EKQNw1vLS4zVnZIlyUmJNR4kYt3heMB0BQICF8nzZRfkX6U/n/imsDsMEfIlSBsAnmqTF6cWR3ZWbSjHzt9/lrVHcjhWmYwAIsFCdLxvafKgm95wsu81uOgoQtChlAHwmNzVOc0aWqCnnMfMbh82j66qfNR0DgCGhNl92aeGlmlg6UTaLl5zAifA/BIBPZafEas7IEuWnx5uOEpYm5a1Q9J7vTMcAYFCozJdd3vJy3VtyLyeGBk4BpQyAzzVKdurFkd1V0DDBdJSwEh/l0qUVfzcdA0AQCPb5squLrta47uMoZMApopQB8IuGSU69dGOJ2uemmI4SNqbmfa6oijLTMQAEgWCeL7u+zfW6u+vdpmMAIYVSBsBvUuOj9cIN3dS7ZYbpKCEvI7pWA3Y+ZzoGgCDSdvNy3R5k82U3tL1Bt3e+3XQMIORQygD4VVx0lJ4Y3lmXdMwxHSWkPdz0Y9mqdpiOASDIXLPiHfUJkvmyW4pv0aiOo0zHAEKS5fF4PKZDAAh/Ho9HD7yzWn/5YJ3pKCEnL7Za70XfKutAhekoAILQ3thkXZbfQmX7txt5/GhbtMaXjtfg/MFGHh8IB6yUAQgIy7J0z6Ai/WFwazH3fXpm5L5HIQNwXElV5Zqyp9rIfFlKTIpmD5hNIQPOEqUMQECN6NlMD1/eQdF2nn5ORdvESrXb8rLpGACCXNuyFQGfL2ua1FTPXficOmZ2DOjjAuGIV0UAAm5ohxz99brOio+2m44S9KY1eldWXbXpGABCQCDnyzo27KjnLnxOTZKaBOTxgHBHKQNgxLmFGXpxZInSE2JMRwlaPVPLVVD2mukYAELIxFWf+P38ZYPzB+uJAU8oOSbZr48DRBJKGQBj2jZO1us3l6pNdpLpKEHpgQZvyHLXmY4BIIT4e77st+1/q/vPvV8Ou8Mv9w9EKkoZAKOyU2L1yq97aGCbRqajBJULM3Yop+xt0zEAhCB/zJc5bA5N7jlZv+nwG5/eLwAvShkA42Kj7Xrs6o4a1afAdJSgMSHxVVnijCUAzowv58t+3GFxSPMhPrk/AEejlAEICpZl6fYBLfXIlcWKiYrsp6arsrYofcv7pmMACHG+mC9rmtRUz174rDpldvJRKgDHEtmvfAAEnZ+1z9ZLN5YoMylyNwC52zHHdAQAYeBs58s6NuyoZwc9q6ZJTX2cDMCRKGUAgk773BS9fnNPtWsceTt73dJkvZK+X2w6BoAwcabzZRflX6QnBjyhFGeK70MBOIrl8XgYWgAQlKprXbrj5S/15vKtpqMEhGV5tDJ7smJ3fm06CoAwc2vHgZq/e+VJr2ezbLqpw00a2W5kAFIB+BErZQCCltNh16xfdtTvLmylKJtlOo7f/SFvNYUMgF+cynxZqjNVf+73ZwoZYAArZQBCwuINu3Tz80u0fe8B01H8Isbm1lcZ/ytH+TrTUQCEqa9y2mq4c79q3bVH/axDRgc9dN5Dyoz374mnARwbK2UAQkKXvFS9OepclRakmY7iF/c3+5JCBsCvzilbodvjjj71yNVFV+vJgU9SyACDWCkDEFLcbo8envetHp3/rdxh8uyVGFWnZSl3y74vMmbnAJh1W8eBmrd7pRIcCZpQOkH9m/Y3HQmIeJQyACHpgzU/aPScZdpVWWM6yll7ovAT9ds003QMABFib2yyft++v+7s8b9sdw8ECUoZgJC1tbxKNz23REs27jEd5Yw1iqnRx3G3y1a1y3QUAJGi0/XSwPslR6zpJAAOYqYMQMjKSo7VnBtLNKJnM9NRztjDTT6ikAEIDGey9ItnpCEPU8iAIMNKGYCw8J+V2zX21eXasS90DmfMj6vWvKhRsmr2mY4CINzldpMufUJKaWI6CYBjYKUMQFjo1zpT79zWS/2KGpqOcspm5MyjkAHwL8smnXuHdN1bFDIgiLFSBiDsvPDZRk3810rtr3GZjnJcHZL26Z+uW2S5wvO8awCCQEIj6ZLHpfzzTCcBcBKUMgBhacOOSo1+aZmWBukmIPMLX1H+pldNxwAQrgoHSMMek+LTTScBcAooZQDClsvt0aPzv9PM+d+qLohOanZe2m49vX+ULE/wruQBCFGxDaQL7pc6XGk6CYDTQCkDEPaWbdqj0XOWaf2OStNRJEkfN/+bssveMR0DQLhpc7E0aIqUkGE6CYDTRCkDEBGqalya9OZKPf/ZRpl81hua+b0eLh8tSzz1AvCRxGzpoqlSqwtNJwFwhihlACLKonU79btXV2idoVWzJc0eU+rWBUYeG0C4saRO10n9J0jOJNNhAJwFShmAiFNd69LM+d/q8Q/XqdYVuKfA67I364+77grY4wEIY6nNpZ89IuX1NJ0EgA9QygBErFVb92rsP5bry83lAXm8r3IfUsIPSwLyWADClC1KKrlZ6n2P5HCaTgPARyhlACKa2+3RUx9v0NR/f+PX85rd0XStbtn+B7/dP4AI0KidNPRRKau96SQAfIxSBgCSNu/er9//8yt9sOYHn9+33XLr66xJcu5a7fP7BhABopxS77FSyS2SPcp0GgB+QCkDgJ94bWmZJvxrpXZV1vjsPic0+1rDt97ns/sDEEGa9vTOjqU1N50EgB9RygDgCHv212ja3DV67tONcp3lSadj7S4tT/+DHOUbfBMOQGSISZb6j/furmhZptMA8DNKGQAcx+ptezX+9ZX6ZN3OM76PGc2XaGjZQz5MBSDstR4mDXxASsoynQRAgFDKAOAk3l6xVfe9tUqbd1ed1u2SHXVaknSX7JXb/JQMQFjJ7S4NmCTldjGdBECAUcoA4BRU17r0+Ifr9Nj7a1VVe2q7ND5ZuFB9Ns3yczIAIS+tQOo3XioabDoJAEMoZQBwGrbsqdL9b6/WG19uOeH1spw1WugcLVv17gAlAxBy4jOk8+6WOl3PropAhKOUAcAZWLxhl/74+tf6esveY/785cL/qMumJwOcCkBIcMRJJTdJpbdKMYmm0wAIApQyADhDbrdH/+/LMk3995p682Yt4qv0rm2UrNpKg+kABB3LLnX4pXT+79nEA0A9lDIAOEs1dW499+l/9ej877SzskZvFb6h1pteMB0LQDApHOCdG8tsbToJgCBEKQMAH9l3oE5zFq7W/3z+M1n7z3wbfQBhJKu91H+ilH+e6SQAghilDAB8bf8uaeHD0mezpdr9ptMAMCG5idT3D1LbX3DyZwAnRSkDAH/Z97300XTp8yelumrTaQAEgjNZOvdOqduNUlSM6TQAQgSlDAD8be8WacFUacnfJFeN6TQA/CEhU+r2a6nz/0ixKabTAAgxlDIACJQ9G6UPp0jLnpfcdabTAPCFtEKpxy1S+ytYGQNwxihlABBou9ZLix6Tlj0n1ewznQbAmWjc1XuesVYXMTMG4KxRygDAlOpy7yGNnz4ulW80nQbASVlSi4HeMta0xHQYAGGEUgYAprld0qo3vKtnmxaZTgPgSPZoqe1lUukoKaOl6TQAwhClDACCSdkX3nL29WuSu9Z0GiCyxSRJna6Tuv9WSsoynQZAGKOUAUAw2rvFe56zL56SqnabTgNElsSswzspOpNMpwEQAShlABDMavZLy1/0rp7tWGM6DRDe0lt6d1Jsd7kUFW06DYAIQikDgFDg8UjfzZMWzZLWzjedBggfNofUcqBUPFwq7M9OigCMoJQBQKj5frW06P+k5S9JdVWm0wChqVFbqcNV3g084tNMpwEQ4ShlABCq9u+SVrwirXhJ2rzYdBog+MWmSu0u85axrHam0wDAIZQyAAgHu9ZJy1/2FrSd35lOAwQPyy4V9JOKr5JaDGJWDEBQopQBQLjZ/IW3nH31D6nyB9NpADPSW3qLWLsrpMRM02kA4IQoZQAQrlx10rr3peVzpNVvSrWVphMB/hWTLJ1ziVR8tdS4s+k0AHDKKGUAEAlqKr3FbPkcae17ksdlOhHgG5ZNanaet4i1Giw5nKYTAcBpo5QBQKTZ94P30Mblc6QtS0ynAU6fzSE17SG1HCQVDZGSG5tOBABnhVIGAJFs51pvOfvqVWnnt6bTAMcXlyYV9PeeU6x5X8mZZDoRAPgMpQwA4LV7g/Tdf7wnqV7/oVSzz3QiRLqMVlKLgd4VscZdJZvNdCIA8AtKGQDgaK5aaeOiwyVt+wrTiRAJ7NHewxJbDJJaXCClNjOdCAACglIGADi5im3S2vnekrb2Palql+lECBdxaVLhAO+KWEFfKSbRdCIACDhKGQDg9Ljd3g1CvpvnLWllX7CbI06DJTUs8q6EtRgkNe7CYYkAIh6lDABwdqp2e1fP1s6TvpsvVWwxnQjBxBEv5XSUcrtJuV29JSwu1XQqAAgqlDIAgG/9sMa7erZlibRlqbRthVRXbToVAqVBnndTjtyDH5nnSDa76VQAENQoZQAA/3LVSt+v9Ba0soNF7fuVkrvOdDKcrSinlF3sXf36cSUsoaHpVAAQcihlAIDAq632rqBtWXp4RW3HGsnjNp0MJ5KUc/AQxK7eEpbVTrI7TKcCgJBHKQMABIcDFdLWL3+yorbEe+40BF5CppRWKKUXSGkF3q8btZWSc0wnA4CwRCkDAASvqt3SznXS7vXegvbTj71lrKydDUeclNbcW7jSCqT0g5/TCiRnkul0ABBRKGUAgNDkqpX2bKxf2Hatl3b/1/t1TYXhgEHAsknJufUL149fJ+VIlmU6IQBAlDIAQLiq3HmwrK0//HnvVqm6vP6H64DppKfPsklx6d5NNeIzvIcbJhz8HN/Qe3liI6lBM8nhNJ0WAHASlDIAQGSrrT66qFXv8X4+sPcYP/vJh7vOW5Asm2TZf/K1dfhr208v/+nPjrjcZpdikqTYFMmZIsU2+MnXB7//8fK4VLaZB4AwQikDAAAAAINspgMAAAAAQCSjlAEAAACAQZQyAAAAADCIUgYAAAAABlHKAAAAAMAgShkAAAAAGEQpAwAAAACDKGUAAAAAYBClDAAAAAAMopQBAAAAgEGUMgAAAAAwiFIGAAAAAAZRygAAAADAIEoZAAAAABhEKQMAAAAAgyhlAAAAAGAQpQwAAAAADKKUAQAAAIBBlDIAAAAAMIhSBgAAAAAGUcoAAIAsy9Jrr712Wrd58cUXZVmWhg0b5pdMABApKGUAAOC0bdiwQXfeeafOPfdc01EAIORRygAACHEVFRW66qqrFB8fr6ysLE2fPl29e/fWbbfdJknKy8vTxIkTdeWVVyo+Pl45OTmaNWvWodvn5eVJki6++GJZlnXo++NxuVy66qqrNH78eOXn5/vptwKAyEEpAwAgxN1+++1auHChXn/9dc2dO1cLFizQkiVL6l1nypQpat++vZYuXaqxY8fq1ltv1dy5cyVJixcvliQ99dRT2rp166Hvj2fChAlq2LChRowY4Z9fCAAiTJTpAAAA4MxVVFTomWee0fPPP6++fftK8par7OzsetcrLS3V2LFjJUktWrTQwoULNX36dPXv318ZGRmSpJSUFDVq1OiEj/fRRx/pr3/9q5YtW+b7XwYAIhQrZQAAhLB169aptrZWXbt2PXRZcnKyWrZsWe96JSUlR32/atWq497vxo0blZCQcOhj8uTJqqio0DXXXKPZs2crPT3dt78IAEQwVsoAAMBRsrOz662Gpaamau3atdqwYYOGDBly6HK32y1JioqK0jfffKPmzZsHOioAhDxKGQAAISw/P18Oh0OLFy9WkyZNJEnl5eVas2aNevXqdeh6ixYtqne7RYsWqaio6ND3DodDLpfr0PdRUVEqKCiod5u4uDitWLGi3mXjxo1TRUWFZsyYodzcXJ/9XgAQSShlAACEsMTERF177bUaM2aMUlNT1bBhQ917772y2WyyLOvQ9RYuXKgHH3xQw4YN09y5c/Xyyy/rzTffPPTzvLw8zZs3T6WlpYqJiVGDBg2Oeiyn06lzzjmn3mUpKSmSdNTlAIBTx0wZAAAhbtq0aSopKdHgwYPVr18/lZaWqqioSE6n89B17rjjDn3++ecqLi7WpEmTNG3aNF1wwQWHfj516lTNnTtXubm5Ki4uNvFrAEDEsjwej8d0CAAA4DuVlZXKycnR1KlTNWLECOXl5em22247dN4yAEBw4fBFAABC3NKlS7V69Wp17dpV5eXlmjBhgiRp6NChhpMBAE4FpQwAgDDw0EMP6ZtvvlF0dLQ6deqkBQsWsG09AIQIDl8EAAAAAIPY6AMAAAAADKKUAQAAAIBBlDIAAAAAMIhSBgAAAAAGUcoAAAAAwCBKGQAAAAAYRCkDAAAAAIMoZQAAAABgEKUMAAAAAAz6/+hQzQ4hGlfPAAAAAElFTkSuQmCC",
|
|
"text/plain": [
|
|
"<Figure size 1000x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Overall Model Usage\n",
|
|
"\n",
|
|
"# Filter out agents to ignore\n",
|
|
"filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n",
|
|
"\n",
|
|
"# Filter out challenges to ignore\n",
|
|
"filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n",
|
|
"\n",
|
|
"# Convert 'categories' from a comma-separated string to a list\n",
|
|
"filtered_df['categories'] = filtered_df['categories'].apply(lambda x: x.split(\", \") if isinstance(x, str) else x)\n",
|
|
"\n",
|
|
"# Count the model usages\n",
|
|
"model_count = filtered_df['model'].value_counts()\n",
|
|
"\n",
|
|
"# Create the pie chart\n",
|
|
"plt.figure(figsize=(10, 8))\n",
|
|
"plt.pie(model_count, labels=model_count.index, autopct='%1.1f%%', startangle=90)\n",
|
|
"plt.axis('equal') # Equal aspect ratio ensures that pie is drawn as a circle.\n",
|
|
"plt.title('Overall Model Usage')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 112,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
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"<Figure size 1400x800 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Average Success Rate by Agent and Difficulty Level\n",
|
|
"\n",
|
|
"filtered_df = df[~df['agent'].isin(agents_to_ignore)]\n",
|
|
"filtered_df = filtered_df[~filtered_df['challenge'].isin(challenges_to_ignore)]\n",
|
|
"\n",
|
|
"filtered_df = filtered_df[filtered_df['difficulty'] != 'No successful tests']\n",
|
|
"\n",
|
|
"grouped_df = filtered_df.groupby(['agent', 'difficulty'])['success_%'].mean().reset_index()\n",
|
|
"\n",
|
|
"plt.figure(figsize=(14, 8))\n",
|
|
"\n",
|
|
"# Define ordered difficulties\n",
|
|
"ordered_difficulties = ['interface', 'basic', 'novice', 'intermediate', 'advanced']\n",
|
|
"\n",
|
|
"# List unique agents\n",
|
|
"unique_agents = grouped_df['agent'].unique()\n",
|
|
"\n",
|
|
"# Loop over each agent to create its own set of bars in the chart\n",
|
|
"for i, agent in enumerate(unique_agents):\n",
|
|
" agent_data = grouped_df[grouped_df['agent'] == agent]\n",
|
|
" \n",
|
|
" # Create an empty list to hold success rates in the order of `ordered_difficulties`\n",
|
|
" ordered_success_rates = []\n",
|
|
" for difficulty in ordered_difficulties:\n",
|
|
" success_rate = agent_data[agent_data['difficulty'] == difficulty]['success_%']\n",
|
|
" ordered_success_rates.append(success_rate.iloc[0] if not success_rate.empty else 0)\n",
|
|
" \n",
|
|
" plt.bar([x + 0.2*i for x in range(len(ordered_difficulties))],\n",
|
|
" ordered_success_rates,\n",
|
|
" width=0.2,\n",
|
|
" label=agent)\n",
|
|
"\n",
|
|
"# Label the x-axis with the ordered difficulties\n",
|
|
"plt.xticks([x + 0.1*(len(unique_agents)-1) for x in range(len(ordered_difficulties))], ordered_difficulties)\n",
|
|
"\n",
|
|
"plt.xlabel('Difficulty Level')\n",
|
|
"plt.ylabel('Average Success Rate (%)')\n",
|
|
"plt.title('Average Success Rate by Agent and Difficulty Level')\n",
|
|
"plt.legend()\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"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": "3.11.4"
|
|
},
|
|
"orig_nbformat": 4
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|