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October 31, 2017 00:52
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": { | |
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}, | |
"outputs": [], | |
"source": [ | |
"## Note: please make sure navitron-crons is already installed in venv\n", | |
"## https://www.alfredo.motta.name/create-isolated-jupyter-ipython-kernels-with-pyenv-and-virtualenv/\n", | |
"from datetime import datetime, timedelta\n", | |
"from IPython.display import display, Markdown\n", | |
"import pandas as pd\n", | |
"import numpy as np\n", | |
"from plotnine import *\n", | |
"\n", | |
"import navitron_crons.connections as connections\n", | |
"import navitron_crons.cli_core as cli_core\n", | |
"\n", | |
"CONN = connections.MongoConnection(cli_core.CONFIG)\n", | |
"%matplotlib inline" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style>\n", | |
" .dataframe thead tr:only-child th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
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" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>cron_datetime</th>\n", | |
" <th>npc_kills</th>\n", | |
" <th>pod_kills</th>\n", | |
" <th>ship_jumps</th>\n", | |
" <th>ship_kills</th>\n", | |
" <th>system_id</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>2017-10-21T00:06:16.264999</td>\n", | |
" <td>3</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>30003298</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>2017-10-21T00:06:16.264999</td>\n", | |
" <td>33</td>\n", | |
" <td>0</td>\n", | |
" <td>47</td>\n", | |
" <td>0</td>\n", | |
" <td>30002911</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>2017-10-21T00:06:16.264999</td>\n", | |
" <td>65</td>\n", | |
" <td>0</td>\n", | |
" <td>108</td>\n", | |
" <td>2</td>\n", | |
" <td>30002811</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>2017-10-21T00:06:16.264999</td>\n", | |
" <td>64</td>\n", | |
" <td>0</td>\n", | |
" <td>23</td>\n", | |
" <td>0</td>\n", | |
" <td>30000086</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>2017-10-21T00:06:16.264999</td>\n", | |
" <td>17</td>\n", | |
" <td>0</td>\n", | |
" <td>1</td>\n", | |
" <td>0</td>\n", | |
" <td>30003097</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" cron_datetime npc_kills pod_kills ship_jumps ship_kills \\\n", | |
"0 2017-10-21T00:06:16.264999 3 0 1 0 \n", | |
"1 2017-10-21T00:06:16.264999 33 0 47 0 \n", | |
"2 2017-10-21T00:06:16.264999 65 0 108 2 \n", | |
"3 2017-10-21T00:06:16.264999 64 0 23 0 \n", | |
"4 2017-10-21T00:06:16.264999 17 0 1 0 \n", | |
"\n", | |
" system_id \n", | |
"0 30003298 \n", | |
"1 30002911 \n", | |
"2 30002811 \n", | |
"3 30000086 \n", | |
"4 30003097 " | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"## Fetch map stats ##\n", | |
"with CONN as db_conn:\n", | |
" raw_system_data = list(db_conn['navitron_system_stats'].find(\n", | |
" {}, projection={'_id': False, 'metadata': False, 'write_recipt': False}))\n", | |
" \n", | |
"system_jumps_df = pd.DataFrame(raw_system_data)\n", | |
"display(system_jumps_df.head(5))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style>\n", | |
" .dataframe thead tr:only-child th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: left;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>cron_datetime</th>\n", | |
" <th>players</th>\n", | |
" <th>server_version</th>\n", | |
" <th>start_time</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>2017-10-23T19:08:27.555384</td>\n", | |
" <td>32108</td>\n", | |
" <td>1201367</td>\n", | |
" <td>2017-10-23T11:03:29Z</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>2017-10-23T20:08:41.266289</td>\n", | |
" <td>30403</td>\n", | |
" <td>1201367</td>\n", | |
" <td>2017-10-23T11:03:28Z</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>2017-10-23T21:08:24.454950</td>\n", | |
" <td>27227</td>\n", | |
" <td>1201367</td>\n", | |
" <td>2017-10-23T11:03:29Z</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>2017-10-23T22:08:22.193869</td>\n", | |
" <td>23802</td>\n", | |
" <td>1201367</td>\n", | |
" <td>2017-10-23T11:03:28Z</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>2017-10-23T23:08:25.111968</td>\n", | |
" <td>21580</td>\n", | |
" <td>1201367</td>\n", | |
" <td>2017-10-23T11:03:29Z</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" cron_datetime players server_version start_time\n", | |
"0 2017-10-23T19:08:27.555384 32108 1201367 2017-10-23T11:03:29Z\n", | |
"1 2017-10-23T20:08:41.266289 30403 1201367 2017-10-23T11:03:28Z\n", | |
"2 2017-10-23T21:08:24.454950 27227 1201367 2017-10-23T11:03:29Z\n", | |
"3 2017-10-23T22:08:22.193869 23802 1201367 2017-10-23T11:03:28Z\n", | |
"4 2017-10-23T23:08:25.111968 21580 1201367 2017-10-23T11:03:29Z" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"## Fetch server stats ##\n", | |
"with CONN as db_conn:\n", | |
" raw_server_data = list(db_conn['navitron_server_status'].find(\n", | |
" {}, projection={'_id': False, 'write_recipt': False}))\n", | |
" \n", | |
"server_status_df = pd.DataFrame(raw_server_data)\n", | |
"display(server_status_df.head(5))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
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"<div>\n", | |
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" vertical-align: top;\n", | |
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"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>constellation_id</th>\n", | |
" <th>constellation_name</th>\n", | |
" <th>region_id</th>\n", | |
" <th>region_name</th>\n", | |
" <th>security_class</th>\n", | |
" <th>security_status</th>\n", | |
" <th>solarsystem_name</th>\n", | |
" <th>star_id</th>\n", | |
" <th>system_id</th>\n", | |
" <th>x</th>\n", | |
" <th>y</th>\n", | |
" <th>z</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>20000256</td>\n", | |
" <td>Subhatoub</td>\n", | |
" <td>10000020</td>\n", | |
" <td>Tash-Murkon</td>\n", | |
" <td>B1</td>\n", | |
" <td>0.729366</td>\n", | |
" <td>Sinid</td>\n", | |
" <td>40110164</td>\n", | |
" <td>30001729</td>\n", | |
" <td>-2.101676e+17</td>\n", | |
" <td>5.862811e+16</td>\n", | |
" <td>-1.162771e+17</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>20000058</td>\n", | |
" <td>RO-AZT</td>\n", | |
" <td>10000004</td>\n", | |
" <td>UUA-F4</td>\n", | |
" <td>NaN</td>\n", | |
" <td>-0.000053</td>\n", | |
" <td>2E0P-2</td>\n", | |
" <td>40025036</td>\n", | |
" <td>30000403</td>\n", | |
" <td>1.043354e+17</td>\n", | |
" <td>9.060678e+16</td>\n", | |
" <td>3.121048e+17</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>20000374</td>\n", | |
" <td>Akimamur</td>\n", | |
" <td>10000030</td>\n", | |
" <td>Heimatar</td>\n", | |
" <td>E</td>\n", | |
" <td>0.404436</td>\n", | |
" <td>Wiskeber</td>\n", | |
" <td>40162485</td>\n", | |
" <td>30002554</td>\n", | |
" <td>-5.569225e+16</td>\n", | |
" <td>1.140439e+16</td>\n", | |
" <td>2.518558e+16</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>20000394</td>\n", | |
" <td>Stion</td>\n", | |
" <td>10000032</td>\n", | |
" <td>Sinq Laison</td>\n", | |
" <td>D1</td>\n", | |
" <td>0.453173</td>\n", | |
" <td>Stegette</td>\n", | |
" <td>40171501</td>\n", | |
" <td>30002696</td>\n", | |
" <td>-1.615165e+17</td>\n", | |
" <td>3.190137e+16</td>\n", | |
" <td>5.077709e+15</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>20000115</td>\n", | |
" <td>0YMH-Q</td>\n", | |
" <td>10000009</td>\n", | |
" <td>Insmother</td>\n", | |
" <td>F4</td>\n", | |
" <td>-0.576692</td>\n", | |
" <td>I-1QKL</td>\n", | |
" <td>40049757</td>\n", | |
" <td>30000788</td>\n", | |
" <td>1.182402e+17</td>\n", | |
" <td>3.912867e+16</td>\n", | |
" <td>-1.102126e+17</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" constellation_id constellation_name region_id region_name security_class \\\n", | |
"0 20000256 Subhatoub 10000020 Tash-Murkon B1 \n", | |
"1 20000058 RO-AZT 10000004 UUA-F4 NaN \n", | |
"2 20000374 Akimamur 10000030 Heimatar E \n", | |
"3 20000394 Stion 10000032 Sinq Laison D1 \n", | |
"4 20000115 0YMH-Q 10000009 Insmother F4 \n", | |
"\n", | |
" security_status solarsystem_name star_id system_id x \\\n", | |
"0 0.729366 Sinid 40110164 30001729 -2.101676e+17 \n", | |
"1 -0.000053 2E0P-2 40025036 30000403 1.043354e+17 \n", | |
"2 0.404436 Wiskeber 40162485 30002554 -5.569225e+16 \n", | |
"3 0.453173 Stegette 40171501 30002696 -1.615165e+17 \n", | |
"4 -0.576692 I-1QKL 40049757 30000788 1.182402e+17 \n", | |
"\n", | |
" y z \n", | |
"0 5.862811e+16 -1.162771e+17 \n", | |
"1 9.060678e+16 3.121048e+17 \n", | |
"2 1.140439e+16 2.518558e+16 \n", | |
"3 3.190137e+16 5.077709e+15 \n", | |
"4 3.912867e+16 -1.102126e+17 " | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"## Fetch map SDE ##\n", | |
"with CONN as db_conn:\n", | |
" raw_map_sde = list(db_conn['navitron_sde_universe'].find(\n", | |
" {}, projection={'_id': False, 'write_recipt': False, 'stargates': False, 'cron_datetime': False}))\n", | |
" \n", | |
"map_sde_df = pd.DataFrame(raw_map_sde)\n", | |
"display(map_sde_df.head(5))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
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"<div>\n", | |
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" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>cron_datetime_x</th>\n", | |
" <th>npc_kills</th>\n", | |
" <th>pod_kills</th>\n", | |
" <th>ship_jumps</th>\n", | |
" <th>ship_kills</th>\n", | |
" <th>system_id</th>\n", | |
" <th>hour</th>\n", | |
" <th>date</th>\n", | |
" <th>players</th>\n", | |
" <th>server_version</th>\n", | |
" <th>constellation_id</th>\n", | |
" <th>region_id</th>\n", | |
" <th>security_class</th>\n", | |
" <th>security_status</th>\n", | |
" <th>solarsystem_name</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>2017-10-23T19:05:42.707410</td>\n", | |
" <td>18</td>\n", | |
" <td>0</td>\n", | |
" <td>13</td>\n", | |
" <td>0</td>\n", | |
" <td>30002997</td>\n", | |
" <td>19</td>\n", | |
" <td>2017-10-23</td>\n", | |
" <td>32108.0</td>\n", | |
" <td>1201367</td>\n", | |
" <td>20000439</td>\n", | |
" <td>10000036</td>\n", | |
" <td>B1</td>\n", | |
" <td>0.567127</td>\n", | |
" <td>Ehnoum</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>2017-10-23T19:05:42.707410</td>\n", | |
" <td>4</td>\n", | |
" <td>0</td>\n", | |
" <td>45</td>\n", | |
" <td>0</td>\n", | |
" <td>30002980</td>\n", | |
" <td>19</td>\n", | |
" <td>2017-10-23</td>\n", | |
" <td>32108.0</td>\n", | |
" <td>1201367</td>\n", | |
" <td>20000436</td>\n", | |
" <td>10000036</td>\n", | |
" <td>B2</td>\n", | |
" <td>0.335651</td>\n", | |
" <td>Sosan</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>2017-10-23T19:05:42.707410</td>\n", | |
" <td>2</td>\n", | |
" <td>0</td>\n", | |
" <td>14</td>\n", | |
" <td>0</td>\n", | |
" <td>30003847</td>\n", | |
" <td>19</td>\n", | |
" <td>2017-10-23</td>\n", | |
" <td>32108.0</td>\n", | |
" <td>1201367</td>\n", | |
" <td>20000562</td>\n", | |
" <td>10000048</td>\n", | |
" <td>D2</td>\n", | |
" <td>0.280538</td>\n", | |
" <td>Amoen</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>2017-10-23T19:05:42.707410</td>\n", | |
" <td>117</td>\n", | |
" <td>0</td>\n", | |
" <td>29</td>\n", | |
" <td>0</td>\n", | |
" <td>30004016</td>\n", | |
" <td>19</td>\n", | |
" <td>2017-10-23</td>\n", | |
" <td>32108.0</td>\n", | |
" <td>1201367</td>\n", | |
" <td>20000586</td>\n", | |
" <td>10000050</td>\n", | |
" <td>G</td>\n", | |
" <td>-0.152749</td>\n", | |
" <td>DG-L7S</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>2017-10-23T19:05:42.707410</td>\n", | |
" <td>162</td>\n", | |
" <td>0</td>\n", | |
" <td>84</td>\n", | |
" <td>0</td>\n", | |
" <td>30001426</td>\n", | |
" <td>19</td>\n", | |
" <td>2017-10-23</td>\n", | |
" <td>32108.0</td>\n", | |
" <td>1201367</td>\n", | |
" <td>20000209</td>\n", | |
" <td>10000016</td>\n", | |
" <td>C</td>\n", | |
" <td>0.725113</td>\n", | |
" <td>Isinokka</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" cron_datetime_x npc_kills pod_kills ship_jumps ship_kills \\\n", | |
"0 2017-10-23T19:05:42.707410 18 0 13 0 \n", | |
"1 2017-10-23T19:05:42.707410 4 0 45 0 \n", | |
"2 2017-10-23T19:05:42.707410 2 0 14 0 \n", | |
"3 2017-10-23T19:05:42.707410 117 0 29 0 \n", | |
"4 2017-10-23T19:05:42.707410 162 0 84 0 \n", | |
"\n", | |
" system_id hour date players server_version constellation_id \\\n", | |
"0 30002997 19 2017-10-23 32108.0 1201367 20000439 \n", | |
"1 30002980 19 2017-10-23 32108.0 1201367 20000436 \n", | |
"2 30003847 19 2017-10-23 32108.0 1201367 20000562 \n", | |
"3 30004016 19 2017-10-23 32108.0 1201367 20000586 \n", | |
"4 30001426 19 2017-10-23 32108.0 1201367 20000209 \n", | |
"\n", | |
" region_id security_class security_status solarsystem_name \n", | |
"0 10000036 B1 0.567127 Ehnoum \n", | |
"1 10000036 B2 0.335651 Sosan \n", | |
"2 10000048 D2 0.280538 Amoen \n", | |
"3 10000050 G -0.152749 DG-L7S \n", | |
"4 10000016 C 0.725113 Isinokka " | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"## Join all the things ##\n", | |
"system_jumps_df['hour'] = pd.to_datetime(system_jumps_df['cron_datetime']).dt.hour\n", | |
"system_jumps_df['date'] = pd.to_datetime(system_jumps_df['cron_datetime']).dt.date\n", | |
"\n", | |
"server_status_df['hour'] = pd.to_datetime(server_status_df['cron_datetime']).dt.hour\n", | |
"server_status_df['date'] = pd.to_datetime(server_status_df['cron_datetime']).dt.date\n", | |
"\n", | |
"## Join system_jumps vs server_status ##\n", | |
"full_df = pd.merge(\n", | |
" system_jumps_df, server_status_df,\n", | |
" on=['hour', 'date'],\n", | |
" how='left'\n", | |
")\n", | |
"full_df = full_df.drop(\n", | |
" ['cron_datetime_y', 'start_time'],\n", | |
" axis=1\n", | |
")\n", | |
"full_df = full_df.dropna(axis=0, how='any') # drop blank\n", | |
"\n", | |
"## Join map_sde with all data\n", | |
"full_df = full_df.merge(\n", | |
" map_sde_df,\n", | |
" on='system_id',\n", | |
" how='left'\n", | |
")\n", | |
"full_df = full_df.drop(\n", | |
" ['x', 'y', 'z', 'star_id', 'region_name', 'constellation_name'],\n", | |
" axis=1\n", | |
")\n", | |
"\n", | |
"display(full_df.head(5))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/home/lockefox/.virtualenvs/navitron_cron_venv/lib/python3.6/site-packages/pandas/core/groupby.py:4036: FutureWarning: using a dict with renaming is deprecated and will be removed in a future version\n", | |
" return super(DataFrameGroupBy, self).aggregate(arg, *args, **kwargs)\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style>\n", | |
" .dataframe thead tr:only-child th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: left;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th>npc_kills</th>\n", | |
" <th>pod_kills</th>\n", | |
" <th>ship_jumps</th>\n", | |
" <th>ship_kills</th>\n", | |
" <th>players</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>hour</th>\n", | |
" <th>date</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th rowspan=\"5\" valign=\"top\">0</th>\n", | |
" <th>2017-10-24</th>\n", | |
" <td>356517</td>\n", | |
" <td>664</td>\n", | |
" <td>152058</td>\n", | |
" <td>1261</td>\n", | |
" <td>20902.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2017-10-25</th>\n", | |
" <td>303497</td>\n", | |
" <td>1292</td>\n", | |
" <td>157820</td>\n", | |
" <td>1841</td>\n", | |
" <td>21841.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2017-10-26</th>\n", | |
" <td>340219</td>\n", | |
" <td>599</td>\n", | |
" <td>154771</td>\n", | |
" <td>1034</td>\n", | |
" <td>21083.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2017-10-27</th>\n", | |
" <td>508810</td>\n", | |
" <td>609</td>\n", | |
" <td>183233</td>\n", | |
" <td>1224</td>\n", | |
" <td>21998.0</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2017-10-28</th>\n", | |
" <td>494652</td>\n", | |
" <td>921</td>\n", | |
" <td>201774</td>\n", | |
" <td>1709</td>\n", | |
" <td>24224.0</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" npc_kills pod_kills ship_jumps ship_kills players\n", | |
"hour date \n", | |
"0 2017-10-24 356517 664 152058 1261 20902.0\n", | |
" 2017-10-25 303497 1292 157820 1841 21841.0\n", | |
" 2017-10-26 340219 599 154771 1034 21083.0\n", | |
" 2017-10-27 508810 609 183233 1224 21998.0\n", | |
" 2017-10-28 494652 921 201774 1709 24224.0" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style>\n", | |
" .dataframe thead tr:only-child th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: left;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>players</th>\n", | |
" <th>variable</th>\n", | |
" <th>value</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>20902.0</td>\n", | |
" <td>npc_kills</td>\n", | |
" <td>356517</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>21841.0</td>\n", | |
" <td>npc_kills</td>\n", | |
" <td>303497</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>21083.0</td>\n", | |
" <td>npc_kills</td>\n", | |
" <td>340219</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>21998.0</td>\n", | |
" <td>npc_kills</td>\n", | |
" <td>508810</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>24224.0</td>\n", | |
" <td>npc_kills</td>\n", | |
" <td>494652</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" players variable value\n", | |
"0 20902.0 npc_kills 356517\n", | |
"1 21841.0 npc_kills 303497\n", | |
"2 21083.0 npc_kills 340219\n", | |
"3 21998.0 npc_kills 508810\n", | |
"4 24224.0 npc_kills 494652" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"## Generate some summary stats ##\n", | |
"kills_df = full_df[['npc_kills', 'pod_kills', 'ship_jumps', 'ship_kills', 'players', 'hour', 'date']]\n", | |
"\n", | |
"kills_df = kills_df.groupby(['hour', 'date'])[['npc_kills', 'pod_kills', 'ship_jumps', 'ship_kills']].agg({\n", | |
" 'npc_kills':np.sum,\n", | |
" 'pod_kills':np.sum,\n", | |
" 'ship_jumps':np.sum,\n", | |
" 'ship_kills':np.sum,\n", | |
" 'players':np.min\n", | |
"})\n", | |
"display(kills_df.head(5))\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 56, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
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D35o1awCYNm1ahY+rJEmBQT4kJAS3282mTZuClozWBlmWGTx4MKdOnWLPnj2B6/7Bvk+f\nPoHBOyQkBNCtFHV5ZwCz2RyYtWdnZ1f53Pr16/F4PAwbNozi4uIgmfsDCbdu3Voh3bhx4ypc69Kl\nS0BJK09aWhqqqga58FatWoXFYqF///4V+mSvXr1wOp3s27cvKJ+6tGV5xowZE9QnQ0JCGDlyJGVl\nZWzbtg2Abdu2UVZWxqhRo4KspgaDIaCU/fDDDxXyHj9+fJCyEhsby6BBg8jOzubQoUN1rmtVmEym\ngBKjKErg29ClSxeAoG9DXcnMzCQnJ4dBgwYFBkg/kydPBnQ30LnceuutFd49MTExYH2uiaKiIsLD\nw6t9ZsKECUF/t23blm7durFr167AZDExMZHOnTuzevXqoN/JypUrUVW11lYp0N065fuK1Wqlffv2\nnDp1KnDtfOVVF2rq6365FRYWXlA5DRlhkbnIDBkyJGAqt1gsNGnSpFqXUnk2btzI559/zsGDB/H5\nfEH3HA5H0N/Dhw9n5cqVrFy5MmANSElJITw8nL59+waeO378OEClpnE/57qOEhISzisQtrxVx09o\naCgxMTGVXgcoKSkB9BlYcXExu3btqhBLUJ7i4uIKrouq8FulasPJkycJDQ0lPj6+2ucmTpzInj17\nePnllwkNDaVDhw506dKFgQMHEhUVVWM5Q4YM4bPPPiM1NZWOHTsClQ/2AwYMYO3atSxevJilS5fS\nrl07kpKS6N+/Py1btqy2DJPJxAMPPMC7777LfffdR2JiIp06deK6666jZ8+egbY9ceIEQLWr6c79\nWEZERFQ6w5UkieTkZD799FP27NkT9G5xcXFBMSAnTpzA7XZz11131brcurRleZo1a1bhmt/9l5WV\nBRBQ9iqTq/+a/9nK8qmsvFOnTgViOeqDFStW8M0333D06NEKwdX+39D54H/3Fi1aVLgXFxeH3W6v\nVBmu7LceFhZGbm5urcvWNK3KeyEhITRq1KjC9ebNm5Oenk52dnbguzpixAheeeUVNmzYwODBg1EU\nhZUrV9KiRQs6dOhQ6/pU9k7h4eEUFxcH/j5fedWFmvq6X26/5SBpochcZBISEoKC/WrLjz/+yEsv\nvcRVV13FfffdR2xsLBaLBYDXXnutwuy/Xbt2tGnThpUrVzJx4kSOHz/Ovn37uPXWW4NmFf5O/+yz\nz1ZpETr3B+wvt65UZUqvzsTur5///ZKSkrj99turfL62SiGc/3tUR+PGjfn3v//Nzp07ycjIYPfu\n3XzwwQf873//47nnniMpKanG9J06dWL9+vVMnz4di8XCqlWriI+PDxrsTSYTzz//PAcPHmTr1q3s\n2bOHL7/8koULF3LPPfcwduzYasu56aab6NmzJ+np6ezatYvt27fz3Xff0a5dO1555RXMZnNA5o8+\n+mhQMHl5oqOjg/6uTqbJycl89tlnpKWl0bFjR/bs2UNWVhaTJk0K+uiqqkpISAh//OMfq8zrXCXh\nYrTlr0F1g01tV3stXbqU9957j65du/LQQw/RqFEjTCYTiqLw7LPPVqsQXChV1b+q33Rt6xIREXFB\nClh5evXqRVRUVMAFuHXrVvLy8gKu+NpSH67Ac+V1Pu1fU1/3K1aRkZF1rN2Vg1BkLlPS0tIwm838\n7W9/C4qTcblcFawxfoYPH85bb73Ftm3bSE9PB6hgSm3SpAnp6elERUXV6wyxvomIiCAkJASHw1Er\nRbC+ZyOJiYkcP36c06dPVzmo+zEajXTr1o1u3boBcPjwYR577DH+97//Ba1AqIrk5GT+9a9/sXHj\nRuLi4jh16lSFwd5P27ZtA+3mcDiYOXMm8+bNY/To0TUuo42KimLIkCEMGTIETdP4+OOPWbx4MWvX\nrmXIkCGBmV9oaOh5Kd/n0rhxYzp27Mj69et54IEHSE1NDVhqypOYmMiJEydo3bp1je6FC+X48eO0\nbt066Jp/lVTjxo2BXxT5Y8eOVdib48iRI0HPnpvPuTN+vwXU73bwW68q+w3XdubuV3T/+te/Bg22\n/rIuBP97+WVSntzcXEpLS4NipOqLFi1aBFYjlY/98VNaWkp+fn4Fq4y/nuUnX0ajkRtvvJGFCxdy\n/PjxOgf51oW6yqu85dm/WAP0eJyCgoJK+1VN+F1dlVmFfiuIGJnLFFmWkSSpwozm008/rTIWY+DA\ngdhsNr7++mtWr15NUlISTZs2DXpm8ODBgB6Rf667CvQPhtfrrae3OH9kWWbQoEEcOXKkQpyFn/Iu\nML+yV5WSV1f87sC5c+dWOlPyt4vfN1+eZs2aYbFYaj3D7N+/P1arlbS0tCoH+8rKCQ0NJSEhAZ/P\nR1lZWZX5u1wuXC5X0DVJkgIKkX9G169fP8xmM/Pnz680P7fbXef9WoYMGUJpaSnff/8969evp1On\nThUsfv4++eGHH1Y6g6/tKrnasGTJkqD+XVpayvLly7HZbAFFtFu3boHfUfn+pCgKCxcuBAisjCvP\nokWLgn6bubm5rF69mvj4+IDyZLfbiY6OJiMjI+hdi4uLWblyZa3ewa+8lE+vaVpg24Fzsdlste6L\nrVu3Jj4+ntWrV3P69Omge/78y7uq64vOnTvj8XjIzMys8hm/7P0cPHiQbdu2kZSUVMEyO2zYMGRZ\n5tNPP2Xz5s307dv3oixNrqu8/N/jc+MQlyxZUucYOz/79u1DluUarb9XMsIic5nSr18/NmzYwFNP\nPRWYQW/dupXjx49XOWu12WwMGjSIb775BqDSAN2rrrqKO+64g//+9788/PDDDBgwgJiYGIqKijhy\n5Ag//fQT//73v2uMDfk1uPPOO9m7dy+zZ89m48aNdOrUCavVSm5uLhkZGQGLFei+68aNG7N27VoS\nEhKIjIzEarWedxR/v379uOGGG1izZg2PP/44ffr0ISIigpycHNavX8/s2bMJDQ3lmWeewWaz0alT\nJ2JjY3G73axdu5bS0tIKK5Gqwmaz0adPH9asWYPFYql0sP/ss8/YunUrPXr0ID4+HoPBwK5du9iy\nZQs9evSo1pJx6tQpZs2aRa9evWjRogXh4eHk5OTw7bffBsoGiImJ4eGHH+af//wn06dPJzk5mYSE\nBEpKSjhx4gQbN27kz3/+c512Tu7Xrx/vvvsu77//ftBy8vL07duXYcOGkZKSwuHDhwOugTNnznDw\n4EG2bNnC0qVLa11mTcycOZOBAwcGll/n5uby8MMPBwVW33///cyZM4ff//733HjjjVitVjZs2MCe\nPXsYNmxYpSsOz5w5w9NPP03v3r0pKSnh22+/xe128+CDDwZZTkaPHs3HH3/MM888Q+/evSkqKiIl\nJYX4+PhaBWz27duXjz76iL/85S/069cPl8vFjz/+WOUEpH379mRkZLB48eJAPFll++aAHtA8Y8YM\nXnjhBR577DGGDx9OREQE6enpbNmyhe7du1eZ9kLwv9OmTZsqXZUXHh7O5s2byc/Pp1u3buTm5rJ8\n+XJMJhP3339/hefj4+Pp1q0b33//PVDRMl1f1FVeAwYMYN68ecyZM4djx44RGRnJrl27OHjw4HlZ\nI1VVJT09nW7dugUWBPwWEYrMZUr//v0pKytj6dKlfPjhh9hsNrp27cqrr77Kk08+WWW64cOH8803\n3xAWFha0T0d5Jk6cSNu2bVm2bBnLly/H6XQSHh5O06ZNmTp1aq2CVH8N7HY7r732GkuXLmXdunVs\n27YNSZKIioqiffv2gZm8n5kzZ/L+++8zb9483G43cXFxF7Qc8YknniApKYmUlBQWLlyIJEnExMRw\n/fXXB/zWI0aMYMOGDaxcuZLi4mJCQkJo1qwZs2bNqrAyqzqGDBnCqlWrAvtWnEuvXr0oKCjghx9+\noLCwEIPBQFxcHHfffXeNm3vFxMQwdOhQdu3axebNm3G73URFRXH99ddz2223BSlNycnJNG3alC++\n+IKVK1cGNtlKSEhgzJgxVe7zURU2m42+ffuSlpaG1Wqtcjb/u9/9jmuuuYYVK1awZMmSQB2bN28e\ntE3AhfL444+TkpLCl19+SXFxMU2bNmXmzJkBC5yfoUOHEh0dzeLFi1m8eDE+n4/ExESmT5/OqFGj\nKs37r3/9Kx988AELFiygrKyM1q1b89hjj9G9e/eg58aOHUtZWRmpqans3LmTJk2aMHXqVKB2K478\n8VDfffcd7733HmFhYfTq1Ys777yz0niyhx56iHfeeYfPPvssYGmrThm59tpreeWVV/j0009ZtmxZ\nYIO3KVOmMG7cuItyDlJ8fDzXXXcdq1atYurUqRXcqlarlb/97W/MnTuXefPm4fP5aN++Pffccw9t\n2rSpNM8RI0aQnp5O8+bNA8HmF4O6yMtut/P8888zd+5cPv/8c8xmM927d+eVV17hD3/4Q53LzsjI\nID8/n4cffrg+X6nBIRUWFl68yDDBr87x48d56KGHuOWWWyqdqQgEv0X8m0DOnTu33q2N1e3WKqg9\nBw8e5LHHHmPWrFlVTsLqQnp6Os8++ywPPPAAN998cz3U8PLjmWeeoaSkJLAh4W8VYZG5wliyZAmS\nJDFw4EBKS0vrLd/fstnS4/FclLih37JMQY+5qSxO60L5rcv1QrlU7dK2bVuSk5P55JNP6NOnzwVb\nfr766issFksFy+2Vwq5du9i6dSuvv/76b1qJAaHIXBG4XC5++uknTp48SWpqKj169CAuLu6yCNq9\nEvD5fEKWFwFFUYRcL0MuZbv8/ve/v6D0hYWFZGRksH//ftLT0xk7duwVe/5QUlKSsAKeRSgyVwBF\nRUW8/vrrWK1WunXrFrSFvkAgEPxWOHbsGK+//jp2u53k5ORqN9MUXDmIGJkrjOLi4vNexlcdv+XN\nlpxOJx6Pp97z/S3LFIRcL1dEuwgaGmIfGYFAIBAIBA0WocgIBAKBQCBosAhFRtAg+Nvf/sa9995b\n6b2FCxcG7aUSGRnJ/v37AX0Pjeeee+7XqOJlR2pqaq22kx85ciQffPBBpfcee+wxXn75ZUA/Tb1d\nu3aBe507dyY1NbV+KnuJ+OSTTyrdt8dP+fc/X87tn4Ka+TXapboyfvjhh6BjOsr39eq+RYJLwyUP\n9l25ciXr1q3j+PHjXHvttTzyyCMVntm7dy8vv/wyo0aNqvVuqYLfDhMmTGDChAmXuhpXJLNnz77U\nVbik1Mf7i/5Z/1zsftmnT58KxwgILl8uuSITGRnJzTffzO7duys9D8Tn8/Hf//63yt0bBXVHUxS0\nzP1QUgJhYUht2iEZDJe6Wg0aVVM4re3HTQkWwoiT2iFLQqYXiqJp7Fc0SlQIk6GdQcLwG98z43JA\nVTQK9mt4SsAcBlHtJGSDaBfBpeGSu5Z69OjBddddF3QSaHm++uorunTpcl6nggoqoikKyoqvUVZ+\ni/LjBv3flK/RqjhCvjo6d+7MnDlzGDhwIM2aNWP8+PEUFhZy9OhRIiMjmTdvHp06daJNmzb89a9/\nDVpNtWDBAnr37k3Tpk3p1q1bnVwUqqoyc+ZMRo0aRXFxcY1maD9nzpxh0qRJtGjRghYtWpCcnEx+\nfn6d37tCfTSFXcrX7FG+JVPZwB7lW3YpX6NqdZcp6HL9xz/+QZ8+fWjevDl33HFH4AyelStX0rdv\nX5o3b05ycjKbNm0KpCssLGTq1Kk0b96cPn36sHPnzjqXXVhYyLBhw3j66afRNK3Wrrlt27aRnJxM\ns2bNaNOmTb3sKq1oGl+7Fb51K2zw6v9+7VZQKjlYsjbMmTOHTp060bRpU7p06cLnn38euPfCCy/Q\nqlUrOnToEHQ4Yfn397vW/vWvf9G2bVs6duzI22+/XWO55fun/7dR/hDPe++9N3BmmL+Mt99+m/bt\n29OqVSvmzZvH9u3b6devH82bN+eBBx4IbFhXU50uRruoikbm1wqHvlU4uUH/N/NrBVVpWO1yLrNn\nz6ZPnz5kZWVVcKNWhcvl4qGHHqJVq1Y0b96cvn37sm/fvjqXLbgwLrlFpjqysrLYuHEjL774Ih99\n9FGt0ymKUumJxTWhqiplZWXYbLaLcp7Ir0FlpwcH3c/cj3YkE8IikAwG3TpzOBMt8wBSu6urTFfV\ncszPPvuMefPmERkZyYQJE/jXv/7F5MmTAUhJSWHdunXk5uYyfvx4mjZtypgxY1izZg3PPPMMH374\nIT169ODUqVOUlpZWu+RTURRUVcXhcPDwww/jdruZP38+VqsVRVHQNC0ovdfrxePxoKoqiqLg8Xh4\n8803URSFjIwMLBYLu3btQpJcjuh9AAAgAElEQVSkGpea1rSc/bS2nzwtEysRyJIBVVPI0zLJ1Q4Q\nL9VdpvDLlvoxMTFMnz6dP/zhDzzxxBPceeedvP/++wwaNIjPP/+ccePG8dNPP9GoUSMef/xxvF4v\nGzZsoLS0NNAONb2fpmn4fD6OHj3K7bffztixY/l//+//4fV6g+Tn8/kqyNnn8+HxeJg5cyZDhw5l\n+fLleDweMjIyaiy3pt/ofkUjU9GIAAyShKLpfx9QNK42Vj37r6zcgwcP8vLLL5OWlkbbtm3Jycmh\nsLCQbdu2sX37dsaOHcvu3btZsWIFjzzyCMnJyYSFhVV4//z8fDIzM1m/fj1Hjx5l4sSJtGvXrtpz\ntcr3T/9Gcx6PJ/CNqayM7Oxs0tPTWb16Nffddx833HADCxYswGAwMGzYMBYtWsRtt90WeP7QoUNs\n3bqVn3/+mfHjxwfqdDHapWC/RmGmhjkCZIOEquh/FxzQaHR1/bRLeno627dv59Zbb611u1Qlg5ra\nxe1288wzz5Cens6XX35JZGQk+/btq7Kv+79FHo+H//73v+zevZtNmzYRHh7OgQMHCAkJuSjL1+ub\ny3W8M5vNdU5zWSsyH330EbfffnvggL7aUlpaWutj6yvD6XSed9pLTY2dsqQEkAKuJMlgQEMCR/Xy\nys3NrXBNUZRA+5SVlTFo0CA2bdoUOGn2vvvuo6ysjNDQUCZPnszChQsZNmwY77//PnfddRetWrUi\nLy8Ps9mM2WyutAw/TqeTgoICxo8fT3x8PK+99holJSWUlJRQXFyM1+sNSn/mzBlyc3NxuVw4nU5y\nc3Pxer2cPn2arVu30r59e5o0aUJZWVngIL2qMJvNmEymKu+70WXqdyXJkgE0CRd1lynocp04cSIh\nISGUlZXx4IMPcvvttxMXF0efPn3o2rUrBQUFDB48mJYtW7Jo0SJuvfVWvvrqKxYtWoQsy4SFhTFh\nwgTmzZtXrVxBV/p27tzJv/71L6ZNm8aECRMCacrLr7CwEFVVA/cURaGwsJDc3FwkSeLAgQPs3r2b\nhIQEWrduXWO5Ncm1RAUJAq4kgyQhaRolNUz8Kyu3qKgIVVX56aefsFgsWK1WoqOjKS4uJi4ujltu\nuYWCggJ69uyJJEls2bKFpKSkSt//oYceQlEUmjZtyujRo5k/fz5XX121wlq+f545cwaAvLy8wHfN\n7XYHlSFJEvfccw9FRUV0794do9HIkCFDkGUZTdPo2bMnP/30EwMGDAjU6cEHH6SkpIQmTZoE1eli\ntIunBCSJgCtJNkhIku5mqq92cTgcxMXFMWbMmFq3S1UyqK5dXC4X999/P/n5+bz99tuBdqqurzud\nTtxuN7m5ubjdboqKiti8eTOdO3cOHLhbk4wvJy638S4xMbHOaS5bRWbDhg2YzWauvfbaOqcNCQnB\narXWOZ3X66WwsJDIyMhqf8iXM2VlZdVbZcLCAA1NUQIWGdAgtHLXnp/Y2NgK1wwGA23btg3ci42N\nxev1Eh0dDeguEv/R9FdffTWLFy8G4PTp0yQlJVWaZ1XY7XZ2796N0+lkzZo1QSc2h4eHYzKZgvKL\njo4mNjYWq9WK3W4nNjaWP/zhD7zxxhs88cQTOJ1Oxo0bx5/+9Kca29o/66sKC7pMVU0JWGRAw0rd\nZQq6XNu3bx+4bzab8Xq9OByOIHkDtG7dGofDgSRJ+Hw+rr76alRVJTIykquvvhqDwVCjnE0mE99+\n+y0JCQlMmzYt6LdTXn6RkZHIshzIz2AwEBkZSWxsLP/3f//Ha6+9xsSJE2nUqBEPPfRQwCJUFW63\nu9rZf5gMGrqLyW+R0YCwGkIxKnvf2NhY3nrrLT744AP+8pe/0KtXL55//nnCw8Np3LhxUBq73Y7Z\nbK7QfyIjIwkPD6dZs2aB70S7du1YvXp1tTIu3z/9SnNMTExAzhaLJaiMqKgomjRpElSf8u0eHR2N\ny+UKqlPr1q0Dz5ev08VoF3MYaJruYvJbZDRNv14ddWkXu91OTExM0Le4pnapSgZVER4ezsmTJzlw\n4ABLliyhRYsWgXvV9XW73Y7FYiE2NpZ7772X0tJSXnjhBXJychg5ciTPPfdclaESlxNXwnjn57JV\nZHbt2sX+/fsDq5icTieyLHP48GGeeuqpatMaDAYMFxC8ajKZzsu8dTngcrmqVWSkNu2QDujuJQ0J\n0JBatUFqc1W1+VYlD6PRGLhnNBqRJCnwo8jJySEmJgaA7OzsQJxT06ZNOX78eJ1kbDAYGDBgANdf\nfz233XYby5Yto2XLloF7kiQF5edvQ1mWMRgMmM1moqOjeemll3jppZc4fPgw48aNo3379tx5553V\nll3TAXpxUjtOS7p7CU2XaYzUhljp/GQKurz893NycjCZTDRp0oQdO3YEpTtx4gSDBw+mSZMmmEwm\ncnJyiI2NxWQykZ2dXWM5AJIk8eSTT7Jx40buvvvugMsOCJKfv33L5+dv//bt2zN37lw0TWP9+vWM\nHTuWAQMGBA0u5+Lz+aodMNsZJPYbJDIVDemsEtPGIHFVDUGlVb3v+PHjGT9+PE6nk+eee46ZM2cy\nderUCu8kSVLgvc59f/8sHvQ+lpWVRWJiYrUyLt8//TN2RVECaXJzc2nfvn2VMi5fH6jYJv46+ScN\n5et0Mdolqp1E5H6JwkwNSdKVmMg2ElFX1V+7TJo0CQj+FtemXSqTQVX4J2KPPvood911F4sXLw4s\nua6urxsMBmRZDliSZ82axaxZs8jOzubuu+/m7bff5umnn65WFpcTDXm883PJHWN+P2d5P7LP5+OO\nO+7g1Vdf5cUXX+TFF1+ke/fuDBgwgIcffvhSV7lBIxkMGG4aheHGERh699P/HTbqoqxaevXVVykp\nKeHIkSO88847jB07FoA77riDt956i82bN6NpGidPngzs+1ITDz74IDNmzGD06NEcPXq0TvVZsWIF\nBw8eRFVVwsLCMJlMF6Tw+pElA0mGUXQyjKCNoR+dDCNIMoy6oFVLc+fO5ciRI5SUlPDiiy8yZswY\nbrvtNlatWsXKlSvx+Xx89tln7N+/n5EjR2IwGLj55pt59dVXKS0t5ciRI7z//vu1Ls9oNPLee+8R\nHh7O5MmTg4JRa8OCBQsCLqaIiAgkSbpgv7tBkhhlMTDCYqCfWf93lMVwXquWDhw4wJo1a3C5XFgs\nFkJDQ8+rfrIs89JLL+HxeNi5cycLFixg3LhxtU7fqFEjEhMTmT9/PoqisHz5cjZv3lznepxbpxde\neAG3201GRkZQnS5Gu8gGiTajDLQeYSCxn/5vm1GG81q1VJ/tUpUMauLmm2/mjTfeYPz48XVecr12\n7Vp27tyJoiiEhIQEFB3Br8slt8gsXbqUJUuWBP7etGkT/fr1Y/r06djt9sB1k8mExWJpECa7yx3J\nYKg2sLe+GDJkCL169cLlcnHHHXcwadIk8vPzGTVqFA6Hg0ceeYSTJ08SFxfH66+/XqtVAqCvWNA0\njdGjR7Ns2bJa1+fQoUPMmjWL3NxcwsLCGDt2LLfffvv5vl4QsmSoNrC3rtx+++1MnjyZEydO0L9/\nf1599VWioqL48MMPefbZZ5k2bRpt2rRh4cKFNGrUCIDXX3+dGTNmMHjwYJo1a8aUKVOq3OiuMoxG\nI++//z7Tpk1jypQpfPLJJ7VOu3r1ap555hmcTifx8fH8/e9/D1jMLgSDJFUb2Ftb3G43L7zwAj//\n/DOyLNOlSxdmz55dZyWiUaNGNG3alOTkZMxmMzNnzmTgwIF1ymPOnDk8/vjjvPrqq4wZMyYQU3a+\nNGrUiGbNmtGpUydMJlNQnS5Wu8gGqdrA3tpSVbv8+OOPdcqnOhnUhltuuQXQrUOLFi2qdbrTp0/z\nxBNPcOrUKWw2G8nJyTz66KN1qrvgwhGHRpbD4/GQm5tLbGxsgzW1XQ6HRh49epQuXbqQnZ0dFG/R\nUOX7ax+i17lzZ2bPnl2rJeXn0pBk3NAOJ1y3bh3Tpk1j165ddZLxvHnzWLBgAd9+++1Fq1NtLZq1\n4XJol7r044shg98CDelbUROX3LUkEAgEVzJ79uwJCiQVCAT1yyV3LQkEfnr16sXx48crXH/88cd5\n4oknLkGNrgyOHz9Or169Kr23aNEi+vTp8yvX6Mpj3LhxbNy4scL1Xr16cerUKebOnXsJaiWoql0m\nTJjwmz9+40pCuJbKcSWY2i4H11JVNFT5Xg6m9trSkGTckORanoYk4/PhcmiXK13GlwNXkoyFa0kg\nEAgEAkGDRSgyAoFAIBAIGiwiRuYKw78hlKD+sNvtQVsBCOoHIdfLE9EugoaGsMgIBAKBQCBosAiL\njEAgEAguWzSPB+/Rw2geD8aExhgaxVyccjQN7749uDO2ovl8mK5qj/W6nhdl13NB/SIUGYFAIBBc\nlqilDkqWfo4vOwskCclkImTkLZjbd6j3sjy7d1D6zVd6ObKM7/gxNEcx9uQL23m5QjkH9+Pa/COa\nqwxTi1bY+g5EOnsSuuD8EIqMQCAQCC5LPBvW4ss6hRwdjSTLqCUllK5YhrFZc2R7SL2W5frxBySD\nATk8AgDN5cK9fSvW3gOQ6ylmyJN5gNIli9A0DcloxJWdhVJYQOit45Eu8AysqvCdzsHz8x7w+TA2\nbY6pbTuk8ziv7HJGKDICgUBwnmheL96jh8HrwRCXcNHcHvWBpmmgKEjGhvPZV3KykKyWwCAvhYai\nnslHLSqqd0VGc7vAaPrlgtGIVlaG5vXWWxnurZvRNBVDVLReps2G98DPKHm5GOPi660cP76TJyhZ\nNB+tzAmSBJs2YrthCLae578JpuosRcnOAlnG2DjxsrAmNZweLRAIfvOoJcU401LwnTiOZLNj6zsA\n89UdL0ldtDInJV99ge/kCd0dYTQSMuJmzB06/Srlq85SvJkH0bwejI0TMTZuUuWznv37KFv1HarT\niaFRI2zJw5AMRpBlDDGxdY4DUR0O1FIHcngEss12oa9SJXJYBEpuLoSeveBxg9GIdBFWVRlbtMaz\ncxuaxQKyjFpUiCEuAbkeDyrW3G5d7n4MBtA08PnqrYzyONeuQnO7McTEAqCWOXGt/x5L5y7BSlst\n8eVk4/hiIWpRIQCGuHhCx07AEBlVr/WuK0KREQgEtUbzelEKziAZjciRURfNHF5V2Y4li/CdPIFk\nt6MVnKF02RdgMmFuc9WvVg8/7o3r8Z04hhzdSHd7OEooTVmOsVkL5NDQmjO4AJSiQhwLP0HJzwNJ\nRpJl7DeN0geoc/BkHqRk8QI0nxfN48WXk4V7907kiEgkgxFj8xaE3nxbreqsaRquTRtxrV+D5vUi\nWW2EDBuBuUNSpc97jxzCvT0dze3G2LJ1nYNnzb364so6iZKXi6aqqKWlGMLCcX73DbYBgzHGJ9Q6\nr5qwDx6C5ijGe+QwAIZGsYSOHlOvfdzUsjW+40d1K4/RiFpQgBwRhRzdqN7KKI9aXBxkMZEsVtSy\nAjSnE8660GqLpqqUfv0lanERcnQ0aBrK6Wyc331D2IQp9V31OiEUGYFAUCuUvFwcXy5GycsFWcLU\nth2hI29BslhrTlwP+LKz8J06gRQaCqqKZLOhOkrw7Mr49RUZTUPNyUaylHN7hOhuD6XwTKVKgffo\nYdwZ29A8Hkyt2mDpdu15D5Jla1ej5OUhN2qEJEmopaU4U7/F1LoNcsgvZXuPHKJkwceo+Xn6zF+W\nQVVB09C8XgyNYvAdPYwzdQWht46rsVzvwf2UrUlDstmQw8LRSh2ULv8KOTqmglLhPXQQxxcL0RQF\nySDjPZSJWnAG+7CRtY7RMCQ0JnzyXbi2bcG1+UdksxnJasV76CBKdhZhU+7BEB1dN+FVgWwPIXT8\nZHy5p1FP5yCFhCDVs/vK2qsPauEZ3Ht2g6ogR0bpSqT14vyGjPHxePbtQbPbkSQJzeFAtocgh4Wj\n1JBWyT2Na8tPqA4HxsZNMHfqjFKQjxwWprefJCHZQ/BlndRjfi5h3I1QZASCKwTN7ULJzwdXWf3n\nrSg4vvoCJe80clQ0qCren/fiDA0jZOiIWuXhyz6Fe2cGmtuDqXkLzEnX1Gkg1xQfmtOJcuaMfkGS\nkKxWtItklq+0Dj4vrjWpGHdsx1tchKSquuIgy+D1gmxAtlV0ewSCPBUfyDLegz+jFhVgHzz0vOqh\n5J3WY0fODh6S3Y6an49aXBxQZNTiYhxffYHm8YCqgURAiQEJrdShyzAkFO/Rw6iqin8o0lxlSBZr\nBeuJ79RJUNWAO0kKDUM5cwYl61QFRabsxw1oqhpQNDSPB/fODKy9+tbJFWGIjdNjMQwG5Ng4fUDW\nQlDz8/Ds34utV9+6C7AqFAXXhu/xHtwPGsghIYSMHoupZat6yV4ymrCPvBVr34FoHg+GqGiki3jO\nke2GISh5uWcnH7Je/k2jdCtNNedpKXm5FC+Yh1ZaCiYj3oP78Z08DrIBzetBMp11S3m9vyg2lxCh\nyAgEVwCeAz9T+u0y1NJSjIB7wCBMffrX6gOjud149u3W4yeiojG1u7qCgqEWFelKjN+dJMtINjve\nw4cqz9PjQcnNAUnGEBeHkpNNycL5aC4XGGQ8u7aj5Odiu2FI7T+CLheqq0wfiE0mUBQ0RwlyaN1j\nGNTiYpypK/CeOIZsD8HWt3+V7pHylK1Jw7vlJzCakENCUXNz8B47ihweDpqGtUfPSt0Ero3r9CDP\ns/c0twv31s1Yr+9dZf01VcWzYxveY0eQLDYs13QNxMEYIqNRcnLQQvSZsOZyIZlNQZYg3+lstDIn\ncnQjlOIiPdhTO3tGsARIMmgqmteL5nZR9NY/0MqcaG4PktWKbLNhGzwUS6fOgTz9A5h/Bq5p2i/t\ncW79y8qQTOWGGKNRb7PzOZDS59NdaH7FTZL0+tdjIC5A2Q/r8O7fhxwVBbIBtbiI0mVfED7toQor\nlzRNw3coE99p3TJnbt8RyWbDd+IYmsuFoVFMpcHfkiQFgn0vNobIKMKm3IPvyCE0xYexcWKtAtJd\n27aglZYGLH6aouA9cghz5654dm5HcbtB05BkGWu/Gy7+i9SAUGQEggaOkpdL6bIlgAYREXAmH/eK\nr5HycrENGFTtR1N1uXAs/ATfqROABBJYunSvYP6XTEZ94FAUPUARQPFVOptU8vNwLFmEkncaAGPj\nRDAY9BlojP4R1dxuXFs2YeneA0NE7U5FVosKkcMj0FwufVYoSWAPQaqrr9/rxbFkIb5TJ5FC7KhF\nBTi+/pJQkxlz23ZVp1NV3DszdHeDbEC2mJGMBtSSEiydu2Js1hxzp2sqVczUUieSqZysTGa00lJd\nsatEkdE0jbLV3+Ha/JNu7VFUPHt2EDp+MqamzbH1vwHfqRO6y+jsoG67IVlfRZV5UA+GNRp1q4LN\nhhoahuYo0TOXDXpTG2SUkhK0khJ9sLJYUM7kg8+HpIYhGY04v1mKHBqKISYW56qV+A5nojpK0Lwe\n3bXkcmGIjcXUqk1Q3T27d6KczkE5k4cUFo4cEam7NSKjzisw1NBEt8iojhIkewia24WmqajFhTjX\npGGIjcPcodMFx7P4ThxDMlsCAblyeIS+Sqogv4Ii49qwlrLvV6H5vICEa9NG5IhIfMeOABKS0YBt\n6AisnbteUJ0uFNlmq3MAuuZ0gsHwi+J49jdvatsOU4tWusVKljF3TLok8WnnIhQZgaCB48s6pcc7\nREejnMlHKipEU1Rcm3/Ed/woYROnYoiNC0qjnV0p4d6eju/k8UDAqub14s7YhrlDEqYWLQPPS6Fh\nWDp1xp2xVY+JURU0VcXao2eFfEu//hIlL1e3TGgavlMnzw585QZssxkcJWhlZVBLRUay6AOM3Kw5\nkqKgSRJaUSFyJcs/1bIy3RSuqhibJAZZPXzZWfiyTv6yN4laipqbRcmCeViv741twODKV+JoGqDp\nCt1ZZLMFKVzGPnREtcuajc2a48nYimazgSTpy4fDI5CreHe1qBDX1nTk0LBAsKZy5gyujesxjZ+M\nISaWsCl34/15r972jZugFBVR/MG7uvtKkjB37IwxsRneo2etZpKsz6IjInXlJLrRWQvCcb3u6tmo\nCbMFrcyFFG9DKSjAvXc3Sk42yqkTSDY7cmgoqqMEIqMwd+qMbcCgoEHeu2+3vrGc0QAmE1p+vq4g\nmUwYohuhljkx1NGdYoxPwD7iZpzffYNaUBBwk7h3bNcVOcB3/Gid4m8qQ7LZg12VyllLkDm4jyl5\nuThXfYdaUgKyBKqGWlIEZjOm5i2QDEbU0lLKvvsWU2KzgCWuoWBokgh7dqL5fEhGI6rDgWQyY4yJ\nwxAdHWSluxwQioxA0MCRjPoSTtXrRTtzRp/Bo8c+qA4HZevWEDp2QuB5d8Y2ytauQvN40LweNFX9\nJWDVZAJJX+YcVIYkYR86HCksDO/BA0gmE5Zu12HuGOyO0VwulNzTyOHlAgJDQ9DyylDLypDsIbrC\nVFKMbA9FCgnBuXYV3gP79Ty7X1elVcPUrgOGLT+h5J7WLRpeL4aYGMztg5dfK2fycXz+2dkVPSCH\nhhE6ZgLGJon6A6py1oohoTqdKFmn9MHf7ca9dTNqwRlCx0+uEB8iGQyY2rbHvXM7WKxokobmcOix\nPjXszWIfmIxacAbf8WOBOoWMHvNLrME5aGVlujul3IAvmUyoDkfgb0NkFIaz+4H4crIp/WIhmM0Y\nIiLQvF48uzKw9umP90gmeDxINiuYzBhjYgibei+GSF2JKnz7n2huNyCBVq4OioJaUoxr/fd6zEx4\nBMYoG3JICMgyphatCL15bIW6u7algyRhiIxEczpRz7qSDE2aohYW4PzmK8Im3VmtvCrD0jEJU6s2\nqCXFuLdvxb3lJ+SYGN2adFYBt3TugjGxWZ3z9mPt0RPf0cMo+flIRiOa14M5qQvy2eXLfrxZJ1GL\ni/T2MxhAA81ZCl7vL9ackBA9fuhMfoNTZKzdrkPJOoVn725d+TWbsd80qt4Cq+sbocgIBL8Cakmx\nHk+iKhgTm1WwkFwIxpZtMMTE4Ms6pc8gAYwmJJMJzVWG9/jRwMzKc+BnSlO+RjKZkCwW1OJCVGcZ\nalQ0sskUiF+QKzlFXTKasPcfBP0HVVkX/4dd8/p+caV4fRhi4pAiIlBOndSVG4sF+4jRuNat0a08\nVisoKqXLvwJVw3JNRXO8bLcTNnEqZRs3oJ7JR46Oxtarnz6wlsP53Tco+bmBWBW1sIDS5V8SPu0h\nJFnWN66LiEQpOINaVqavqpFl5MhI5NAwvEcO4T2UiWf/XpSsk0ihYdj6DsTUrDn2G4ejeL34ft4L\nqoq5QxL2G4fX2EZySAhhE6fiyz4FPh+G2PgK9Q56PjIKOTQUraQYKTwCTVXR3C6MTZpW+rySe1qP\nwTlrGdEVUglvpq50GtpeFYhpUc/k4zt6GENkNwDMHTrh2rgBrBYkg4zmcSPZ7Xp/8niQY2JQ3C60\nkmIUScaYkABnrXeV4vPp+WiarpCZTKCoyCYTmM26hc7tPq+N1GSbDdlmw1Xm1PeT8bs+ziqE5RW9\n88HUvCWh4yfj3roJrcyFsUVLrD16VlSsFd16pYdNg+bXAFX1l/ihs5Yd2Xrx9tm5WEhGIyGjbsXa\noxeaqww5KvqS7xVTHUKREQhqgaYouLZuxncoU7ccdO2OqXXbWqVV8nIpWTQftajol/Nibh5bIR5D\n0zQ8e3bV2f8s22yEjpuEc+UKXOk/ARKS3Y5yOhsUBdXpxPHFZ4SOmYBn/z7QtICrxZCQiHb0MGre\nabSzy6gt3a7D2KxF3QR0FsloxNqzN2Vr16B4Pbo7RtWwD74Rc6drAntoGOITkIxGHEsWIYeHB0z3\nanExri0/VqrIAMhh4YQMrVpx0DQNX3aWvnT27OAjh4ahFBaiOZ1IoaHINhshYyZQumwJ6qGDuoUk\nOuaXrek1DefKb1CLivRVUfn5OLJOEnb7nRgbN8E26lYcXa8jMiYGSyUKX3WyMTVtXqtnZZuNkBG3\n4Fj2hb5KS9MwNmuBrf8NledttYKqBaxr+i6+qh4PAxWCZDXvLwG3tn4D0Ty6BUeOiNQVO4sFNS8P\nOT4BOTwMtUSPi1EdJWhlEaAomFq3qbQupjZX6ZsEmtxoErqVwmrTLUoul24xvMDdhQ0xsbrrw/++\nLheSLCHXw2BratYcU7Pq28kY31iP1XHpirB+0Yhk11dTYdADm80dOulumgaIJMvVbrJ4OSEUGYGg\nFjhXr8S9+SckkxFNUfEeOkDILeMwX9W+5rRpKYFNpCRJQi0uwvnt15ge/F2Qa8G1aSNla1IDq0s8\n+3YTOurWWq2mMURGETZ+EvJV7XAs/QKtqAhkCclmwxDfGG/mQdwZWytJKCNHRGK5rieG8HDk6EYX\nfBaLtVc/JHsI3p/36bEaSdfogZiSFKT8KQVnQFP1j36gPoYL2hJekiTkkBDU4iI4OxPWlx+rOJZ8\nhlpcjCE2DvvgoYTfOx3nhu9xrV2jr/bRNF15MZr0wOKzcUMASl4e7l07fvmwWyy68nARMbVpS/g9\n01FOZ+vxCYlNq3RFmVq2wtSiJd4jh3QLiNert2vX7jizs1BdLmSrFfXsVvWG+Ma/yMxoImTocOyD\nhoCq6JumeTwUvfUPMBmRDEYMjRujnDyJpvhQPR6sPftg6XptpXWx9uyj7++zc7uuoKrq2bgaB5rX\ng7XfDRd8orTl2uvxHjkUcNUhSdj6DqzXDfKqw5DQGOv1vXGnb9KVKU1DbhRDyMhb8B09jFrqwJDQ\nBGv3Hr/qppG/VYQiIxDUgOoowbM9Xd8vwR94WViIc/VKfcOoggIMMTHYB91YqctIyT2tz0j9s+KQ\nENTiEv1jd3YGqXm9uH5Ypy97PbsJl1pcTNm672ulyPgxdeyMcuwYhq0/YQgL1y0TBiOKsxQlPx9z\nu6vx7N6hr/4wmVEdDn3L+n4DkW023R1Q6tDN46Hntz+EJMtYu16LtYqBzo8cHoEhNg4lO1vfKVRR\n0MqcFeJu6optwGBKvwJ3vi4AACAASURBVPribIyMhOZTQFPxnTp1djO1TErOLCB86j3Y+wyAMpfu\nSnC5kEJCsHa7Dlf6puABSJbA676gep0PhogIDBE1r8ry70/i2roZNS8XOTwca49eyJFRaE4nZRu+\nRyl1IJlM2AcPrdTioCtJuqIkm82Yk7rgTt+EqupBzlJ4ONZrumIfNLRat5hkNBIybCS2vgNRPW68\nhzPx7tkFmoapYxLW7j3OVxwBZKuVsAlT8B7cj+oqw9AoBlPzlhecb22RJImQ4aMxJjbV3Y+2ECxd\numGIblTtyjfBxUEoMoJfHbXUgS+3FCkk9LL2u/rR3G40Ra0wG/YePoQhMgrJasF7OJOSvFzCp95b\nIb5EjojUNxI7G7+g7/lhDjr0TvO40Xy+4AHCZEItK637rpkJjXXFya4rMZqqxyoouTkY4+KxJw/F\ntXGDvm18k6aEDB+lL9EtK6P026/wZh7Ui2/RkpCRtwTtFHsu3uNHcW/+CdVVhrFZc2w9+9Z6gy/J\nYCB09Fh9o72ze86Y2nfEPnBw7d+1EsztOyBNmIxn3159dVVZGe6f9/yyMZvNhnrmDN7Dh7B07oKp\n7VW6tcpkQvP5cO/ecfasnSKksDB94zBNw/grDZT+jQ0lkwm5UUyNM3q1uIjSb77S3TmyjOXa67H1\nGxhIZ+vdD/PVHVEdDuTw8Fovd7cPGoJkMODZs1O3ePTuj63/DbU+dFIODUUmFGN0I2zXXl+rNHVB\nMpl+tXOtKi3fYMDa7Trodt0lq4NARygygl8VKXM/zi0/gVs//M3as4/+cbyMj5WXwyMwREaiFBbq\nG2Wpqr5iQZaRo6L0wD6bHfVMPt5DByqY3O2DbqRk8QKUPH0VDbIB++AbQdPwnjiGZ88uNI8HyWhE\nKS7WB1xNQ3OWYmrdts6y0RonYmzXAWX/Xt1dUurQ9xc5dhTf8WMYEhIIu+cBfelwOeXMufJbvD/v\nRY6IAPRA0dJvlxE2blKl5XiPH8OxaL5+5o7RqK/2yMnB3LmLfhp0bHyNpn5DTCzhd05DLSwAg0Hf\ncK8e+oKpRStMLfTdWJ1rVyPtL7cnztkVSygKmqLgXPE1kqQfgKcHw57R29nrRS34/+y9V5BdVZ71\n+dv72OvSynsJSQgJCY/w3heIArqLKijXXT0d/UX0PM/rvE1MREfPw8QXMfMyEd/XXRaqgIKGKrwX\nCOQNEvLepNJed+ze87BP3syUUlJKCGHqrAhFkMm955x77s271/7/13+tfqP7ueV23GUrznpOrZSp\nEFSHkG3tOJctOo2EGFKcIgqFcV9ncuQwtT//0dwPIXAWXU750SfOSA51mlJ76Y8m86mtDZUkZiJN\npRTvvLd1Dquz67xN2ITjULz3AQr33D9y33Lk+BYiJzI5LhmSw4ew3n4dbdnI9naEFASrP8DOzKzO\nBp2mBGtWE23fBkLgrbga75rrL8mXq3AcSo89Se2l51GZPb7VPcmIR8eIKMWI8G8U7FmzaXv2l0Q7\nd6AbdeJ9e2m++5bxxAgCM9VgZS6lloXq7wMN1pRpFCdo/z8GUuI//BgsXEy8dzfB+s+xp0wzrSOl\nSI8eJVy7huIdI5UPrZSZcCmXW9NGstJGsn+f0ZhkEzA6aCInTcaZNcfoA6IYqzubDgojws8/Jdq+\nFeG6CCEp3Peg2bWe7f7adiud9+uAM2cuwScWql434t2sxWLPnIWu11H1utHIKGWEqa6LDgI6/uV/\nJR0cNJMylbOLek2g3gtmXDWbY3GXXknpBz9s+fM03n6daMsm0Ap71hxT7Rp1XB1F1P/8R+Mx09UN\naUq84wuaHZ1njDJQfb0kRw6Z2IgkQfX0oIMmjb+8gh4cpPTwYxOqkGmtSY8dRdWqZqx7VIs0JzA5\nvu3IiUyOSwJVrxG8+AfE0CDKdoy1/OTJxjDt6JFzEpnm+28TfPqx+VLWmsbrr6GThMKNN1/wNQ2L\nSs8koBwNe8ZM2n75zybjxrJRUUj9ud+g6jWEXzCkxrLP6GFhTZ6C3z2J2u//k7TnOKJYJj1+1Oz6\n0xR71mwzSRJGlB/9IaJQMPkyFzCiCqbs7a64GuF5RNu3jWTjZBMjqr//lCcI44eh1Mj9UcqQszgy\nu/4D+1v+K4U77kY1G2Ms6NXQoHHvLVeM4LbRoPnW6zhzF4y0dTKL/Eu5ODrzFlB84BGa775hRNeF\novHEmDzFVJNcFzU4iKoOmc+ESrG6J4PtYE+ZOqFzxDu2EW3bagi6baOThGjrFtyFl+NesYzaC88R\nfG5ceoXnoXbvhFdepPz0T0cExf19pAP9yE4jCse2jaZn/94znzi7j1or0mNH0VFoHFlth2jbFmS5\nQvHes+c5aaVovPVXwvVrR2znb7/romUY6ShChwGiVM6Frzm+FuREJsclQfPjD1EDA2Yc1LZBK2Oc\nVmk7545RxzHh+rWIYqm1IKtajfCzT/BvuOn8Wy9hQP2NvxJ/+QVgNBXF+x4aQxpUrUZ6sgfhuljT\npps2UqGAHDWWrB96lMZbr5s2k1+g9MAj2NOmn3a+1uNrNeJDBxGVCumxY6YCk4lrk8OHsKbPAB1g\nTZt+0bJYZFu7ISOZb4dWCtLEiGtHQQiBd/V1BB+/b8SdAnQzwL9xJeGGdST797ameFQQEHzwDs7y\nq0yGS5KYaaNaFWyrdR9lsUja14sa6EO2VWi+/w7Rls1oNN6yFRTuuNt43WhNvH0bwYa1kCQ4Cxfj\n33jzV55sGQ3/6mvxrliGatSNW25GXoXjULjtLqq//4+R+IUsTiH47JMJL+bpwIA5XqYfEbYNAtLB\nAeK9uwk//xS0QgiJbjZMteXgfnSt2opYEK5r/j7SNDM1xPj/nCVdXHZ1Y8+ea6plYZCRUY1s70DY\nNvHeXWh9vzHXG+W7MhrR9m2Eaz8zYnbXRQVNmu+/gz1z9jnHkM8GrTXBJx8RrP4QnaZYHZ2UHv3h\nd2akN8d3BzmRyXFB0FFkWiVBE2vSFOw5c89KKNKe41AqmcU7idFSGuMszz/nlIpOElBq7MJmWVnG\nyfmj8dZfiTavb3mphJvWg4DSI48DEO/dTe3lF0zeiDC+GOVVT51GuLzlV2PPmkM6OIg9ddr4tvaj\nkS1OqlYzO2fbzsLwBDoMUCd7jE4jTam98BzJiePItjaKd9474kp7BmilSA7sIx4cQGhgsmnVmDHR\nmwg+XQ31umlrTJ+Jf93K045RuPUOhG0Rbt4IWuNdcwOFW++g/sqLZhHMrl/6PmmjgTNnPoQR0fbM\n/dPzDInJ3icdm5aUKJZovvsWwWefmJwiIFjzMTpNKd55D9U//Ma45QqBLJdJDh1AVYdOS9VODh8k\n2r0TNDgLFp73Iis8D2ucCpc1Zar5LDgOQkhkuYQOzbTNRImM+Sxpo3+xLNNi1EbwGm7ZZAzTMpIk\npGWcdOOk9ZkAY4LnLV1m8pw8D52kCCHwb7jpzK9JSsqrnqL28p8I131mWpKTJmG1t6OGhlBxwtD/\n9/+gBgYQxSLF+x46zTIg7TkB6NbnW/oF0kaT9OSJr0Rkoq2baL73NqJoTOzSvpPUXnyOtl/80xih\ne44cXxU5kclx3lDNJrXnf2umJIQJGizceieFW+8443Nkewdi/170pCnIRg2aTbRlU378qZZ9dzrQ\nT3LogJlemTuvRTSE72PNmGmqAp1drSqGe8WV51+NSVOiHV+Y0eLMB0QA0Y4vKD74qKnWvPwiRKGp\nWqiUeOcOmh9/QPGue8ccp/HOG0Qb1qGVwurupvTYk2dtRYhSCXfhYoL1n4HKFrbh3bdSYNsU73uI\n+gvPkfb2IPwCyUA/1T/8mrZnf3lGN2CdptRfeZFo+1a0BitNCQcHcO+8ByEEhTvvxZ49F3WyB1Eo\n4ixeghzHA0VYFoVb7qBwy9j3UbZ3QJKMOJZmLTmrvR33sSfwb77NEDNpUX/xOdTJntYC7V1zPXLy\nFMItGxGl8khFTQiirRtRtaohMVohpAlgtDq7iDZtoHDrHa2JqWjnDuov/TE7tyZcs5rSY0/gLhkb\nTzARpL0nCTdvNE6502ciJ01GuB6yo6NFllWjMeHpKwB3yVKirZvGpIE7Cy7DXbLUxC8UiiZZOiOu\nKNNOFKMmwoQQFB96FNnRRbx3N8J18a678ZzjvLJcpvLjnxnvnm2bjfHc0BAqDhGDMamUyGIJ3ahT\nf+mPyGd+MYYYS983f1PD769SoNW4n5HzwbCxoyyYaT3Z2YXq7yM9fgw5f3wzvRw5LgQ5kclx3gg+\n/8RMSQwHDQYBwcfv4yy6/IwLeeHm24j27oY+M1YqKm34N92Cu3gJAPGBfdRefN6U3bWxyC//3U+w\np0w1ng2PrKL+5z+RHDUW986ChRTP4vB6KuL9+0gO7gcw9vljRkiHjcZB9fWhGjXz2oQAy0a4ngkg\nHH0PPvuE8LNPTDnedkh7eqi/+Dxtv/xfzrgACiEoPvwYqlEn3LDW/G7SZHOOKKT8+N9BEpP2nhw5\nf6lE2tNDuH0bxTMQmeDTj021w3HQngeOQ/TJRySXLTKLpRDGIfgsLsHxwQM0P3oPXathzZhJ8Y57\njAAW8K+/kXjnDtLeHkYnZFszZiGEGPOeV575BdHWzahGHXvadDPpo3V2i8dODqk4Idq1A2FbaJVp\nQpKEtF7DamtrESatNc23/gqCVnq2qg7ReOuvOJdfcV5kNu05QfV3/2HC/ixJuP5z42Q8/zKSPTuN\n3imJEUKeU6Q8GsJxKD/1Y+PRUx1CVtpMZpTtYC+4DLF9G9gONGpmzL69g9KqJ067dmE7FG67k8Jt\nd0743GDuZ/nhx2i2t5v0a8fB6eom2rKpNQkmPI/0ZA/xnl1jiIy7bAXhxnVmqs4xVUJ71hycy76i\nH4plWsgtDH8Ocp1MjouMnMjkOG+okyfHtBqE76MaddTgAJyByFhd3RSf/hn9n3+K47r4M2biZLtp\nrRSN115Gh6GpuACqv4/G66/S9tN/MM/v6KTy7C/NRI8QRhA5wS/EcPNGc3xlyv06aJp/7SYBWjdq\neNfeiLAyfYcwbS8yHYWO49auchjx7p1mMifTL8iuLtK+k6Qne87aBpK+T/nvn0HVasQ7d5iQR8+j\n+MDDuMuWm6kWIcYucFLAGdpoqjpE45030I0G2rGhVjOTOaUSaV8v9qxzB+glRw6PjFG7LunG46iT\nPWaX77rISpshKFs2muTiyVNwly4fl0BYHZ3jVuacRZcTbd6Azp6jalWcyxYZJ9pCEV0dMkJgDUQh\nVvfkkYmeLGZhtFZEeD46CIzHy3kIopuffoSq10bCBqOIcOM6Ks/8kqizk+TAfkShgL/ylglHULSu\nyXHGdbv1VlyDGhoiXLMa5brYHR2UH3sSq/PiBgkK16V4131w132ACQeNtm465/OGKzrBZ5+iBvuR\nk6YY7dl5JlSfCm/ZcuLtW000h+ug6w3sadOxp383LftzfHuRE5m/UegoIlizmuTYUWS5jH/9yjEj\nsDpJiHZ8gaoOYbW341y+dEQj0XFKqyEbzz2bcRqAbG9HrbgGf/Jk3FFfkrrZJK0OIUfl44hiMQvC\nGzGDE5Z1XmO6qlEnHein8cZr4DhYZWO+l/b2ogHVe9Ik1kqLcMNarKnT8K+7EXvOPKIvtppUadtG\n+gW8U3QKwrZNCb51MoUpGWT6EK0J135G8NlqdBzjLLiM4j0PIotFgg/eRfWdxJ45E52mJjH6+DHA\naFpAG91CoYCu1cz91YxrjBdu2mAWdClNRUZpaDYN0TyXZmf4GFs3ocOwVe3QxSLJkcMkhw60FnNZ\nLuN/hSmW4n0PGYHrrh0AuFdcSeH+h6g/91viI4dM66VRB6WwJk0xydDZvRS2jdXZZTRD2edG1WtY\nXZPGpENPBGpoyFQEhz9TrgtVDSo9TZNzsSCEoHj7Xfg3rEQHgRG4X0Qh85lgz52HKBRRAwPIYtFM\nDrnuuARNtrWfc7rpfOEsWEjpsSdNpa/ewF68hNL9D31lgpQjx6nIiczfIHSaUnvxeeLdXxo30ygm\nWLsGZ8EiY7G9fAXBR+8bh1djiYG7ZDulVU+a0czrVxLv2kl68kRrHNe79gYzdXMBEL6PdD3zRTtc\nBQlDrOEx1AtAsGEdzXdeJx0cRA8NQrmMbVnIQgFRLKCHhgwZyUaOVV8v9T/8mvTIEaPTQZvxYr9A\ncdVTp4kevauuJd6/z2T62Da60cCZf1mLaIUb1tJ46y/Gk0Rrgo8/JFy/FvdKM+kjisWW4FEXjVmd\nqlYJ132GjiIz4ZUaPYWotBGsWY3wvNOqHapeM4RFayMgFYBKkZOnTriioMPI+NgMvx9SZtb+yQXd\n+/EgfZ/y40+Z0MDsZ4DSqqeov/wn4mNHkb5vFr9HnzjNAr/40KPU/vg74+MjQBRLlB5+9Lw/H/a0\n6ST797bCBlWtZibTLoHDtPQLrfynSwGro5PKk09T/8srqMEBRLFE8b6Hzikcv5hwlyy9IB1Tjhzn\ng5zIfM+R9vWRHB4loK20kRw8QLx3l2njSEl64jiqv48oDJCFovG7UCnW5ClmAiNJiLZva30pyUob\nxQcfMdMVQuLMX4CzZOkFkw5hWRTuuZ/6ay+bPj0a4XoU777/nM9Njh8zzrhxhDN7Ls6SpSSHDtJ8\n41V0kqLrZpfP4CBJMzBka7jC0Wya83ueyRgKQ5rvv409fTrO7Dktl9foiy14V451dXUuv4LSDx43\n0zdBgLNoCcW77mvttKNNGxC2jSgUSQ/sQwcButkg2rgOHQbIrkkw3K3SGiGMF0m4/nMjfs7cg7Ft\n7ClT0BqC1R/gLb+qldIMZBoiiZw6zZi7BQ10qvAf/MGEd/3OnLlEWzaY8V3XMyTP87C+hgC+UwWk\nVlcXlZ/9I6o6hLDsManVo2FPn0Hbz39FfGCf+XnWnAsiH/7Nt2fVpoOGJFoWxYcfG3NPv0+wZ82m\n7Vf/YqYFR1WicuT4PiEnMt9x6Dg2O1T7dFO3eP9eai88ZxaoUQJaHQatL3EdhqihITMW6rhYkyYT\nH9hvpmnSFBWGLU8MlekYgo/eJ1j9QWtXK8qllt7lQuFdeRWy3Ea8bzdIC3fh4nPuHJPDB6k+91sz\nJi0lwdrPTIjb8WOkPT2YFy3A9yEIIE1Ijx7Bmb8AUWkj2rR+rOhXCEN6vMw8TgiE75vwwVMghMBb\nthz38itIjh2BJDXny6BVCkKS9p0016c1CIGq18CyUdVBU32SAl2v4y5dbtKgEaaKkyQIx0VrhQ4j\nRKWCqteMC+2oRdddfjXxgf1EX2zJRp3LpCuuwT6PsVn3yhVmkmftp+iacbktPbJqwpk8XxVCygmd\nS7a141151Vc6lywUqDz9U+L9e9FRhD1l6tfqKvxtgBDivFtwOXJ8l5ATme8oVBDQeONV4i93gBC4\nVyyjeO+Drf5zfPQI1ed+Y3a6totOE2Nd/tf/MrbllrFsRwozWaA1OopIjhwxGTRRSLx/X+t80vcR\n5QrJvj00P34fWSgaEhDFBKs/wp4x6yunvjrz5uPMmz/hx9dfe4X06JGWW6pGE21cb0IbkzgzOLPB\ntsxjSmWTH/PwYxDHxF9sMW0VRxsC47jmeXEEnptVaQKsaeO3zFSjbvxeDh4w96hSofzDv8OeORv3\n8qU03n3LOOgOT2pIaTxEkgR78RJo1NFK4V19HcV77qe55hNQymhhPA8VNA25khJdryP8wmmVA2FZ\nlB79Id7V16IbDdJyhUCc31SIkJLi3ffhX3cDqtlEtnd85dHbbzOE4+QJxTlyfI+QE5nvKBpvvGpG\nKysV03ZYuwY1OEDx3gcJd+8kePdN0uPHTfpv9hyNEXaWnvwRhQd+QPP1V1GNwFQLlEKHganWRBEg\nwBZmvForVJIgHMeIUJOEtOeEqdYIwHGMWPUrLg46ioj37DI291OmntUlNzl2hHjXDnSaIKRjKh1J\nAtIyTqnValZVSsw/jLOudl2qf/gN0vfxV95KsHaN0eZ4PrKjE3fZCqJN600VRhvvl9H+MWPeg3fe\nJDmwz+TiCIEaGKD28gu0/+q/4a+8BVUbovH6ayNPsB1jEqcU0vMo/eRnSH8kPNC70pxb9faavCNh\nyI+KQqRlU3xk1WnaETBExMmSmaMogp6eC7r/sq39e9tiyZEjx/cXOZH5DkLHMfGXO4yHieej+vtR\ng4MEn68h2r3T2NG3tY/1cBhGs0n11/+Dyo9/ivOrf0H19lJ/903iL7ZkDxBGkBgGxsvEshCOjYqi\nzLLfQw0OmLaS45rJnUaD+NABTpUxaq1Jjxwy7ZCOTjiLpkE16tSe+53xiZHCBA4+8DD+VdeO+/ho\nx/ZWlUNLaUrnUWTccmGMZ8nISVKIQvOfSUy4cT3+tTeYTJ3p03HmzjettSuWkRw+gLBsnEVL0HFE\n/Y3XjBZm9hzcFdcgpCQ5dBBRKI5Mc7W3owb6UYMDWJMmU7z/EZIscVo1GxBmpNFxSA7so/HCc5R/\n9Gzrmq3OLio/+TnBmtWowUG8a683Hi1CYk2bPuHcnxw5cuT4W0JOZL7L0MZlN+3tMYu/tEBa6HrN\n7NyFMAvnKYi3bqLv//jfqTzxNP6NN2Fv3Uh6YpJxXZUSHYakx44aR91KxbQ6envNdMekyVmFR6DT\nxAhVHQddq429NKVovP6qsf/XIKTAvuUOmDe+o2ew+kOSIwdH8nwadZpv/hVn3oLx9RNpiiiWIQzM\ntA4YjYjrQZxN7wwHIUqZVZkArVE9J8B1IAwJ132GKJbQQQMvI03O3Hk4c+cBkBw9QvX3/2mM+iyL\naOsmkhPHKd7/MLJYJBkaALIqSRwZ4jfsGCwEpUcep/an36OOHM4iGTzsGbPAcYgP7DcjzvMWtF6W\n1dVN6aFHJ/Dm58iRI0cOgNxi8RuECprEhw6QHD1islkmAK0UwYa16DQhOXyItO8kpEbjIipthoxo\nbZxLzzahEMXUXvgDydEjWNNnmnXf843x27AnSaOOGhpE9Z7E6p6Ee/lSZLFoNBQdHchiCdnRiezs\nPi2lOdq2hXDDOmS5YpKPfZ/ow/cQmV/KqUiOHzcGc8PVjWIJHcdmDHkc2HPnIVwH2dllsnIqFeS0\nGTiXLUIH4UgA4HCe0TCycXEygbCoVJAdHcS7vjSZQacg+OQjdBBgTZqM1dmFrLQRbliH6uvFv+V2\nhBAkvSdJThw3Znhz5rXyhMCkZld+9ivchYuQ7R3Ys+cifN9MFA178OTIkSNHjgtGXpH5hpAcPULt\npedbC7UzfwGlVU+dM3iw+e6bBGtWt1KkdbVqhnM6urG6J5nqRJZFNF41BjBmaa6LjiPi/Xvxr19J\neuQw0fZtAAjHpvTk06j+ftK+k1hd3RRuvg1ZKqELBdzLFhkb9M5OSFJ0HOGtuGbMKdKe461qDRgP\nDVVvwED/aZejwxCdJoZ8eT7S87LsHtnShGitSY8fRQ0Z+3dnwUKK9z9M8923sqyjSZQeWYU9Zx5p\n70nqr/6ZZO8eVHXQCHmHq1PSMi0mrRG2jSyWszFlYaa3ToGqVRHuqIkwxzG6o2bT2P4/9WPq//US\n6ZHDCNcl3rOb2ovPmZDJ4ZZRezveNdcbzVKWaaNrVVPhOkPsQI4cOXLkmBhyIvMNQCcx9T//CTU4\nmAUTKuI9u2i+9yalhx474/NUo0G4/nNkqWzaPp2dJH39qNoQwpLoapXkZA/YDrKrC5GmpLWa0WYM\nu9BmmSsolU3RSIRtU3rsCfzrV6KCJlZXN1YWFXAqhJSUHnuCxpt/Jd63B1EsUbjhXtzlY8diZaE4\nThCdPs1OXtWq1J7/HcnhgybmYF8VWWlHeC7+jTcjuyeZrJ333iJY80lrjNm/YSWFu+7DW7bCTNqU\nSi3iYE+eQttPfk64YS3R7l0mTDEMkB2dxsq/XgNpIadOR7hOVg3TZtrpFNgzZpIcOogumVFzXasi\nCkVkZ2frfuhGHXvmTITroZOE+MvtRFs2jrGr9666lvTEccKN60ySt18wI85nuM85cuTIkWNiyInM\nNwA1OEg60I9sb8+CCS1EoUi8f/+4j9dxTLRtM8mJ46haHWvySOtC+i6yOBVv6ZWkPT2mIuO5LV2J\nnKRITxxDTp1OssNUXIYt763Jk3GyIEEhJfbMWRO6flksUV715LiW+cNwr7yKcHj6J2vvWLPmoGeN\n9TdpvP+OaW9lrZu05wSgKT74A7yrr0MIQbR7J8Gnqw1Zyao1zY8/MNb/8y/DmbfglBBIRvQ8GfFT\nSkEUm3bYzNnIcoXk4H7SzGPHuWwx7pJlp70O/5Y7SI4fywInjcdL6eHHWnEMw+PVwjUEbfg60r6+\nsdcjJcUHHsG/7kZDFju6WqGMOXLkyJHjwpETmW8AwnURVhZMOJzNE0fI9g6SE8dpvveWSUDu6KJw\n2x0EH75HvG+PmZKu19BBE3vufECjGw3c5VdRvPdBAGovPm8qEMOVkKYxUGv/+a+INm+g8c6b6GYD\na8pUyquewuqedOGv4ywaHBNE93OCtZ+iBgeQk6ZgrbiGerU65nFGVOwZbYyUWNNnoPp6safPaB1f\n9ZwwraCsmqOaTVRvL80P3yNc9zn27DmUn3raWMBnSI4fo/bi88auv1Rk2Kyu+PDjuIsWIxyHaPs2\nk1RcruAuWXoaGYLMQO1Hz5AcPNAaCx9dRRGlkqk8pakxGMwqT+ORFCGEIWwTv8U5cuTIkeMcyInM\nNwBRruCuuJZw7aeIwEU1G8Y1t9lk4P/6PxEFY3yW7NtDde8uSJVJ67UsVLFIcvgg6fGjCM/DmbeA\n4t0jYW+FO+8hPXHMVASEQFiS4iOPIgsF/Btvxr/x5rNWUi4mZFvbmJiBKIqMv8vox1QqRk/TelCY\nWfuPVJ1M+KFGK4Wu1UgPHzKtsTCAjk6SA/sIPl1N8c57Ws9J9u5GR2GLqFmuR9rbC3HYMnvzli2f\n0OsQtoMzf/xpK2fBQpyFi4h3fpnlUmnsaTNwl189oWPnyJEjR46vhpzIfAMQQlC89wFkezvR1s2k\nu/uw2jrAtlBD5KaHMQAAIABJREFUg0a82tWN6OoiObgfIWQrN0cWi8jOLvxrb8BbcQ3WlKljMnWs\nzi4qz/6DMZZLYuwZs7BPycz5NuWtFG6900xfnewxY9Ia/Ftux2ofMWZzLl+Kve5z4sMHTStHKbAs\nk2B94hiyvYP0+NFv5PqFZVH+4d8Tbt5A2teHVS7jrrjmnKLtHDly5MhxcZATmW8KUmJPnkJSLCIc\nB2vSZNLqoGk1aZO8bHkewrJNJSJJTFpzkhgn13kLsM+QNi1LJbzlXy2T5lLBnjGTyjO/IPj8E9Le\nXuyp0/BuuGnMY6TvU376WWovPU+4Yb2ZOpJZSy5NUY3GaY609vzLEB9/QDo4YCamGg2E7+PMnXgE\nwkQhbBv/musv+nFz5MiRI8e5kROZSwStNbpaRasU2dZO88N3CVZ/hKrX0bUh4jRFFIvGuE0pEyAo\nJBSKONOmkR49mjn1CtwrV+Asuvz8ryGK0Els3Gi/RVUZNThAvGM7OopIDx8iOXiAyt//ZAw50VFk\ntCnDI+VJDAlGaNveiX/jzWOOaU+dRvmHf0fjjddQtRpWZxfeDSsJ1n2ODps4s+fiLr+65VuTI0eO\nHDm+m8iJzCWACgIar71MtOtL0Bqrq8ukM9s2Og5NztHQILpWxURZCwgC0pMn8G++DWvaDNK+XtTQ\nIMJ2EB3nl0qsk4TGO28SbVoPWmHNmEXpBz8c0745E5Ijh0mOHjY6kYWLWtM6Z0Pa10vw2aeo6hDW\ntOkUbrjpNMO8sffmFVAKq6vL+MWcOE7j3bcor3oSgGDzBpqvv4YaHDC6mGGju9T4wXg3rMTq6j7t\n2M6ChbT9879CkpCcOE7tud+MOPRu3kTSc8IEbX6LSF2OHDm+G4iU5uN6kwNxQlFKVhZ9Zrv5kvpN\nIL/rE4QKmqRHDqO1xp4+A1k8PbzvTGi+8wbR9q3I9nYQJqNHNZsjJm2+D82m8RcplpBTp6KaTXRP\nD8G6tdB4D2HZ2LPmoFVK+NH7WJV2/KtHcoh0FBFuWEva14tsa8e7+jpksWjOv/pDwk8/ypKgbeJ9\ne6j/+Y9Unv3lWSsS4ZaNNF57BZ0ZyFmd3ZSffhbrLJlJaX8f1d/+T2MuZ9vEO7eTHj5I+akfj/t4\nXR1CNeojvixCIAp+S/OS9pyg+ddXjYlfqQyNuiEwGBGw8PzxIwwyCCHAcYxDb2gcelv3a/3n+Nfe\naJyHc+TIcVaciFNOJAmeFMxzHZy/4Q2A0poXBmt8EcS4QpCQsCuMebaz8q0kM7HWJFrjCzHhjVus\nNbvCmKbSTLat1utSWjOYKqQQtMmJH+/rxLfvjn8LkfaepPbH35P29YIA2d5B+YkfnSaiPRPiXV8i\niiWTaEwWLjg0aAzpfB+tdSZ0NWO70nFJjxw2raTaEKQpOk5Q1UGjpQkD4l1ftoiMjmNqf/wd8b49\n5jhKEe3YRuXHP0cWCoSff0o6OGBaVYDwXGNANzBwxkVcNeo03ngNHBur1GEqJX29NN97i/Ljfzfm\nsVopdKOB8D3CjetQQ4PI7klm/DtNifftITmwD07xkAFMm8uxTdBlJpDVYYSYZqpFSc8JdJpitbcb\nLxhpgZDItnas7kmoocEJVZZ0rdpyGQaMQ2+aooPmOZ+bI8d3HU2lqClNRUp8ef4Lz/pGwGtDTVI0\nWsM8z+FHHSX8b7A1W0sVm4KIRqqY7Fgs913kJVpUj8YpO8KYshQkgI+gqTSfNQJmu98ef6hUa96q\nNlnXDFEaZrs2q9pLtFtnf98Cpfn9QI39UWzia4B7ywWWFTxeGKxxMEoQwELPYVV7icI33KLPicwE\nUP/LK6R9J5FZ+0L19VF/9SXafvnPE2Ojtg1B0PpR2A6iUEA3m+ggaLVI0KDCEILmSMhhq4WiSAf6\nTUVB6TGeJ/GuHcT797UCF7VSpMeOEW3djLtkKemJ4xgzNwc06CBAaeAsX2hqaAgdhq3XLIRAeD7p\nyZNjHpccPWIs+vv7zNh0pQLSat2XVqZQGJx2DjB+M/4td9B8723SRgO0QhSKFG+/0zzf84xPi1LI\nchlRKqEHB9FRgKoO4l6xDOfyped8C6zpM0mOHBpx6K1mDr3n2abLkeO7hnWNgDeqTcJsR/5IW5Er\nC+O3esdDf5Lyl2oTW0C7tEi1Zk8Y83E94J5K8Wu88jNjKFX8R1+VniRFAAg4ECU82nZp9H+R1jSV\npjdNzSoP2EJQS9W5n6s0e6KYWGum2jZTnK/PWerDWsDqekBJCiwp2BPG/Gmgxi+6Kmd93pp6wN4w\nptuSSCFoKsVbtSabg4gjcUqnJdHAF0GMLxo83vHNkrecyJwDWinS48dMLED2ByIrFVRvr6kiZJ4k\nZ4N37Q0033kTpTVIgW428W66jXj7VtKjR0ylxBKmQtBsoIdJiuuOhB4mCcSx0YlII/gdhmo0jGdM\nxoqFlCBAN+vm8Y4DaYJOEtPOUhrh+8iztGRkuYJwXHTQRBSKRqwchsbmXynSnhOo6hD1v7yMrjeQ\nlQo6jkgOHUAg0HEF4TioRh0hJdakKZwpFtO/6Vaszi7igwdM+nYcEaz5BNm+Hfeqa3HmzCXevxfh\nOEjXQ3d1IfzMWyZNTVXmLO0ugMJtd5KeOEZy+CAth95HVp1XizBHju8a9kUxrw41cIWgU0rqSvPS\nYIMu22KGM7Gv/75UEStNm20WXEsIHCE4Gk8s6PbrwJp6QE+SMsmSCCGItWZDM+TqgndJWjs2UFcK\nDbgYu82m0gRasy2ICE5pxwyjnip+21/jSGIqGjaCx9rPj1ieD7YFEZ4QrYpJhyU5FCcMpIqzUY8T\nSYotaFW4ClJST1IORgldtoWd/b4kBTvD+JJ5k50JOZE5F4TIqieNFmnRUQSOg3DdCR3Cv+EmkJJo\nwzq0UnhXX0fh1jtplkrU33jNVDssG9HVDUET//a7qf/lFVPFiWPTLrIshO0Yt99b78BduLh1/GGh\nq45Ck/cTx4BAdk1CFIuIcgXh+eh6Da0VwvOMk+05nHn9O++h+fbrWaVEI9vaKay8hdrzvyPeuwsd\nhqhaFXvWHITjGOLSDJCeZwIgAWFbFO5/GGvyFNIzJD0LIXCXLMVZuIjac781LbKMwMVfbqf81NOE\n27aQHjsKQhDv3W30RJ5LvOMLav29VJ79h5bR3bivp1ik8vRPSQ5lDr1Tp52T/OT4/mAoVXxSDxhI\nFZNtycqix8E45XiS4gvBMt+ldI5y+3cRB6OEVNN6bRVL0JemHIqSCROZohQIYTQTjhDoTG9xrvbE\n14lBpbDFiCfWsF6nps5dEbkYCIGKlDSVJkYjgKKAg1HM8wMpwkTCcW+5wM3lEU+p92pNDsVJq9JR\nSxX/NdRgnutQ/hrupxDDnuajfkeriHRGtFuSRNMiKHE2LWoLYar52QGUBu8CWpUXGzmROQeEEBTu\nuMe0T3p7Ga5jFu9/aMKju0JKCjfcROEUfxThF7DaO8bEBKRRiCwWKd5zP8F7b5lpYykRjkPx7vsp\n3HL7ace35y3Av/Emgs8+gVodAO/KFbhXLGudO/j0I0RbOzpNkZUKhdvvPud1F65fid09ieTIYYTj\n4CxeQrBmNfHuL5GdXUawPDhAevwYYs5cE0CJxlm8BP+a640XTmf3hMW08d49pkXW2WXs/rUmPXmS\naOeOlmtv4503iHd/OSLaLRRJe3pIDuzDXbzkrMcXzpkdenN8f1Eb1YawBWwLYHU9INIakX0jf9YI\n+VlXhbZsMQmU4oNawNEkoSwlt5Z8pk5w4f82YXjn3Ios0RqFqapMBHvDmC+DiIqU9CQpnhAooM2S\n3FQ6dzX6YqKeKj7MKjGDSUqoNEpqpBAESiEQdH5FMnAgjHmr1mRflOAIWOa7PNBWpHTKd31RCnwp\nWi0WqeFYktBQMM8eace8XQu4zHNb7aOj2T2UoyoavUrRn6qvhchcXXB5fahJTSksoKY0iz3HEBV1\n5orajSWf7WHMyVGtu2sKHpbQfN6ISLRAA6HW3Fb0v3HB73fvL/MbgLdsOcL3iXdsQytwFy3GOcei\nORE4c+YRWDaqWjVVn0Yd4bg4s+fiXXUt0i8QfbEVhAlh9K9fOe5xhBAU7roPZ9HlJlG7XMaePbdF\ntAp33Ys1ZSrJkUMIz8dbemWLCJzzGudfNmbxTw7sQ/gFhGUhC0VSv4AOmqha1TB9y8JbeiX2jJnn\nfT90Nsk17FQshAApUM3GyGPiuCVaHrkBtCaZcpwbtVSxORNJTnEsll1CkeSlgtaaptYoDRub4Zg2\nRE+ccCBR2JgFebJlFumP6k0ebisRa83vB+rsDc1ESqwT9kQxv+hqY7J9aZOyepKUY3GCIwTzXee8\nd7+Xew4fW5I+pfCFIFCaDkuyyHPO+dzNzZCXBhukWYo9wCzXZq5rc03Bo2sC90JrTX+qiLWmy7Yu\neNIpUJpf99c4Eie4GXGJtOZkat5HIeCucoFpX4Fs7gpj/kfvEH2palUtqmlAVWme7SyPIX/TbYvl\nvseGZogFpBhyWJJiTDumkab0p2mLyLRbksNR0iKWkTaLcOlrqmrcWPRJNXzaCEm0ZkXB5cG24jn/\n3tstyS+6KmxqhjSUZopjscJ3SbPXtS2IkAiuKbisvMSEdjzkRGaCcC9bhJslRV8s2LNmU/zB4zTf\n/AuqVjOVmIcexZo8BYDCLbePW4EZD0IInFlzYJwAayEE3rLlE84WOut5/AK63yQ7C8u4ExsxMab1\ndPvdF1z1sCZNRkiBajaRhULWIgN78tTWY5w58wjXf45qNkwbrVY1I9hncDnOMRZjRJIC0HCgmPDI\nJRJJXgqESvNfQ3W2BzEajQ1ozMJRVYre1GgbJKYVkWLaBH2JaUsciBL2RzFdlsTKqhgnU8X6RsgD\nbZdO3PpFEPHiYJ1EazQwzbZ5prN8Xjv3LtvisbYib1ab1JVioedwf1uxVXk6E5TWvFFtYgGdGWEZ\nShXVVHFPuTChz0qkNC8P1fkiiEi0psuy+FFn+bzJhtaa9Y2Ag3HCJEtiZ2O/PUnKioLLfNdhki2Z\n456bnJ0N79bMPbKFaVWl2nyW9oQxJ5KU6aOuWwijbZnpWhyJjI9MTSk2NqNRJMW0nMqjqjm3l3z2\nRTEnU4XEtH1uKflfuZJ0JkghuLVc4JaSbz7z5/E33mZJbiuPjVqRwD2V4jcm8j4TciLzDcNbeiXu\n4iVGg1MsjclN+jbCX3kL9RefN1NKloWOYgp33E3hgUeQX3EEz54xE/+u+wjefYs0aIIGb8U1Y4TN\nzuVXULjzXoKP3kcFAbJUpvTIqlzvMkGcKpKMtGZdM+Sqgsesb6H/xYXgjWqDTc2INmle4/E4JdSa\nDkszlJGY4R23IwSNbFc/XG0JswVoeAcuhMDCjDBfKtSV4uXBOkJDl2WhtOZonPB2rcmq9okL1Lc0\nQ/44UCfQGgnMdznroqm05osg5kSS0JekdI76PvKEoKk1KRNbON6rN9nYCEmAhlKcTBT/d88g/9vU\nDtom+D0Xa82rgw3WNJoMppqmUsxw7FZ7psuyuLZ4cYSyQ5k3SppVn6SAWIPCaEFOhSUENxR9yNb0\nwVRxKE5H2jHA9UWPGaOmkqY6Nr/samNzMyTQmlmOzZW++7VvIoQQ59TFfJfx/fjm+o7DjC23fdOX\nMSG4iy6HJ39EuH4tOgpxFizEv37lRbP6L9xwE+68BaQD/chiEWvGrDF/5EIICjfdinfVtehmA1lp\nG+sPk+Os6E/HiiTdU0SSkdIcSRK0humOdVF9QlKt6c2qHt22nLBO43ygtWZ7GFGSotWGmWJLjiUp\nQ0oRZCtSuxAEaGJlNCOTbItbshL51Gwqo5oqKpYkynQls77ijv98MJgqmkrTnZEOKQSeEByNkwkf\nozdO+M/+KrVUY2Xemx/XQ6Y7Npf7LgeixJCbTDOhtObPg3U2ZVWFqlLUlWa+a5vqlVZMt+2W7uZc\n2BPGhFmLzwZcAQOp4sWBOj/vntj33cfNiA3NmIq0qKuEUGmOxAnTbBshYNpFHF2e4VgcixI05rM6\nLGqdYksmTaCNNtyO2Zy1Y6Y61rgkZZJtcfe3rKLxXUdOZHKcN76ONttoWJOntNprZ4IsFCBPmD5v\nTLElWwOz8z5VJNmXpPxhoMaJxOiNurNWwGTbIlCGIAy7fF7m2ue1ixxKFX8cqHEwW4hnOTZPdZRp\ntyRaazYFEZ9nffzFnsNt5cIF6ykkgmTUrIZG0GFJftxZYWszZE0jpM2SxNpUaNoti3/sqrRaNt22\nxaq2Eq8M1elNze76uqLHNYWJTSleDJSkwBaCUIOf3YYIo2+ZKDYFEdVU40uzG9fCaE0+qgd8WA8I\nlUYLaJOSH3eUOJEo1jcjOiyJKwTFVHEgSTiSmNZJm5Q81j7xBdgBGkq3xniNKFazP06IlMadgC5k\nT5TgCUGbJUm1RU+a0lSGZN1e9lkyAa3PRPFgpUh/krInSmgqU5Wb79r8fUd5wtqkNktyazn/XrrU\nyIlMjhx/Q1hZ8tkTJcaZU5j2yp3lAlMdm//oq3I8TumyJALoTVJeGqzzTEeJ3/TXOZwkrbHSW0s+\nd4+jlTgRp6xtBtRTzSzH4vqSjy0ErwzW2R8ldGUL8cEo4eXBOj/tqrCxGfHyUB0LgQTeiwNqSl+Q\nuZkQgusLHu/UmsZqQJjF9LqixwLPYb5r02FbfFwPAMFCz+XxjhLtp+y4lxVcZrs2fWlKUUgm2/Kc\n16K15niSZuRIjply0lqzJYhY2whJNCz2HW7J7s14aLcsbil5fFAPqCVGS1GSgtvPY5EMhgNWtXnT\nhs90LE7oti26bSvT/6T8v71DxNpUTAKtmW5bFC1Jp5Is9ByuK/rMcW0qGfE8mSpqqaLDki0NzWj0\nJSklKUkxbRkHU9UqSYGNGeeeCFwhSDFVvE7bwpeCgVTxk84yl3vORW3JdNoW/9DdxoEooaE03bbF\nTMf63gnhv4/IiUyOHBeIUGk2NkOGUkWHLbmq4E24itCTpHwZRKTAPNduCRX3hTFv15oMporpjsUD\nleKEpkMmCl9Knu2ssDOMCbRmciaSTLXmcGxGjYe/uCuW5ESc8mE9GON9ESrNx/WAK3x3jADyRJzy\nP/uHqGetjC0BHElSHm0rciBOaJMj7aSKlByME2Kt+aQRYCFaviSu0mxqRtxdLlC2zn8RubXsg4D1\njRAF3FzyuDsjAEIYMnBzySc+R/ZMmyXPKYodhtaad2pNPq6HRliM4JbsvEIINgYRLw/WkZiK0eFq\nQk0pHmk7s97lrnKBybbFwdhUJZYXvPOamprj2HgCIg0CbXxBgFRDcdg8M3s/q0oz3bGoKmikimPA\nDNss4kt8l2VZNUprzVu1Jp/UAxTgILi/UuD6UZMrx+OEX/fXGEoVDhBguNRwu295wZ3w38l1vsvh\nesBAmmIjCLLJm8UXmcQMw5eSxf6lq7zluDjIiUyOHBeASGl+019lf5Y5ArAjiHm6s3xODcHBKOG3\n/VWamV7DEoLH24t02xa/G6iRaI0nBDuCmN6kxj92Vy5qlokrRWthGoaE1niun70iY4AGA4ka4/Lp\nSUE9JSNbI8f4tGEqMcN6gkRrtgYRNxY8bGF+9rJjJ2gswMLYvdujbpktzII5bMJ1vrCE4I5ygTvO\nUr2whZiw1mMi2BXFfFQPKAmJJyVh1sKZ7dos8lxW1wNsRIsYhUqzoRFxZ7lwmkfJMIQQXFnwzuj6\nejxO2NSMCLVmtmuz4hQ9xhLf5dqCx4ZmRD2bfHIxo8KH44R5roMA6lrjCmiXkkBqBpWptvQKwWWe\nw9Wjzr8tMNEEZSHxpKChFH+pNpnu2MzMxOLv1QJqqaJdCqrCeKykGOfbGY7F/ZWJV5WWeDa2U+aT\nrBV2tedwV7mQV0lyjEFOZHLkuABsDiIORCNVilRrdkcx24PonHbjr1cbhGpkwa+mir8MNbiq4Las\nzQEKQtObpOyLEq74mneJIlv8/2uoTl82mq2B+ysFGkqzbZQNeZQRsMopC3AtG10dhp3pIgLgpqLP\n29UmiTZtglhr7q6YBWmh67CmEeIJM1nTnyqmOdaEqyHfJGKt2R8lrG9EJBo8a4Ts1VI4ESsWeYb4\nxlpzLE5QgJcJri+UrB2OEn7dX6WhzD1bUw/Y5jt0WBb9qWnrrCz6/Lirgu6vsaERtMzsIq2pK83h\nKMaXEomg3TKVqam2hZua6aQftBW5pji2yngsNuqjYc1IUUqCNOVYkraIzECa4grBgNLEGMfbWBvv\nlZrS9KaKGedBzJf6LkvzKkmOsyAnMjlyXACGp3yGd4ZWtvLXxpvTPAX9aTomgbggjb/J8KKUaPNl\nHypNguZkcmnM/q4puPhSsLUZoYErfIcrfZe60nwZxhxPUsg0MjcW/TFjpQAzbZsdQUyqNVZmv+4K\nQbclWeD6eEKwOTDHXu67XJ+Nzd5TKVBVii/DGA1MdSye7Ch/LVNNFxMNpXmhr8rBKKGpNdVU4Qto\ny1yptTbvLZiMmy/DmOE7NoCZjmq7wErb+3UTAjnZtmgoxeE45b162Bott4BPGiH/rbuNybbxXqmP\nIk0C6LQsbir7NFPFp1mL1BKmerKy6HND0TutfeNJYfJtM1KrstfpjXrYVNviaJwSKeOVMmwWV7Qk\ng0pRv4Rj7Dn+NpATmRw5LgCdlgnmTLTGHt5Zi7N7dAxjsmWxP04oZItBXWmK0ritbmxG7I+SMTv1\nj+oBS32X7rPoI7TW9CSKgdhk60zMt3kshBDj7n7LluAXXRW2BCNTS0vG0SjcVPI5HCfsjIyRoSsE\nj7YVW2LQG0o+N4zjAupLyd93lOlPFamGTlueUUMRa83qmjFHK0nBjSV/wplBFxsfNUMOZALmDsxE\n0OE4bXmPTHcsrvBN7y3SGi8jCRrwMdWqhtIXpAMy+hNTCTyWpKSZ/mXYH0dmj/nTYJ07ygWamTeO\nI0xWjsIEHN5c8rEweqD36wGh1izybB5qG9/0bnnBZW0jpDdVOJkP0UzHZqE38pm5q1LkaJKyJ1TE\n2rQKp9oWsdZYCDq+5V5ZOb57yIlMjhwXgGW+y84wZmsQtTQy1xY8Fk9gHPTBtiK/7a/Rq4wV+vCC\nv8hzuNKPeafWxBKmNTPFMsF0W4PojJoPpTV/HWrwWSMwQ8fa5uEg4sYJhppOBAUpjfnXWeBKwY86\nyxyMjd/HZNuasFBZCnFWogbmdb4wUGNbEOMIM2L9ZRjz067KVyYz1VQRZkGIZxOiaq1Z14xYrywO\nNiJkJhaWwFzH4nBsWixzHZubS35L2xRqzVTbwhEmm8dGM5h5rJwthfhMmOHYHItDbGXI3XCNY/jK\nFYbM9KUpV/kORSGpK5UFHIqWj0+kNa4Q7I2SlhHg7ijhjWqTH4wzNdZuWfysq8KHmQB3im1ze8kf\nU2Ec9lPZFkS8W20yoBQJmlQL7qv4lzzmIcf3HzmRyfE3iVhrNjcjBlNFmyVZcR6TFGBK5U+0l1ju\nuwylikhDURrfi/mufVYx4jTH5h+729gdxig0sx27Nap7meewJQhpsyxszAIfZAF5Z8Jfhxq8Vm0g\nMO6rBeD1esicgv+VsmcuBJYQzPuajOOOxinbw5jOzKYe4GSS8lk94PGOC6EDhhy9WW3yWSNEoemw\nLJ5oL53R5fjjesCbjRCNIQFNpfFkSpdloYWg3ZY83l46zUBttmOzIYkomkIeA0rTLiXt47SWepKU\no618JXtcU8K7ywWOJykHwxilx080VkCHlFhSck3BZVMQUZYCN6sCTrUtikKwrhmxM7uvVlZdXNcM\nudx3WOSdToa7bOuc7sIFKbmu6LPc99gVxQRKM8W2vjfu0Tm+Xcg/VTm+l9BaczBOTKqslGPIRaQU\n//3kIPsjoz3xBWxtuvykq3JeZEYKwSLPycZuTTVEY6o1P2wvnVXj0W7Jca3Vpztm1x4pjSPNFJEQ\ntISUp+JAFPNurWm8OjLDsxhBmzIth4tNZI7FCQfjBBvBQs+hcgkFuYE2/ZNhEbHAtC0aFyiYBfi8\nEbK6HlCWxgRuIEl5fqDGP09qa40oD0NpzepGgIfAAcq2xcEk5Xickl0aK0tey413NO6tFOlLVcsQ\nsCwlT3SUTjOF+yKIeGmwTpxpT6Y6Fj/prJwmfC5bkp93VtgbRnzSCNkVxgymijD7/wIoCMGTGcF7\nuL1EXWsORQkRxnX2hx0lRPaaESORDE7mOTOQfnUtiytFLtTN8bUjJzI5vncY7XUxTC6W+y6rMnLx\np8E6u8IkS80VNLLWzdZmxNXnmduyP05Gjd0KEq3Z0oyY7zoXlAEz1bF5rL3Iq0MNerM4gdtLPlec\noWW1I4izMDizEEmtiYAIU525mNgWRLw4UCfBjPJ2WpKfdFZOaxWkWrO6HrA1iJDA1QWP64oeUgjq\nSpFoTWWUX81EMcm2EMKkFANINL6UzP4qicdRjC1otUY6s6ToE3HKPO8UIoOZvnGyy/aEYLptM5Ca\n8MK5rsNVhfFzc8qW5KddFQ5FMSmCabZ1WvhjUyleGayjR+UrHYtT3qk2xq04uVJwecFjkW90KzvD\nmINxgspEwA+2FZmdVcfaLMnPuyqcSAzpmmxbLRJlTO5G3J6TjESdOpWWI8e3FTmRyfG9w74oYfUp\n5GJTEDHfc1jhu2xtRkhBq/qSImhkdvXni+HE5OFx1JGWR8Lndc0njZBIa5M6XClMyA9mecFjvusw\nkCpKUozrnDoMjfF/SaGVtpsC3ZbksovY4gmV5tUhY+jWnU3l9CWKN4YaPNNVGfPYt6umQjWc4/Ta\nUINQa4aUYkMjQqGZYts82XF6C+ZsiLVGaU2SCau1BktrFnwFm3oXk3I8jOFPwHjVNFsIZjs2O4OI\nMmbhDzUsK3j88Bytrc3NkHdrAU2lmOnYPDJOivZgaibXTstXOsfUmhTijELqU69/PC3R1QWPrZmd\nAJhqzhW+OyG9V44c3wZ840TmjTfe4IMPPuDgwYNcd911/Ou//isAR48e5Xe/+x27du0iSRJmz57N\nM888w4Ie9e15AAAgAElEQVQFC77hK87xbcfJ1Hzxn0oueuOU1KdlzT+8AyUzC7sQ35JiNo46PHKs\ns2P1JYpPGyE2Aonmk3rA0SjhZ11lfCkZSBWWELTJ8Z1lS1KwO0p5ZcgYgS3wHO4bhwgt9IwHi4Om\nmWqaKEpas8yz2RJELPac03b+p2JfFPNutcmQMqGA91UKp5GnqjIhhu2jHGF9KU4bDY+1Zm0zpCRF\n61prqeL1ahOpNW2WhSVM+OHzAzV+1d024XbenjBGCMEC1ybGjBhXU8WBKLlgse81RY8dYcThOCbK\n3sd5rsM0e/x79lh7kd+nKQfTBEtrZrnOOfOHdmTtIguBk1WU/jBQ4x+62sa0lorSCI3DzHEYTL7S\nhY5oTxSuFDzbWWFzEFFTJnbgSt/NTedyfGfwjROZjo4OVq1axdatW6lWq63fNxoNrrrqKv7pn/6J\nUqnEm2++yb/927/x7//+7/j+2XceOf62UZKylWA7TC5SrRlIFTuCiLm2TT2NzQSH0iTANNtixQWE\nAi70HBZ6DjvD2JAjTCLvoFJYCHwhOJKkhFlV6L+fHKIoJX1pigQu910eayudFkq3NYj4c7b42QLW\nNkKqqeLHneUxC8wCz+Hx9iKvV5tYaEoaGoliTTOGwGTqPNtZPmNV50ic8Lv+GrHSeFKwLYg4maT8\n8hQ34WGRaKA1peyehtrY2o9GkqUGW6NejyWgligmWbL1OrssyYkkpS9Jx2QSnQ1NpQlTjWsJClmo\nYl1p/n/27jzIruI8+P+3+5xz9zubRjsSEhK72FezyGAwBgI2YMcEQ7yRlCuxE8eO84crW2V5UymT\nuJK43jexy0tw7GAc25hg4AdmsSEOIGMQSEKAkATat1nvfpbu3x9950qDZqTRLIxGfj5VlNDM3Jme\nc0f3PNP9LOPPkHHJ1ctSAc9W61jc5+xPEl5pRJw1QmPDds/jjrYsGxoVOtvbmJ/NHDYQW1cPMc2y\ncoC0cvlL26OYpQfserR5mkvzGX5eqVGJk9ZsoiuOoBPueKW04rxxHIUKcTSY9kDmggsuAGDLli3D\nAplly5axbNmy1t+vueYa7r33Xnbu3MnSpUvf8XWKmeOkdMAJqYA3GhEad+TSsJY19QbrGiFppTg+\n5bE7NiRY5vo+H+8qjvobaM0Y3mi439jnB96w3/6rxrKseTPSuKTcc3NpvtNbQgO7mhVHFnfk82YY\n4zd3FQywthaSU4rr31YF8qtqAw2t+UNpZXkjjOhJzEE5KWdk05yeSdGXJHxt7yAZXAM2pRQ9ccIT\n5RofHOXoY10tHNZNOKcse0foJpzRmqsLWR4uVanFCRbXX+aq4vDdiIxSLEx5vNmI6fRcQFk2ljZP\nYQ+4voZmvxOlGEwMu6IYr3l0M9JU5N1RzKpqnQFjGDCuh8nQlOalE6iEaRjLm1HMXN+nv1mC3RMb\n7u+vcMYouxK+UnQrl2cylt2kxLocpiEKUHb/MdaBVhYydPseW6OItFKcnkkzJ5ByZSEOZdoDmbHa\ntGkT1lrmzp073UsRRzlfKW7tLPCraoPeOGFNPcQ3hqLWDCaGfdZtn396Vhs1a+k3hk1hzGLczWl7\nGPNWGLWafT1RrrErTloD/65ry3JuLsPeOOG7vSUGEtcPxlNuhlFea05Jp3gyrFI1hgQXxCggxu0U\nGVz/mJxWbGgmrx4obn6tIRpaR1gj6U8M9w9U2BEnrqrGWGpYysawutrg8nx2xBtijMuria1lIDEk\n1rWVj0bovnpePkNXc4ihh+KUTHBQ7xelFB9oz/Oj/grbIjeHank64MR0wKOlaqt7bNVYTkoHlJOE\nbw9UKTePAxcEAbd2Fg465vvJYJWatSwKPHbHCaG1lIzhd7uKE6rMCpsznfrjhJhmRZR1JdAvVBvD\nhiGO18mZgPWNkIpxnY4HjaHD9w7qjAzu+p2eTR00C0sIMboZEciUSiX+9V//lVtuuYVc7tDn0QBJ\nkpAkR97WPYqiYX+KyTXR6xs1Z8Ro4JlayGthTH9iyGnFksDnqnx6WGfdcwON9RUvVxsEwNYoJmyW\nyZZNwqODJXoTGGyWOKeU4qy0z3O1kP7EHTlZIA0s8TVaa6rG8v8NVFms4JFKnYE4obOZ51I2hocG\nKhyv4IKUZiDt82jVTbjWuH9sYfNzDsYJXZ4mNoas1oRhOOx7XeoptjYMNSw+ru9It68pmoQwHB5k\nVI3luwNV9jTzVWrAlmbg5aq2LN/uGeCO9hxdbwsQFipFYgxvJgmx3b9T8nK1wUmeOmhHYqGChanm\nDdgkbKyE/LLZ8XdR4PGubIqcUtxWSNNnUmigQ7tyXp1Ls6ruhhyenfK5LBvw731ldjY70wKUkwYP\n9xluPiAZNraW3WFMTrlKoaWBT60ZgCzQHHTtjkRgLXlgp4UstPKl0grW1eqcGRycn3KkP8cna7gi\nE/CLWkQZy2xPcUM+hRfHjH/lxzZ5LZ56R+s1To2jkedRH8hUq1XuuusuzjzzTG644YYxPaZSqQw7\npjpS/f39436sOLzxXN+NVvE/1qMOlHE3xhB34+03MBjH7KzVuEklZN622x8Yj91oGtDKp7DAs/WY\nDizduJv3APBwcxdhaFJwrflfTxzTTjPBFHizp5ed1sMDombM7AODwJZ9++hUcB6wG80LeNjmelvX\nIIkJE4iAJRj27KligZesZnPz+5sF7EuaZcFY3m0S+vdVD7o2G6xij/Vob34fvbiutzS/h24sfZHh\n2X19XKCHB0FdFmZbj57m/k8K6MDyeq3O2nqF+Wr0DJSdVvGQ9Yia3/vGOmwtVXivckMnwe1E9TQ/\nfgFw09CDY9hVhW0Ebiekec1r1lX4XNaotL6Oq07yqbC/6VsdCICBvfsYw+nOIZ1jFJvxW89PGsha\nS6NWZ+8B63i7I/k5XgYcb93znUlA9VXZO5FF/5qQ1+Kpd7Rd44ULFx7xY47qQKZarfKlL32JpUuX\n8tu//dtjflw+nx9XQnAURfT399PR0UEQSOnh4bjZKYy5uuFw13dtI+J/mzkbiwOPq/NpClqzM054\naqCKBnJAT2xaLdhTuJuDUYoBpSi3FVnUzFmJjeHH5To76xHVA+7HGnezqgOJUiSeR0pBvpkfMfR5\nlVJ41u3MNJQiFfiuosRaFnW0M69SZ1OYEDR3ZCrGkgMWdXa0hgVeHcWs6a20bvYeLqBp4Eqmcwo2\nKI98NkUKeL4eEShaOTVXZANOT6coajVqg71d9YigXCftabqtJYkietAUlEtiDpSiFif0pdJUcikW\n+96w52xeqUZPI6boqWaVlZtAnSoWmH2IEtz/KdWwYcycZlJwbC1brMW0tzNvDGXVUZQQ95bx2V9Z\nllhLpDSzZ3cO+9hrGhE/KdcpNZ9HreCaQoY5k1Ai3GEtrw1U2RIl5JRCYUmU4oJCZsTvX14npp5c\n46l3LF3jaQ9kho6BkiTBWksYhmitiaKIu+66i4ULF/Lxj3/8iD6n53l4ExhMFgTBuLa3fl0MJoYH\nBipsiVxTuYvzGS7NZ0YMaMqJm3bb5mmG/qmMdH1frYc8VGmgUQRK8UqYUCHkt7uK7IgMBtdPpZy4\nRFPT/C8e+joW6lh6UaRSKWJr+drefl5rxMNat7s2/rS2ZsoWwsTgAUWtWscxQz3ftXWBTwj0GpdP\nsrKQZW42wzW+z3d6S/QYg25WSF3flqM9s7/6Y2kqRddgnd54/y5FsRn0HBd4xCh644THqw1SKOb4\nmnzzZ7eUGF6ODFd2HDooP157pGshJesCvQD3DzvneaS0pidJ6DOWDVHC1lKdk9MBt3QUWomq89MJ\n68KEQLkW9TVj8LRmTiZN6hD5Jw1VJ1DuyA3cMQ2Jwfo+qTH0sGnTCQXtGhJGzSZ7Cpgd+Af9fJyT\nStGWSvFaIwQLJ2VSLJ+kPicp4COzAh4arLAljMloxWX5LGeP0txuiLxOTD25xlPvWLjG0x7I3H//\n/dx3332tv69atYrLLruM0047jTfeeIMtW7bw3HPPtd7/J3/yJ5x88snTsVSB+435h/1l3gpj2rQm\nxvJEqUZauUnEQ2yzu+vPK3WiZl+M9+VSdI/yeVfXGliGV+lsiWJ2RwkezVwPawlHqfZwfWHgxVrI\nxfkM9/VXeLURt97vsX/ycGL3D9Xzcf1kYiBOLJfl0zxXDalbi7IWrWCW1qzIBPQlhrKxbAxjOqsN\n+uOEuoXYuu6o17XlRizZXZryMbiyZV9reuMEjauk2pcYFK5kuYKl31hy2k3F9hWExmKbU7JH0+27\n+UAPDLpkWg1cng3YFBv2JAm9saGoFQt8jwRYX4/4ZaXOJc0hlBfmMmwOYzY3olaPnfcUsodNoj0+\nCNjUiImbO3MDxpL3FN1j/CWiw9OcmkmxvhGiLKAUHnBxfuQy4GXpoFUhNtnaPM1vdRYPe62FEEef\naQ9kbrnlFm655ZYR33f55Ze/w6s5dhlr2Re7KbTdnjdiietY9MRuXkxXc8BcGkVsDWvq4bBAZkMj\n4vFyjYxSFLSmYiw/KTe40cLsET5vYl2VTsNadscJjcRglWuCtiKb4ulm6/hqc2I07M93ATdzZ77v\nUTaG5yuNViXQgR87FMzkteuHklGaOb6mbF2wEFm4pJDj7Fyan5Zq9MaGTk/z7kKGjWHM7kZMRil2\nRwnfa5TBQpevyfkeg4nh2Uqd0zIHD598b1uOfX1lyolBNbsHF7RmILEoLL5SGCy+dbtdsz2Nhytb\nPuMwuwJDTsqk+INUQE+jQbWnh0VtndQ9nxeqDZ4sV5nteS44al6rA7vFprTits4CGxsRtWYp9miz\nnQ50ScFVbq1vuD4pBU9xU3uB/BgbC+rmLKAHBiq8FcVo4PxcmndNQqXQeEkQI8TMM+2BjJg6kbU8\nXa7xeiNiZ5gQY0kpxSzf40Md+SmbjFwxhqfLNVdq63tklaLoKXqimD0oThnhMSelA15vROwNY0yz\nskij+Hm5xpJ0wEc6Czw6WGVd3Gi+j9afGpgf+KSVIjaGqjUo5YZB1ptHQ0O7OF1a8bGuIs9UG2wN\nY9Jak25eq5IxpJViUSbNyQccDw0khgcGq7Q3+5aA6x5sLa3Bgl2eZleUsDdODuoyuyDw+URXkVfq\nIW+FMVmt2BLGbGwGWwZLTmtmac32OKHfuK6/y9IB1xYPX6U3JKUVszyNad6L2zzNkrSPV3H5OD5u\nVyseYY6OrxQnH+Fwv0ApbunIsyfOEFrLLM8bcxAzpOhpPtJVJDQWT408GkAIIQ5FApljlLWW/x6o\nsKaZPFsy7sihoBVbQsN3e0t8dk5HK8lyNKGx9CQJvnI3yVm+G9J34NFSZC1nNG+C5cTwH70lNoUR\nFWOphzFVTzPX9zCM/gN3Xi7N642QZyoJnto/kM/N56lTtpadUULF7k+EBRegZJQ7Vho0hnOyaeb7\nPpYGCwOfLc2Sa5rf+6e621mSDsh5mv/sK9MTJ3hKEVnLWdkUs0doTR83+74ceGDiZhoNr+hpptWM\nKK0U6+ohu6KkVRXV7WtKxlLQig7PYyAxnJYJuLEth681s7wjH6z4dosDn1PTKdbVw9aOVLunOX+S\nurhqpSYlIB7vDqEQQkggc4xIrGVtPaQ/cY3fFvger9RDOjzNNhO3qmX6jSVQsDmMWV1rcH5u9G38\nHVHMD/sr9DUTVU9NuwnSH2weB2xtHgesyLjk2tXVBvvihN1xwnzfY2vkdoH6E4MF5nuaRcZSM5be\nKCavNUVPExrLz8o1toQuH6bb03Q2j0JsYnmh5gpjy4lrWqbYvxMTAx2ex7zAY1kq4NJCBgWsb4S8\n1ojo9jzX2M73uL4tR8HTGGtZnHK7PM9XG9SM5fiUz8X5zIhHC+2eZrbvsTtyvV8S3G6ExgVuvnLH\nQItS/kFdd4c8V62zM0robnbcDa1lMEk4PZNiexRTMoYFgc8HO/J0HcEgxcPRSnFzR57jKh674oSC\n1pyXS0/q1xBCiOkkgcwMMpRU+fabrUvArfBqPWzNGEpwOxRlZTDGthqxKcDD5WT8olwfNZAJjeVH\n/RX6kv0377X1kHZP8962HLd3FQmN4alyjWeqDdbVh5qvNSuDtOa4QLEvSagaw6LA55ZCmtd6avyw\nv0LduuOMy/NpdsUJ6+oRQfPxu2IDShE0S5QTa2nTij3NDZChqqV0cwLykpTPJ2a1DVv/hzoKrK+H\nDBoLzTlH3+4vo4BlqYCbO/IsTgUsHkN1ja8UH+wo8MP+MnuajebOy6ZYEPisak63PjkTcH1bftQd\nrr5mwDP03KWUazZ3US7NglSexLrk16k4WvGV4l2FqZ/XI4QQ00ECmRmgN054YLDCzighpRQr8xnO\ny6VbN8XXGxGvNoMMBWwJY2rWdcCtNI9Fhg5BDFBrBgY1a/dPgH7710zcQL/O5g6Cj5ujsync3wWy\nJzE8W22QV5q0pzDWsjVyrdg6rSajFd141LTixvY8jSjiEeuhjaWzGRw9Vq6RWFd5Eyg3HXhb5Cpt\njkv5XJzN8Ktqnd2xGXZsY3H5Lz6wdIRgxFOKFdk0xlq+0VNq7aaY5vV6dLDKB0aZPzSS2b7HnbPa\n6ItdQDJ0XS7JZ1yuzmECkG5Pu865zevdaJZyd/geHRNoFSCEEL/uJJA5ylUSw/f7yuyOE4paExnL\nw6UqWa1b81i2hjF9SUJ/syImagYxHZ6m0mzrD/uPZAAiY6kZw//dN0BBa64oZIdN4nU7BrTa64Ob\ny5M+4IY90DwyGpporJWioF2mSH+zukgBl+XdILz/1zdILwrfGErGMi/wMBYazVLn3XFCqbnWNq34\ng+42qtayrtZgrzUEzVyYofwYC5yeDrisMPrxWNlY9sQxHc18E42rWtoYxqM+ZjSBUgfNK1JKjZoX\nc6AL8xneCGM3f8iCUnBpPsN8OeIRQogJkUDmKNUTJzwwUGFTI6IvMczzNWntyp17k4Q1tQZ9ScKL\ntQYbGxF1C2nckdJQy/es1rQ182GKShHidmdi6/JlEgs1YxlIYr7XX+aOziKLmmW3nZ7m9EyKl2pu\nWnTSPDS6OJ/BWsuaWsjPKzV6ooRGbJib8l0vFxSX5tMclwqoGsssX3N8c/Dintg1ngssJAp2hjFF\nT9OmFVuixAVgyu0aVa3l6Uqdq4o5frOjwFf2DRBZlzSb14rEWjo8j9+Z3d46zrHWsqYesr7upl6v\nyKY4PvBQKGLryo5pfv/Zdzi5NKs1d3QWebURtkqcT0j5Uu4rhBATJIHMUahuXFXR5jAmajZr2xYb\ntDa0aXd8tDWKea0RETf7nwwlvg41jxvaeag2h2cmWNo8D89aBo3FKJjbbFWfB/bFCWvqjVYgo5Ti\nhvY87Z5mUyMmrV3jtJPSAfcPVHi8VGt1161bS7kR0eFp5qd8LslnDyrD3R65oX8hbqSAxk1ZTmnF\nB9ryfKu31Dr+6vBcEvDqWsh7CllOyKT4WFcb9w9UWo3s8p7mgx2FYTkpz1XqPFqutSZFv9oIuaEt\nzzm5FKsqDUKrmhVPdlp6laS1GrFhnhBCiPGTQGYa9cUJPYkhqxTzA88NLjSGDfWIzY2IGEgdcJyy\nM4zRKZ/EWsrWlROH1h3VtEp6Pc2gsWS1YtAY6taSVW4YX62ZqDrX91rVP0M07rhpyGBi+EXFNYVb\nnPK5JJ+h4Gk2NEJ+UakDblfDNLvtagUXFTJcUciS1QeXMOe1xqCYg2VQa9ffRVluastzYiag29f4\nSpFWbkRB1Zhm03rn7FyaDk+zKYxQwEnp1LCmbYm1PFWpk1GKfPPrlxLDz8s1PtPdRl5rXquH+Epx\nTi7NWUfYM0UIIcTRSQKZabKm1uDBwSqhdTfr09IBWa1ZXWtQMZYabgaMVooMlpp1Oy4aeG8xx8/K\nNTwUOe0axyXNYxkfRbunua2zQErBt3tLdHiuQqaWGKrWsiDl0xsnDBi3w9OwbofmhGaOzFAvmH2x\n6x+zoRGxOYz4aFeRvUMDG5tR0FDeSUrDCalgxCAG4F35DG/UQ0qJSxoOtOKcbJoVzTyf5emA9fWI\noNl1t2IsFx6Q0AywJB2wZJQW9VGz0duBR0aBcp2CtVKsLGRZKZU7QghxzJFAZhr0xgk/GayiLczy\nPGJrWVVpoBTM9X3ynqU3MYSAZyxWuSeqy1d8fnY7ntZsanaG7fBcm/0dUeLaz2vFb7TlWJYO2BXF\nxBbam9OZM75HkBhCY/lgR4H7ByqtLrLnZtJYC6/VQ3rihH1xQla54CmnYFeU8Fo9IqsUARBasAqw\nbk5QoDRzDpG4uiDwua0tyy96Gqi0z5JMigty+/u23NieR1FlY7Mq6rxcmquPoKttWinm+B47muMT\nLFA2hhPSwYSbygkhhDh6SSAzDfbGCbG1dHme6/liLTEWbRVprTAW2hX0N5NyvWaZ8VzP41e1kLOz\nad7fnue+gTJbQjfd+cJ8mvcWc8xqljGDa+SmgR1xQlYpcsrtdizzNUvTAb/f3c6gMWxqhDxWqrO6\n7tr/B7geNL12/9FO0JyKfE4uzQnpgFfrEQ3jDn/SSvHB9gKdh6nAmed7rNSG2cXsQdNWc1rz4c5C\nqyz5SDu9KqX4QEee7/eV6WmOD5gXeNzQNvZgSAghxMwjgcw0SDerbjY3wlbLfYurOiolhj1x0krc\n7dSKCLAo9iSWhwervNaI+K3OAr/dWaQ/cfkx7SO0s9/YiGlYy2BiGBj62gpebcC/7Rvg2rYcnZ7H\nE+U6ibVUrSU2xk10xrX+95Qitq4bb81aMlpzR1eR58p1tkQxOa24fAyTkg+lL05Y34iIrGVh4LNs\nDAMLR+J6vRTZFSWgYIHvS+t7IYQ4xkkgMw0W+h6JhVJzw2Oo30qIq0YaqjzKakXSPMoZqjBKrGVT\nswHeGdmRW833xgnrag0eLdfwFcwN3HTmsmnmkSjNvjjh3r4y7yvmqBhLOTEYLBpF1EyyNbhEY3CJ\nxUMDE3Nac+Uk7XTsiRK+21dioBmQaQVXF7Lj7kSb0Zol6SMbXCiEEGLmkkDmHVJKDG+GkRvap3Vr\nCOHQLdfgKpMSIKMVBe0GNG4LYxJUa7dFA7XE8NNSjfX1iLOzKU46oAJnVxTz3b4yA3FCX2Ja5cpD\nXyPC9Vvp9Dz2xQl74oS6McTWktYK2xyDkOAqoNJa4+Eay+VHSeSdiJ+Va5QS05pBVDWGJyt1Ts+m\naTvCScpvN5gYnqnU6U0Suj2PS/KZI57OLIQQ4ugmgcw7YE+UcE9fyR0DNRN3Y2tdcm4zb8U0P9bl\nz1q6PI22Q3ORmh+vlOt+ay1BnFBJDK83Im5up9Xl94lSjYoxzPbcZOWata28l6FDll5jWNgcZ5DX\ninm+x6YwdhVUdn/Jd82CNW5tx6d8Tp+CkuXexI1dGEr6zSpFNTGUjZlQIFNJDN/pLbEnTggUvGYj\nNocxH+0qkJmCgEwIIcT0kEDmHfDwYIUBY5jV3HXoi+PWcMV6c8Cjwj0ZQyXDPXFCoBVdnmJhKuCN\nMMIaS19iaPd0KydlIDH8T6XWCmT6E0MahdaaWZ5lW5y0Gte5gZFuIORAYgiU4oR0QEYp9vVX0ECg\nXUl1Srm2+o1mB91zs+kpyTeZ05wqXbDW7cg0d4baJxhsrKuH7I33T5s21rIzinm1EXG2NKUTQohj\nhgQy74A9cULugF2HoudhSDgxHbCuHlK3LrF2ge/hK83WKMJTiuMDn6vbcq0dk51hzKOlGt3+/pt8\noNyYgSFzAo+9cULeWoqeJmgGMvMCrznPyO0K5bTi+rYc8wOfub5HT2L4ZbVObF3X3A+051k+Ss+W\nyXRlIcvOyJV7a+V64tzQnpvwEVDduuqnoWuumzOR6gdcKyGEEDOfBDJjtC9O2NhwabBLUz5zj6BK\np93z2BvHDKWv1o0lqzUfn9XGW2HEPb0l0lqTa+5IzPJ9PtpVYPEBU52XpwOWpnzW1EP2JQld2vVK\nqRjLmdn9H/eeQpZdkZtcrdRQNZNLHjYoTs+muLk9T3czeRjcTf69xSwX5tPUjKXD06M2tgPXMG9D\nIyLGVRktmEDFUqfv8fFZRTbUIyIsC3x/WMfe8Zrre6CgYdwOT92YZp8eGdIohBDHEglkxuCtMOLe\nvjI1a1HW9Tj5UEdhzDsW7y1mube/zN44ccc7Cm5oyxMoxfJ0iuva8jxWrtGTGNJacX1bdlgQM8RT\nips78vxXf4XeOMEql7tyzQGN47p8j090FXkjdOXMxwU+nlLsiGJSSrE05Y+YI6KUosPz6DjMfb43\nTvhuX5neA3ZQPtCeY8UEjmvyWnN2bnKPe05KB1ySz/BspUE5MXgorihkWTIJQZIQQoijh7yqj8HD\nzVEC3Z67y/cnhgcHKvzh7PYxTS9emg74aFeR1+ohFliSClrjAGxzZMC1xRy+ch97qOqg+YHP784q\nsjtO8HAzmvy3rSHv6YOGE86epJ2Ix0s1euOkle9TTgwPDVZZlh59PMF0UEpxVSHLGZkUg8bQrj3m\nBLIbI4QQxxoJZA7DWEt/Ysiq/TfpnFZUjG0OZBxbAuyCEY5grLU8UqrxfLXeLJNWXJ7PsLKQOWSA\nlNWaJanpCRr2xAkZvT/fJ6cVfcYwmJijKpABF8zMDXzmTvdChBBCTJmj685zFNJK0eFpata03lYz\nlrxWZCY4w2d9I2JVtU5eaWZ5HlmleKpS480wnuiyp0yn54ZM2ub4grq1pJSiIP1ZhBBCTAO5+4zB\ntW05UkqxL95fXXN9e25Mx0qHsjd2M4GGypozzT/3xsmE1zxV3lPMUtCansTQEyfUreWqQnZKmuUJ\nIYQQhyNHS2OwJBXwiVltw6qWJjJbaMjQsZRt9lAxzeZ1maN4PtC8wOfjXUVebexPJl72DpRpCyGE\nECORQGaMZvvepCXMDjk9m+L5aoM9cYKvILZwXMrn5PTkd9CdTF2+xyVSxiyEEOIoIIHMNMprzUe7\nijxbqdOXGLp9zcX5DOmjeEdGCCGEOJpIIDPNCp7m6kmaJC2EEEL8upEMTSGEEELMWBLICCGEEGLG\nkgrGny4AACAASURBVEBGCCGEEDOWBDJCCCGEmLEkkBFCCCHEjCWBjBBCCCFmLAlkhBBCCDFjSSAj\nhBBCiBlLAhkhhBBCzFgSyAghhBBixpJARgghhBAzlgQyQgghhJixJJARQgghxIwlgYwQQgghZiwJ\nZIQQQggxY0kgI4QQQogZSwIZIYQQQsxYEsgIIYQQYsaSQEYIIYQQM5YEMkIIIYSYsSSQEUIIIcSM\nJYGMEEIIIWYsCWSEEEIIMWNJICOEEEKIGUsCGSGEEELMWBLICCGEEGLGkkBGCCGEEDOWBDJCCCGE\nmLEkkBFCCCHEjCWBjBBCCCFmLH88D3rzzTd58cUXef311+nt7SUMQ4rFIgsXLmTFihWcd955ZDKZ\nyV6rEEIIIcQwYw5krLU88cQT/Pd//zebNm2iUCiwZMkSOjo6CIKASqXCSy+9xIMPPkg6nebyyy/n\n1ltvZe7cuVO5fiGEEEL8GhtzIPP7v//7xHHMe97zHr7whS+waNGiET+uXq/zwgsv8NRTT/HpT3+a\nz3zmM1xxxRWTtV4hhBBCiJYxBzK33norK1euROtDp9VkMhkuueQSLrnkEnbv3k1PT8+EFymEEEII\nMZIxBzLj2VWZO3euHC0JIYQQYspMqGqpXC6zdu1afvazn1EulwEIwxBjzKQsTgghhBDiUMZVtWSt\n5dvf/jYPPPAAjUYDpRRf/vKXWb58Of/n//wfTj75ZD7ykY9M9lqFEEIIIYYZ147Md77zHX7yk59w\n55138tWvfhVrbet9F110EatWrZq0BQohhBBCjGZcOzKPPfYYH/3oR7nuuutIkmTY++bPn8/OnTsn\nZXFCCCGEEIcyrh2ZUqk0avm1Meag4EYIIYQQYiqMK5BZsGABq1evHvF9a9as4fjjj5/QooQQQggh\nxmJcR0s33XQTX/nKV/A8j0svvRSAnp4eXn31VR544AH+6I/+aFIXKYQQQggxknEFMldffTWlUon/\n/M//5L/+678A+Nu//VsymQx33HEHl19++aQuUgghhBBiJOMKZABuvvlmrr32WtavX8/g4CDFYpFT\nTjmFfD4/mesTQgghhBjVuAMZgGw2y7nnnjtZaxFCCCGEOCLjCmQef/zxw37MVVddNabP9dOf/pSn\nn36arVu3ct555/GZz3ym9b6tW7fyjW98g61bt9Ld3c1HP/pRTj/99PEsWQghhBDHoHEFMv/0T/80\n4tuVUq3/H2sg09HRwfvf/37WrVtHqVRqvT2OY7785S9z5ZVX8qd/+qf86le/4p//+Z+56667aG9v\nH8+yhRBCCHGMGVcg873vfe+gt5XLZV544QV+8pOf8Cd/8idj/lwXXHABAFu2bBkWyKxfv54wDLnh\nhhvQWnPxxRfz6KOPsmrVKt773veOZ9lCCCGEOMaMq49MPp8/6L+5c+dy3XXXcc011/Ctb31rwgvb\ntm0bixYtQuv9S1y8eDHbtm2b8OcWQgghxLFhQsm+Izn++OP5j//4jwl/nkajQS6XG/a2fD7Pvn37\nDvvYJEnG1V04iqJhf4rJJdd36sk1nnpyjaeeXOOpd7Re41QqdcSPmdRApl6v88gjjzBr1qwJf650\nOk21Wh32tmq1SiaTOexjK5XKsGOqI9Xf3z/ux4rDk+s79eQaTz25xlNPrvHUO9qu8cKFC4/4MeMK\nZD796U8PS+wFl5y7b98+wjDkc5/73Hg+7TDHHXccDz74IMaY1vHSli1buPjiiw/72Hw+P6aA5+2i\nKKK/v5+Ojg6CIDjix4tDk+s79eQaTz25xlNPrvHUO5au8bgCmeXLlx8UyARBQHd3N5dccsmoAyVH\nMnQMlCQJ1lrCMERrzamnnkoQBDz44INce+21vPDCC2zdupU//MM/POzn9DwPz/OO+Ps68HsZz/aW\nGBu5vlNPrvHUk2s89eQaT71j4RqPK5CZjB2XIffffz/33Xdf6++rVq3isssu41Of+hSf//zn+frX\nv859993H7Nmz+exnPyul10IIIYRomfRk3yN1yy23cMstt4z4vkWLFvFXf/VX7/CKhBBCCDFTjDmQ\n+eu//usxf1KlFH/+538+rgUJIYQQQozVmAOZarV6UF6MEEIIIcR0GnMg8/d///dTuQ4hhBBCiCM2\nrs6+QgghhBBHg3En+xpjePnll9m+fTthGB70/ptvvnlCCxNCCCGEOJxxBTJ9fX188YtfZPv27Sil\nsNYCw6dfSyAjhBBCiKk2rqOlr3/96xSLRb71rW9hreUf//Ef+cY3vsEdd9zBggUL+OpXvzrZ6xRC\nCCGEOMi4Apm1a9dy880309XVBYC1ljlz5vDhD3+YK6+8kn/7t3+b1EUKIYQQQoxkXIFMtVqlra0N\nrTW5XI6BgYHW+0455RReeeWVSVugEEIIIcRoxhXIzJ07l76+PgAWL17Mk08+2XrfM888Q6FQmJzV\nCSGEEEIcwriSfc8//3xefPFFLr/8cm699Vb+9m//lttvvx3P8+jv7+fjH//4JC9TCCGEEOJg4wpk\nDgxUzj//fO666y6eeeYZGo0G55xzDueff/5krU8IIYQQYlSTMjTyxBNP5MQTT5yMTyWEEEIIMWbj\nypH5xCc+wTe/+U02btw42esRQgghhBizce3IXHbZZTz99NP8+Mc/ZsGCBbz73e9m5cqVLFy4cLLX\nJ4QQQggxqnEFMnfeeSd33nkna9eu5amnnuLBBx/knnvuYenSpa2gpru7e7LXKoQQQggxzIRyZFas\nWMGKFSv41Kc+xUsvvcRTTz3Fvffey9133839998/WWsUQgghhBjRpE2/juOYKIowxrRmLwkhhBBC\nTKVx78hYa1u7MM888wzlcpkTTzyRO+64g8svv3wy1yiEEEIIMaJxBTJf/epX+cUvfkFfXx+LFi3i\npptuYuXKlcyfP3+y1yeEEEIIMapxBTKrVq3iqquu4t3vfjdLliyZ5CUJIYQQQozNuAKZb3zjG5O9\nDiGEEEKIIzbmZN/BwcFxfYFSqTSuxwkhhBBCHM6YA5k777yTr33ta2zevPmwH1uv13nyySf53Oc+\nx0MPPTShBQohhBBCjGbMR0t33XUX3/nOd/jsZz/LvHnzOPXUU1myZAnt7e0EQUClUmHXrl1s3LiR\nV155hXw+z4c+9CGuu+66qVy/EEIIIX6NjTmQWbJkCX/2Z3/Grl27ePzxx3nppZd4+umniaKo9TGz\nZ8/m1FNP5Y//+I+56KKL8DxvShYthBBCCAHjSPadN28et99+O7fffjsA5XKZMAwpFosEQTDpCxRC\nCCGEGM2ERhQAFAqFyViHEEIIIcQRG1cgs3bt2lHfp5Qin8+zcOFC2aERQgghxJQaVyDzxS9+EaVU\n6+/W2mF/B0ilUlx77bV88pOfROtJG+kkhBBCCNEyrkDmb/7mb/jKV77CWWedxcUXX0x7ezsDAwM8\n88wzvPTSS3zyk59k8+bN/OhHPyKbzbbyaYQQQgghJtO4AplHHnmElStX8rGPfWzY2y+88ELuvvtu\nfv7zn/Onf/qnWGt54oknJJARQgghxJQY15nP888/z1lnnTXi+84880xWr17d+v+enp7xr04IIYQQ\n4hDGFchkMhlefvnlEd/38ssvk8lkAIiiiFwuN/7VCSGEEEIcwriOlq6//nruueceBgYGuPDCC1s5\nMs899xyPPfYYt912GwCvvvqqTMcWQgghxJQZVyBz2223kc/n+cEPfsCjjz6KUgprLZ2dnfzu7/4u\nN954IwBXXHEF73vf+yZ1wUIIIYQQQ8bdEO/9738/N9xwA/v27aOvr4/Ozk66u7uHlVovWrRoUhYp\nhBBCCDGSCXX21VozZ84c5syZM1nrEUIIIYQYs3EHMhs3buT73/8+r7zyCqVSiWKxyOmnn86HP/xh\nTjjhhMlcoxBCCCHEiMZVtbR27Vq+8IUvsGHDBlauXMkdd9zBypUr2bBhA1/4whdYt27dZK9TCCGE\nEOIg49qRufvuuznjjDP4y7/8SzzPa739k5/8JH/1V3/F3XffzZe+9KVJW6QQQgghxEjGtSOzadMm\nbrzxxmFBDIDnedx4441s3LhxUhYnhBBCCHEo4wpk0uk0AwMDI76vv7+fdDo9oUUJIYQQQozFuAKZ\nCy+8kH//939vjSIYsnr1au6++24uuuiiSVmcEEIIIcShjCtH5nd+53fYsmULf/EXf0E2m6Wjo4P+\n/n5qtRonnngid95552SvUwghhBDiIOMKZAqFAv/wD//AL3/5S9atW0e5XKZYLHLaaaexdOlSnn/+\nea644opJXqoQQgghxHDj7iOjteaiiy466BjpF7/4BV/+8pclkBFCCCHElBtXjowQQgghxNFAAhkh\nhBBCzFgSyAghhBBixpJARgghhBAz1piTfX/zN39zTB9njBn3YoQQQgghjsSYA5mbbroJpdRUrkUI\nIYQQ4oiMOZC5/fbbp3IdQgghhBBHTHJkhBBCCDFjSSAjhBBCiBlLAhkhhBBCzFgSyAghhBBixpJA\nRgghhBAzlgQyQgghhJixJJARQgghxIwlgYwQQgghZiwJZIQQQggxY0kgI4QQQogZSwIZIYQQQsxY\nEsgIIYQQYsaSQEYIIYQQM5YEMkIIIYSYsSSQEUIIIcSMJYGMEEIIIWYsCWSEEEIIMWNJICOEEEKI\nGUsCGSGEEELMWP50L2As9u7dy913380bb7yB1pozzzyTj33sY2Sz2elemhBCCCGm0YzYkfnmN79J\noVDgX/7lX7jrrrvo7e3lhz/84XQvSwghhBDTbEYEMnv37uXiiy8mlUqRz+e54IIL2Lp163QvSwgh\nhBDTbEYcLb3vfe/jmWee4ZRTTiGKIlatWsXZZ5896scnSUKSJEf8daIoGvanmFxyfaeeXOOpJ9d4\n6sk1nnpH6zVOpVJH/BjV399vp2Atk2rbtm187Wtf480338RayxlnnMHnP/95fH/kOGxwcJBSqfQO\nr1IIIYQQE7Fw4cIjfsxRH8gYY/jc5z7HypUrufHGG0mShO985zvU63X+4A/+YMTHTGRHpr+/n46O\nDoIgmOjSxdvI9Z16co2nnlzjqSfXeOodrdd4PDsyR/3RUqVSobe3l2uuuab1DV511VX83d/93aiP\n8TwPz/PG/TWDIBjXxRRjI9d36sk1nnpyjaeeXOOpdyxc46M+2bdYLDJnzhwee+wx4jimXq/z5JNP\nsnjx4ulemhBCCCGm2VG/IwPw2c9+lu9+97s88sgjKKVYtmwZn/rUp6Z7WUII8WvBGsvO1SGlHTFB\nTjH/7DTZrvHvegsxmWZEILN48WK++MUvTvcyhBDi1461ltcerLLjhQZKgUlg50shZ/92kXy3BDNi\n+h31R0tCCCGmT3lXws7VDTLtmtwsj/xsTWPQsPXZ+nQvTQhghuzICCHEkejfErHvtQibWLqWBcw6\ncWYnM05EVDPseKFBvc+QneWx4Nw0flqN/fFVCxa8wD1GKYXnKxoDZqqWPGPEDUutL8FPKzIdGqXG\nfl3F5JFARghxTNn3esi6H1RIItdZYtsvG5z8G3kWnJue5pW986K64aXvlhnYFqM1WOOuz1kfKbYC\nk8PJdml0oAgrhlReYxJLElmK86f3WMkklr7NMVHNkJ/tUZz3zt7O+t+KeOW+CvUBg/Zg/tlpTrwu\nh/YkmHmnSSAjhDimbHy8BpZW/kajbNj4eJV5Z6bQ/thvMoM7Yqo9CUFW07nUn5E3qD1rQwa3x+Rn\naZRWWGPpfzNm76sh884YW2CX7fQ48dosGx6uUe1NwELnCQGLLslM8epHl4SWtT8o0/tGBAqUViy/\nOstxF70zaworhnU/rFDtSdABJBFsW1UnO0uz+F2HHmbcuzFi66o6cc3SucTn+MuzYw4qxcgkkBFC\nHDOstYQlg3fAPdpPu92E2oBBK0gV9WFvHFueqbHp8TrWumOVruUBK36zMONuOFHVtm704P5UCqLK\nkfVBXXBOhraFAZU9MX5a0bEkmNZrse2Xdfa9HpHr0mhPEVUNbzxWo2NpQGHO1O8UlXfHlHbGxI39\n11Ep2PtqdMhApndjxJp7y5jEon3FwJaYaq/h9FvyredoKlhrm2ucWT+/YyWBjBCixRpLvZn7kGnX\nU/riOhWUUhTmevS9FeNn3It3WDZY4FdfHyQJLUFOc8qNObpPGjlvprQrZtMTdfwMBFkPk1h6Xo/Y\n/nz9sL9tTwVr7bhvQNkuDwUkkcULFEnoApvcrCOv8yjM8d6RIGEsyrsSPJ/WLlmQ00T1hGpPMu41\nWmPZ+myd7c83MDF0nxKw7KrciPlEjZIhqlq8lFuDBeKapbwzZuNjVcKKpW2Bx/xz08N28rauqmMS\nS65Zup7Elr2vhFRWZqfk2lpj2fJMnW3PNTCxpWt5wEnX5ghyx1adjwQyQgjAbZev/3GF3s1uiFzH\nooDTbs6TbptZL3onXZ/n5e+VqfU2x5RodxThpxSZdk1YtrzyowrnfnLkG3Otx2CNJci692lPoTx3\n83wnhRXDhoer9G6O8FKKxZdkWHh++oiCmjmnBfRuSrPrpUbrbcddkKFr+dHTkv5wksjS/1bs8nLm\neWQ7PdJtGhPvD/JM7ILWVG78gffW5+q88dMafkahNGxf1SCuW067OX/QNfczGi/lStGxFmsBBZWe\nhLf+p47yYOdq6N8Wc9oH9u+2xDU77HhTe2Ct+/mcCtt+WWfjYzWCjPsZ3vVySFy3nPlbhSn5etNF\nAhkhJiiqG7Y9W6e825Dp0Cy6OEOmfWbd/AE2PFylZ0NEplOjgL7NEa8+UOGs24vTvbQjkp/tcd4n\ni/S/FWMN9G8J2f7LkFTePSeZdkW1N2FwWzxiIBPk3Y3GxO6mY63FJLyjz6lJLOt+WKF3U0S6oIhr\nlg0PV/EC14xurJRWnHJjjnlnpGiUDJl2Tftif8YcMURVy5oflRjYFqMUeCnFaTfnWXh+2u1k7DMu\nidnC3BUp2heN/5a241cN/LQiXdCY2AUne15psPyaHOnC8OuVn+WR6/IIawYTg9KugkkpRa7bVS8l\nsWXP2pDjzs+01tW5xGdgS0wSW7QH9X7TLGufmp+tnS+G+ClFquA+vw4svZsi6gMGL3/ox5rY0vdm\nTFwz5A5Ipg4rhtLOBKWgbaGPn5n+nyUJZISYgCSyrLmnTN9bMZ4PJoae1yPO+Vhx1J0May27Xw7Z\n8UIDk8DsUwIWvSszrcmk1lh6Nkakiq60FiDdpunfEhM3dzNmklReM+c0d3RUayaoDrHN36DVKDv5\nHYt95pyWYvfa0DWAM+7GteC8dy65tdpj6H9zfw4IQH3AsOPFxhEFMuCO2zqXzpwdmAO9+fMGA1ti\nd6NXUN6dsPrbJU76jRxnfKTAnrUhYcVSnOuOcSZyFGoSQFnKe2LqAxZrLEq5nbj08uH/lnPdHidc\nnWXT4zWsdYGUl7J4/v48FM9XYCGq7i9TP/7yLNVew971Ida44Pi0W/IE2SkKkps7RUPU0NsOswGU\nhJa1/1Wmd+MBydTvzdK+yGftf5Wp97vj2sIcjzNuLZDtnN4jRwlkhJiAng0R/VsPqAqxluq+hF1r\nGhx/6cj5FDteaPD6Q1W0VqBhcHtMWLaceG3uHV79AVRzm/uA0xNrLEqDbr7GWmsxkfuteDTWWmq9\nhrhhyXbqqXuBPgLdp6TY8mydam+Cn1FENUu2Q9N1wsg3d6UVp34gT8din/KehFRBMf+cDJl38ojN\nWncPOvBSK1c+/eukvNM9Zygo7UgIywaTwOsPVulaFnDm7cVJC7Jnn5pi42PV5vEPGOuOFTc8XKH9\nd9sP2nlY/K4sbQt9KrvdGst7E956yuXAaM8lmGtfkZu1/ybvBYrTb8lT2ZclCS25WVP7b2T2aSk2\n/6yG9g3aU9QHDB3H+2Q6NFE8+lHptlV1ejZErvR+KJn6pzVSeUWjZMh2abAusHz9oeq079pKICOO\nWbXehNqAIV3Qre3eyRbX3W9traoQ5V50o+rov/JsfaaB56vWjk1ct+x4scGSd2em7cavlOK4CzNs\nerKGNaa1rsWXZtC+YseLDTY9USMJLfnZHqe8P3/QsYxJLK8/XGXn6gY2gXRRc+pN+VEDhgMloWVw\ne4xJoDDPI12YvOtQmONx1m1FNj5WpdZv6DrB57iL0jRKBh1AkDn4a2lfsfCC6Ssvzna5rfzSzphM\nuzvqSELLnFNn5s7KeKUKiuoeQ1iBsGJRnguss11ut3D3S41Je55OuCLLtufqRLUEayGd1+Tnaqq9\nhmpPQtvCg2+XHYsDOha752RWaCnvSlol4Vorll+XJfe2MQ5Kq3csafr4SzMkDcuOFxokoaVzWcCp\n7z98hVRpV4J+WzJ1WEmo9hhys7zW61wqrxjcHk8oIX0ySCAjjknbVrkkNxNb0LD44gyzTw/YvSYi\nrhnaFwfMPys14aqc/GzPlbPWDEFWt5L2DvVClYTuN74hygdbd7sdvPNFMS3HX5ZB+y4h0BpYfEmK\nxZdm2PdayGs/qeAFCj+tKO2IWXNvmfPvLA6rftj+yzo7ftUg06bRgTsKeeVHZS74VDvp4uiBSWPQ\nsOb7ZUo7YgBSBc2K3yxMKN/h7doX+Zz7iTZMbHntoSpr7i1jk/1b+0M3o6OFFyhWfCjPKz+uUNqZ\noDUsviTDoounL7iaDosuTVPaUafak2ASi7KQ6/Lw0hpKCY3y5CXJeilF5wk+1rqfC+0rbGJRyo56\nDHkgP6U449YC/W/GxHVLrltTmDu9t1jtK5Zfk2PplVlMbF0i8xgCjrcnUyfN11GtXeXbUOl9EkK6\nffo7GksgI445A9ti3ni0hp+GTLtH3LBs/nmdN/+nhkI1KwpCKrsTlr8vO6F/hO2LfE64KsumJ+pE\n1QQULDw/zdwzRm+J37nUZ9dLIV7KHd3U+w1tC3xShel9MVBasfiSLIsvGR5N7X01BEsrGPFSmlpv\nwuD2eFjr/743Y7S//+gp066p9Roqe5LWY0fqZ/HGT6sMbtufB1HrN7xyX5mLfr/9iBrYjcXWZ+vs\nfMHNDdKBu/brfljhwk+1HXUlqdkuj3M/USSqWnSgJnSEYq0rq4+qlky7biU+j6Q+kFDrM6QKGj8D\npe3u57r9OP8dv0ZtCz3O+ajbTdu5OiTTpsl2edjE/RxNdgL2wnMz9G8uE1Us2reEVcus5QH52WPb\nQdGeomvZ0RUUgwuMj6Tvz3EXpNm7/m3J1GemKMzVbHqsTtxweWdKK5a+exp/+2qSQEYcc8q7E6y1\nBDn34jPUEE350HW8+5GPG5btz9c57sI02a6JbfMufleWWctT1PoSUnlNcYF3yODoxPflCKuWvo2R\nS5ib57kST62IaoZdL4eEFbeFO++Mie8aTYWRfg/20woTH/AxzXwOL6VIIsvmn9XYvSYEYM6KFCdc\n6TqaDmyLCXKq9X1m2jT1AUNj0Ez4uXm73k2ulLkVbHVoqj2Gyr6EjsVHVyADLuBL5cf//Jd2xbz+\nUJXejRFhxZLKK9LtmlN+I8+c0w8Otne8UGfDIzVMZDGJawaofIXCBVZn3FoY8019shTn+Zz1kSLp\ntiq7Vjeo9bmb6KyTAuadObkztGafmuLUmwps+d8acd3SfUrA8qt//cYOZDs9zvlYkZ0vNlwy9TyP\n+eekURoybR77XotQGuaekWbWUVDKL4GMOOb4aXcTdcmqLgHXJnZYLoSXgkYJl/g5CV8zP9sb8wt8\nkNOcdVuBarNfSbbLwwtcQt3q/yhR2pkQ1d2a3zze57xPFEnlp68qYPYpKXavCWmUDF5K0Sgbcl0e\nbccNf/lYeH6Gva9FVHsTvEAR110DruICj42P1dj6TJ2g2edj6//WscZy0rV5UgVNuRRDsxzUHb2p\nKSnr9DMak+yPtmziEmone+dnJD1vROxc7RqTzVoesGCCVTaHUx8wrLmnTHlvQlgyLnerYvHTivX/\nXSE3e3gfndLOmNcfruEFbvetb7M7Imk7ziNd1FR7E159oMJ5n2ybsjWPRmnFKTfkmH1yQK3f5b11\nnxJMSYAxd0WKuSt+fYeMDsl2eJxw5cEFCHNXpJm74uiaWyaBjDjmzFqeorigQWl77HYDQouf1UR1\nQ3lP3Bx8B0HOTaydDkqrgwKfHS82KO1MiEN3BGAt7Fsf8cuvlrjw99qmLRG4++QUJ9+QZ9OTNZK6\npf04n5NvOLhktH2Rz5m/VWDL/9aJKi4Pacm7MygFu1Y3SOVV62hCacOul0KWvzfHksszrPtBhUqP\nywUxBpZcnpmSY4yFF6TpfSNqzQwKq5aORR65rqm9tnvWh7zyo4rLudCw77WI+qBh2XumrlKtb3NE\nvWRcPpYGP1AkbkMME7sutMMCmV0JNrGkOjyMcb1z0JA0QLW5/iqVPUmrv86Y1vBmxNZnXY5LcZ7H\nCe/JjbtUV2lF98kSYIiDSSAjjjl+RnHWRwq89XSd8t4EjKVvc0RcV1T3Gao9rnzwrNuLh8wVGGIS\nV1GThJCf401ZGW59wJBElqjikumUcn1qKnsSdr4YsngMQ/qsmZoOofPPTjPvrBQm5pBn7Z1LAjqX\nDN9qNkmzlPiAy6aUcgfvFrpPSnHmbYqdLzcwEcxaHjDvrKm5YXUtDTjj1gLr/7vMwJYYHSgqew0v\n3VPmzN8qTDhYDCuGRsmQLg7PQ3nr6Zo7nmmW4kY1w7bnGix+19RVqlm3CeN2LexQ+xCLae5U6rc9\nj35KuafEDFXiWYj3P29J2EwWHUMcEtUNW35RZ+NPXbt+11wuYscLIRf+Xhvtx03/cYQ4dkggI45J\nqbxu9WV57v8NoAPFrGU+Uc0QVg1+Wo/pbDequ2TQvo2ubb+fVZx2U35Ykutkyc1yc32sdccdQ0GJ\n8ty8oEPZ93rIGz+t0RhM0EWP7AcSuhaN/LHWWAa2xcQ1S67bG9bn4lCUUnjjuP9oT9F9UsDOl0KU\nct9To2SYe8b+adSdS4N3rGlbplMT16C4wCeV0+56vBWz5X/rLLtq/Dsk21+os/HRWquB4PJrfwmp\njQAAIABJREFUsiw41wWfLmF3/8d6gSKqG+K6JZiiXMmOxT5e2h3xKb2/VYCJoGOxR+cJ+1/++96M\n2LchxBrL4I7EDdZMaUxsMInrjaQ8OOE9ucMmxzdKhpfvKbN3fUhUc8+3n3E/0/UB9+/pXX/YPu2V\nLuLYIYGMOKZZa2mUTGt+Siqv8VKKqGKJ6/awiZRvPV2n94DGUPUBw/r7K1z4e/6YdnOOxIJz0ux4\nocGetSFx6G466XaNavbNGM3A1ph1P6iABZ2C2m7FKz+occGd6YO6CyeRZf2PK+xdH7peF77ipOuz\nzD9rast6T7w2h0lc12OAOaenOOn66WkAWOs1mNiSaXcBnNKuoqO8e/yzlPq3RLz+UA0/BbkuTVS1\nvP5QjVy3R8figPbFPrtfDgmybmhjvZnIPJVzrHLdHis+VODVn7ifjahmyHV7dJ+c4v9n7z2f67rO\ndM/fWjufgAyQIJhzkBgkUVa2ZMsty6kd2t3Xdrvtvt135t7+ON/uvzF1a2rq1q2Z6p5ud5KjnNu2\nnJSpyJxJgACRgYMTdl5rPqyDQ0AESZAiFWw8VSpBqnP23mefffZ69/s+YfPjQYszNnkq4cgzdVRq\nCh7VtM9f94BHeY1NbdTY0ffudJZVwJ97rmGk9NJ8VrSR6TqBAGnUU1mscT4A1vYr+MPASiGzgj9o\nCGHMpypDGbZ3JQ3Z77DMjfUGqAxlWJ5okQq9NkFjShFOq9teyFiu4L6/LXP4X2qMH0sQlkBaZvRy\nPVv6yZOm8Cn1WiilcAQkc5rZiymr7l78vuFDEeNHE4JO45OR1BWnfhzSvtZZdmfmVuAEkj1fKpJF\n80/oy/OzuBNwS8bMK080lmvI4Hmq35WUd+6SGWHOk7LdoqAe5cwN53Ssd9j6JwWiWcXcJUM09tsl\nu79QvO1k1SzRxHMKt2D4SJ2bbbZ8PGBuOMcrC1bv8666bs//OgStKTaN29yCcc/d/sniLRGua6PG\n6dZVkrSurhQzqUYKU9B82CIvVvDBxkohs4IPLbTSTJ/LSOvm6bZt7dKy5+2fKvD2v9RoTCsEhuS7\n83OFZSlG3JJEXbqicpkPiJu/wdcncuI5ExZ5OwoBy5Hs+8sysxcywmmFXTC8k+uRK8NZRVzJSesK\nywVZbq0dV2FuuOnY2dyeWzRqlPpEfkcLGTBF5XKKxzuN0iqLgfs8Lr0SmxOlzLhp/YO33pWSdpPy\n0zQQm/fLsZp3WK8k2f/1MtXLGTo3x/Buycx5qk0AYaoprbZoTCpO/KBOUlNIR7DhUY+kqhl+NTbp\nzNr4J+3/enmRQWFSW5ylZbmCrKrIYoXtm2si0wlnwheYzofwRJHN/kfotAeWPC6/w6I2mlPoliR1\nTVozHCmdg98t2fbU8n57K1jBcrFSyKzgQwmVaY5998qIBGGcaTd99GqDu9Iqm3v/po3ZCylaG2Ov\n5Son1j/oM3MupT6ZIy1TyPTf4xF0C879qsHFFyJQhsey+YnFZnLjxxOGX4nIEk33FocNjwbLMqUS\nQtCxwaYyFHH2lxEqh7a1Njs/WyDoWHzctbGMiWMJeWpItWkEVAXtA+ZzvhNeSSxy7FSZYYF+EAqM\n9wpCCLY9VaBtjU11LMfxBav2uled25tBzw6XwRciGtMKu8lL8Tsk3QtUNpYjbpuDcFJXHPm3GpUh\nU2SL5rVpOYKgU5JFmjM/M4GGxW6r1Xmqj+cMvRTRs8Nh5rxJlPY7JZXBDNtvjr2qiqDdaiUmK614\nvfZdRtLj2MIl1xlj6WkeLP/lksXMxsd8KoOpsReYd4S1TPG/6m6X1Xs/WNLdFXz4sVLIrOBDictv\nJYwfSwg6zIgkizSDv4/o2uwsuVh4JbnI+6A6mnHm5w0ak4pCt2TLJ8zC9k60r7PZ//Uyw6/FZKGm\nY4PFwEGfqdMpF5+PcIsS2zNGdud+FVJeY9O50WH8WMKx79QA0/24MBwRVhS7P19c1kjl0qGYc8+F\nOAUTCzBzNuXoM3Xu+WZ5UXdm/GiCUpjwuglj464V9B90lyzWBu7zGT+W0pg0slyVQe8u57bGAXwY\nIKQZs6y+Tdvz240K7uyvGoRTis5NFps/Ftwxhdv534TMXjRuyEIKqqMZUUXRvdVBSIFTEDRmFao5\nPgNTwEkbpk4nXHolbhWxsukb05gxHUu3ZDKy5sdelfwyo+lJirITKcx1UssnOR+9Smfp6kKmvNrm\nwDfaOPJMlbSh6Vgt8cqSPIapkxm1sex9t+5fwR8WVq6mFXwoUZ/IjLS0uajbviBpGCJnx/rrvzec\nzXn7WzWSmsIOBLODGW9/q8q9/7ltSSfZtgH7qsC4+pgJlrM90fy3JA1zamM5nRsdhl6OQNB6yrd9\nzcTRhOjxYFndoPEjCZYjcJvjB6tbMjeS0ZjKFy0CWaybbpvNxSJT1KdNgbcUCj0W+/+qzPCrEUlN\nU15jsfZ+f6XVfxtQ7LXY+xfvTQrw3KWsSWA335vlGTVSfTrHDQRSCgTm2kijnNStkeUZeeKTjLj4\nJat1bYYzRpHUvtYintO0r7cX8YVSHQG0ipj5vxPduObxFXstgk6LoFPht83/Bpry9DlFadVtPyXv\nC5TOCdUcjvBx5ftv1f/HipVCZgUfOjSmcmbOZ4SzCqU1hW675Uky7xx7PUyfTomrphNjeBuaxpRi\n8lTKugeWN16wPIFWUJvIiCvGm0NK0bLlz2O9iMgpLePrMR8qeUO842Poa7ytY73D8KsxaWiUWWnD\ndFpKq6/9OYo9FtufLi7vOFbwgYRbki2VVVJT1McVWkH9sqIuzKjJ8QVrH3K4eGSSXMWgBfSMYU33\nUfS7WtuSNsyczwg6jaJv7O2E+kTOgb8q4wSSstWLI3xCVcEXbShycp3SZV//iaHQbTFxIm2NMU3R\nLe6oUuu9xEw2wuv179LIZxBCstn7CDuDJ5DiD+PzfZiwcsZX8KFCOJ3zxj9UqY1mzZm/YuZcSmNa\n0b3duWFgm9I5aZ6BuBJcKIQxn1P58s3k+va4SAn1CSPlpRmJMHHceHF0bXHIYqOG0UrTmFEE3day\ns4NW3+2Sp5qkbrxGwmlFxzqbQs/i9/fudtj0eECeQGNaIW3BwMdyCj0rP+33AmNHEl79nxVe/D9n\nOfFsnTS8vt/P7cLGJt+qNp5RuZShMjMimjerm+ek1Jgg//zPcZ84jf+p4/hffoO8WKFRCwHDlQpn\nFKApdEv8NkmhW1IfzZk6Y6TygWzjQPHzWDjU1TThkEvh3/6M8f9rN2/+f3PUxpeWra970Ke82qIx\npWhM5SR1xfqHvD+IsVKiQg7VnqGeT+HLMjYep6PfczF+7f0+tD9KfPivqBX80UBrzaVDMVElp9hr\nUeiyCGcUcU0xcI/LtqevLWfVWnEq+j1no5dQHWWEeBIx14FfdEgbGmHdHBHTK0n8DmnCKKXAcs14\nZ244I5pVbPxoQFRRTBxPyDMFWmD7MPi8Caq8kWJlzT0eWawZeikmTzU9Oxx2fPrqzyeEYONjAf37\nPZKGQgY5s81FagXLQ3U0Y/hQTNrQtK+zWHvQX5YF/9TJjJPfj4xLrg0jr8VEFcXer5TueMhg+zqb\n/X9V5sLvQoZfiSm0iSbRGLQyx+O3SerDAp6YwN24oMB68lX0T5+mMWXGo/Mhmq3CXgoTTZBcectq\ndztP2P+NiZEpzvwogNQGXzB9PuPwv1S556/bFimhwPxGDnyjzPixlCxSFHsturf9YTj6zuVjNNQs\nRdlluEfCJs0jxtIzbPIPvt+H90eHlUJmBR8KTJ9NOfXjBrNDqTGyKxgL+GKvhbCMM+z1FEHn49c4\nEf4aR/g4q0OiT/yO+m8egMpqbF+w69OFmya8Wq4g6LRaN3CVaRBG+WG7gj1fKjJ5yuH1/7dKXFWE\nUwmjbyWMvh2z/28C6u5lFDkdVj+uXGwOJ6Rgw8MB6x/y0YobLoxem8RrkySJgtpNfYxlI0s0538V\nMnkqQTqCgfs8Bu7zPtQOrdXRjDf/wZBSpQ0Tx6B6OWfDZ2OORD9jNhvBkyV2BU+w2t2x6L2X3zQr\n/TyfxPa1UbhN5JRXX30tTZ1JGXnNFKZdW2zW3u+/q4KnbY3N9k8WmTmTIW0QQpuAVKWRtiRPNV6P\nTR2N0hlS2OQ6gw1TbPtGiDe6yhjg5XDqR3WySGN5xoVYSEH5HeNJX5bIz1noKGzlhNmBpjFtuqKr\n912tRnICycC9d0alpLWmpqZIdUhBduLL0h3Zz1KQwsIEPmhEcw6sUVhiZUl9P7By1lfwgUdtLOPI\nMzVUpnGLkrSRMzec0bHBQWXmplvsu/7IZiQ5imwUEa/tI5suIiOLvDCL19HNuv1t9C1Iu61PmO1L\n2xRI1zK+W73X5cx/hGiR0BCzZFWBt6lKXOwnYDVCCE7/JCSp6qZFu+EJTJ1L+d1LLxMeeBmAgmzn\nvtKX6bTXXLUPIZaXbfNuoXKzCKfN2IJ3Kri01px8ts7Y4QSnINB1zemfNBDCKKHeC1SGMqbOmOKh\na8vS6rRrQWvNbD5CrGoUrE7arD4Ahl6KzGfutdC5RmWasSMxI3f9mEbPOVxRoJZPcaj+bR4QX6XH\n2YjWmrRuFnwWkKSFbFK1lpi0TJxMOPpM3RQZlmD6bEo0q67iKmmtGXs7YWYww/YEq/e6SxZF8/Db\nJWsf9Lj4uwjLgaQBUhrei5CCnY+t4ryzk8vRKTi0C45uwtNtpHevYf3H3JYsO67mDD4fEddMgb7t\n6eAqgjs0x68Lai8hzDKubt0U+ZagtOJI46dciF9Hk+OKAvuLn6P/HcXmnUK7tZpuez1T2UUcUSAn\nQwjBenf/e7L/FSzGSiGzgg88Zs5n5LGm0G2htVlswmlFbTzHLQi6dzhMnTGL8DsDC+ehQgf13UdI\nJ7rRsQXVAJyURo/gzM9CVAYbHg6YPJlw7Lt1Q8rVEPRY7PtKaUluy7oHfJI04fiLo6g0R2yfIHzi\nVV6qWzxifZNAdVNvZtTIZtfCdgRJkhHOxhRlJyBoqGneqH+Px9v+6/tCFMwTzZFnakyfSVvcoS1P\n+qx74IoKI57TTJxI8NtlS84bzSmGD8XvSSEzeTLh6Lfr5KnhMQ2+ELP7C0X6dt/YMl9rxeHGT7nQ\n5C8IIdjpP8G24GGSulH2zF3KWrlAWDnZXESxrxshBC4FavkkI8kx2pL1HPteyOQpGxVl5InJn7I9\nQTirKHQvnV01+HwEaArN6yiLNSOvJ2x4OFhEfj33XMjF30emOFBw+Y2YfV8tX7dbuPmJgGK3xcxF\n0w0SUhB0SPoPeHRudOjWf8ZbL19g7CUPJxA4MuDSSzEqg52fMXYAmx8v0L/XI64p/Hbrmi7HHRsd\n5PORUfz5gqSusTzxnsv3B5M3OB+/ii/bsHCIdJU36t+jzfrfKFqdd3z/lnC4r/RljjZ+zlQ2REF0\nsD14hFXutju+7/cKpvi/TKpDSrKHgtX+fh/SNbFSyKzgg493PAGWVllobfxPqsM5kydSpk6mCGky\nfRYurCrT1CdzgjcPMjOu0J0VGOoDJwVtYUsbyxEMvRix5l6PEz9soDWtoqkxmXP6PxpLymqFFPgP\nDKHu+g4FupvurkVqapLh5BjbvUdxAkFUaSYKS4FSGlBY3RGiWbT4sp16Pk2sqwTivb9ZXHo1YvJU\nSqGZJ5WGirO/jOjc5LSImbrpT7OwzpLNXJ47Da01p39ueD9BlyScymlMKd74+zk+8nftdGy4fmdm\nODnG+fiQIWUKl1SFHA9/RZe9jrY1PQwfMp4qtitQqSbPBJxaB1vPLNiKQKE49eMG06dyrMBwUGqX\nNbWxHL9dUuyx2P3FpW39o1lDds1jje1J3LI5p1msmR+8RBXF0IsxXlG2ttGYzrnwu5B9X722rFuI\npifOEqMdc+SSxtvdFIu61V20LM3Y4YStnyhge6J5bm9MRu/a5LDjM0XO/LxBXFU4RcnOzxZbo6b3\nClPpRQQSW5hCNhBt1PNp5vKxd1XIZDphOhtC6ZwOe811x1W+LLHBu4dOey2O8Oi1Ny97P0rn5KTY\nfDBHs7nOeLP+LMPJEUBjCZf9xc8y4O55vw9tSawUMiv4wKNrs4PlC8LZHCeQpKEynikJpJFuyaiT\nuuLsL0J6d7m4RUlUURx5psbccEZa70JGKaotBmX8N2TuGP6JLchjTTSjSBuq5cEyb6lfv06YYE6K\nEEYlMv8egSDXCUIKtnwi4OgzdTOGoGlAtmUCveccYBanXCdIYWOL92ZE807Ux3Is6woPx5xjUyzM\n+334HZJyv83ccEbQIVEK0lDTf8/Si2dcU1SHjTqsfZ2NE9x6p0nnmPgFD6ojpiAQApIE3vpWjf1/\nubhjoXTO6eh5BuM30CgkDhrVWvQcGZDkIdV8nP59A5z4Yd2o1jJD+i50QXhpDaE6hCfLZDpGAD1i\nM+fOprglQS7BdiVt/SbF+r7/0kahy1qSJNxoFl7RrEbazUJ2RtCx3sZf4PeThkYBZ3kL4gIcQTz3\n7pVQWpkQ0nkIibkcleYqrf8N0L/fo2+3S9JQeCW5LGL07YYjAhRXfpdK52h06zu+FYSqwsu1f2U6\nHSTVERKL7cFHubvwVJMTsxinw+c5Hj6H4coo2u1+Dhb+jKl8kFSHlK1eeu0tiwqVK6KDF5v8uDUc\nKH6OotV11fbfT1yIDnEpeZtAtmMJh0hVebP+LB1W/wfuWGGlkFnBhwDFXou7/7zEqR83iOcUQafF\n9qcLnPpxA9u7orZwAkFjRpHUTKDj4R9MMTOYE3QLbNchGbLxxgeQBUFcVWgBWaSIq4r2dTZeu0lB\nTiON2/SjyWJ9XU+WDmsNUthEqoonSqQ6QiDotNcCsPagjxNILr0Sk0Wa7q0O/mMOb0YZtXwKgUSj\n2Bk8jiPeH+t2r02S51diC4zKikXJ4EIK9nyxyNHv1KmOGmv71fs8Nn00IA2NRNxrMx2duZGMI/9W\nay3AQbfF3r8oXSUdX4ix5DQXkzfIdcoqZxsbvftaYzZpC4Iui8pQSlIzgYaGAG0M1oYPRbSvu/Lk\nfDp6nhPhc9jCRyCo5YZUXZI9zRwkhUbhSB87EBS6rJbrreWaotZx+kitdsJ8DkvY7An+hDXuTs7L\nyiJPH0OsFRS6rWsSd4dejpC2wGsTZKFGNf2E3hlZ4bdL3JIkntP47QKtTMdmKcfpm4EQgp4dLiOv\nxQjLFDRRxdgV3EooJDSJ7u5724VZiA3eAS4lh6nlU1jCIdMJvfZGuux1t7zNI42fM50OEqkaGnON\nHGn8lFynHCh+blFBUs0nOBH9Glf4ODJAa8VMdolfzP0PTMqZeaDZ7j/CzsITrfddaIkOAhzhMpVd\n5NX6Mzxa/mss8cFRdM3kwwis1jH5skw9n6KaT6wUMitYwa2ic6PDR/6uHZXp1hNgoUdSn8xxi2YB\nThsa2xN4Zcmp6guMnGsHWxEmCYWgjaC7i2hG4XeaVOk8g3BWY9mCxmTO8KsJmx73OfMfIWkjBw12\nQbD5icI1j6vdXsWB4ud4u/5j6srcVHcGH2O1Y0iHQghW3+2xelEK9W5c2+VS/DaKnFXONta5+wCI\nKjmVoQwhTd7S7U7YXgoDB33GjyXUJ3NiqqQqRuy4xLmuOnfrp1oFVtBlce9/LhNVTCihE8C5X4UM\nvxqjlOF/7PpCgePfN2OHoMsce2My5+SP6xz4qzYTpqhZ5CQ8khzntfq3m4WUZDw9Q6gq7Cl8ovWa\nHZ8ucOh/zZGnNN9v/okrimj2SsdCa82F+BCOCPDkFSLtbD5CVU1g46DI6LTW0m71Y9mavt0uo28Z\nJVYea9JIs/nBdta3/R2xruMIv/Wkv+Yejwu/D9EWiESRJ4L1D11ffRTPmTDPYq/xFkJrkrrGKy1+\njxNIdn62wLHv1mlMm+uvbcBm08fevWPs1k8UyFPNZNOgrnubw87PLS8u44OIdns1D5a/xpnoBSJV\npdMeYLv/2LsqBmayS2Q6aXV2NJpcpwwmb7AteIiy1dt6bagqaJ3jWOa7EUKS6YRMVel1NiOEJNUx\np+Pn6Xd30W6bMIyR5DhS2HhNlWJRdlHJLjOXTyxJ9r8dyHXKdHYJRU67tQpf3th92hUF9Ds6XgAW\nLmfCF7mcHkcgWe/tZ527732/jlYKmRXcEHmqkRa3ZGOvtSZPwLpBx7c6mjE3lCEdQfdWpxVY904s\nbGNv+XiB6miVxpQZNQgp2PGZAnPOJY6/dBEmHwMtwcppdFUoFiNKXoG7vlxk6OWYqVOGvGp7kjzR\nXPx9yP3/1cQUVAbNsfTudG5o4DXg3kWPvYlQzeHJIoFsu+F5WeVsZZWzddH/mx1MOfJvNdKGSQsO\nOiz2fqV0x/kHfrvkwDfaOPTy61Qrl7H7Iqw9gwymVWgo7il+vvVaIUUrYmHolYjBFyLcksC1TVF5\n+F9N+rJXlq2bm1sSVC/nnHlhisEXQ1Qq6N7ss+dTnbglyenw94BocRtSHXE+fpWt/kOtYqRtwGbd\nRzyOP9tASLCa61UWwzsVr1qrliQWDDGzJLvZ4N1DrGo08lkq+TjPVf5vylYP+z75BSyvyPjRBK1h\n4D6P9Q97SCEJxOLvctMTZqRx6Y0MxxWse9Bn4yPXLzTK/RaTJ1O00jjzBFlHECxBCu7Z7nLwv1hU\nR3NDIl47x4Q8hp049Dibbnp0Us0nOdr4OdV8guDj7ex+8hO0y36corjh4pPrlJPhb7iUHAYE69x9\nbA8efU8lxlprLkSvcTZ+kVRFeLJIt72RktXNOm8fB0tfvm37ckWRXKeL5NTzf8/HNMzDE+Vm8RJj\nCw+tNZlOsITT4r45wiNRdUJVoX1hqteClp75Syy6Xm8nIlXj1dq/MZ1dQgCeLHFv8Yv0OBuv+76N\n/r0MJ0ep5ZNN2X7Kamc74+kZzsQvYAkXjWK6PkimUza/z945K4XMCq6JqKI48WydylCGtGDtR3w2\nPrr8XJ7x4wlnftYgDTV+u2TLJ11YYnoydiTmxA8aqMws4IUui71fLbUUHu9EZSTl9HOzNCZz/LLD\nwHafQqdF24BN+zqbYydn4bf7oRwZdZKSMNFJ3J6z7Wmfnu0uF38f4RRki7theRDXIKlrera79Gy/\nuQXDk8VFHYAbQSvN9LmMeE7ht0s6Nlqc+H6DJMrJ2yvkOiOZKXLiR3DvN2+OAFy/LEjOJbi+omeH\nuyxLeK8Nqgd/hYdoetr4CA2Xk+PkhU8v+aQ7dSrFsgWOb7Zf6JI0pnKEZTob82OTPIY0Tzj2s1m0\nm4CVUz9cJGmkHPz6KhLdwOLK9i0cEt0g0zEeV86p32Hhd0iyUJtUZWFs+Bcq1YQQ9Ls7OR8fQmoL\nEESqQp+zjb2FT3Ehfo230x/hiiKWsKnko7ye/Dt7d3+TiRNmVDXyekyWaHZ+pniVN5G0BBse8yjs\nmqO3txPXXSDbz2c4Ff6WmpqiJLvZEXyUgtXBugcCKoM5M+eNKkxagm2fDK55fc+Tbi8nJ3ip/j1y\nbdpQ7XY/Hyl9Zdl+KZGq8XLtW9Tz2WbEwBCHxLd4uPhNXNF7zfdVslHqaoah+C0upydxhSnUTkW/\nRZGzp/DksvZ/OzCSHeFw/GMEFqGaJc7qjKanCGQ7w8kRHih/7baNZHcGH2UiPUekq2itAIEnC3ii\nRFEuHqe0WX1s9j7C2ehFIqqAcUBWOr8SyaBjBAJ/wYPNOm8vU9kFIlXDEjaRqtFtr1vU7bmdONb4\nBdPZIEXZDQhCVeGN+vd5ov2/Xfd9bVYfD5W/zrnoJSJdo9MaYKN/H7+s/A9cUWzlSkWqytnohZVC\nZgW3B2mouPRyRH1CEXRK1j7g412jq7EcqFxz9Ds1KoMZXlmics35X4fYHotkudfC7GDKse/UEdJY\npTemco59O2TdZ4AFv9k0NEoQIRcohaZyzv0y5K4vX33DHnyxwVv/PouKBEgNwRyVkZiDX+9tET7T\n0QKoFKuvivYzVM1DxxblnRHrHzKE2mKf6brM33TShkkJ9tvv/NxfK82JZxuMvhW3eJa9u1walYS6\nf5m8ybPBazB2uUGuilhyeT/Vy28kXPixhSVjBAmDL0bs+1p5SUnwomO6hc8hbZoqrOY2NCAEaw96\nhhPUdI6VliDyJtGAVTQt6typMH4BGlM9dBc2MJS8iaMDRPNmW7S6Fi0AAB0bbbySxAlMkZTFplP4\nzliK3YVPkOmEy+kJ0Jo+ZysHin+KEILL6QkkdutGXJTd1GpVjn67CqFLscdCZTD2VkKh22LTY8sb\n60Sqxou1f6KeT2EJl6lskOn8Eg+Xv4Hvldj7lRIzF7KWw+2NunyJavBm/Vk0mqLVhdaK2WyYE+Fz\n7C9+dlnHNJ6epZ5fcZ/1KFLNJxhNTtAWLL1wng6f50T0HEopqmoCTxYpW2YRFEowGL/OruBj75lN\nwFD6JkJIJJKUGBsfrTN8UWI6G+RS/PZtc9Jd7e7gkbZvmugBNYMtPAqyg3uKf3rVQ4oQgt3Bk3TZ\na6nk4zjCo8feyOv17zGXj0Gzx7LFf5B260o3Zp27j0wnnI5+T65T+p3t7C1++o51uWaySziisEAh\n2UaoZghVBY/rPyC126s4UPrT1n/Hqo4mx1ogSpDYZDpu3UffL6wUMn8AyBLN2/9sig5pG+7H5KmU\nA98o3zLHojGlmBsyQXJm/i9QmWLsSLqsQmb6bIrKNMUmwdPqNE/rjcsCtlx5XTynjPKoc4FSyBfU\nl8hvqQxlHPvJLCrW4GcmBC92adQanD80y4EN5ubcEazGEmNkuopoy6BcQc50sm5Hb6ubtOmxgLnh\njNpobtQcArY9HVzTP2MpVIYyhg9FZJGmY0PTqXUZCo6RN2IuvWJGMl5JonIYPxoTq4hcgG2bp3yd\n+KTtM0xm55flTxHXFOd/lSAdKLSb0U5jSnHuuZC7/uz6T/FSSAbcuzgXv4JQ5oREusp6d981eQf9\nBzymzqSGM2ND0tB0brLZ/LGAjg0Ok6dSpITuXZIXfjaHiK/cOIWwjARVpewpfIKGmmWLqHADAAAg\nAElEQVQquwhAQXZyT/ELV93cy6ttdn+xyKkfNUhDhVuS7Hi6cBUZ1hEe9xS/QKpDFApPXOGCWFjo\nRWWbhukyaU1QbqrfLMeQWWcvpLDMQuZycpx6PkVRdjcJxZpaPsloepKN3r1I24xMl4u6miXRjeaT\ntOFg2MJnNru85Ou11qQ6whJ26/tSZGZosWCBMYq6bMltTGdDHA+fwxU+tuVRV1PEqkao5ghkOwKJ\nIuNmyl6tNRfj1xhKDgOaAfeuRUTuG0GhzH51jtDGjynT5nygBZG+vTbW/e5OPt3535nJhsl0TJvd\nRyCXXvBN928X/exq/b+Hy3/FcHKUVEeUrT5WO9sXn38h2OzfzybvoFHU3WG3S08WqWezrc5mjlFI\nOuLmeVeuKNBu9TOdDVGUXWg0sa4x4N61wpFZwbvH1MmEyqXMyJClaIYp5owdSVj3kVuT9L6b6zKc\nzZk4kRDPKYQFQbsFYunbn1uSLaWQ5ZjCxvhTiKuq/OpoRp5nYEnTyRAacgFKEoaN1utW7yxw6cVO\n5qYdskxBzcN2bbJZB5UbZ1WvTbL3KyWO/HudmfNmRDJ9OqNvp7omP2chZgdT3v5WzXQFbFM41icU\nOz9XuO6PunIp48SzDaJZRVIThJ6ibcA2T8xbKiTnHNS0+VkKR8Ejb5Po+5d13uM541NiNWsWIQS2\nZ4jM131fTXH5jRin+gh9bZ1M7/gdwlasd/dzd+GT13xf7w6X3Z8vcfH5kCzU9G9z2PSkyxTnSDfH\nDGzro83qRWuNvX2C9Ldd6NABW6HnXGT/HKVuj3BCsWHoz1klZilvTulq62t1TJbaZ/dWk4/lBOKa\nhaMQAldcTdJe6+1jLD1DqOawsIl1nY5gN0rY6PwK30blGttfflGbkcCComFehp/puPWaifQ8Q/Fb\n5KQtgve1rhVPFMzTLjEO5jec6WRJ/lU9n+HN+g+aShPJJu8gO4Mn6LLXYQnbcLdEsamok3Q7S6dW\nV/MJQOM0z70nSzTULIkKcURApKusc/fe1OJ7NnqJY+F/IJsndroxRKJDdgYfXdb7V1nbqaQjiGYB\nmuoYVwSIZt5xQXYs+1iWCymsa56jG8GVhWV1iMz1cee7v9uDx3il9q/U8snmOczZ5j+CL0skJDfe\nwAIIIThQ/DyH6s9QyS4jEPQ6m697j3ivsFLI/AEgDXWL7ArNVGcBWaipDGVUhlLT1o41Xlmy9qB3\nQxOxoEvSvt5m9sKV0ZJKNav3Xp87Es7mvPn3VarjOVmsqV3OSZrGWW5RUFizuJxxi5LNHw849aM6\n4bRCNU3XauOKc78M2fLklcXIdo3/i5YKkVpg56AAJSgvCMXz2iQH/rKdt/5ZMn06RbqCoF0y9KLx\nkNn2SbPNoZfiVtdJCMHEyRSt6+z9SumGTxiDL0bk6ZWOU55qRt+OWf+Qf01yrso1x7/XdA2WIGxN\nFkF9LMPyJN27BNW7fos1uAlpCdTmC9A/Rsnque6xLPzclivIIsAzY5801HRsuvaCHNcUb/5Dlfp4\nbiz21Q7Wj+xh95cCbOvGHYRVd7msasY7pDrm1dq/Mlk9DwiksNgbfIr1/n72P7KNQ9Fx1Jtb0KlE\nrJ3g7i/0MH0m49j36oYfpX2CjgLlr7q41/nI0hJ45VurtNc4u8iLn+N09DvivEGPvYld6x9ieLvL\n5IkU2xPkTWXc2oPL5150WP0IBIkKcWVAokJA0G71AzCanORQ/RlynSOQjCTHaOQVdhaWXtALVgdb\n/Qc5Ff2O2KQl4YkC24PHFr0u1xmv1b/NTHYJX7Y3PXR+jyN8tgUPc0/xC7xZf5ZaPokjPPYWnqbP\n2bLkPi0MgVNphRSSsuwjVg0UGalusMbZzd2Fp5d1PkI1x0h8jMONnyCF3epqJKrBuegltvuPLKsg\n2uTeT27FXIgO4QiPjBRHBkRqjn5nJ2vdu5d1PH+s6HO28GDpawwmb5LplF57Mxu8W49RKFldPFr+\n66Z1hKBk9dzxrtJysFLIfMBhTLq47sI6v3Bmkcb2hVkohXETff3vQ6JZRRbqppcFTJ5K2PfV8jXt\n/MEsFnu+WOLkj+rMXjQjq80fCxi4z9zc50YyqpdzLBu6tl7JI7r8ekxjRtHWb5G0SerjOUldU+qT\n7PySR+Rcncy87n6fyeMJY2GKWwLLMSqi878JWXW32+ITdO9w6BjwmLhQhbqEyAE7x7t3hB0P3Ldo\nm4VuCzSU++1WqGMaKUbeiNn4uI/jS8aPmtygebJq0C6ZOZ+SNvQiD5WlkNb1om6AtI23SRYt3XbX\nWjM3klGfzCj2SrSCtKHQCuKqZmCHze59O0iTEwxu+B2hmkOTU9Td1PMZOu2B6x4PmLThjU+4nPpJ\nSm00J66aAnfqNLz1rTls3/iUrL3Pazm4jrwWURvPKfaYYk5lmqkTGXMXoGvp9e6aOBu+wHh6jqLs\nRAqLWNU5HP6Ebmc9a/xdPPxUkcuPnkVngv7yZjpYx0v/UAEMwVtrEz1x9ucN9l7HyfbdQAjBem8f\nRdnB6/XvMpVd5IXa37P+qftY3/MIsxdznMCokTo3LX8U1OtsZnfwcU5Ev6aW17GEw57gSXqdTQCc\nDH+D1lCyzKgoUSFn4xfY7N9/ze7TzuAJylYv09kQlnBZ595Nm71q0WvqaprZbISC7DILioBcpYwk\nx9gWPIwtPDOGEaDQ1NWMUXUtGO3kOuVY45dcjN8gVHM01CwF2YFG0+ts5v7Sl/FlGVdcv9s4j1o+\nxYvVf6SeT1NX0wgEEknB6jQp0ToiJ0MuoyMhhcVdhT9hh/8YqY6p5uM01Cy+LLPK2faBWEQ/6Oh2\nNtDtbLht27OE05KTf1CwUsh8QNGYyjn8LzUqwxmWLdj4UZ/NHwuWvJF0bLTZ+FjAxd9FJA3TmejZ\n7jDyZgJo8kQjbGPulk+CkDmH/7XKw/9H53UTo834pYzKTR7N/L5H34458WwDrYxtfbHHYu/XSgQd\nFnG1KdUWAq8kcIuCxnTO1qcCymsE0cQ1diaMe6xKNbVRM8NXGRz/QZ27v1zi4vMR1ZGMQjFgYJ9i\nqjqOckO67g/Zt+M+XOvqp+c8ueK4C6Y4y5RCNSkC8+6m89D6+gXjQrSvs6kMZq1zE1c0bklS6L66\n+5HFmpM/rDN+LCGcUiQ1TXmNTdYQxFVN0Cm5+ytlbFewUz7O5eQ4WpZafg9vNL6HL0s3lEwCrLnX\npR7PMfILC7dkzN5q4zmDz8em82QLxo8mHPhGmUKXRVLVyAXfrbRNNy+pL3aT1Voxm18m0SEl2b2k\nDfxsPoqF3VpcPFmknk9RV9MUrS66nfV0t19p2TemctJQ4QRN91phZPq1iTubQBipGofq3yZRDYqy\nk5yU8+ol9j7SyX1PLm+MtxS2Bg/R7+4iUlV8WV50jmLdwFognbaFS6QiUh3hsnQhI4RgrXc3a71r\ndx0Wy3Y1kaoRNcdmc/k4r9W+TapjiqKLuprmSONn1PNp7i19scWlORn+lnPxy3iiSLvVz1w+hkCy\n1XuQzcH9y7ITWIgT4XM01Cwlq5dEh4S6ynQ+TKIjLGHRa2+5aaWRI30c/A903s8K3j+sFDIfQKSR\n4tD/mqMymLVULce+WweMd8o7IYRg00cDenY4RLOK6uWci78LqU/kzTwc0y2AZjqvgspQzrlfhWx7\n6tpmb/NYaPaV1BWnftJA2uCVzFN0fTLn/HMhu79QotxvcfkNWsZ1WaiRlmy6ul7bar3YZ7w24qrC\nsg0/RtowezHl1f85Rxoas7s0zMgim3L/etq6bDavCvCtpZ/KujbbjL6VYLlmlBNVjIOvWzTKmHzX\nCWaf78VWULDbyOsWq+52cQo3LmY2PhpQn8hN0CLgFAS7P1/EKVxdyJz9VYOxw8azRmWaxqRibijF\n75C4ZcHGx33C6ZxCt8WMGjZ251Z/q7io5pOMp2eWVcjMw3KM22waavK4WYhaUOyR1Cdyzr48Sf+T\nIU5vO1ot+L4i08VZqHLKdcYb9e8zkhw12xYu+wqfvmqB9WUZxRUlmJENC5wluCoATlGgcpgdNE7B\nTUNU+u66s0/Z1XycSNVaah4bD4uQifQcm/1bL2QAilbnkkVep72WkeQorvaZl8EWrI5lmZNdd3+y\nmx5nE+PpWTIdE6oqoNFa8WL1n4h1nUB0MJNfItMxCsXZ6GU0moOlLyOFxXByxDjNNjtDnWKAWNXZ\nEnzkmsentSYnxcK5qviv5dPYwiPTEbGuM/+7r6lJirKTvYVPvavPvIIVvBMrhcwHEHOXMuYuZQjb\npCVrrUlDOPFsHZXDmgPekjyM8mobIXMje7bNYobWrSIGaBVGWsHlN2O2/snSXZ5rIaoYO/r5zoPW\nZpxy6dUIlcPaj3j07XGZOJ6YJGUp2PJkQHm1TZJcm1y28ZGAsbcTolmFEmY0VuyzSOqa+kROx3ob\npaA+ockiTW0sI5pTzA1n3PvXbUt6pWx7qkAaaqbPpmbMtMZm9+eLJLrBC9V/pHZgCpHuJTm8kSyL\n2Xign+1PLa99bvuCu/+iRHUkJ080xT6rNcJ6J6ZOpTgFgeUKin020s6JKoquLQ5JVXP25yGakGKP\nRffnbHjHui/QLXLjtaC1ZvZCxtx4SjgmUE3TrdZ3L678E1tznJs+zbnqS9ibC3Rt+3Ois6Vm8jVs\nfCygbeDKreFCdIjh5DCB7Gx5X7zV+CEd9prWqARgi/8AY+kpamoS2SQWrvMO0NHkibwTQpp+glaA\nbHbENNftEt4OyOZtzxieWc2/83eV03Mj3FX4ExpqltlsBIGRwS6lzFoutNYMJ0c5G71ErGoIbRGp\nKrZwKMouAtFOJR817qyapnGbS6YTXFlgLD3FeHqW1e52BGKRkuvK30t/D5eTExxp/IxENwhkB/uL\nn1kUDVC2eqjkl6nmk808pCZ3D4tENYh0lTLL432tYAXLwUoh8wFEnmi0Bsu64oyrc2MsNvhCxNjh\nhP1fL1Pqu7qYqY9lqEy3OCJLyZhlS5lB6yl4ufCaKqN5Ps7ccEZS1diBGVnMnEvZ95clBg56pA1T\n8NzIMwOMemnHpwu8+U81nMCENdq+IKkagzUhBclcTp4azpDliKYBm2LyZMLAwavVWU5Bsvc/lQhn\nDBcl6DQBdxfjk9TySYpON+KRYdRDl2ioKYrFp3Fu4olcWmJRWOH1XpepeQ9PQ3CWUuAEkukziRn5\nSKhP5KgfrsL7cht1NYMnC2Q6xhLudeXXWmvO/iJk6KXIFL2xhBzqUzm2a+TdQprvrp7MkmQx7qoQ\nV3YRixrTT/0L+6f+FisqEnRbtK9d/JmMGsZuLbq+LFHPp6nmE4sKmbLVw8Plb3AxfoNE1+m0Bljv\nHbhmYRhXFEJC+1qLLKFJWIek9u5DEq+HDnsNPc5GJtPz2MIn1ylS2Gzw7rlj+wxkGw+X/4qZbBhN\nTpu1etnGdkthJD3GG/XvgZBYWCTUsXDptTe1+C+2Mu7EoaqgUGQ6RQhJQXaQ6pBEG6XfOm8/J8Ln\nqOcxGuNQu87diyeuNniczoZ4rf4dABzhU8sneaX6rzza9jetTtTO4Alm8uGmn4opwi3cpgorop5P\ntbhDK1jB7cB742q0gptCx0bbkHZjU2zkZnqBHQiKPZKkphh6KVryvZYrmuMjTdBhUR6wkA4gQTpg\n+1d4I6vucm46dsBrk2x63CcNNdXLpoixXGhbY1PssUgbmtG3Ejo3OvTtdpdVxMyjZ6fL6r2uIcLW\nzQim1G/htUniqkLlzZweBHZgyKlCXDk/S0FIM2Ip9l5JJp533GzxQqRojkJuTo4IxiRqLhtrqlSW\nxsD9HnmiiedMoGU8p+jb41K5lOEUjIRYSEHQIYkmBfv1X9Bp95PrlEC2cV/xS9cNw5u9mDH0UoRb\nlASdErfdFKt+WSJtaF9rE3SYMVNU0Ygtw7gHRhBC4MsyuYyQmyZYvc+7qogB8EQR3RwZwXzuisZZ\nIq27ZHWzp/AkB4p/ykb/vuuSMZ2CQDrm8xe7LUP4VSzLifjdwBI2B4t/xkbvXgqyjW57HfeX/vym\nRne3Alu49Dqb6HO2vqsiBkyXDAQF2Y4nSwSig4yERJvrUGkFQrMteNSQY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EsAACAASURB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\nZjhLa9syOYr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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f33d9b67470>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"{<ggplot: (8741233557277)>}" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"melt_kills_df = pd.melt(\n", | |
" kills_df,\n", | |
" id_vars=['players'],\n", | |
" value_vars=['npc_kills', 'pod_kills', 'ship_jumps', 'ship_kills']\n", | |
")\n", | |
"melt_kills_df['log_value'] = np.log(melt_kills_df['value'])\n", | |
"melt_kills_df = melt_kills_df[melt_kills_df['players'] > 10000]\n", | |
"#display(melt_kills_df)\n", | |
"\n", | |
"plot = {\n", | |
" ggplot(melt_kills_df) +\n", | |
" aes(x='players', y='log_value', color='variable') +\n", | |
" geom_point(alpha=0.7) +\n", | |
" labs(\n", | |
" title='Player metrics vs server population (by hour)', \n", | |
" y='Log(value)',\n", | |
" color=''\n", | |
" ) +\n", | |
" theme_538() +\n", | |
" theme(\n", | |
" legend_position=(0.5, 0.90),\n", | |
" legend_direction='horizontal'\n", | |
" )\n", | |
"}\n", | |
"\n", | |
"display(plot)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 40, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/home/lockefox/.virtualenvs/navitron_cron_venv/lib/python3.6/site-packages/IPython/kernel/__main__.py:2: SettingWithCopyWarning: \n", | |
"A value is trying to be set on a copy of a slice from a DataFrame.\n", | |
"Try using .loc[row_indexer,col_indexer] = value instead\n", | |
"\n", | |
"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", | |
" from ipykernel import kernelapp as app\n", | |
"/home/lockefox/.virtualenvs/navitron_cron_venv/lib/python3.6/site-packages/pandas/core/indexing.py:517: SettingWithCopyWarning: \n", | |
"A value is trying to be set on a copy of a slice from a DataFrame.\n", | |
"Try using .loc[row_indexer,col_indexer] = value instead\n", | |
"\n", | |
"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", | |
" self.obj[item] = s\n", | |
"/home/lockefox/.virtualenvs/navitron_cron_venv/lib/python3.6/site-packages/pandas/core/groupby.py:4036: FutureWarning: using a dict with renaming is deprecated and will be removed in a future version\n", | |
" return super(DataFrameGroupBy, self).aggregate(arg, *args, **kwargs)\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style>\n", | |
" .dataframe thead tr:only-child th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: left;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th>npc_kills</th>\n", | |
" <th>pod_kills</th>\n", | |
" <th>ship_jumps</th>\n", | |
" <th>ship_kills</th>\n", | |
" <th>players</th>\n", | |
" <th>security_group</th>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>hour</th>\n", | |
" <th>date</th>\n", | |
" <th>security_group</th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" <th></th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th rowspan=\"5\" valign=\"top\">0</th>\n", | |
" <th rowspan=\"3\" valign=\"top\">2017-10-24</th>\n", | |
" <th>-1.0</th>\n", | |
" <td>206622</td>\n", | |
" <td>396</td>\n", | |
" <td>32321</td>\n", | |
" <td>470</td>\n", | |
" <td>20902.0</td>\n", | |
" <td>Null Sec</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>0.0</th>\n", | |
" <td>8310</td>\n", | |
" <td>134</td>\n", | |
" <td>13191</td>\n", | |
" <td>375</td>\n", | |
" <td>20902.0</td>\n", | |
" <td>Low Sec</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1.0</th>\n", | |
" <td>141585</td>\n", | |
" <td>134</td>\n", | |
" <td>106546</td>\n", | |
" <td>416</td>\n", | |
" <td>20902.0</td>\n", | |
" <td>High Sec</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th rowspan=\"2\" valign=\"top\">2017-10-25</th>\n", | |
" <th>-1.0</th>\n", | |
" <td>170464</td>\n", | |
" <td>997</td>\n", | |
" <td>32337</td>\n", | |
" <td>1113</td>\n", | |
" <td>21841.0</td>\n", | |
" <td>Null Sec</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>0.0</th>\n", | |
" <td>7261</td>\n", | |
" <td>130</td>\n", | |
" <td>11891</td>\n", | |
" <td>313</td>\n", | |
" <td>21841.0</td>\n", | |
" <td>Low Sec</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" npc_kills pod_kills ship_jumps ship_kills \\\n", | |
"hour date security_group \n", | |
"0 2017-10-24 -1.0 206622 396 32321 470 \n", | |
" 0.0 8310 134 13191 375 \n", | |
" 1.0 141585 134 106546 416 \n", | |
" 2017-10-25 -1.0 170464 997 32337 1113 \n", | |
" 0.0 7261 130 11891 313 \n", | |
"\n", | |
" players security_group \n", | |
"hour date security_group \n", | |
"0 2017-10-24 -1.0 20902.0 Null Sec \n", | |
" 0.0 20902.0 Low Sec \n", | |
" 1.0 20902.0 High Sec \n", | |
" 2017-10-25 -1.0 21841.0 Null Sec \n", | |
" 0.0 21841.0 Low Sec " | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"sec_df = full_df[['npc_kills', 'pod_kills', 'ship_jumps', 'ship_kills', 'players', 'hour', 'date', 'security_status']]\n", | |
"sec_df['security_group'] = np.nan\n", | |
"\n", | |
"sec_df.loc[sec_df.security_status > 0.45, 'security_group'] = 1\n", | |
"sec_df.loc[sec_df.security_status <= 0.45, 'security_group'] = 0\n", | |
"sec_df.loc[sec_df.security_status <=0, 'security_group'] = -1\n", | |
"\n", | |
"sec_df = sec_df.groupby(['hour', 'date', 'security_group'])[['npc_kills', 'pod_kills', 'ship_jumps', 'ship_kills']].agg({\n", | |
" 'npc_kills':np.sum,\n", | |
" 'pod_kills':np.sum,\n", | |
" 'ship_jumps':np.sum,\n", | |
" 'ship_kills':np.sum,\n", | |
" 'players':np.min,\n", | |
" 'security_group':np.min\n", | |
"})\n", | |
"sec_df.loc[sec_df['security_group'] == 1, 'security_group'] = 'High Sec'\n", | |
"sec_df.loc[sec_df['security_group'] == 0, 'security_group'] = 'Low Sec'\n", | |
"sec_df.loc[sec_df['security_group'] == -1, 'security_group'] = 'Null Sec'\n", | |
"display(sec_df.head(5))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 55, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/home/lockefox/.virtualenvs/navitron_cron_venv/lib/python3.6/site-packages/IPython/kernel/__main__.py:7: RuntimeWarning: divide by zero encountered in log\n" | |
] | |
}, | |
{ | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style>\n", | |
" .dataframe thead tr:only-child th {\n", | |
" text-align: right;\n", | |
" }\n", | |
"\n", | |
" .dataframe thead th {\n", | |
" text-align: left;\n", | |
" }\n", | |
"\n", | |
" .dataframe tbody tr th {\n", | |
" vertical-align: top;\n", | |
" }\n", | |
"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>players</th>\n", | |
" <th>security_group</th>\n", | |
" <th>variable</th>\n", | |
" <th>value</th>\n", | |
" <th>log_value</th>\n", | |
" <th>log_players</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>20902.0</td>\n", | |
" <td>Null Sec</td>\n", | |
" <td>npc_kills</td>\n", | |
" <td>206622</td>\n", | |
" <td>12.238646</td>\n", | |
" <td>9.947600</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>20902.0</td>\n", | |
" <td>Low Sec</td>\n", | |
" <td>npc_kills</td>\n", | |
" <td>8310</td>\n", | |
" <td>9.025215</td>\n", | |
" <td>9.947600</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>20902.0</td>\n", | |
" <td>High Sec</td>\n", | |
" <td>npc_kills</td>\n", | |
" <td>141585</td>\n", | |
" <td>11.860656</td>\n", | |
" <td>9.947600</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>21841.0</td>\n", | |
" <td>Null Sec</td>\n", | |
" <td>npc_kills</td>\n", | |
" <td>170464</td>\n", | |
" <td>12.046279</td>\n", | |
" <td>9.991544</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>21841.0</td>\n", | |
" <td>Low Sec</td>\n", | |
" <td>npc_kills</td>\n", | |
" <td>7261</td>\n", | |
" <td>8.890273</td>\n", | |
" <td>9.991544</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" players security_group variable value log_value log_players\n", | |
"0 20902.0 Null Sec npc_kills 206622 12.238646 9.947600\n", | |
"1 20902.0 Low Sec npc_kills 8310 9.025215 9.947600\n", | |
"2 20902.0 High Sec npc_kills 141585 11.860656 9.947600\n", | |
"3 21841.0 Null Sec npc_kills 170464 12.046279 9.991544\n", | |
"4 21841.0 Low Sec npc_kills 7261 8.890273 9.991544" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
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YY8aMOS/lC78vTz75JNu3b+fTTz+lRYsWgP5U97vvvpvly5ef9fJmzpzJokWL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vjI3H7PoU3t5sWeZ8joLiKqCJ0v8uujC9sODGX2+XChtU/W7ykk3bNUGEuFyGmHnO8URqhG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\nqdFL8HSOkIqhl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"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f33a1e80ac8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"{<ggplot: (-9223363295621107214)>}" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"melt_sec_df = pd.melt(\n", | |
" sec_df,\n", | |
" id_vars=['players', 'security_group'],\n", | |
" value_vars=['npc_kills', 'pod_kills', 'ship_jumps', 'ship_kills']\n", | |
")\n", | |
"melt_sec_df['log_value'] = np.log(melt_sec_df['value'])\n", | |
"melt_sec_df['log_players'] = np.log(melt_sec_df['players'])\n", | |
"melt_sec_df = melt_sec_df[melt_sec_df['log_players'] > 9]\n", | |
"#display(melt_sec_df.head(5))\n", | |
"\n", | |
"plot = {\n", | |
" ggplot(melt_sec_df) +\n", | |
" aes(x='log_players', y='log_value', color='variable') +\n", | |
" geom_point(alpha=0.7) +\n", | |
" labs(\n", | |
" title='Player metrics vs server population (by hour)', \n", | |
" x='Log(players)',\n", | |
" y='Log(value)',\n", | |
" color=''\n", | |
" ) +\n", | |
" theme_538() +\n", | |
" theme(\n", | |
" legend_position=(0.5, 0.90),\n", | |
" legend_direction='horizontal'\n", | |
" ) +\n", | |
" facet_grid('. ~ security_group', scales='free_x')\n", | |
" #facet_grid('security_group ~ .')\n", | |
"}\n", | |
"\n", | |
"display(plot)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 65, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"/home/lockefox/.virtualenvs/navitron_cron_venv/lib/python3.6/site-packages/IPython/kernel/__main__.py:5: SettingWithCopyWarning: \n", | |
"A value is trying to be set on a copy of a slice from a DataFrame.\n", | |
"Try using .loc[row_indexer,col_indexer] = value instead\n", | |
"\n", | |
"See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n", | |
"/home/lockefox/.virtualenvs/navitron_cron_venv/lib/python3.6/site-packages/pandas/core/groupby.py:4036: FutureWarning: using a dict with renaming is deprecated and will be removed in a future version\n", | |
" return super(DataFrameGroupBy, self).aggregate(arg, *args, **kwargs)\n", | |
"/home/lockefox/.virtualenvs/navitron_cron_venv/lib/python3.6/site-packages/IPython/kernel/__main__.py:17: RuntimeWarning: divide by zero encountered in log\n" | |
] | |
}, | |
{ | |
"data": { | |
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" <th>pod_kills</th>\n", | |
" <th>ship_jumps</th>\n", | |
" <th>ship_kills</th>\n", | |
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" <th>date</th>\n", | |
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" <th>log_ship_kills</th>\n", | |
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"text/plain": [ | |
" npc_kills pod_kills ship_jumps \\\n", | |
"date system_id security_status \n", | |
"2017-10-23 30000001 0.858324 204 0 846 \n", | |
" 30000002 0.751689 171 0 664 \n", | |
" 30000003 0.846292 267 0 562 \n", | |
" 30000004 0.817001 158 0 823 \n", | |
" 30000005 0.814337 176 0 1396 \n", | |
"\n", | |
" ship_kills players system_id \\\n", | |
"date system_id security_status \n", | |
"2017-10-23 30000001 0.858324 3 21580.0 30000001 \n", | |
" 30000002 0.751689 0 21580.0 30000002 \n", | |
" 30000003 0.846292 0 21580.0 30000003 \n", | |
" 30000004 0.817001 0 21580.0 30000004 \n", | |
" 30000005 0.814337 0 21580.0 30000005 \n", | |
"\n", | |
" date security_status \\\n", | |
"date system_id security_status \n", | |
"2017-10-23 30000001 0.858324 2017-10-23 0.858324 \n", | |
" 30000002 0.751689 2017-10-23 0.751689 \n", | |
" 30000003 0.846292 2017-10-23 0.846292 \n", | |
" 30000004 0.817001 2017-10-23 0.817001 \n", | |
" 30000005 0.814337 2017-10-23 0.814337 \n", | |
"\n", | |
" log_ship_kills security_group \n", | |
"date system_id security_status \n", | |
"2017-10-23 30000001 0.858324 1.098612 High Sec \n", | |
" 30000002 0.751689 -inf High Sec \n", | |
" 30000003 0.846292 -inf High Sec \n", | |
" 30000004 0.817001 -inf High Sec \n", | |
" 30000005 0.814337 -inf High Sec " | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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TwxtvvFGrWUVC/RowYAAREREcOHCAhIQE+vbtq/pc79ChA6+//jpffvklZWVl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\nIBwOKoAIgiAIgnA4/j9d94yCPd16BwAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f33d9bcbd68>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"{<ggplot: (-9223363295561111089)>}" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"system_df = full_df[[\n", | |
" 'npc_kills', 'pod_kills', 'ship_jumps', 'ship_kills', 'players', 'hour', 'date', \n", | |
" 'security_status', 'system_id'\n", | |
"]]\n", | |
"system_df['security_group'] = np.nan\n", | |
"\n", | |
"system_df = system_df.groupby(['date', 'system_id', 'security_status'])[['npc_kills', 'pod_kills', 'ship_jumps', 'ship_kills']].agg({\n", | |
" 'npc_kills':np.sum,\n", | |
" 'pod_kills':np.sum,\n", | |
" 'ship_jumps':np.sum,\n", | |
" 'ship_kills':np.sum,\n", | |
" 'players':np.min,\n", | |
" 'system_id':np.min,\n", | |
" 'date':np.min,\n", | |
" 'security_status':np.min\n", | |
"})\n", | |
"system_df['log_ship_kills'] = np.log(system_df['ship_kills'])\n", | |
"system_df.loc[system_df.security_status > 0.45, 'security_group'] = 'High Sec'\n", | |
"system_df.loc[system_df.security_status <= 0.45, 'security_group'] = 'Low Sec'\n", | |
"system_df.loc[system_df.security_status <=0, 'security_group'] = 'Null Sec'\n", | |
"\n", | |
"display(system_df.head(5))\n", | |
"\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 70, | |
"metadata": { | |
"collapsed": false | |
}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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TwxtvvFGrWUVC/RowYAAREREcOHCAhIQE+vbtq/pc79ChA6+//jpffvklZWVl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| |
"text/plain": [ | |
"<matplotlib.figure.Figure at 0x7f33d9877cf8>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"{<ggplot: (-9223363295561450857)>}" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"text/plain": [ | |
"array([30000153, 30001162, 30002140, 30045353, 30000142, 30000144,\n", | |
" 30001005, 30002090, 30002642, 30002813, 30003189, 30011392,\n", | |
" 30014971, 30030141, 30045305, 30045344, 30003504, 30013489,\n", | |
" 30045314, 30045338, 30045346, 30000139, 30000579, 30001001,\n", | |
" 30042715, 30000852, 30001157, 30001198, 30001363, 30001389,\n", | |
" 30002016, 30002138, 30002187, 30002541, 30002768, 30002803,\n", | |
" 30003069, 30003697, 30003729, 30004643, 30012547, 30000156,\n", | |
" 30000657, 30001158, 30001161, 30001980, 30001999, 30002144,\n", | |
" 30002184, 30002640, 30002765, 30002898, 30003063, 30005015,\n", | |
" 30005133, 30005189, 30005310, 30011407, 30021672, 30045354,\n", | |
" 30000157, 30001154, 30001245, 30001394, 30002168, 30002754,\n", | |
" 30003068, 30003503, 30004759, 30004804, 30004968, 30005301,\n", | |
" 30002788, 30002908])" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAkwAAAHcCAYAAAAk6vUdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAPYQAAD2EBqD+naQAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4wLCBo\ndHRwOi8vbWF0cGxvdGxpYi5vcmcvpW3flQAAIABJREFUeJzs3XlYVPX+B/D3mWHYZliGTZBNBDfE\nHcGNNK+WC2pilqYZimmW3XKp7FouWWm5Zm6Fpr9rollYblmp4ZJLZu67YgguoOyyw/D9/eHj3Ahw\nZBiYgXm/nscn5pwzn/Oewwk+nOV7JC |